/**************************************************************************** * Copyright (c) 2017-2022 by the 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 "ArborXTest_StdVectorToKokkosView.hpp" #include "ArborX_EnableDeviceTypes.hpp" // ARBORX_DEVICE_TYPES #include #include #include "BoostTest_CUDA_clang_workarounds.hpp" #include template struct HiddenView { View _view; }; template struct ArborX::AccessTraits, ArborX::PrimitivesTag> { using Data = HiddenView; static KOKKOS_FUNCTION std::size_t size(Data const &data) { return data._view.extent(0); } static KOKKOS_FUNCTION typename View::value_type const &get(Data const &data, std::size_t i) { return data._view(i); } using memory_space = typename View::memory_space; }; using ArborXTest::toView; BOOST_AUTO_TEST_SUITE(DBSCAN) BOOST_AUTO_TEST_CASE_TEMPLATE(dbscan_verifier, DeviceType, ARBORX_DEVICE_TYPES) { using ExecutionSpace = typename DeviceType::execution_space; using ArborX::Point; using ArborX::Details::verifyDBSCAN; ExecutionSpace space; { auto points = toView({{{0, 0, 0}}, {{1, 1, 1}}}); auto r = std::sqrt(3); BOOST_TEST(verifyDBSCAN(space, points, r - 0.1, 2, toView({-1, -1}))); BOOST_TEST(!verifyDBSCAN(space, points, r - 0.1, 2, toView({1, 2}))); BOOST_TEST(!verifyDBSCAN(space, points, r - 0.1, 2, toView({1, 1}))); BOOST_TEST( verifyDBSCAN(space, points, r, 2, toView({1, 1}))); BOOST_TEST( !verifyDBSCAN(space, points, r, 2, toView({1, 2}))); BOOST_TEST( verifyDBSCAN(space, points, r, 3, toView({-1, -1}))); BOOST_TEST( !verifyDBSCAN(space, points, r, 3, toView({1, 1}))); } { auto points = toView( {{{0, 0, 0}}, {{1, 1, 1}}, {{3, 3, 3}}, {{6, 6, 6}}}); auto r = std::sqrt(3.f); auto r2 = std::sqrt(12.f); auto r3 = std::sqrt(48.f); BOOST_TEST(verifyDBSCAN(space, points, r, 2, toView({1, 1, -1, -1}))); BOOST_TEST(verifyDBSCAN(space, points, r, 3, toView({-1, -1, -1, -1}))); BOOST_TEST(verifyDBSCAN(space, points, r2, 2, toView({3, 3, 3, -1}))); BOOST_TEST(verifyDBSCAN(space, points, r2, 3, toView({3, 3, 3, -1}))); BOOST_TEST(verifyDBSCAN(space, points, r2, 4, toView({-1, -1, -1, -1}))); BOOST_TEST(verifyDBSCAN(space, points, r3, 2, toView({5, 5, 5, 5}))); BOOST_TEST(verifyDBSCAN(space, points, r3, 3, toView({5, 5, 5, 5}))); BOOST_TEST(verifyDBSCAN(space, points, r3, 4, toView({7, 7, 7, 7}))); BOOST_TEST(verifyDBSCAN(space, points, r3, 5, toView({-1, -1, -1, -1}))); } { // check for bridging effect auto points = toView({{-1, 0.5, 0}, {-1, -0.5, 0}, {-1, 0, 0}, {{0, 0, 0}}, {{1, 0, 0}}, {{1, 0.5, 0}}, {{1, -0.5, 0}}}); BOOST_TEST(verifyDBSCAN(space, points, 1, 3, toView({5, 5, 5, 5, 5, 5, 5}))); BOOST_TEST((verifyDBSCAN(space, points, 1, 4, toView({5, 5, 5, 5, 6, 6, 6})) || verifyDBSCAN(space, points, 1, 4, toView({5, 5, 5, 6, 6, 6, 6})))); BOOST_TEST(!verifyDBSCAN(space, points, 1, 4, toView({5, 5, 5, 5, 5, 5, 5}))); } { // check where a core point is connected to only boundary points, but which // are stripped by a second core point // o - core, x - border // -1 0 1 2 // ---------- // 2 | x o x // 1 | x x // 0 | o x o // -1 | x x // -2 | x o x // clang-format off auto points = toView({ {0, -2, 0}, {-1, -2, 0}, {1, -2, 0}, {0, -1, 0}, // bottom {0, 2, 0}, {-1, 2, 0}, {1, 2, 0}, {0, 1, 0}, // top {2, 0, 0}, {2, -1, 0}, {2, 1, 0}, {1, 0, 0}, // right {0, 0, 0} // stripped core }); // clang-format on BOOST_TEST(verifyDBSCAN( space, points, 1, 4, toView({0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2, 2, 5}))); // make sure the stripped core is not marked as noise BOOST_TEST(!verifyDBSCAN( space, points, 1, 4, toView({0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2, 2, -1}))); } } BOOST_AUTO_TEST_CASE_TEMPLATE(dbscan, DeviceType, ARBORX_DEVICE_TYPES) { using ExecutionSpace = typename DeviceType::execution_space; using ArborX::dbscan; using ArborX::Point; using ArborX::Details::verifyDBSCAN; ExecutionSpace space; for (auto impl : {ArborX::DBSCAN::Implementation::FDBSCAN, ArborX::DBSCAN::Implementation::FDBSCAN_DenseBox}) { ArborX::DBSCAN::Parameters params; params.setImplementation(impl); { auto points = toView({{{0, 0, 0}}, {{1, 1, 1}}}); auto r = std::sqrt(3); BOOST_TEST(verifyDBSCAN(space, points, r - 0.1, 2, dbscan(space, points, r - 0.1, 2, params))); BOOST_TEST(verifyDBSCAN(space, points, r, 2, dbscan(space, points, r, 2, params))); BOOST_TEST(verifyDBSCAN(space, points, r, 3, dbscan(space, points, r, 3, params))); // Test non-View primitives HiddenView hidden_points{points}; BOOST_TEST( verifyDBSCAN(space, hidden_points, r - 0.1, 2, dbscan(space, hidden_points, r - 0.1, 2, params))); BOOST_TEST(verifyDBSCAN(space, hidden_points, r, 2, dbscan(space, hidden_points, r, 2, params))); BOOST_TEST(verifyDBSCAN(space, hidden_points, r, 3, dbscan(space, hidden_points, r, 3, params))); } { auto points = toView( {{{0, 0, 0}}, {{1, 1, 1}}, {{3, 3, 3}}, {{6, 6, 6}}}); auto r = std::sqrt(3); BOOST_TEST(verifyDBSCAN(space, points, r, 2, dbscan(space, points, r, 2, params))); BOOST_TEST(verifyDBSCAN(space, points, r, 3, dbscan(space, points, r, 3, params))); BOOST_TEST(verifyDBSCAN(space, points, 2 * r, 2, dbscan(space, points, 2 * r, 2, params))); BOOST_TEST(verifyDBSCAN(space, points, 2 * r, 3, dbscan(space, points, 2 * r, 3, params))); BOOST_TEST(verifyDBSCAN(space, points, 2 * r, 4, dbscan(space, points, 2 * r, 4, params))); BOOST_TEST(verifyDBSCAN(space, points, 3 * r, 2, dbscan(space, points, 3 * r, 2, params))); BOOST_TEST(verifyDBSCAN(space, points, 3 * r, 3, dbscan(space, points, 3 * r, 3, params))); BOOST_TEST(verifyDBSCAN(space, points, 3 * r, 4, dbscan(space, points, 3 * r, 4, params))); BOOST_TEST(verifyDBSCAN(space, points, 3 * r, 5, dbscan(space, points, 3 * r, 5, params))); } { // check for bridging effect auto points = toView({{-1, 0.5, 0}, {-1, -0.5, 0}, {-1, 0, 0}, {{0, 0, 0}}, {{1, 0, 0}}, {{1, 0.5, 0}}, {{1, -0.5, 0}}}); BOOST_TEST(verifyDBSCAN(space, points, 1.0, 3, dbscan(space, points, 1, 3, params))); BOOST_TEST(verifyDBSCAN(space, points, 1.0, 4, dbscan(space, points, 1, 4, params))); } } { // check where a core point is connected to only boundary points, but which // are stripped by a second core point // o - core, x - border // -1 0 1 2 // ---------- // 2 | x o x // 1 | x x // 0 | o x o // -1 | x x // -2 | x o x // clang-format off auto points = toView({ {0, -2, 0}, {-1, -2, 0}, {1, -2, 0}, {0, -1, 0}, // bottom {0, 2, 0}, {-1, 2, 0}, {1, 2, 0}, {0, 1, 0}, // top {2, 0, 0}, {2, -1, 0}, {2, 1, 0}, {1, 0, 0}, // right {0, 0, 0} // stripped core }); // clang-format on // This does *not* guarantee to trigger the issue, as it depends on the // specific implementation and runtime. But it may. BOOST_TEST(verifyDBSCAN(space, points, 1, 4, dbscan(space, points, 1, 4))); } } BOOST_AUTO_TEST_SUITE_END()