A simple performance logger for Python
Project description
mtnlog - A simple multinode performance logger for Python
Introduction
mtnlog is a simple multinode performance logger for Python. It is designed to be used in a similar way to Python's built-in logging module, but with a focus on performance logging. It provides a simple API for logging performance data, including start and end times, and allows for easy integration with other logging systems.
Installation
You can install mtnlog using pip:
pip install mtnlog
Usage
To use mtnlog, you have two features: JSONLogger
and PerformanceLogger
.
JSONLogger
The JSONLogger
class is a simple logger that writes performance data to a JSON file. You can create a new JSONLogger
instance by passing a file path to the constructor:
from mtnlog import JSONLogger
logger = JSONLogger(log_dir='logs') # logs is the directory where the log file will be saved
You can then use the log
method to log performance data:
logger.log('<your_dict>', filename='log') # your_dict is a dictionary with the data you want to log / filename is the name of the file
your_dict
is a dictionary with the data you want to log.
filename
is the name of the file where the data will be saved
PerformanceLogger
The PerformanceLogger
class is a logger for system performance data. It logs the the time taken to execute the block, as well as the CPU, memory, and GPU usage. You can create a new PerformanceLogger
instance by passing a file path to the constructor:
from mtnlog import PerformanceLogger
collector = PerformanceLogger(log_dir="<your_log_dir>", log_node="<current_node>")
your_log_dir
is the directory where the log file will be saved.
current_node
is the number of the node you are logging.
You can then use the change_tag
method to change the tag of the log:
collector.change_tag("<new_tag>")
new_tag
is the new tag you want to use.
To stop logging, you can use the stop
method:
collector.stop()
Example
Here is an example of how to use mtnlog:
from mtnlog import JSONLogger, PerformanceLogger
# Create a JSONLogger instance
logger = JSONLogger(log_dir='logs')
# Log some data
logger.log({'message': 'Hello, world!'}, filename='log')
# Create a PerformanceLogger instance
collector = PerformanceLogger(log_dir='logs', log_node="0")
# Change the tag
collector.change_tag('new_tag')
# Stop logging
collector.stop()
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