Machine learning-based context labeling for tokenized log messages

An apparatus, comprising:

• one or more network interfaces;
• a processor coupled to the one or more network interfaces and configured to execute one or more processes;
• and
• a memory configured to store a process that is executable by the processor, the process when executed configured to:
• generate a template for a particular parameter in one or more log files;
• use a language model to determine a context for the particular parameter based on the template that would be relevant to an administrator;
• generate a visualization of the particular parameter based on the context;
• and
• provide the visualization to a user interface for review by the administrator.

A tangible, non-transitory, computer-readable medium storing program instructions that cause a device to execute a process comprising:

• generating, by the device, a template for a particular parameter in one or more log files;
• using, by the device, a language model to determine a context for the particular parameter based on the template that would be relevant to an administrator;
• generating, by the device, a visualization of the particular parameter based on the context;
• and
• providing, by the device, the visualization to a user interface for review by the administrator.