cancel
Showing results forย 
Search instead forย 
Did you mean:ย 
Data Engineering
cancel
Showing results forย 
Search instead forย 
Did you mean:ย 

Do errors get logged as part of the artifact tracking in MLflow? Or is there a way to log errors in general?

Anonymous
Not applicable
 
1 ACCEPTED SOLUTION

Accepted Solutions

sean_owen
Honored Contributor II
Honored Contributor II

For the tracking server? Yes, it does produce logs which you could see if running the tracking server as a standalone service. They are not exposed from the hosted tracking server in Databricks. However there typically aren't errors or logs of interest in the tracking server; errors of interest would occur (and be logged) from the MLflow client that is accessing it, for example, in a notebook cell.

For model serving, errors are likewise logged, but would be of interest and are exposed in the hosted MLflow serving service. You would see them in the Serving tab of a registered model. Or if deploying to Azure ML or SageMaker, these logs would likewise appear in the console of those services.

View solution in original post

1 REPLY 1

sean_owen
Honored Contributor II
Honored Contributor II

For the tracking server? Yes, it does produce logs which you could see if running the tracking server as a standalone service. They are not exposed from the hosted tracking server in Databricks. However there typically aren't errors or logs of interest in the tracking server; errors of interest would occur (and be logged) from the MLflow client that is accessing it, for example, in a notebook cell.

For model serving, errors are likewise logged, but would be of interest and are exposed in the hosted MLflow serving service. You would see them in the Serving tab of a registered model. Or if deploying to Azure ML or SageMaker, these logs would likewise appear in the console of those services.

Welcome to Databricks Community: Lets learn, network and celebrate together

Join our fast-growing data practitioner and expert community of 80K+ members, ready to discover, help and collaborate together while making meaningful connections. 

Click here to register and join today! 

Engage in exciting technical discussions, join a group with your peers and meet our Featured Members.