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NetApp Solutions

Architecture

Contributors mboglesby kevin-hoke

This solution is not dependent on specific hardware. The solution is compatible with any NetApp physical storage appliance, software-defined instance, or cloud service, that is supported by NetApp Astra Trident. Examples include a NetApp AFF storage system, Amazon FSx for NetApp ONTAP, Azure NetApp Files, Google Cloud NetApp Volumes, or a NetApp Cloud Volumes ONTAP instance. Additionally, the solution can be implemented on any Kubernetes cluster as long as the Kubernetes version used is supported by NetApp Astra Trident and the other solution components that are being implemented. For a list of Kubernetes versions that are supported by Trident, see the Trident documentation. See the following tables for details on the environments that were used to validate the various components of this solution.

Apache Airflow Validation Environment

Software Component Version

Apache Airflow

2.0.1, deployed via Apache Airflow Helm chart 8.0.8

Kubernetes

1.18

NetApp Astra Trident

21.01

JupyterHub Validation Environment

Software Component Version

JupyterHub

4.1.5, deployed via JupyterHub Helm chart 3.3.7

Kubernetes

1.29

NetApp Astra Trident

24.02

MLflow Validation Environment

Software Component Version

MLflow

2.14.1, deployed via MLflow Helm chart 1.4.12

Kubernetes

1.29

NetApp Astra Trident

24.02

Kubeflow Validation Environment

Software Component Version

Kubeflow

1.7, deployed via deployKF 0.1.1

Kubernetes

1.26

NetApp Astra Trident

23.07

Support

NetApp does not offer enterprise support for Apache Airflow, JupyterHub, MLflow, Kubeflow, or Kubernetes. If you are interested in a fully supported MLOps platform, contact NetApp about fully supported MLOps solutions that NetApp offers jointly with partners.