PyOptInterface:设计和实现高效的数学优化建模语言

Yue Yang, Chenhui Lin, Luo Xu, Wenchuan Wu
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引用次数: 0

摘要

本文介绍了 PyOptInterface 的设计与实现,这是一种嵌入 Python 编程语言的数学优化建模语言。PyOptInterface 使用轻量级和紧凑的数据结构,将优化模型中的高层实体(如变量和约束)高效地连接到优化器的内部索引。它支持各种优化求解器和一系列常见问题类别。我们提供的基准测试表明,与其他最先进的建模语言相比,PyOptInterface 的性能极具竞争力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
PyOptInterface: Design and implementation of an efficient modeling language for mathematical optimization
This paper introduces the design and implementation of PyOptInterface, a modeling language for mathematical optimization embedded in Python programming language. PyOptInterface uses lightweight and compact data structure to bridge high-level entities in optimization models like variables and constraints to internal indices of optimizers efficiently. It supports a variety of optimization solvers and a range of common problem classes. We provide benchmarks to exhibit the competitive performance of PyOptInterface compared with other state-of-the-art modeling languages.
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