1 |
efrain |
1 |
<?php
|
|
|
2 |
// This file is part of Moodle - http://moodle.org/
|
|
|
3 |
//
|
|
|
4 |
// Moodle is free software: you can redistribute it and/or modify
|
|
|
5 |
// it under the terms of the GNU General Public License as published by
|
|
|
6 |
// the Free Software Foundation, either version 3 of the License, or
|
|
|
7 |
// (at your option) any later version.
|
|
|
8 |
//
|
|
|
9 |
// Moodle is distributed in the hope that it will be useful,
|
|
|
10 |
// but WITHOUT ANY WARRANTY; without even the implied warranty of
|
|
|
11 |
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
|
|
12 |
// GNU General Public License for more details.
|
|
|
13 |
//
|
|
|
14 |
// You should have received a copy of the GNU General Public License
|
|
|
15 |
// along with Moodle. If not, see <http://www.gnu.org/licenses/>.
|
|
|
16 |
|
|
|
17 |
/**
|
|
|
18 |
* Prediction models list page.
|
|
|
19 |
*
|
|
|
20 |
* @package tool_analytics
|
|
|
21 |
* @copyright 2016 David Monllao {@link http://www.davidmonllao.com}
|
|
|
22 |
* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
|
|
|
23 |
*/
|
|
|
24 |
|
|
|
25 |
namespace tool_analytics\output;
|
|
|
26 |
|
|
|
27 |
defined('MOODLE_INTERNAL') || die();
|
|
|
28 |
|
|
|
29 |
/**
|
|
|
30 |
* Shows tool_analytics models list.
|
|
|
31 |
*
|
|
|
32 |
* @package tool_analytics
|
|
|
33 |
* @copyright 2016 David Monllao {@link http://www.davidmonllao.com}
|
|
|
34 |
* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
|
|
|
35 |
*/
|
|
|
36 |
class models_list implements \renderable, \templatable {
|
|
|
37 |
|
|
|
38 |
/**
|
|
|
39 |
* models
|
|
|
40 |
*
|
|
|
41 |
* @var \core_analytics\model[]
|
|
|
42 |
*/
|
|
|
43 |
protected $models = array();
|
|
|
44 |
|
|
|
45 |
/**
|
|
|
46 |
* __construct
|
|
|
47 |
*
|
|
|
48 |
* @param \core_analytics\model[] $models
|
|
|
49 |
* @return void
|
|
|
50 |
*/
|
|
|
51 |
public function __construct($models) {
|
|
|
52 |
$this->models = $models;
|
|
|
53 |
}
|
|
|
54 |
|
|
|
55 |
/**
|
|
|
56 |
* Exports the data.
|
|
|
57 |
*
|
|
|
58 |
* @param \renderer_base $output
|
|
|
59 |
* @return \stdClass
|
|
|
60 |
*/
|
|
|
61 |
public function export_for_template(\renderer_base $output) {
|
|
|
62 |
global $PAGE;
|
|
|
63 |
|
|
|
64 |
$data = new \stdClass();
|
|
|
65 |
|
|
|
66 |
$newmodelmenu = new \action_menu();
|
|
|
67 |
$newmodelmenu->set_menu_trigger(get_string('newmodel', 'tool_analytics'), 'btn btn-secondary');
|
|
|
68 |
$newmodelmenu->set_menu_left();
|
|
|
69 |
|
|
|
70 |
$newmodelmenu->add(new \action_menu_link(
|
|
|
71 |
new \moodle_url('/admin/tool/analytics/createmodel.php'),
|
|
|
72 |
new \pix_icon('i/edit', ''),
|
|
|
73 |
get_string('createmodel', 'tool_analytics'),
|
|
|
74 |
false
|
|
|
75 |
));
|
|
|
76 |
|
|
|
77 |
$newmodelmenu->add(new \action_menu_link(
|
|
|
78 |
new \moodle_url('/admin/tool/analytics/importmodel.php'),
|
|
|
79 |
new \pix_icon('i/import', ''),
|
|
|
80 |
get_string('importmodel', 'tool_analytics'),
|
|
|
81 |
false
|
|
|
82 |
));
|
|
|
83 |
|
|
|
84 |
$newmodelmenu->add(new \action_menu_link(
|
|
|
85 |
new \moodle_url('/admin/tool/analytics/restoredefault.php'),
|
|
|
86 |
new \pix_icon('i/reload', ''),
|
|
|
87 |
get_string('restoredefault', 'tool_analytics'),
|
|
|
88 |
false
|
|
|
89 |
));
|
|
|
90 |
|
|
|
91 |
$data->newmodelmenu = $newmodelmenu->export_for_template($output);
|
|
|
92 |
|
|
|
93 |
$onlycli = get_config('analytics', 'onlycli');
|
|
|
94 |
if ($onlycli === false) {
|
|
|
95 |
// Default applied if no config found.
|
|
|
96 |
$onlycli = 1;
|
|
|
97 |
}
|
|
|
98 |
|
|
|
99 |
// Evaluation options.
|
|
|
100 |
$timesplittingsforevaluation = \core_analytics\manager::get_time_splitting_methods_for_evaluation(true);
|
|
|
101 |
|
|
|
102 |
$misconfiguredmodels = [];
|
|
|
103 |
$data->models = array();
|
|
|
104 |
foreach ($this->models as $model) {
|
|
|
105 |
$modeldata = $model->export($output);
|
|
|
106 |
|
|
|
107 |
// Check if there is a help icon for the target to show.
|
|
|
108 |
$identifier = $modeldata->target->get_identifier();
|
|
|
109 |
$component = $modeldata->target->get_component();
|
|
|
110 |
if (get_string_manager()->string_exists($identifier . '_help', $component)) {
|
|
|
111 |
$helpicon = new \help_icon($identifier, $component);
|
|
|
112 |
$modeldata->targethelp = $helpicon->export_for_template($output);
|
|
|
113 |
} else {
|
|
|
114 |
// We really want to encourage developers to add help to their targets.
|
|
|
115 |
debugging("The target '{$modeldata->target}' should include a '{$identifier}_help' string to
|
|
|
116 |
describe its purpose.", DEBUG_DEVELOPER);
|
|
|
117 |
}
|
|
|
118 |
|
|
|
119 |
if ($model->invalid_timesplitting_selected()) {
|
|
|
120 |
$misconfiguredmodels[$model->get_id()] = $model->get_name();
|
|
|
121 |
}
|
|
|
122 |
|
|
|
123 |
// Check if there is a help icon for the indicators to show.
|
|
|
124 |
if (!empty($modeldata->indicators)) {
|
|
|
125 |
$indicators = array();
|
|
|
126 |
foreach ($modeldata->indicators as $ind) {
|
|
|
127 |
// Create the indicator with the details we want for the context.
|
|
|
128 |
$indicator = new \stdClass();
|
|
|
129 |
$indicator->name = $ind->out();
|
|
|
130 |
$identifier = $ind->get_identifier();
|
|
|
131 |
$component = $ind->get_component();
|
|
|
132 |
if (get_string_manager()->string_exists($identifier . '_help', $component)) {
|
|
|
133 |
$helpicon = new \help_icon($identifier, $component);
|
|
|
134 |
$indicator->help = $helpicon->export_for_template($output);
|
|
|
135 |
} else {
|
|
|
136 |
// We really want to encourage developers to add help to their indicators.
|
|
|
137 |
debugging("The indicator '{$ind}' should include a '{$identifier}_help' string to
|
|
|
138 |
describe its purpose.", DEBUG_DEVELOPER);
|
|
|
139 |
}
|
|
|
140 |
$indicators[] = $indicator;
|
|
|
141 |
}
|
|
|
142 |
$modeldata->indicators = $indicators;
|
|
|
143 |
}
|
|
|
144 |
|
|
|
145 |
$modeldata->indicatorsnum = count($modeldata->indicators);
|
|
|
146 |
|
|
|
147 |
// Check if there is a help icon for the time splitting method.
|
|
|
148 |
if (!empty($modeldata->timesplitting)) {
|
|
|
149 |
$identifier = $modeldata->timesplitting->get_identifier();
|
|
|
150 |
$component = $modeldata->timesplitting->get_component();
|
|
|
151 |
if (get_string_manager()->string_exists($identifier . '_help', $component)) {
|
|
|
152 |
$helpicon = new \help_icon($identifier, $component);
|
|
|
153 |
$modeldata->timesplittinghelp = $helpicon->export_for_template($output);
|
|
|
154 |
} else {
|
|
|
155 |
// We really want to encourage developers to add help to their time splitting methods.
|
|
|
156 |
debugging("The analysis interval '{$modeldata->timesplitting}' should include a '{$identifier}_help'
|
|
|
157 |
string to describe its purpose.", DEBUG_DEVELOPER);
|
|
|
158 |
}
|
|
|
159 |
} else {
|
|
|
160 |
$helpicon = new \help_icon('timesplittingnotdefined', 'tool_analytics');
|
|
|
161 |
$modeldata->timesplittinghelp = $helpicon->export_for_template($output);
|
|
|
162 |
}
|
|
|
163 |
|
|
|
164 |
// Has this model generated predictions?.
|
|
|
165 |
$predictioncontexts = $model->get_predictions_contexts();
|
|
|
166 |
$anypredictionobtained = $model->any_prediction_obtained();
|
|
|
167 |
|
|
|
168 |
// Model predictions list.
|
|
|
169 |
if (!$model->is_enabled()) {
|
|
|
170 |
$modeldata->noinsights = get_string('disabledmodel', 'analytics');
|
|
|
171 |
} else if ($model->uses_insights()) {
|
|
|
172 |
if ($predictioncontexts) {
|
|
|
173 |
$url = new \moodle_url('/report/insights/insights.php', array('modelid' => $model->get_id()));
|
|
|
174 |
$modeldata->insights = \tool_analytics\output\helper::prediction_context_selector($predictioncontexts,
|
|
|
175 |
$url, $output);
|
|
|
176 |
}
|
|
|
177 |
|
|
|
178 |
if (empty($modeldata->insights)) {
|
|
|
179 |
if ($anypredictionobtained) {
|
|
|
180 |
$modeldata->noinsights = get_string('noinsights', 'analytics');
|
|
|
181 |
} else {
|
|
|
182 |
$modeldata->noinsights = get_string('nopredictionsyet', 'analytics');
|
|
|
183 |
}
|
|
|
184 |
}
|
|
|
185 |
|
|
|
186 |
} else {
|
|
|
187 |
$modeldata->noinsights = get_string('noinsightsmodel', 'analytics');
|
|
|
188 |
}
|
|
|
189 |
|
|
|
190 |
// Actions.
|
|
|
191 |
$actionsmenu = new \action_menu();
|
|
|
192 |
$actionsmenu->set_menu_trigger(get_string('actions'));
|
|
|
193 |
$actionsmenu->set_owner_selector('model-actions-' . $model->get_id());
|
|
|
194 |
|
|
|
195 |
$urlparams = ['id' => $model->get_id(), 'sesskey' => sesskey()];
|
|
|
196 |
|
|
|
197 |
// Get predictions.
|
|
|
198 |
if (!$onlycli && $modeldata->enabled && !empty($modeldata->timesplitting)) {
|
|
|
199 |
$urlparams['action'] = 'scheduledanalysis';
|
|
|
200 |
$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
|
|
|
201 |
$icon = new \action_menu_link_secondary($url,
|
|
|
202 |
new \pix_icon('i/notifications', get_string('executescheduledanalysis', 'tool_analytics')),
|
|
|
203 |
get_string('executescheduledanalysis', 'tool_analytics'));
|
|
|
204 |
$actionsmenu->add($icon);
|
|
|
205 |
}
|
|
|
206 |
|
|
|
207 |
// Evaluate machine-learning-based models.
|
|
|
208 |
if (!$onlycli && $model->get_indicators() && !$model->is_static()) {
|
|
|
209 |
|
|
|
210 |
// Extra is_trained call as trained_locally returns false if the model has not been trained yet.
|
|
|
211 |
$trainedonlyexternally = !$model->trained_locally() && $model->is_trained();
|
|
|
212 |
|
|
|
213 |
$actionid = 'evaluate-' . $model->get_id();
|
|
|
214 |
|
|
|
215 |
// Evaluation options.
|
|
|
216 |
$modeltimesplittingmethods = $this->timesplittings_options_for_evaluation($model, $timesplittingsforevaluation);
|
|
|
217 |
|
|
|
218 |
// Include the current time-splitting method as the default selection method the model already have one.
|
|
|
219 |
if ($model->get_model_obj()->timesplitting) {
|
|
|
220 |
$currenttimesplitting = ['id' => 'current', 'text' => get_string('currenttimesplitting', 'tool_analytics')];
|
|
|
221 |
array_unshift($modeltimesplittingmethods, $currenttimesplitting);
|
|
|
222 |
}
|
|
|
223 |
|
|
|
224 |
$evaluateparams = [$actionid, $trainedonlyexternally];
|
|
|
225 |
$PAGE->requires->js_call_amd('tool_analytics/model', 'selectEvaluationOptions', $evaluateparams);
|
|
|
226 |
$urlparams['action'] = 'evaluate';
|
|
|
227 |
$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
|
|
|
228 |
$icon = new \action_menu_link_secondary($url, new \pix_icon('i/calc', get_string('evaluate', 'tool_analytics')),
|
|
|
229 |
get_string('evaluate', 'tool_analytics'), ['data-action-id' => $actionid,
|
|
|
230 |
'data-timesplitting-methods' => json_encode($modeltimesplittingmethods)]);
|
|
|
231 |
$actionsmenu->add($icon);
|
|
|
232 |
}
|
|
|
233 |
|
|
|
234 |
// Machine-learning-based models evaluation log.
|
|
|
235 |
if (!$model->is_static() && $model->get_logs()) {
|
|
|
236 |
$urlparams['action'] = 'log';
|
|
|
237 |
$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
|
|
|
238 |
$icon = new \action_menu_link_secondary($url, new \pix_icon('i/report', get_string('viewlog', 'tool_analytics')),
|
|
|
239 |
get_string('viewlog', 'tool_analytics'));
|
|
|
240 |
$actionsmenu->add($icon);
|
|
|
241 |
}
|
|
|
242 |
|
|
|
243 |
// Edit model.
|
|
|
244 |
$urlparams['action'] = 'edit';
|
|
|
245 |
$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
|
|
|
246 |
$icon = new \action_menu_link_secondary($url, new \pix_icon('t/edit', get_string('edit')), get_string('edit'));
|
|
|
247 |
$actionsmenu->add($icon);
|
|
|
248 |
|
|
|
249 |
// Enable / disable.
|
|
|
250 |
if ($model->is_enabled() || !empty($modeldata->timesplitting)) {
|
|
|
251 |
// If there is no timesplitting method set, the model can not be enabled.
|
|
|
252 |
if ($model->is_enabled()) {
|
|
|
253 |
$action = 'disable';
|
|
|
254 |
$text = get_string('disable');
|
|
|
255 |
$icontype = 't/block';
|
|
|
256 |
} else {
|
|
|
257 |
$action = 'enable';
|
|
|
258 |
$text = get_string('enable');
|
|
|
259 |
$icontype = 'i/checked';
|
|
|
260 |
}
|
|
|
261 |
$urlparams['action'] = $action;
|
|
|
262 |
$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
|
|
|
263 |
$icon = new \action_menu_link_secondary($url, new \pix_icon($icontype, $text), $text);
|
|
|
264 |
$actionsmenu->add($icon);
|
|
|
265 |
}
|
|
|
266 |
|
|
|
267 |
// Export.
|
|
|
268 |
if (!$model->is_static()) {
|
|
|
269 |
|
|
|
270 |
$fullysetup = $model->get_indicators() && !empty($modeldata->timesplitting);
|
|
|
271 |
$istrained = $model->is_trained();
|
|
|
272 |
|
|
|
273 |
if ($fullysetup || $istrained) {
|
|
|
274 |
|
|
|
275 |
$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
|
|
|
276 |
// Clear the previous action param from the URL, we will set it in JS.
|
|
|
277 |
$url->remove_params('action');
|
|
|
278 |
|
|
|
279 |
$actionid = 'export-' . $model->get_id();
|
|
|
280 |
$PAGE->requires->js_call_amd('tool_analytics/model', 'selectExportOptions',
|
|
|
281 |
[$actionid, $istrained]);
|
|
|
282 |
|
|
|
283 |
$icon = new \action_menu_link_secondary($url, new \pix_icon('i/export',
|
|
|
284 |
get_string('export', 'tool_analytics')), get_string('export', 'tool_analytics'),
|
|
|
285 |
['data-action-id' => $actionid]);
|
|
|
286 |
$actionsmenu->add($icon);
|
|
|
287 |
}
|
|
|
288 |
}
|
|
|
289 |
|
|
|
290 |
// Insights report.
|
|
|
291 |
if (!empty($anypredictionobtained) && $model->uses_insights()) {
|
|
|
292 |
$urlparams['action'] = 'insightsreport';
|
|
|
293 |
$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
|
|
|
294 |
$pix = new \pix_icon('i/report', get_string('insightsreport', 'tool_analytics'));
|
|
|
295 |
$icon = new \action_menu_link_secondary($url, $pix, get_string('insightsreport', 'tool_analytics'));
|
|
|
296 |
$actionsmenu->add($icon);
|
|
|
297 |
}
|
|
|
298 |
|
|
|
299 |
// Invalid analysables.
|
|
|
300 |
$analyser = $model->get_analyser(['notimesplitting' => true]);
|
|
|
301 |
if (!$analyser instanceof \core_analytics\local\analyser\sitewide) {
|
|
|
302 |
$urlparams['action'] = 'invalidanalysables';
|
|
|
303 |
$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
|
|
|
304 |
$pix = new \pix_icon('i/report', get_string('invalidanalysables', 'tool_analytics'));
|
|
|
305 |
$icon = new \action_menu_link_secondary($url, $pix, get_string('invalidanalysables', 'tool_analytics'));
|
|
|
306 |
$actionsmenu->add($icon);
|
|
|
307 |
}
|
|
|
308 |
|
|
|
309 |
// Clear model.
|
|
|
310 |
if (!empty($anypredictionobtained) || $model->is_trained()) {
|
|
|
311 |
$actionid = 'clear-' . $model->get_id();
|
|
|
312 |
$PAGE->requires->js_call_amd('tool_analytics/model', 'confirmAction', [$actionid, 'clear']);
|
|
|
313 |
$urlparams['action'] = 'clear';
|
|
|
314 |
$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
|
|
|
315 |
$icon = new \action_menu_link_secondary($url, new \pix_icon('e/cleanup_messy_code',
|
|
|
316 |
get_string('clearpredictions', 'tool_analytics')), get_string('clearpredictions', 'tool_analytics'),
|
|
|
317 |
['data-action-id' => $actionid]);
|
|
|
318 |
$actionsmenu->add($icon);
|
|
|
319 |
}
|
|
|
320 |
|
|
|
321 |
// Delete model.
|
|
|
322 |
$actionid = 'delete-' . $model->get_id();
|
|
|
323 |
$PAGE->requires->js_call_amd('tool_analytics/model', 'confirmAction', [$actionid, 'delete']);
|
|
|
324 |
$urlparams['action'] = 'delete';
|
|
|
325 |
$url = new \moodle_url('/admin/tool/analytics/model.php', $urlparams);
|
|
|
326 |
$icon = new \action_menu_link_secondary($url, new \pix_icon('t/delete',
|
|
|
327 |
get_string('delete', 'tool_analytics')), get_string('delete', 'tool_analytics'),
|
|
|
328 |
['data-action-id' => $actionid]);
|
|
|
329 |
$actionsmenu->add($icon);
|
|
|
330 |
|
|
|
331 |
$modeldata->actions = $actionsmenu->export_for_template($output);
|
|
|
332 |
|
|
|
333 |
$data->models[] = $modeldata;
|
|
|
334 |
}
|
|
|
335 |
|
|
|
336 |
$data->warnings = [];
|
|
|
337 |
$data->infos = [];
|
|
|
338 |
if (!$onlycli) {
|
|
|
339 |
$data->warnings[] = (object)array('message' => get_string('bettercli', 'tool_analytics'), 'closebutton' => true);
|
|
|
340 |
} else {
|
|
|
341 |
$url = new \moodle_url('/admin/settings.php', array('section' => 'analyticssettings'),
|
|
|
342 |
'id_s_analytics_onlycli');
|
|
|
343 |
|
|
|
344 |
$langstrid = 'clievaluationandpredictionsnoadmin';
|
|
|
345 |
if (is_siteadmin()) {
|
|
|
346 |
$langstrid = 'clievaluationandpredictions';
|
|
|
347 |
}
|
|
|
348 |
$data->infos[] = (object)array('message' => get_string($langstrid, 'tool_analytics', $url->out()),
|
|
|
349 |
'closebutton' => true);
|
|
|
350 |
}
|
|
|
351 |
|
|
|
352 |
if ($misconfiguredmodels) {
|
|
|
353 |
$warningstr = get_string('invalidtimesplittinginmodels', 'tool_analytics', implode(', ', $misconfiguredmodels));
|
|
|
354 |
$data->warnings[] = (object)array('message' => $warningstr, 'closebutton' => true);
|
|
|
355 |
}
|
|
|
356 |
|
|
|
357 |
return $data;
|
|
|
358 |
}
|
|
|
359 |
|
|
|
360 |
/**
|
|
|
361 |
* Returns the list of time splitting methods that are available for evaluation.
|
|
|
362 |
*
|
|
|
363 |
* @param \core_analytics\model $model
|
|
|
364 |
* @param array $timesplittingsforevaluation
|
|
|
365 |
* @return array
|
|
|
366 |
*/
|
|
|
367 |
private function timesplittings_options_for_evaluation(\core_analytics\model $model,
|
|
|
368 |
array $timesplittingsforevaluation): array {
|
|
|
369 |
|
|
|
370 |
$modeltimesplittingmethods = [
|
|
|
371 |
['id' => 'all', 'text' => get_string('alltimesplittingmethods', 'tool_analytics')],
|
|
|
372 |
];
|
|
|
373 |
$potentialtimesplittingmethods = $model->get_potential_timesplittings();
|
|
|
374 |
foreach ($timesplittingsforevaluation as $timesplitting) {
|
|
|
375 |
if (empty($potentialtimesplittingmethods[$timesplitting->get_id()])) {
|
|
|
376 |
// This time-splitting method can not be used for this model.
|
|
|
377 |
continue;
|
|
|
378 |
}
|
|
|
379 |
$modeltimesplittingmethods[] = [
|
|
|
380 |
'id' => \tool_analytics\output\helper::class_to_option($timesplitting->get_id()),
|
|
|
381 |
'text' => $timesplitting->get_name()->out(),
|
|
|
382 |
];
|
|
|
383 |
}
|
|
|
384 |
|
|
|
385 |
return $modeltimesplittingmethods;
|
|
|
386 |
}
|
|
|
387 |
}
|