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Integrations

Python Callable Integration

Run local smoke and development workflows against Python functions, classes, model wrappers, or agent objects.

Where Python callables fit

Use Python callable integration when the System under review is still local to Python: a function, class, class instance, model wrapper, ranker, or agent object.

This is a local setup and development lane. It is useful for creating a driver config before a hosted System Version exists.

Local driver configs

Generate a starter config for a Python import path:

shell
determina init --system-type recommender --driver-kind in_process --import-path my_package.recommender:predict --output-path ./determina-driver-config.json --non-interactive

Validate the generated config locally before moving it into hosted setup:

shell
determina check-system --system-type recommender --driver-config-path ./determina-driver-config.json

Examples

Start from the source examples when exact wrapper shape matters: