DLM --- High-Level Interface ============================ The :class:`~dynaris.dlm.api.DLM` class is the primary user-facing interface. It wraps a :class:`~dynaris.core.state_space.StateSpaceModel` with convenient methods for the full modeling workflow: 1. ``fit(y)`` --- run the Kalman filter 2. ``smooth()`` --- run the RTS smoother 3. ``forecast(steps)`` --- multi-step-ahead predictions 4. ``plot(kind)`` --- visualize results 5. ``summary()`` --- print model and fit information Most users only need this class. The lower-level filter, smoother, and forecast functions are available for advanced use cases. .. autoclass:: dynaris.dlm.api.DLM :members: :show-inheritance: