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<?php// This file is part of Moodle - http://moodle.org///// Moodle is free software: you can redistribute it and/or modify// it under the terms of the GNU General Public License as published by// the Free Software Foundation, either version 3 of the License, or// (at your option) any later version.//// Moodle is distributed in the hope that it will be useful,// but WITHOUT ANY WARRANTY; without even the implied warranty of// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the// GNU General Public License for more details.//// You should have received a copy of the GNU General Public License// along with Moodle. If not, see <http://www.gnu.org/licenses/>.namespace core_analytics\tests;use phpunit_util;/*** A trait to check machine learning configurations.** @package core_analytics* @category test* @copyright 2024 David Woloszyn <david.woloszyn@moodle.com>* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later*/trait mlbackend_helper_trait {/*** Check if mlbackend_python is configured.** @return bool*/public static function is_mlbackend_python_configured(): bool {if (defined('TEST_MLBACKEND_PYTHON_HOST') && defined('TEST_MLBACKEND_PYTHON_PORT')&& defined('TEST_MLBACKEND_PYTHON_USERNAME') && defined('TEST_MLBACKEND_PYTHON_USERNAME')) {return true;}return false;}/*** Generate test courses.** @param int $ncourses Number of courses to generate.* @param array $params Additional parameters for the courses.* @param bool $ismulticlass Whether to generate courses for multi-classification.*/public function generate_courses(int $ncourses,array $params = [],bool $ismulticlass = false,): void {$params = $params + ['startdate' => mktime(0, 0, 0, 10, 24, 2015),'enddate' => mktime(0, 0, 0, 2, 24, 2016),];for ($i = 0; $i < $ncourses; $i++) {$name = 'a' . random_string(10);$courseparams = ['shortname' => $name, 'fullname' => $name] + $params;phpunit_util::get_data_generator()->create_course($courseparams);}for ($i = 0; $i < $ncourses; $i++) {$name = 'b' . random_string(10);$courseparams = ['shortname' => $name, 'fullname' => $name] + $params;phpunit_util::get_data_generator()->create_course($courseparams);}if ($ismulticlass) {for ($i = 0; $i < $ncourses; $i++) {$name = 'c' . random_string(10);$courseparams = ['shortname' => $name, 'fullname' => $name] + $params;phpunit_util::get_data_generator()->create_course($courseparams);}}}}