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Feature/uniform point distribution #618

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1 change: 1 addition & 0 deletions extensions/example/Jamfile.v2
Original file line number Diff line number Diff line change
Expand Up @@ -13,3 +13,4 @@ project boost-geometry-examples-extensions
;

build-project gis ;
build-project random ;
16 changes: 16 additions & 0 deletions extensions/example/random/Jamfile.v2
Original file line number Diff line number Diff line change
@@ -0,0 +1,16 @@
# Boost.Geometry (aka GGL, Generic Geometry Library)
#
# Copyright (c) 2007-2012 Barend Gehrels, Amsterdam, the Netherlands.
# Copyright (c) 2008-2012 Bruno Lalande, Paris, France.
# Copyright (c) 2009-2012 Mateusz Loskot, London, UK.

# Use, modification and distribution is subject to the Boost Software License,
# Version 1.0. (See accompanying file LICENSE_1_0.txt or copy at
# http://www.boost.org/LICENSE_1_0.txt)


project boost-geometry-example-extensions-random
: # requirements
;

exe random_example : random_example.cpp ;
88 changes: 88 additions & 0 deletions extensions/example/random/random_example.cpp
Original file line number Diff line number Diff line change
@@ -0,0 +1,88 @@
// Boost.Geometry (aka GGL, Generic Geometry Library)

// Copyright (c) 2019 Tinko Bartels, Berlin, Germany.

// Contributed and/or modified by Tinko Bartels,
// as part of Google Summer of Code 2019 program.

// Use, modification and distribution is subject to the Boost Software License,
// Version 1.0. (See accompanying file LICENSE_1_0.txt or copy at
// http://www.boost.org/LICENSE_1_0.txt)

// Random Example - showing random sampling in various geometries

#include <fstream>
#include <random>
#include <cmath>

#include <boost/geometry.hpp>
#include <boost/geometry/extensions/random/uniform_point_distribution.hpp>

const int samples = 100;

template<typename Distribution, typename Generator, typename Mapper>
void draw_samples(Distribution& d, Generator& g, Mapper& m) {
for (int i = 0 ; i < samples ; ++i)
{
m.map(d(g), "fill-opacity:1;fill:rgb(255,0,0);stroke:rgb(255,0,0);stroke-width:1", 1);
}
}

int main()
{
namespace bg = boost::geometry;
typedef bg::model::point<double, 2, bg::cs::cartesian> point;
typedef bg::model::segment<point> segment;
typedef bg::model::box<point> box;
typedef bg::model::multi_point<point> multi_point;
typedef bg::model::polygon<point> polygon;

std::default_random_engine generator(1);
polygon poly;
boost::geometry::read_wkt("POLYGON((16 21,17.1226 17.5451,20.7553 17.5451,"
"17.8164 15.4098,18.9389 11.9549,16 14.0902,13.0611 11.9549,"
"14.1836 15.4098,11.2447 17.5451,14.8774 17.5451,16 21))",
poly);
box b(point(0, 0), point(10, 10));
segment s(point(11, 0), point(21, 10));
multi_point mp;
for (double y = 11.0 ; y <= 21.0 ; y += 0.5)
{
for(double x = 0.0 ; x <= 10.0 ; x += 0.5)
{
bg::append(mp, point(x, y));
}
}
bg::random::uniform_point_distribution<box> box_dist(b);
bg::random::uniform_point_distribution<multi_point> mp_dist(mp);
bg::random::uniform_point_distribution<segment> seg_dist(s);
bg::random::uniform_point_distribution<polygon> poly_dist(poly);
std::ofstream svg("random.svg");
bg::svg_mapper<point> mapper(svg, 720, 720);
mapper.add(poly);
mapper.add(b);
mapper.add(mp);
mapper.add(s);
mapper.add(box(point(0, 22), point(22, 35)));
mapper.map(b, "fill-opacity:0.3;fill:rgb(51,51,153);stroke:rgb(51,51,153);stroke-width:2");
mapper.map(s, "fill-opacity:0.3;fill:rgb(51,51,153);stroke:rgb(51,51,153);stroke-width:2");
mapper.map(mp, "fill-opacity:0.3;fill:rgb(51,51,153);stroke:rgb(51,51,153);stroke-width:2", 2);
mapper.map(poly, "fill-opacity:0.3;fill:rgb(51,51,153);stroke:rgb(51,51,153);stroke-width:2");
draw_samples(box_dist, generator, mapper);
draw_samples(mp_dist, generator, mapper);
draw_samples(seg_dist, generator, mapper);
draw_samples(poly_dist, generator, mapper);

typedef bg::model::point<double, 2, bg::cs::spherical_equatorial<bg::degree>> point_spherical;
typedef bg::model::box<point_spherical> box_spherical;
box_spherical sb(point_spherical(0, 0), point_spherical(90, 90));
bg::random::uniform_point_distribution<box_spherical> sb_dist(sb);
for (int i = 0 ; i < 10*samples ; ++i)
{
point_spherical p = sb_dist(generator);
double x = bg::get<0>(p) / 90 * 22;
double y = 32 - bg::get<1>(p) / 90 * 10;
mapper.map(point(x,y), "fill-opacity:1;fill:rgb(255,0,0);stroke:rgb(255,0,0);stroke-width:1", 1);
}
return 0;
}
2 changes: 1 addition & 1 deletion extensions/test/Jamfile.v2
Original file line number Diff line number Diff line change
Expand Up @@ -27,4 +27,4 @@ build-project algorithms ;
build-project gis ;
build-project iterators ;
build-project nsphere ;

build-project random ;
11 changes: 11 additions & 0 deletions extensions/test/random/Jamfile.v2
Original file line number Diff line number Diff line change
@@ -0,0 +1,11 @@
# Boost.Geometry (aka GGL, Generic Geometry Library)
#
# Use, modification and distribution is subject to the Boost Software License,
# Version 1.0. (See accompanying file LICENSE_1_0.txt or copy at
# http://www.boost.org/LICENSE_1_0.txt)

test-suite boost-geometry-extensions-random
:
[ run random.cpp ]
;

149 changes: 149 additions & 0 deletions extensions/test/random/random.cpp
Original file line number Diff line number Diff line change
@@ -0,0 +1,149 @@
// Boost.Geometry (aka GGL, Generic Geometry Library)
// Unit Test

// Copyright (c) 2019 Tinko Bartels, Berlin, Germany.
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you can ack gsoc (see other PR)


// Contributed and/or modified by Tinko Bartels,
// as part of Google Summer of Code 2019 program.

// Use, modification and distribution is subject to the Boost Software License,
// Version 1.0. (See accompanying file LICENSE_1_0.txt or copy at
// http://www.boost.org/LICENSE_1_0.txt)

#include <random>
#include <vector>
#include <sstream>

#include <geometry_test_common.hpp>

#include <boost/geometry.hpp>
#include <boost/geometry/extensions/random/uniform_point_distribution.hpp>

typedef bg::model::point<double, 2, bg::cs::cartesian> point2d_cart;
typedef bg::model::point<double, 3, bg::cs::cartesian> point3d_cart;
typedef bg::model::point<double, 2, bg::cs::geographic<bg::degree>> point2d_geog;

void test_geographic()
{
//We check whether the generated points lie roughly along
//the great circle segment (<2 km distance on a sphere with
//the radius of earth) and are distributed uniformly with respect
//to great circle arc length.
typedef bg::model::linestring<point2d_geog> linestring;
linestring ls {{ 0.0, 0.0 }, { 45.0, 45.0 }, { 60.0, 60.0 }};
bg::random::uniform_point_distribution<linestring> l_dist(ls);
std::mt19937 generator(0);
int sample_count = 2000;
int count_below_45 = 0;
for (int i = 0 ; i < sample_count ; ++i)
{
point2d_geog sample = l_dist(generator);
BOOST_CHECK( bg::distance(sample, ls) < 2000 );
if(bg::get<0>(sample) < 45.0) count_below_45++;
}
double length_ratio = bg::distance(ls[0], ls[1]) /
( bg::distance(ls[0], ls[1]) + bg::distance(ls[1], ls[2]) );
double sample_ratio = ((double) count_below_45) / sample_count;
bool in_range = sample_ratio * 0.95 < length_ratio
&& sample_ratio * 1.05 > length_ratio;
BOOST_CHECK( in_range );

//We check whether the generated points lie in the spherical box
//(which is actually a triangle in this case) and whether the latitude
//is distributed as expected for uniform spherical distribution, using
//known area ratios of spherical caps.
typedef bg::model::box<point2d_geog> box;
box b {{ 0.0, 0.0 }, { 90.0, 90.0 }};
bg::random::uniform_point_distribution<box> b_dist(b);
int under_60 = 0;
for (int i = 0 ; i < sample_count ; ++i)
{
point2d_geog sample = b_dist(generator);
BOOST_CHECK( bg::within(sample, b) );
if(bg::get<1>(sample) < 60.0) ++under_60;
}
BOOST_CHECK_GT(under_60, 0.5 * 0.95 * sample_count);
BOOST_CHECK_LT(under_60, 0.5 * 1.05 * sample_count);
}

void test_polygon()
{
//This test will test uniform sampling in polygon, which also checks
//uniform sampling in boxes. We check whether two equal distributions
//(copied using operator<< and operator>>) generate the same sequence
//of points and whether those points are uniformly distributed with
//respect to cartesian area.
typedef bg::model::polygon<point2d_cart> polygon;
polygon poly;
bg::read_wkt(
"POLYGON((16 21,17.1226 17.5451,20.7553 17.5451, 17.8164 15.4098,"
"18.9389 11.9549,16 14.0902,13.0611 11.9549, 14.1836 15.4098,"
"11.2447 17.5451,14.8774 17.5451,16 21))",
poly);
bg::random::uniform_point_distribution<polygon> poly_dist(poly);
bg::random::uniform_point_distribution<polygon> poly_dist2;
BOOST_CHECK( !(poly_dist == poly_dist2) );
std::stringstream ss;
ss << poly_dist;
ss >> poly_dist2;
BOOST_CHECK( poly_dist == poly_dist2 );
std::mt19937 generator(0), generator2(0);
for (int i = 0 ; i < 100 ; ++i)
{
point2d_cart sample1 = poly_dist(generator);
BOOST_CHECK( bg::equals(sample1, poly_dist2(generator2)) );
BOOST_CHECK( bg::within(sample1, poly) );
}
std::vector<point2d_cart> randoms;
const int uniformity_test_samples = 2000;
for (int i = 0 ; i < uniformity_test_samples ; ++i)
{
randoms.push_back(poly_dist(generator));
}
typedef bg::model::box<point2d_cart> box;
box env, lhalf;
bg::envelope(poly, env);
bg::set<bg::min_corner, 0>(lhalf, bg::get<bg::min_corner, 0>(env));
bg::set<bg::min_corner, 1>(lhalf, bg::get<bg::min_corner, 1>(env));
bg::set<bg::max_corner, 0>(lhalf, bg::get<bg::max_corner, 0>(env));
bg::set<bg::max_corner, 1>(lhalf,
(bg::get<bg::max_corner, 1>(env) + bg::get<bg::min_corner, 1>(env)) / 2);
std::vector<polygon> lower;
bg::intersection(lhalf, poly, lower);
double area_ratio = bg::area(lower[0])/bg::area(poly);
int in_lower = 0;
for (int i = 0 ; i < uniformity_test_samples ; ++i)
{
if(bg::within(randoms[i], lhalf))
++in_lower;
}
double sample_ratio = ((double) in_lower ) / uniformity_test_samples;
BOOST_CHECK_GT( sample_ratio * 1.05, area_ratio );
BOOST_CHECK_LT( sample_ratio * 0.95, area_ratio );
}

void test_multipoint()
{
typedef bg::model::multi_point<point3d_cart> multipoint;
multipoint mp {{0.0, 0.0, 0.0}, {1.0, 0.0, 0.0}, {0.0, 1.0, 0.0}};
int first = 0;
bg::random::uniform_point_distribution<multipoint> mp_dist(mp);
std::mt19937 generator(0);
int sample_count = 1000;
for (int i = 0 ; i < sample_count ; ++i)
{
point3d_cart sample = mp_dist(generator);
BOOST_CHECK( bg::within(sample, mp) );
if(bg::equals(sample, mp[0])) ++first;
}
BOOST_CHECK_GT(first * 1.05, sample_count / 3);
BOOST_CHECK_LT(first * 0.95, sample_count / 3);
}

int test_main(int, char* [])
{
test_polygon();
test_geographic();
test_multipoint();
return 0;
}
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