Integrating with Amazon SageMaker
You can integrate Amazon SageMaker on AWS with OpenPages®.
Before you begin
If you're using an existing OpenPages instance, review the watsonx.governance solution change log. The change log includes important information about the solutions schema for the integration.
Set up the services in AWS
To set up Amazon Web Services (AWS) for the integration, do the following tasks:
- Set up the following services on AWS:
- CloudTrail: Amazon SageMaker events are published to CloudTrail.
- Simple Queue service (SQS): Use this service to set up a queue for your Amazon SageMaker models. For more information, see Setting up Amazon SQS.
- EventBridge: Use this service to define rules that extract Amazon SageMaker model card changes to a Simple Queue Service (SQS) FIFO queue.
- Resource Access Manager: Use this service to create central model registries and group your resources to manage them. For more information, see Setting up and configuring Resource Explorer.
Ensure that the CloudTrail and EventBridge services are running.
- Plan the integration. For more information, see Plan the integration with Amazon SageMaker.
- Set up the services in AWS. For more information, see Setting up AWS services for the integration with Amazon SageMaker.
IBM OpenPages on Cloud
After you set up the services in AWS, do the following steps:
- Contact IBM® Support to request integration with Amazon SageMaker.
In the support ticket, provide the following information:
- The region in which Amazon SageMaker is configured
- The domain name for Amazon SageMaker Studio
- Load the solution files for the integration. For more information, see Loading the solution files for AI governance.
- Contact IBM Support to request a RabbitMQ server. IBM Support will configure a RabbitMQ server to communicate with OpenPages.
- Configure the integration in OpenPages. For more information, see Configuring OpenPages to integrate with Amazon SageMaker.
IBM OpenPages for IBM Cloud Pak for Data
After you set up the services in AWS, do the following steps:
- Load the solution files for the integration. For more information, see Loading the solution files for AI governance (IBM Software Hub).
- Configure the integration in OpenPages. For more information, see Configuring OpenPages to integrate with Amazon SageMaker.
OpenPages on premises
After you set up the services in AWS, do the following steps:
- Load the solution files for the integration. For more information, see Loading the solution files for AI governance.
- Configure a RabbitMQ server to communicate with OpenPages. See Setting up OpenPages to connect to RabbitMQ.
- Set up a client certificate for the OpenPages REST API V2. For more information, see Integrating OpenPages with IBM® WebSphere Liberty security.
- Configure the integration in OpenPages. For more information, see Configuring OpenPages to integrate with Amazon SageMaker.