自动大小类型推断和复杂性分析

Martin Avanzini, Ugo Dal Lago
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引用次数: 0

摘要

本文介绍了一种新的高阶函数式程序复杂性分析方法,该方法由三部分组成:用于大小分析的强大类型系统和完善的类型推理程序、滴答一元变换和约束求解的具体工具。值得注意的是,所提出的方法可以完全自动化,并能够分析一系列的例子,不能由大多数竞争对手的方法处理。这是可能的,因为有各种关键成分,特别是抽象索引语言和更高级别的索引多态性。原型实现是可用的。
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Automated Sized-Type Inference and Complexity Analysis
This paper introduces a new methodology for the complexity analysis of higher-order functional programs, which is based on three components: a powerful type system for size analysis and a sound type inference procedure for it, a ticking monadic transformation and a concrete tool for constraint solving. Noticeably, the presented methodology can be fully automated, and is able to analyse a series of examples which cannot be handled by most competitor methodologies. This is possible due to various key ingredients, and in particular an abstract index language and index polymorphism at higher ranks. A prototype implementation is available.
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