/*******************************************************************************
* Copyright 2023 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.
*******************************************************************************/
#include <sycl/sycl.hpp>
#ifndef ONEDAL_DATA_PARALLEL
#define ONEDAL_DATA_PARALLEL
#endif
#include "oneapi/dal/algo/covariance.hpp"
#include "oneapi/dal/io/csv.hpp"
#include "example_util/utils.hpp"
namespace dal = oneapi::dal;
void run(sycl::queue &q) {
const auto input_file_name = get_data_path("covcormoments_dense.csv");
const std::int64_t nBlocks = 10;
const auto input = dal::read<dal::table>(q, dal::csv::data_source{ input_file_name });
const auto cov_desc = dal::covariance::descriptor{}
.set_result_options(dal::covariance::result_options::cov_matrix |
dal::covariance::result_options::means)
.set_bias(true);
dal::covariance::partial_compute_result<> partial_result;
auto input_table = split_table_by_rows<double>(input, nBlocks);
for (std::int64_t i = 0; i < nBlocks; i++) {
partial_result = dal::partial_compute(q, cov_desc, partial_result, input_table[i]);
}
auto result = dal::finalize_compute(q, cov_desc, partial_result);
std::cout << "Maximum likelihood covariance estimation:\n"
<< result.get_cov_matrix() << std::endl;
}
int main(int argc, char const *argv[]) {
for (auto d : list_devices()) {
std::cout << "Running on " << d.get_platform().get_info<sycl::info::platform::name>()
<< ", " << d.get_info<sycl::info::device::name>() << "\n"
<< std::endl;
auto q = sycl::queue{ d };
run(q);
}
return 0;
}
