GriSPy: A Python package for Fixed-Radius Nearest Neighbors Search
Abstract
We present a new regular grid search algorithm for quick fixed-radius nearest-neighbor lookup developed in Python. This module indexes a set of k-dimensional points in a regular grid, with optional periodic conditions, providing a fast approach for nearest neighbors queries. In this first installment we provide three types of queries: , and the ; as well as three different metrics of interest in astronomy: the and two distance functions in spherical coordinates of varying precision, and ; and the possibility of providing a custom distance function. This package results particularly useful for large datasets where a brute-force search turns impractical.
Cite
@article{arxiv.1912.09585,
title = {GriSPy: A Python package for Fixed-Radius Nearest Neighbors Search},
author = {Martin Chalela and Emanuel Sillero and Luis Pereyra and Mario Alejandro García and Juan B. Cabral and Marcelo Lares and Manuel Merchán},
journal= {arXiv preprint arXiv:1912.09585},
year = {2020}
}
Comments
Accepted for publication in Astronomy and Computing on December 16, 2020. 12 pages, 8 figures