Google Inc.

James Paul Black

Ashish Garg

Adam Licata

Adityashankar Kini

Dwaipayan Dutta

A method for artificial intelligence-based automated parser creation includes obtaining a first event log of one or more first event logs of first telemetry data. The first event log includes one or more event log key-value pairs. The method includes generating, using a first artificial intelligence (AI) model, a portion of parser code to map a first event log key of an event log key-value pair of the one or more event log key-value pairs to a predefined field. The method includes generating an event log parser that includes the portion of the parser code. The method includes causing the event log parser to be executed on a second event log of one or more second event logs of second telemetry log data.

Artificial intelligence-based automated parser creation

Systems and methods include identifying fields associated with a log event of telemetry data and, for each field, selecting a key from multiple keys and generating a field-key mapping that includes a mapping from the fields to the selected key. The systems and methods generate an event log parser extension that includes the field-key mappings and validate the parser extension by testing its performance on sample log events. The systems and methods then execute a base parser and the validated event log parser extension on event logs to convert the event logs into a standardized format and perform data analytics on the standardized event logs to identify trends in the event logs and identify possible threats.

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Sunnyvale, CA, United States of America

James Paul Black