Synthesizing nested relational queries from implicit specifications: via model theory and via proof theory

TL;DR

This paper establishes a theoretical and proof-theoretic framework for converting implicit nested relational dataset definitions into explicit NRC queries, enhancing understanding and automation in data specification and transformation.

Contribution

It proves the implicit-to-explicit definability for nested relations using model and proof theory, and provides an effective method to extract NRC queries from proofs.

Findings

Implicit definitions in nested relations can be converted to NRC queries.

A model-theoretic connection between NRC queries and structure translations is established.

An effective proof system enables automatic extraction of NRC rewritings from proofs.

Abstract

Derived datasets can be defined implicitly or explicitly. An implicit definition (of dataset O in terms of datasets I) is a logical specification involving two distinguished sets of relational symbols. One set of relations is for the "source data" I, and the other is for the "interface data" O. Such a specification is a valid definition of O in terms of I, if any two models of the specification agreeing on I agree on O. In contrast, an explicit definition is a transformation (or "query" below) that produces O from I. Variants of Beth's theorem state that one can convert implicit definitions to explicit ones. Further, this conversion can be done effectively given a proof witnessing implicit definability in a suitable proof system. We prove the analogous implicit-to-explicit result for nested relations: implicit definitions, given in the natural logic for nested relations, can be converted to explicit definitions in the nested relational calculus (NRC). We first provide a model-theoretic argument for this result, which makes some additional connections that may be of independent interest, between NRC queries, interpretations, a standard mechanism for defining structure-to-structure translation in logic, and between interpretations and implicit to definability "up to unique isomorphism". The latter connection uses a variation of a result of Gaifman concerning "relatively categorical" theories. We also provide a proof-theoretic result that provides an effective argument: from a proof witnessing implicit definability, we can efficiently produce an NRC definition. This will involve introducing the appropriate proof system for reasoning with nested sets, along with some auxiliary Beth-type results for this system. As a consequence, we can effectively extract rewritings of NRC queries in terms of NRC views, given a proof witnessing that the query is determined by the views.