How to invoke a sagemaker endpoint from Grafana

Question

I am trying with AWS sagemaker and created endpoint successfully. I want to visualize the data on Grafana now. Can anyone suggest an approach to this?

Answer 1

While I am not familiar with Grafana and exactly what you would like to visualize, the only way to Invoke the Endpoint is using the InvokeEndpoint API .

This API can be hit using any of these SDKs . You can also make a direct post request to the runtime API. Kindly see this question/answer here .

Having said all this, SageMaker Endpoints are designed for realtime inference. That is, a request is sent to the Endpoint and a response is returned.

If you would like to visualize a large amount of inference data. You could look at using a SageMaker Batch Transform Job. The output of the Job will be files(s) in S3 that you could ingest.