Module generative 

Structs

GenerativeSpec

First-class generative specification: mean process + observation noise.

Enums

NoiseModel

Observation-noise model used for generative sampling.

Traits

CustomFamilyGenerative

Extension trait for custom multi-block families that provide explicit generative semantics (mean + observation noise) at a fitted state.

Functions

custom_generative_spec

Build custom-family generative spec from a fitted multi-block model.

generative_spec_from_gam

Convenience builder: from design + coefficients directly.

generative_spec_from_predict

Build a generative specification for built-in GAM families from eta/mean.

sample_observation_replicates

Draw multiple synthetic replicates (n_draws x n_obs).

sample_observations

Draw one synthetic observation vector from a generative spec.