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Add an example using custom distance for nearest search
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add_executable(ArborX_Example_CustomDistance.exe example_custom_distance.cpp) | ||
target_link_libraries(ArborX_Example_CustomDistance.exe ArborX::ArborX) | ||
add_test(NAME ArborX_Example_CustomDistance COMMAND ArborX_Example_CustomDistance.exe) |
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/**************************************************************************** | ||
* Copyright (c) 2025, ArborX authors * | ||
* All rights reserved. * | ||
* * | ||
* This file is part of the ArborX library. ArborX is * | ||
* distributed under a BSD 3-clause license. For the licensing terms see * | ||
* the LICENSE file in the top-level directory. * | ||
* * | ||
* SPDX-License-Identifier: BSD-3-Clause * | ||
****************************************************************************/ | ||
#include <ArborX.hpp> | ||
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#include <Kokkos_Core.hpp> | ||
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#include <iostream> | ||
#include <vector> | ||
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// Define custom type that will be used for distance calculations | ||
struct CustomPoint | ||
{ | ||
float x; | ||
float y; | ||
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KOKKOS_FUNCTION auto operator[](int i) const | ||
{ | ||
KOKKOS_ASSERT(i == 0 || i == 1); | ||
return (i == 0 ? x : y); | ||
} | ||
KOKKOS_FUNCTION auto &operator[](int i) | ||
{ | ||
KOKKOS_ASSERT(i == 0 || i == 1); | ||
return (i == 0 ? x : y); | ||
} | ||
}; | ||
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template <> | ||
struct ArborX::GeometryTraits::dimension<CustomPoint> | ||
{ | ||
static constexpr int value = 2; | ||
}; | ||
template <> | ||
struct ArborX::GeometryTraits::coordinate_type<CustomPoint> | ||
{ | ||
using type = float; | ||
}; | ||
template <> | ||
struct ArborX::GeometryTraits::tag<CustomPoint> | ||
{ | ||
using type = ArborX::GeometryTraits::PointTag; | ||
}; | ||
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// Provide the required centroid function for the custom data type | ||
KOKKOS_FUNCTION auto returnCentroid(CustomPoint const &point) { return point; } | ||
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// Provide the distance function between indexable getter geometry and the | ||
// custom data type | ||
KOKKOS_FUNCTION auto distance(CustomPoint const &p, CustomPoint const &q) | ||
{ | ||
return Kokkos::abs(p.x - q.x) * 2 + Kokkos::abs(p.y - q.y) / 2; | ||
} | ||
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// Provide the distance function between the bounding volume geometry and | ||
// the custom data type | ||
using BoundingVolume = ArborX::Box<2>; | ||
KOKKOS_FUNCTION auto distance(CustomPoint const &point, | ||
BoundingVolume const &box) | ||
{ | ||
CustomPoint projected_point{ | ||
Kokkos::clamp(point.x, box.minCorner()[0], box.maxCorner()[0]), | ||
Kokkos::clamp(point.y, box.minCorner()[0], box.maxCorner()[0])}; | ||
return distance(point, projected_point); | ||
} | ||
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// Callback to store the result indices | ||
struct ExtractIndex | ||
{ | ||
template <typename Query, typename Value, typename Output> | ||
KOKKOS_FUNCTION void operator()(Query const &, Value const &value, | ||
Output const &out) const | ||
{ | ||
out(value.index); | ||
} | ||
}; | ||
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int main(int argc, char *argv[]) | ||
{ | ||
Kokkos::ScopeGuard guard(argc, argv); | ||
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using ExecutionSpace = Kokkos::DefaultExecutionSpace; | ||
using MemorySpace = ExecutionSpace::memory_space; | ||
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ExecutionSpace space; | ||
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// In L2 metric, two bottom points are the closest. | ||
// In custom metric, left two points are the closest. | ||
// | ||
// | 1 | ||
// | | ||
// | x | ||
// | 2 0 | ||
// +----------- | ||
Kokkos::View<CustomPoint *, MemorySpace> points("Example::points", 3); | ||
auto points_host = Kokkos::create_mirror_view(points); | ||
points_host[0] = {1, 0}; | ||
points_host[1] = {0, 3}; | ||
points_host[2] = {0, 0}; | ||
Kokkos::deep_copy(points, points_host); | ||
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Kokkos::View<CustomPoint *, MemorySpace> query_points("Example::query_points", | ||
1); | ||
auto query_points_host = Kokkos::create_mirror_view(query_points); | ||
query_points_host[0] = {0, 1}; | ||
Kokkos::deep_copy(query_points, query_points_host); | ||
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ArborX::BoundingVolumeHierarchy bvh( | ||
space, ArborX::Experimental::attach_indices(points)); | ||
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Kokkos::View<int *, MemorySpace> offsets("Example::offsets", 0); | ||
Kokkos::View<int *, MemorySpace> indices("Example::indices", 0); | ||
bvh.query(space, ArborX::Experimental::make_nearest(query_points, 2), | ||
ExtractIndex{}, indices, offsets); | ||
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auto offsets_host = | ||
Kokkos::create_mirror_view_and_copy(Kokkos::HostSpace{}, offsets); | ||
auto indices_host = | ||
Kokkos::create_mirror_view_and_copy(Kokkos::HostSpace{}, indices); | ||
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// Expected output: | ||
// offsets: 0 2 | ||
// indices: 2 1 | ||
std::cout << "offsets: "; | ||
std::copy(offsets_host.data(), offsets_host.data() + offsets.size(), | ||
std::ostream_iterator<int>(std::cout, " ")); | ||
std::cout << "\nindices: "; | ||
std::copy(indices_host.data(), indices_host.data() + indices.size(), | ||
std::ostream_iterator<int>(std::cout, " ")); | ||
std::cout << "\n"; | ||
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return 0; | ||
} |