https://community.databricks.com/t5/get-started-discussions/automating-the-migration-of-ml-models-and-metadata-to-unity/m-p/92958#M8506 <P>Deploy as Code is recommended.</P> <P><A href="https://learn.microsoft.com/en-us/azure/databricks/machine-learning/mlops/deployment-patterns#deploy-code" target="_blank">https://learn.microsoft.com/en-us/azure/databricks/machine-learning/mlops/deployment-patterns#deploy-code</A></P> <P>If you need to copy the model as a Pickle file then use&nbsp;<A href="https://github.com/mlflow/mlflow-export-import" target="_blank">https://github.com/mlflow/mlflow-export-import</A></P> <P>CICD implementation sample</P> <P><A href="https://github.com/gchandra10/ml_export_import_demo" target="_blank">https://github.com/gchandra10/ml_export_import_demo</A></P> Mon, 07 Oct 2024 12:22:56 GMT gchandra 2024-10-07T12:22:56Z https://community.databricks.com/t5/get-started-discussions/automating-the-migration-of-ml-models-and-metadata-to-unity/m-p/92933#M8505 <P>Hello everyone,</P><P>I am currently working on a project where I need to migrate ML models from the Model Registry of one Databricks workspace to the Unity Catalog (schema/catalog) of another workspace. This migration needs to include not only the models themselves but also their associated metadata, such as model signatures, tags, and artifacts.</P><H3>I would like to ask:</H3><OL><LI><P><STRONG>Best Practices</STRONG>: What are the best practices for automating the migration process of ML models and their metadata between workspaces in Databricks?</P></LI><LI><P><STRONG>Automation Approaches</STRONG>: Are there specific tools, libraries, or scripts that can help automate this migration? Has anyone developed a custom solution that they could share?</P></LI><LI><P><STRONG>Handling Metadata</STRONG>: What specific metadata should I focus on preserving during the migration? How can I ensure that this metadata remains intact and accessible in the new workspace?</P></LI></OL> Mon, 07 Oct 2024 10:50:34 GMT https://community.databricks.com/t5/get-started-discussions/automating-the-migration-of-ml-models-and-metadata-to-unity/m-p/92933#M8505 Himanshu4 2024-10-07T10:50:34Z https://community.databricks.com/t5/get-started-discussions/automating-the-migration-of-ml-models-and-metadata-to-unity/m-p/92958#M8506 <P>Deploy as Code is recommended.</P> <P><A href="https://learn.microsoft.com/en-us/azure/databricks/machine-learning/mlops/deployment-patterns#deploy-code" target="_blank">https://learn.microsoft.com/en-us/azure/databricks/machine-learning/mlops/deployment-patterns#deploy-code</A></P> <P>If you need to copy the model as a Pickle file then use&nbsp;<A href="https://github.com/mlflow/mlflow-export-import" target="_blank">https://github.com/mlflow/mlflow-export-import</A></P> <P>CICD implementation sample</P> <P><A href="https://github.com/gchandra10/ml_export_import_demo" target="_blank">https://github.com/gchandra10/ml_export_import_demo</A></P> Mon, 07 Oct 2024 12:22:56 GMT https://community.databricks.com/t5/get-started-discussions/automating-the-migration-of-ml-models-and-metadata-to-unity/m-p/92958#M8506 gchandra 2024-10-07T12:22:56Z