Creating custom rules using the Debugger client library

You can create custom rules to monitor your training job using the Debugger rule APIs and the open source smdebug Python library that provide tools to build your own rule containers.

Prerequisites for creating a custom rule

To create Debugger custom rules, you need the following prerequisites.

• SageMaker Debugger Rule.custom API

• The open source smdebug Python library

• Your own custom rule python script

• Amazon SageMaker Debugger image URIs for custom rule evaluators

Topics

• Use the smdebug client library to create a custom rule as a Python script

• Use the Debugger APIs to run your own custom rules