Created
October 25, 2018 07:48
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Working example of using Boost Geometry for k-nearest neighbors search with an R-tree
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/* compile with: | |
clang++ -std=c++2a -I . -Ofast -march=native rtree_nearest_neighbor_test.cpp -o rtree_nearest_neighbor_test | |
adjust the -I parameter depending on where boost is located. | |
*/ | |
#include <boost/geometry.hpp> | |
#include <boost/geometry/geometries/point.hpp> | |
#include <boost/geometry/geometries/box.hpp> | |
#include <boost/geometry/index/rtree.hpp> | |
#include <boost/foreach.hpp> | |
#include <random> | |
#include <vector> | |
#include <chrono> | |
#include <iostream> | |
namespace bg = boost::geometry; | |
namespace bgi = boost::geometry::index; | |
typedef bg::model::point<double, 2, bg::cs::cartesian> point; | |
typedef std::pair<point, unsigned> value; | |
int main(int argc, char *argv[]) | |
{ | |
if (argc == 1) { | |
std::cerr << "Provide a parameter" << std::endl; | |
return 1; | |
} | |
int n = std::atoi(argv[1]); | |
std::random_device rd; | |
std::mt19937 gen(rd()); | |
std::uniform_real_distribution<> dis(-10.0, 10.0); | |
bgi::rtree< value, bgi::quadratic<16> > rtree; | |
// create some values | |
for ( int i = 0 ; i < n ; ++i ) | |
{ | |
// insert new value | |
double x = dis(gen); | |
double y = dis(gen); | |
rtree.insert(std::make_pair(point(x, y), i)); | |
} | |
auto start = std::chrono::high_resolution_clock::now(); | |
std::vector<value> result_n; | |
result_n.reserve(15); | |
rtree.query(bgi::nearest(point(0, 0), 15), std::back_inserter(result_n)); | |
auto end = std::chrono::high_resolution_clock::now(); | |
std::chrono::microseconds elapsed_microseconds = std::chrono::duration_cast<std::chrono::microseconds>(end - start); | |
std::chrono::duration<double> diff = end -start; | |
std::cout << "knn query point:" << std::endl; | |
std::cout << bg::wkt<point>(point(0, 0)) << std::endl; | |
std::cout << elapsed_microseconds.count() << "us\n"; | |
std::cout << "knn query result:" << std::endl; | |
BOOST_FOREACH(value const& v, result_n) | |
std::cout << bg::wkt<point>(v.first) << " - " << v.second << std::endl; | |
} |
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