Fakultät für Mathematik, Informatik und Statistik - Digitale Hochschulschriften der LMU - Teil 01/02

Automated Amortised Analysis


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Steffen Jost researched a novel static program analysis that automatically infers formally guaranteed upper bounds on the use of compositional quantitative resources. The technique is based on the manual amortised complexity analysis. Inference is achieved through a type system
annotated with linear constraints. Any solution to the collected constraints yields the coefficients of a formula, that expresses an upper bound on the resource consumption of a program through the sizes of its various inputs.
The main result is the formal soundness proof of the proposed analysis for a functional language. The strictly evaluated language features higher-order types, full mutual recursion, nested data types, suspension of evaluation, and can deal with aliased data. The presentation focuses on heap space bounds. Extensions allowing the inference of bounds on stack space usage and worst-case execution time
are demonstrated for several realistic program examples. These bounds were inferred by the created generic implementation of the technique. The implementation is highly efficient, and solves even large examples within seconds.
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Fakultät für Mathematik, Informatik und Statistik - Digitale Hochschulschriften der LMU - Teil 01/02By Ludwig-Maximilians-Universität München

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