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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/>./*** Prediction models list page.** @package tool_analytics* @copyright 2016 David Monllao {@link http://www.davidmonllao.com}* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later*/namespace tool_analytics\output;defined('MOODLE_INTERNAL') || die();/*** Shows tool_analytics models list.** @package tool_analytics* @copyright 2016 David Monllao {@link http://www.davidmonllao.com}* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later*/class models_list implements \renderable, \templatable {/*** models** @var \core_analytics\model[]*/protected $models = array();/*** __construct** @param \core_analytics\model[] $models* @return void*/public function __construct($models) {$this->models = $models;}/*** Exports the data.** @param \renderer_base $output* @return \stdClass*/public function export_for_template(\renderer_base $output) {global $PAGE;$data = new \stdClass();$newmodelmenu = new \action_menu();$newmodelmenu->set_menu_trigger(get_string('newmodel', 'tool_analytics'), 'btn btn-secondary');$newmodelmenu->set_menu_left();$newmodelmenu->add(new \action_menu_link(new \moodle_url('/admin/tool/analytics/createmodel.php'),new \pix_icon('i/edit', ''),get_string('createmodel', 'tool_analytics'),false));$newmodelmenu->add(new \action_menu_link(new \moodle_url('/admin/tool/analytics/importmodel.php'),new \pix_icon('i/import', ''),get_string('importmodel', 'tool_analytics'),false));$newmodelmenu->add(new \action_menu_link(new \moodle_url('/admin/tool/analytics/restoredefault.php'),new \pix_icon('i/reload', ''),get_string('restoredefault', 'tool_analytics'),false));$data->newmodelmenu = $newmodelmenu->export_for_template($output);$onlycli = get_config('analytics', 'onlycli');if ($onlycli === false) {// Default applied if no config found.$onlycli = 1;}// Evaluation options.$timesplittingsforevaluation = \core_analytics\manager::get_time_splitting_methods_for_evaluation(true);$misconfiguredmodels = [];$data->models = array();foreach ($this->models as $model) {$modeldata = $model->export($output);// Check if there is a help icon for the target to show.$identifier = $modeldata->target->get_identifier();$component = $modeldata->target->get_component();if (get_string_manager()->string_exists($identifier . '_help', $component)) {$helpicon = new \help_icon($identifier, $component);$modeldata->targethelp = $helpicon->export_for_template($output);} else {// We really want to encourage developers to add help to their targets.debugging("The target '{$modeldata->target}' should include a '{$identifier}_help' string todescribe its purpose.", DEBUG_DEVELOPER);}if ($model->invalid_timesplitting_selected()) {$misconfiguredmodels[$model->get_id()] = $model->get_name();}// Check if there is a help icon for the indicators to show.if (!empty($modeldata->indicators)) {$indicators = array();foreach ($modeldata->indicators as $ind) {// Create the indicator with the details we want for the context.$indicator = new \stdClass();$indicator->name = $ind->out();$identifier = $ind->get_identifier();$component = $ind->get_component();if (get_string_manager()->string_exists($identifier . '_help', $component)) {$helpicon = new \help_icon($identifier, $component);$indicator->help = $helpicon->export_for_template($output);} else {// We really want to encourage developers to add help to their indicators.debugging("The indicator '{$ind}' should include a '{$identifier}_help' string todescribe its purpose.", DEBUG_DEVELOPER);}$indicators[] = $indicator;}$modeldata->indicators = $indicators;}$modeldata->indicatorsnum = count($modeldata->indicators);// Check if there is a help icon for the time splitting method.if (!empty($modeldata->timesplitting)) {$identifier = $modeldata->timesplitting->get_identifier();$component = $modeldata->timesplitting->get_component();if (get_string_manager()->string_exists($identifier . '_help', $component)) {$helpicon = new \help_icon($identifier, $component);$modeldata->timesplittinghelp = $helpicon->export_for_template($output);} else {// We really want to encourage developers to add help to their time splitting methods.debugging("The analysis interval '{$modeldata->timesplitting}' should include a '{$identifier}_help'string to describe its purpose.", DEBUG_DEVELOPER);}} else {$helpicon = new \help_icon('timesplittingnotdefined', 'tool_analytics');$modeldata->timesplittinghelp = $helpicon->export_for_template($output);}// Has this model generated predictions?.$predictioncontexts = $model->get_predictions_contexts();$anypredictionobtained = $model->any_prediction_obtained();// Model predictions list.if (!$model->is_enabled()) {$modeldata->noinsights = get_string('disabledmodel', 'analytics');} else if ($model->uses_insights()) {if ($predictioncontexts) {$url = new \moodle_url('/report/insights/insights.php', array('modelid' => $model->get_id()));$modeldata->insights = \tool_analytics\output\helper::prediction_context_selector($predictioncontexts,$url, $output);}if (empty($modeldata->insights)) {if ($anypredictionobtained) {$modeldata->noinsights = get_string('noinsights', 'analytics');} else {$modeldata->noinsights = get_string('nopredictionsyet', 'analytics');}}} else {$modeldata->noinsights = get_string('noinsightsmodel', 'analytics');}// Actions.$actionsmenu = new \action_menu();$actionsmenu->set_menu_trigger(get_string('actions'));$actionsmenu->set_owner_selector('model-actions-' . $model->get_id());$urlparams = ['id' => $model->get_id(), 'sesskey' => sesskey()];// Get predictions.if (!$onlycli && $modeldata->enabled && !empty($modeldata->timesplitting)) {$urlparams['action'] = 'scheduledanalysis';$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);$icon = new \action_menu_link_secondary($url,new \pix_icon('i/notifications', get_string('executescheduledanalysis', 'tool_analytics')),get_string('executescheduledanalysis', 'tool_analytics'));$actionsmenu->add($icon);}// Evaluate machine-learning-based models.if (!$onlycli && $model->get_indicators() && !$model->is_static()) {// Extra is_trained call as trained_locally returns false if the model has not been trained yet.$trainedonlyexternally = !$model->trained_locally() && $model->is_trained();$actionid = 'evaluate-' . $model->get_id();// Evaluation options.$modeltimesplittingmethods = $this->timesplittings_options_for_evaluation($model, $timesplittingsforevaluation);// Include the current time-splitting method as the default selection method the model already have one.if ($model->get_model_obj()->timesplitting) {$currenttimesplitting = ['id' => 'current', 'text' => get_string('currenttimesplitting', 'tool_analytics')];array_unshift($modeltimesplittingmethods, $currenttimesplitting);}$evaluateparams = [$actionid, $trainedonlyexternally];$PAGE->requires->js_call_amd('tool_analytics/model', 'selectEvaluationOptions', $evaluateparams);$urlparams['action'] = 'evaluate';$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);$icon = new \action_menu_link_secondary($url, new \pix_icon('i/calc', get_string('evaluate', 'tool_analytics')),get_string('evaluate', 'tool_analytics'), ['data-action-id' => $actionid,'data-timesplitting-methods' => json_encode($modeltimesplittingmethods)]);$actionsmenu->add($icon);}// Machine-learning-based models evaluation log.if (!$model->is_static() && $model->get_logs()) {$urlparams['action'] = 'log';$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);$icon = new \action_menu_link_secondary($url, new \pix_icon('i/report', get_string('viewlog', 'tool_analytics')),get_string('viewlog', 'tool_analytics'));$actionsmenu->add($icon);}// Edit model.$urlparams['action'] = 'edit';$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);$icon = new \action_menu_link_secondary($url, new \pix_icon('t/edit', get_string('edit')), get_string('edit'));$actionsmenu->add($icon);// Enable / disable.if ($model->is_enabled() || !empty($modeldata->timesplitting)) {// If there is no timesplitting method set, the model can not be enabled.if ($model->is_enabled()) {$action = 'disable';$text = get_string('disable');$icontype = 't/block';} else {$action = 'enable';$text = get_string('enable');$icontype = 'i/checked';}$urlparams['action'] = $action;$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);$icon = new \action_menu_link_secondary($url, new \pix_icon($icontype, $text), $text);$actionsmenu->add($icon);}// Export.if (!$model->is_static()) {$fullysetup = $model->get_indicators() && !empty($modeldata->timesplitting);$istrained = $model->is_trained();if ($fullysetup || $istrained) {$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);// Clear the previous action param from the URL, we will set it in JS.$url->remove_params('action');$actionid = 'export-' . $model->get_id();$PAGE->requires->js_call_amd('tool_analytics/model', 'selectExportOptions',[$actionid, $istrained]);$icon = new \action_menu_link_secondary($url, new \pix_icon('i/export',get_string('export', 'tool_analytics')), get_string('export', 'tool_analytics'),['data-action-id' => $actionid]);$actionsmenu->add($icon);}}// Insights report.if (!empty($anypredictionobtained) && $model->uses_insights()) {$urlparams['action'] = 'insightsreport';$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);$pix = new \pix_icon('i/report', get_string('insightsreport', 'tool_analytics'));$icon = new \action_menu_link_secondary($url, $pix, get_string('insightsreport', 'tool_analytics'));$actionsmenu->add($icon);}// Invalid analysables.$analyser = $model->get_analyser(['notimesplitting' => true]);if (!$analyser instanceof \core_analytics\local\analyser\sitewide) {$urlparams['action'] = 'invalidanalysables';$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);$pix = new \pix_icon('i/report', get_string('invalidanalysables', 'tool_analytics'));$icon = new \action_menu_link_secondary($url, $pix, get_string('invalidanalysables', 'tool_analytics'));$actionsmenu->add($icon);}// Clear model.if (!empty($anypredictionobtained) || $model->is_trained()) {$actionid = 'clear-' . $model->get_id();$PAGE->requires->js_call_amd('tool_analytics/model', 'confirmAction', [$actionid, 'clear']);$urlparams['action'] = 'clear';$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);$icon = new \action_menu_link_secondary($url, new \pix_icon('e/cleanup_messy_code',get_string('clearpredictions', 'tool_analytics')), get_string('clearpredictions', 'tool_analytics'),['data-action-id' => $actionid]);$actionsmenu->add($icon);}// Delete model.$actionid = 'delete-' . $model->get_id();$PAGE->requires->js_call_amd('tool_analytics/model', 'confirmAction', [$actionid, 'delete']);$urlparams['action'] = 'delete';$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);$icon = new \action_menu_link_secondary($url, new \pix_icon('t/delete',get_string('delete', 'tool_analytics')), get_string('delete', 'tool_analytics'),['data-action-id' => $actionid]);$actionsmenu->add($icon);$modeldata->actions = $actionsmenu->export_for_template($output);$data->models[] = $modeldata;}$data->warnings = [];$data->infos = [];if (!$onlycli) {$data->warnings[] = (object)array('message' => get_string('bettercli', 'tool_analytics'), 'closebutton' => true);} else {$url = new \moodle_url('/admin/settings.php', array('section' => 'analyticssettings'),'id_s_analytics_onlycli');$langstrid = 'clievaluationandpredictionsnoadmin';if (is_siteadmin()) {$langstrid = 'clievaluationandpredictions';}$data->infos[] = (object)array('message' => get_string($langstrid, 'tool_analytics', $url->out()),'closebutton' => true);}if ($misconfiguredmodels) {$warningstr = get_string('invalidtimesplittinginmodels', 'tool_analytics', implode(', ', $misconfiguredmodels));$data->warnings[] = (object)array('message' => $warningstr, 'closebutton' => true);}return $data;}/*** Returns the list of time splitting methods that are available for evaluation.** @param \core_analytics\model $model* @param array $timesplittingsforevaluation* @return array*/private function timesplittings_options_for_evaluation(\core_analytics\model $model,array $timesplittingsforevaluation): array {$modeltimesplittingmethods = [['id' => 'all', 'text' => get_string('alltimesplittingmethods', 'tool_analytics')],];$potentialtimesplittingmethods = $model->get_potential_timesplittings();foreach ($timesplittingsforevaluation as $timesplitting) {if (empty($potentialtimesplittingmethods[$timesplitting->get_id()])) {// This time-splitting method can not be used for this model.continue;}$modeltimesplittingmethods[] = ['id' => \tool_analytics\output\helper::class_to_option($timesplitting->get_id()),'text' => $timesplitting->get_name()->out(),];}return $modeltimesplittingmethods;}}