Column Type Inference And Schema Mapping With Automatic Feature Classification

ML/LLM monitoring — data drift, model quality, 100+ metrics, dashboards, test suites.

Unique: Implements automatic type inference that generates ColumnMapping objects, which are then used throughout the framework to select appropriate metrics and statistical tests. This decouples data schema from evaluation logic, enabling metrics to adapt to column types without conditional branching.

vs others: More convenient than manual schema specification because inference is automatic; more flexible than rigid schema systems because users can override inferred types and define custom roles.