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Apply API

info

In this section we re-use the datalayer variable db without further explanation. Read more about how to build it here and what it is here.

AI functionality in SuperDuperDB revolves around creating AI models, and configuring them to interact with data via the datalayer.

There are many decisions to be made and configured; for this SuperDuperDB provides the Component abstraction.

The typical process is:

1. Create a component​

Build your components, potentially including other subcomponents.

from superduperdb import <ComponentClass>

component = <ComponentClass>(
    'identifier',
    **kwargs   # can include other components
)

2. Apply the component to the datalayer​

"Applying" the component the db datalayer, also applies all sub-components. So only 1 call is needed.

db.apply(component)

3. Reload the component (if necessary)​

The .apply command saves everything necessary to reload the component in the SuperDuperDB system.

reloaded = db.load('type_id', 'identifier')   # `type_id`

Read more​