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libtropicon: A Scalable Library for Computing Intersection Points of Generic Tropical Hyper-surfaces

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Mathematical Software – ICMS 2018 (ICMS 2018)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 10931))

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Abstract

The computation of intersection points of generic tropical hyper-surfaces is a fundamental problem in computational algebraic geometry. An efficient algorithm for solving this problem will be a basic building block in many higher level algorithms for studying tropical varieties, computing mixed volume, enumerating mixed cells, constructing polyhedral homotopies, etc. libtropicon is a library for computing intersection points of generic tropical hyper-surfaces that provides a unified framework where the several conceptually opposite approaches coexist and complement one another. In particular, great efficiency is achieve by the data cross-feeding of the “pivoting” and the “elimination” step — data by-product generated by the pivoting step is selectively saved to bootstrap the elimination step, and vice versa. The core algorithm is designed to be naturally parallel and highly scalable, and the implementation directly supports multi-core architectures, computer clusters, and GPUs based on CUDA or ROCm/OpenCL technology. Many-core architectures such as Intel Xeon Phi are also partially supported. This library also includes interface layers that allows it to be tightly integrated into the existing ecosystem of software in computational algebraic geometry.

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Notes

  1. 1.

    Note that the level-k basic feasible solution defined here is but a simplified prototype of the much more technical concept of “level-k subfaces” that is actually used in family of algorithms [1, 2, 6, 10] whence libtropicon inherits much of the core ideas.

  2. 2.

    ROCm is AMD’s latest implementation of the OpenCL standard, an open standard for general purpose GPU computation. Currently, only ROCm have been tested. Support for other implementations of OpenCL could be added in the future with minimum changes to the code.

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Correspondence to Tianran Chen .

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Chen, T. (2018). libtropicon: A Scalable Library for Computing Intersection Points of Generic Tropical Hyper-surfaces. In: Davenport, J., Kauers, M., Labahn, G., Urban, J. (eds) Mathematical Software – ICMS 2018. ICMS 2018. Lecture Notes in Computer Science(), vol 10931. Springer, Cham. https://doi.org/10.1007/978-3-319-96418-8_13

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  • DOI: https://doi.org/10.1007/978-3-319-96418-8_13

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