Collecting emissions to a logger¶

The LoggerOutput class (and GoogleCloudLoggerOutput subclass) allows you to send emissions tracking to a logger. This is a specific, distinct logger than the one used by the CodeCarbon package for its private logs. It allows you to leverage powerful logging systems, to centralize emissions to some central or cloud-based system, and build reports, triggers, etc. based on these data.

This logging output can be used in parallel with other output options provided by CodeCarbon.

Create a logger¶

In order to send emissions tracking data to the logger, first create a logger and then create an EmissionsTracker. OfflineEmissionsTracker is also supported but lack of network connectivity may forbid to stream tracking data to some central or cloud-based collector.

Python logger¶

import logging

# Create a dedicated logger (log name can be the CodeCarbon project name for example)
_logger = logging.getLogger(log_name)

# Add a handler, see Python logging for various handlers (here a local file named after log_name)
_channel = logging.FileHandler(log_name + '.log')
_logger.addHandler(_channel)

# Set logging level from DEBUG to CRITICAL (typically INFO)
# This level can be used in the logging process to filter emissions messages
_logger.setLevel(logging.INFO)

# Create a CodeCarbon LoggerOutput with the logger, specifying the logging level to be used for emissions data messages
my_logger = LoggerOutput(_logger, logging.INFO)

Google Cloud Logging¶

import google.cloud.logging


# Create a Cloud Logging client (specify project name if needed, otherwise Google SDK default project name is used)
client = google.cloud.logging.Client(project=google_project_name)

# Create a CodeCarbon GoogleCloudLoggerOutput with the Cloud Logging logger, with the logging level to be used for emissions data messages
my_logger = GoogleCloudLoggerOutput(client.logger(log_name))

Authentication¶

Please refer to Google Cloud documentation.

Create an EmissionTracker¶

Create an EmissionTracker saving output to the logger. Other save options are still usable and valid.

tracker = EmissionsTracker(save_to_logger=True, logging_logger=my_logger)
tracker.start()
# Your code here
emissions: float = tracker.stop()

Example¶

A demonstration is available in codecarbon/examples/logging_demo.py.