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MDL-59630 analytics: mlbackend model directories deletion

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This commit is contained in:
David Monllao 2017-09-06 18:42:46 +02:00
parent f9222c4953
commit abafbc8405
5 changed files with 127 additions and 18 deletions
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54
analytics/classes/model.php
View File

@ -435,14 +435,20 @@ class model {
if ($this->model->timesplitting !== $timesplittingid ||
$this->model->indicators !== $indicatorsstr) {
// Delete generated predictions before changing the model version.
$this->clear_model();
// It needs to be reset as the version changes.
$this->uniqueid = null;
// We update the version of the model so different time splittings are not mixed up.
$this->model->version = $now;
// Delete generated predictions.
$this->clear_model();
// Reset trained flag.
$this->model->trained = 0;
if (!$this->is_static()) {
$this->model->trained = 0;
}
} else if ($this->model->enabled != $enabled) {
// We purge the cached contexts with insights as some will not be visible anymore.
@ -456,9 +462,6 @@ class model {
$this->model->usermodified = $USER->id;
$DB->update_record('analytics_models', $this->model);
// It needs to be reset (just in case, we may already used it).
$this->uniqueid = null;
}
/**
@ -472,6 +475,11 @@ class model {
\core_analytics\manager::check_can_manage_models();
$this->clear_model();
// Method self::clear_model is already clearing the current model version.
$predictor = \core_analytics\manager::get_predictions_processor();
$predictor->delete_output_dir($this->get_output_dir(array(), true));
$DB->delete_records('analytics_models', array('id' => $this->model->id));
$DB->delete_records('analytics_models_log', array('modelid' => $this->model->id));
}
@ -974,13 +982,23 @@ class model {
throw new \moodle_exception('errorinvalidtimesplitting', 'analytics');
}
// Delete generated predictions before changing the model version.
$this->clear_model();
// It needs to be reset as the version changes.
$this->uniqueid = null;
$this->model->timesplitting = $timesplittingid;
$this->model->version = $now;
// Reset trained flag.
if (!$this->is_static()) {
$this->model->trained = 0;
}
}
// Purge pages with insights as this may change things.
if ($timesplittingid && $timesplittingid !== $this->model->timesplitting ||
$this->model->enabled != 1) {
if ($this->model->enabled != 1) {
$this->purge_insights_cache();
}
@ -989,9 +1007,6 @@ class model {
// We don't always update timemodified intentionally as we reserve it for target, indicators or timesplitting updates.
$DB->update_record('analytics_models', $this->model);
// It needs to be reset (just in case, we may already used it).
$this->uniqueid = null;
}
/**
@ -1229,9 +1244,10 @@ class model {
* models/$model->id/$model->version/execution
*
* @param array $subdirs
* @param bool $onlymodelid Preference over $subdirs
* @return string
*/
protected function get_output_dir($subdirs = array()) {
protected function get_output_dir($subdirs = array(), $onlymodelid = false) {
global $CFG;
$subdirstr = '';
@ -1245,8 +1261,12 @@ class model {
$outputdir = rtrim($CFG->dataroot, '/') . DIRECTORY_SEPARATOR . 'models';
}
// Append model id and version + subdirs.
$outputdir .= DIRECTORY_SEPARATOR . $this->model->id . DIRECTORY_SEPARATOR . $this->model->version . $subdirstr;
// Append model id
$outputdir .= DIRECTORY_SEPARATOR . $this->model->id;
if (!$onlymodelid) {
// Append version + subdirs.
$outputdir .= DIRECTORY_SEPARATOR . $this->model->version . $subdirstr;
}
make_writable_directory($outputdir);
@ -1411,6 +1431,10 @@ class model {
private function clear_model() {
global $DB;
// Delete current model version stored stuff.
$predictor = \core_analytics\manager::get_predictions_processor();
$predictor->clear_model($this->get_unique_id(), $this->get_output_dir());
$predictionids = $DB->get_fieldset_select('analytics_predictions', 'id', 'modelid = :modelid',
array('modelid' => $this->get_id()));
if ($predictionids) {

33
analytics/classes/predictor.php
View File

@ -41,4 +41,37 @@ interface predictor {
* @return bool
*/
public function is_ready();
/**
* Delete all stored information of the current model id.
*
* This method is called when there are important changes to a model,
* all previous training algorithms using that version of the model
* should be deleted.
*
* In case you want to perform extra security measures before deleting
* a directory you can check that $modelversionoutputdir subdirectories
* can only be named 'execution', 'evaluation' or 'testing'.
*
* @param string $uniqueid The site model unique id string
* @param string $modelversionoutputdir The output dir of this model version
* @return null
*/
public function clear_model($uniqueid, $modelversionoutputdir);
/**
* Delete the output directory.
*
* This method is called when a model is completely deleted.
*
* In case you want to perform extra security measures before deleting
* a directory you can check that the subdirectories are timestamps
* (the model version) and each of this subdirectories' subdirectories
* can only be named 'execution', 'evaluation' or 'testing'.
*
* @param string $modeloutputdir The model directory id (parent of all model versions subdirectories).
* @return null
*/
public function delete_output_dir($modeloutputdir);
}

16
analytics/tests/model_test.php
View File

@ -99,6 +99,9 @@ class analytics_model_testcase extends advanced_testcase {
// Fake evaluation results record to check that it is actually deleted.
$this->add_fake_log();
$modeloutputdir = $this->model->get_output_dir(array(), true);
$this->assertTrue(is_dir($modeloutputdir));
// Generate a prediction action to confirm that it is deleted when there is an important update.
$predictions = $DB->get_records('analytics_predictions');
$prediction = reset($predictions);
@ -113,6 +116,7 @@ class analytics_model_testcase extends advanced_testcase {
$this->assertEmpty($DB->count_records('analytics_train_samples'));
$this->assertEmpty($DB->count_records('analytics_predict_samples'));
$this->assertEmpty($DB->count_records('analytics_used_files'));
$this->assertFalse(is_dir($modeloutputdir));
set_config('enabled_stores', '', 'tool_log');
get_log_manager(true);
@ -146,8 +150,13 @@ class analytics_model_testcase extends advanced_testcase {
$prediction = new \core_analytics\prediction($prediction, array('whatever' => 'not used'));
$prediction->action_executed(\core_analytics\prediction::ACTION_FIXED, $this->model->get_target());
$modelversionoutputdir = $this->model->get_output_dir();
$this->assertTrue(is_dir($modelversionoutputdir));
// Update to an empty time splitting method to force clear_model execution.
$this->model->update(1, false, '');
$this->assertFalse(is_dir($modelversionoutputdir));
// Restore previous time splitting method.
$this->model->enable('\core\analytics\time_splitting\no_splitting');
@ -186,7 +195,7 @@ class analytics_model_testcase extends advanced_testcase {
$modeldir = $dir . DIRECTORY_SEPARATOR . $this->modelobj->id . DIRECTORY_SEPARATOR . $this->modelobj->version;
$this->assertEquals($modeldir, $this->model->get_output_dir());
$this->assertEquals($modeldir . DIRECTORY_SEPARATOR . 'asd', $this->model->get_output_dir(array('asd')));
$this->assertEquals($modeldir . DIRECTORY_SEPARATOR . 'testing', $this->model->get_output_dir(array('testing')));
}
public function test_unique_id() {
@ -280,10 +289,11 @@ class testable_model extends \core_analytics\model {
* get_output_dir
*
* @param array $subdirs
* @param bool $onlymodelid
* @return string
*/
public function get_output_dir($subdirs = array()) {
return parent::get_output_dir($subdirs);
public function get_output_dir($subdirs = array(), $onlymodelid = false) {
return parent::get_output_dir($subdirs, $onlymodelid);
}
/**

21
lib/mlbackend/php/classes/processor.php
View File

@ -72,6 +72,27 @@ class processor implements \core_analytics\classifier, \core_analytics\regressor
return true;
}
/**
* Delete the stored models.
*
* @param string $uniqueid
* @param string $modelversionoutputdir
* @return null
*/
public function clear_model($uniqueid, $modelversionoutputdir) {
remove_dir($modelversionoutputdir);
}
/**
* Delete the output directory.
*
* @param string $modeloutputdir
* @return null
*/
public function delete_output_dir($modeloutputdir) {
remove_dir($modeloutputdir);
}
/**
* Train this processor classification model using the provided supervised learning dataset.
*

21
lib/mlbackend/python/classes/processor.php
View File

@ -94,6 +94,27 @@ class processor implements \core_analytics\classifier, \core_analytics\regresso
return get_string('pythonpackagenotinstalled', 'mlbackend_python', $cmd);
}
/**
* Delete the model version output directory.
*
* @param string $uniqueid
* @param string $modelversionoutputdir
* @return null
*/
public function clear_model($uniqueid, $modelversionoutputdir) {
remove_dir($modelversionoutputdir);
}
/**
* Delete the model output directory.
*
* @param string $modeloutputdir
* @return null
*/
public function delete_output_dir($modeloutputdir) {
remove_dir($modeloutputdir);
}
/**
* Trains a machine learning algorithm with the provided dataset.
*