Oakestra supports addons via its addon marketplace.

The FLOps addon enables practical application-oriented federated machine learning. It automates ML/FL duties for the user by building on top of DevOps and MLOps concepts, including:

• Handling the setup and configuration of the ML environment by building multi-platform container images.
• Scheduling and handling FL learners and aggregators - performing the FL training.
• State-of-the-art observability capabilities via a modern browser-based GUI.
• Providing the trained model for pulling and automatic deployment as an inference server.
• Allow users to customize their FL by specifying various aspects ranging from training rounds to their FL strategy.

Note that FLOps is not yet available in the marketplace.

The oak-cli acts as an interface to the FLOps addon.

Typing out oak addon flops ... every time can be cumbersome, even with tab-autocompletion enabled. You can create an alias to run FLOps oak-CLI commands more quickly.

For example, add alias oaf="oak addon flops" to your /etc/bash.bashrc file.

Now you can run all FLOps commands like this: oaf ...