一句话:首次形式化现代 JSON Schema,并证明其数据验证问题是 PSPACE 完全,根源在动态引用。
JSON Schema 是 JSON 事实标准模式语言。Draft 2019-09 起引入动态引用与注解依赖验证等 Modern JSON Schema 特性,改变求值模型,导致规范理解困难。本文首次给出 Modern JSON Schema 的形式化语义,并与工具开发者社区讨论;进而分析数据验证复杂度,证明该问题为 PSPACE 完全。作者进一步表明其根源是 Draft 2020-12 的动态引用,而非注解依赖验证。复杂度分析显示:即使实例固定,问题对模式规模仍 PSPACE 完全;模式固定时则属 P。实验表明动态与静态引用的渐近复杂度差异在小模式上也很明显。
JSON Schema is the de-facto standard schema language for JSON data. The language went through many minor revisions, but the most recent versions of the language, starting from Draft 2019-09, added two novel features, dynamic references and annotation-dependent validation , that change the evaluation model. Modern JSON Schema is the name used to indicate all versions from Draft 2019-09, which are characterized by these new features, while Classical JSON Schema is used to indicate the previous versions. These new “modern” features make the schema language quite difficult to understand and have generated many discussions about the correct interpretation of their official specifications; for this reason, we undertook the task of their formalization. During this process, we also analyzed the complexity of data validation in Modern JSON Schema, with the idea of confirming the polynomial complexity of Classical JSON Schema validation, and we were surprised to discover a completely different truth: data validation, which is expected to be an extremely efficient process, acquires, with Modern JSON Schema features, a PSPACE complexity. In this paper, we give the first formal description of Modern JSON Schema, which we have discussed with the community of JSON Schema tool developers, and which we consider a central contribution of this work. We then prove that its data validation problem is PSPACE-complete. We prove that the origin of the problem lies in the Draft 2020-12 version of dynamic references, and not in annotation-dependent validation. We study the schema and data complexities, showing that the problem is PSPACE-complete with respect to the schema size even with a fixed instance but is in P when the schema is fixed and only the instance size is allowed to vary. Finally, we run experiments that show that there are families of schemas where the difference in asymptotic complexity between dynamic and static references is extremely visible, even with small schemas.
@article{paperbot2657,
title = {Validation of Modern JSON Schema: Formalization and Complexity},
author = {Lyes Attouche and Mohamed-Amine Baazizi and Dario Colazzo and Giorgio Ghelli and Carlo Sartiani and Stefanie Scherzinger},
journal = {Proceedings of the ACM on Programming Languages},
volume = {8},
number = {POPL},
year = {2024},
doi = {10.1145/3632891}
}