Unlike in AWS Lambda code, in Sagemaker training jobs using custom Python code in Docker containers logging won’t work unless a stream handler is specifically added to the logger.

This note comprises some heuristics others and myself have found success with when it comes to deciding when and how to use the different log levels in a logging utility.