dbscan_brute_force_batch.cpp¶

/*******************************************************************************
* Copyright 2020-2021 Intel Corporation
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
*     http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
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#include <CL/sycl.hpp>
#include <iomanip>
#include <iostream>

#define ONEDAL_DATA_PARALLEL
#include "oneapi/dal/algo/dbscan.hpp"
#include "oneapi/dal/io/csv.hpp"

#include "example_util/utils.hpp"

namespace dal = oneapi::dal;

void run(sycl::queue &q) {
    const auto data_file_name = get_data_path("dbscan_dense.csv");

    const auto x_data = dal::read<dal::table>(q, dal::csv::data_source{ data_file_name });

    double epsilon = 0.04;
    std::int64_t min_observations = 45;

    auto dbscan_desc = dal::dbscan::descriptor<>(epsilon, min_observations);
    dbscan_desc.set_result_options(dal::dbscan::result_options::responses);

    const auto result_compute = dal::compute(q, dbscan_desc, x_data);

    std::cout << "Cluster count: " << result_compute.get_cluster_count() << std::endl;
    std::cout << "Responses:\n" << result_compute.get_responses() << std::endl;
}

int main(int argc, char const *argv[]) {
    for (auto d : list_devices()) {
        std::cout << "Running on " << d.get_info<sycl::info::device::name>() << std::endl;
        auto q = sycl::queue{ d };
        run(q);
    }
    return 0;
}
oneDAL documentation

dbscan_brute_force_batch.cpp¶
