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 * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
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 * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
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 */
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 */
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namespace core_analytics;
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namespace core_analytics;
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use core_analytics\tests\mlbackend_helper_trait;
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defined('MOODLE_INTERNAL') || die();
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defined('MOODLE_INTERNAL') || die();
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 *
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 *
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 * @package   core_analytics
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 * @package   core_analytics
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 * @copyright 2017 David Monllaó {@link http://www.davidmonllao.com}
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 * @copyright 2017 David Monllaó {@link http://www.davidmonllao.com}
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 * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
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 * @license   http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
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 */
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 */
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class model_test extends \advanced_testcase {
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final class model_test extends \advanced_testcase {
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    use mlbackend_helper_trait;
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    /** @var model Store Model. */
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    /** @var model Store Model. */
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    protected $model;
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    protected $model;
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    /** @var \stdClass Store model object. */
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    /** @var \stdClass Store model object. */
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    protected $modelobj;
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    protected $modelobj;
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    public function setUp(): void {
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    public function setUp(): void {
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        parent::setUp();
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     * test_delete
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     * test_delete
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     */
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     */
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    public function test_delete(): void {
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    public function test_delete(): void {
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        global $DB;
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        global $DB;
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        if (!self::is_mlbackend_python_configured()) {
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            $this->markTestSkipped('mlbackend_python is not configured.');
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        }
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        $this->resetAfterTest(true);
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        $this->resetAfterTest(true);
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        set_config('enabled_stores', 'logstore_standard', 'tool_log');
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        set_config('enabled_stores', 'logstore_standard', 'tool_log');
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        $coursepredict1 = $this->getDataGenerator()->create_course(array('visible' => 0));
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        $coursepredict2 = $this->getDataGenerator()->create_course(array('visible' => 0));
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        // Create some courses.
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        $coursetrain1 = $this->getDataGenerator()->create_course(array('visible' => 1));
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        $this->generate_courses(2, ['visible' => 0]);
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        $coursetrain2 = $this->getDataGenerator()->create_course(array('visible' => 1));
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        $this->generate_courses(2, ['visible' => 1]);
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        $this->model->enable('\core\analytics\time_splitting\single_range');
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        $this->model->enable('\core\analytics\time_splitting\single_range');
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        $this->model->train();
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        $this->model->predict();
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        // Fake evaluation results record to check that it is actually deleted.
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        $this->model->train();
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        $this->add_fake_log();
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        $this->model->predict();
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        $modeloutputdir = $this->model->get_output_dir(array(), true);
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        // Fake evaluation results record to check that it is actually deleted.
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        $this->assertTrue(is_dir($modeloutputdir));
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        $this->add_fake_log();
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        $this->assertEmpty($DB->count_records('analytics_predictions'));
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        $this->assertEmpty($DB->count_records('analytics_predictions'));
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        $this->assertEmpty($DB->count_records('analytics_prediction_actions'));
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        $this->assertEmpty($DB->count_records('analytics_prediction_actions'));
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        $this->assertEmpty($DB->count_records('analytics_train_samples'));
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        $this->assertEmpty($DB->count_records('analytics_train_samples'));
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        $this->assertEmpty($DB->count_records('analytics_predict_samples'));
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        $this->assertEmpty($DB->count_records('analytics_predict_samples'));
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        $this->assertEmpty($DB->count_records('analytics_used_files'));
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        $this->assertEmpty($DB->count_records('analytics_used_files'));
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        $this->assertFalse(is_dir($modeloutputdir));
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        set_config('enabled_stores', '', 'tool_log');
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        set_config('enabled_stores', '', 'tool_log');
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        get_log_manager(true);
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        get_log_manager(true);
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     * test_clear
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     * test_clear
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     */
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     */
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    public function test_clear(): void {
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    public function test_clear(): void {
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        global $DB;
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        global $DB;
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        if (!self::is_mlbackend_python_configured()) {
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            $this->markTestSkipped('mlbackend_python is not configured.');
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        }
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        $this->resetAfterTest(true);
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        $this->resetAfterTest(true);
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        set_config('enabled_stores', 'logstore_standard', 'tool_log');
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        set_config('enabled_stores', 'logstore_standard', 'tool_log');
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        $coursepredict1 = $this->getDataGenerator()->create_course(array('visible' => 0));
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        $coursepredict2 = $this->getDataGenerator()->create_course(array('visible' => 0));
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        // Create some courses.
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        $coursetrain1 = $this->getDataGenerator()->create_course(array('visible' => 1));
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        $this->generate_courses(2, ['visible' => 0]);
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        $coursetrain2 = $this->getDataGenerator()->create_course(array('visible' => 1));
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        $this->generate_courses(2, ['visible' => 1]);
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        $modelversionoutputdir = $this->model->get_output_dir();
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        $modelversionoutputdir = $this->model->get_output_dir();
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        $this->assertTrue(is_dir($modelversionoutputdir));
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        $this->assertTrue(is_dir($modelversionoutputdir));
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        // Update to an empty time splitting method to force model::clear execution.
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        // Update to an empty time splitting method to force model::clear execution.
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        $this->model->clear();
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        $this->assertFalse(is_dir($modelversionoutputdir));
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        $this->model->clear();
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        // Check that most of the stuff got deleted.
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        // Check that most of the stuff got deleted.
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        $this->assertEquals(1, $DB->count_records('analytics_models', array('id' => $this->modelobj->id)));
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        $this->assertEquals(1, $DB->count_records('analytics_models', array('id' => $this->modelobj->id)));
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    /**
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    /**
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     * Test that import_model import models' configurations.
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     * Test that import_model import models' configurations.
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     */
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     */
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    public function test_import_model_config(): void {
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        if (!self::is_mlbackend_python_configured()) {
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            $this->markTestSkipped('mlbackend_python is not configured.');
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        }
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    public function test_import_model_config(): void {
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        $this->resetAfterTest(true);
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        $this->resetAfterTest(true);
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    /**
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    /**
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     * Test export_config
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     * Test export_config
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     */
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     */
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    public function test_export_config(): void {
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        if (!self::is_mlbackend_python_configured()) {
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            $this->markTestSkipped('mlbackend_python is not configured.');
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        }
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    public function test_export_config(): void {
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        $this->resetAfterTest(true);
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        $this->resetAfterTest(true);
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        if (!PHPUNIT_LONGTEST) {
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        if (!PHPUNIT_LONGTEST) {
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            $this->markTestSkipped('PHPUNIT_LONGTEST is not defined');
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            $this->markTestSkipped('PHPUNIT_LONGTEST is not defined');
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        }
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        }
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        // 10000 should be enough to make oracle and mssql fail, if we want pgsql to fail we need around 70000
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        // 10000 should be enough to make mssql fail, if we want pgsql to fail we need around 70000
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        // users, that is a few minutes just to create the users.
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        // users, that is a few minutes just to create the users.
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        $nusers = 10000;
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        $nusers = 10000;