面向类型和示例的程序合成

Peter-Michael Osera, S. Zdancewic
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引用次数: 224

摘要

本文提出了一种处理代数数据类型的递归函数的综合算法。它建立在证明理论技术的基础上,利用类型信息和输入输出示例来精简搜索空间。该算法使用细化树,这是一种简洁地表示生成代码形状约束的数据结构。我们通过使用原型实现来综合40多个基准测试和几个非平凡的大示例来评估该算法。我们的结果表明,就合成时间或生成程序的可实现大小而言,该方法符合或优于该领域的最新技术。
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Type-and-example-directed program synthesis
This paper presents an algorithm for synthesizing recursive functions that process algebraic datatypes. It is founded on proof-theoretic techniques that exploit both type information and input–output examples to prune the search space. The algorithm uses refinement trees, a data structure that succinctly represents constraints on the shape of generated code. We evaluate the algorithm by using a prototype implementation to synthesize more than 40 benchmarks and several non-trivial larger examples. Our results demonstrate that the approach meets or outperforms the state-of-the-art for this domain, in terms of synthesis time or attainable size of the generated programs.
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