1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806
|
<?php
/*
** Zabbix
** Copyright (C) 2001-2019 Zabbix SIA
**
** This program 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 2 of the License, or
** (at your option) any later version.
**
** This program 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 this program; if not, write to the Free Software
** Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
**/
/**
* Class to perform low level history related actions.
*/
class CHistoryManager {
/**
* Returns the last $limit history objects for the given items.
*
* @param array $items an array of items with the 'itemid' and 'value_type' properties
* @param int $limit max object count to be returned
* @param int $period the maximum period to retrieve data for
*
* @return array an array with items IDs as keys and arrays of history objects as values
*/
public function getLastValues(array $items, $limit = 1, $period = null) {
$results = [];
$grouped_items = self::getItemsGroupedByStorage($items);
if (array_key_exists(ZBX_HISTORY_SOURCE_ELASTIC, $grouped_items)) {
$results += $this->getLastValuesFromElasticsearch($grouped_items[ZBX_HISTORY_SOURCE_ELASTIC], $limit,
$period
);
}
if (array_key_exists(ZBX_HISTORY_SOURCE_SQL, $grouped_items)) {
$results += $this->getLastValuesFromSql($grouped_items[ZBX_HISTORY_SOURCE_SQL], $limit, $period);
}
return $results;
}
/**
* Elasticsearch specific implementation of getLastValues.
*
* @see CHistoryManager::getLastValues
*/
private function getLastValuesFromElasticsearch($items, $limit, $period) {
$terms = [];
$results = [];
$filter = [];
foreach ($items as $item) {
$terms[$item['value_type']][] = $item['itemid'];
}
$query = [
'aggs' => [
'group_by_itemid' => [
'terms' => [
'field' => 'itemid'
],
'aggs' => [
'group_by_docs' => [
'top_hits' => [
'size' => $limit,
'sort' => [
'clock' => ZBX_SORT_DOWN
]
]
]
]
]
],
'size' => 0
];
if ($period) {
$filter[] = [
'range' => [
'clock' => [
'gt' => (time() - $period)
]
]
];
}
foreach (self::getElasticsearchEndpoints(array_keys($terms)) as $type => $endpoint) {
$query['query']['bool']['must'] = array_merge([[
'terms' => [
'itemid' => $terms[$type]
]
]], $filter);
// Assure that aggregations for all terms are returned.
$query['aggs']['group_by_itemid']['terms']['size'] = count($terms[$type]);
$data = CElasticsearchHelper::query('POST', $endpoint, $query);
if (!is_array($data) || !array_key_exists('group_by_itemid', $data)
|| !array_key_exists('buckets', $data['group_by_itemid'])
|| !is_array($data['group_by_itemid']['buckets'])) {
continue;
}
foreach ($data['group_by_itemid']['buckets'] as $item) {
if (!is_array($item['group_by_docs']) || !array_key_exists('hits', $item['group_by_docs'])
|| !is_array($item['group_by_docs']['hits'])
|| !array_key_exists('hits', $item['group_by_docs']['hits'])
|| !is_array($item['group_by_docs']['hits']['hits'])) {
continue;
}
foreach ($item['group_by_docs']['hits']['hits'] as $row) {
if (!array_key_exists('_source', $row) || !is_array($row['_source'])) {
continue;
}
$results[$item['key']][] = $row['_source'];
}
}
}
return $results;
}
/**
* SQL specific implementation of getLastValues.
*
* @see CHistoryManager::getLastValues
*/
private function getLastValuesFromSql($items, $limit, $period) {
$results = [];
if ($period) {
$period = time() - $period;
}
if ($limit == 1) {
foreach ($items as $item) {
$values = DBfetchArray(DBselect(
'SELECT *'.
' FROM '.self::getTableName($item['value_type']).' h'.
' WHERE h.itemid='.zbx_dbstr($item['itemid']).
' AND h.clock=('.
'SELECT MAX(h2.clock)'.
' FROM '.self::getTableName($item['value_type']).' h2'.
' WHERE h2.itemid='.zbx_dbstr($item['itemid']).
($period ? ' AND h2.clock>'.$period : '').
')'.
' ORDER BY h.ns DESC',
$limit
));
if ($values) {
$results[$item['itemid']] = $values;
}
}
}
else {
foreach ($items as $item) {
$values = DBfetchArray(DBselect(
'SELECT *'.
' FROM '.self::getTableName($item['value_type']).' h'.
' WHERE h.itemid='.zbx_dbstr($item['itemid']).
($period ? ' AND h.clock>'.$period : '').
' ORDER BY h.clock DESC',
$limit + 1
));
if ($values) {
$count = count($values);
$clock = $values[$count - 1]['clock'];
if ($count == $limit + 1 && $values[$count - 2]['clock'] == $clock) {
do {
unset($values[--$count]);
} while ($values && $values[$count - 1]['clock'] == $clock);
$db_values = DBselect(
'SELECT *'.
' FROM '.self::getTableName($item['value_type']).' h'.
' WHERE h.itemid='.zbx_dbstr($item['itemid']).
' AND h.clock='.$clock.
' ORDER BY h.ns DESC',
$limit - $count
);
while ($db_value = DBfetch($db_values)) {
$values[] = $db_value;
$count++;
}
}
CArrayHelper::sort($values, [
['field' => 'clock', 'order' => ZBX_SORT_DOWN],
['field' => 'ns', 'order' => ZBX_SORT_DOWN]
]);
$values = array_values($values);
while ($count > $limit) {
unset($values[--$count]);
}
$results[$item['itemid']] = $values;
}
}
}
return $results;
}
/**
* Returns history value aggregation for graphs.
*
* The $item parameter must have the value_type, itemid and source properties set.
*
* @param array $items items to get aggregated values for
* @param int $time_from minimal timestamp (seconds) to get data from
* @param int $time_to maximum timestamp (seconds) to get data from
* @param int $width graph width in pixels (is not required for pie charts)
*
* @return array history value aggregation for graphs
*/
public function getGraphAggregation(array $items, $time_from, $time_to, $width = null) {
if ($width !== null) {
$size = $time_to - $time_from;
$delta = $size - $time_from % $size;
}
else {
$size = null;
$delta = null;
}
$grouped_items = self::getItemsGroupedByStorage($items);
$results = [];
if (array_key_exists(ZBX_HISTORY_SOURCE_ELASTIC, $grouped_items)) {
$results += $this->getGraphAggregationFromElasticsearch($grouped_items[ZBX_HISTORY_SOURCE_ELASTIC],
$time_from, $time_to, $width, $size, $delta
);
}
if (array_key_exists(ZBX_HISTORY_SOURCE_SQL, $grouped_items)) {
$results += $this->getGraphAggregationFromSql($grouped_items[ZBX_HISTORY_SOURCE_SQL], $time_from, $time_to,
$width, $size, $delta
);
}
return $results;
}
/**
* Elasticsearch specific implementation of getGraphAggregation.
*
* @see CHistoryManager::getGraphAggregation
*/
private function getGraphAggregationFromElasticsearch(array $items, $time_from, $time_to, $width, $size, $delta) {
$terms = [];
foreach ($items as $item) {
$terms[$item['value_type']][] = $item['itemid'];
}
$aggs = [
'max_value' => [
'max' => [
'field' => 'value'
]
],
'avg_value' => [
'avg' => [
'field' => 'value'
]
],
'min_value' => [
'min' => [
'field' => 'value'
]
],
'max_clock' => [
'max' => [
'field' => 'clock'
]
]
];
$query = [
'aggs' => [
'group_by_itemid' => [
'terms' => [
// Assure that aggregations for all terms are returned.
'size' => count($items),
'field' => 'itemid'
]
]
],
'query' => [
'bool' => [
'must' => [
[
'terms' => [
'itemid' => $terms
]
],
[
'range' => [
'clock' => [
'gte' => $time_from,
'lte' => $time_to
]
]
]
]
]
],
'size' => 0
];
if ($width !== null && $size !== null && $delta !== null) {
// Additional grouping for line graphs.
$aggs['max_clock'] = [
'max' => [
'field' => 'clock'
]
];
// Clock value is divided by 1000 as it is stored as milliseconds.
$formula = 'Math.floor((params.width*((doc[\'clock\'].date.getMillis()/1000+params.delta)%params.size))'.
'/params.size)';
$script = [
'inline' => $formula,
'params' => [
'width' => (int)$width,
'delta' => $delta,
'size' => $size
]
];
$aggs = [
'group_by_script' => [
'terms' => [
'size' => $width,
'script' => $script
],
'aggs' => $aggs
]
];
}
$query['aggs']['group_by_itemid']['aggs'] = $aggs;
$results = [];
foreach (self::getElasticsearchEndpoints(array_keys($terms)) as $type => $endpoint) {
$query['query']['bool']['must'] = [
[
'terms' => [
'itemid' => $terms[$type]
]
],
[
'range' => [
'clock' => [
'gte' => $time_from,
'lte' => $time_to
]
]
]
];
$data = CElasticsearchHelper::query('POST', $endpoint, $query);
if ($width !== null && $size !== null && $delta !== null) {
foreach ($data['group_by_itemid']['buckets'] as $item) {
if (!is_array($item['group_by_script']) || !array_key_exists('buckets', $item['group_by_script'])
|| !is_array($item['group_by_script']['buckets'])) {
continue;
}
$results[$item['key']]['source'] = 'history';
foreach ($item['group_by_script']['buckets'] as $point) {
$results[$item['key']]['data'][] = [
'itemid' => $item['key'],
'i' => $point['key'],
'count' => $point['doc_count'],
'min' => $point['min_value']['value'],
'avg' => $point['avg_value']['value'],
'max' => $point['max_value']['value'],
// Field value_as_string is used to get value as seconds instead of milliseconds.
'clock' => $point['max_clock']['value_as_string']
];
}
}
}
else {
foreach ($data['group_by_itemid']['buckets'] as $item) {
$results[$item['key']]['source'] = 'history';
$results[$item['key']]['data'][] = [
'itemid' => $item['key'],
'min' => $item['min_value']['value'],
'avg' => $item['avg_value']['value'],
'max' => $item['max_value']['value'],
// Field value_as_string is used to get value as seconds instead of milliseconds.
'clock' => $item['max_clock']['value_as_string']
];
}
}
}
return $results;
}
/**
* SQL specific implementation of getGraphAggregation.
*
* @see CHistoryManager::getGraphAggregation
*/
private function getGraphAggregationFromSql(array $items, $time_from, $time_to, $width, $size, $delta) {
$group_by = 'itemid';
$sql_select_extra = '';
if ($width !== null && $size !== null && $delta !== null) {
// Required for 'group by' support of Oracle.
$calc_field = 'round('.$width.'*'.zbx_sql_mod(zbx_dbcast_2bigint('clock').'+'.$delta, $size)
.'/('.$size.'),0)';
$sql_select_extra = ','.$calc_field.' AS i';
$group_by .= ','.$calc_field;
}
$results = [];
foreach ($items as $item) {
if ($item['source'] === 'history') {
$sql_select = 'COUNT(*) AS count,AVG(value) AS avg,MIN(value) AS min,MAX(value) AS max';
$sql_from = ($item['value_type'] == ITEM_VALUE_TYPE_UINT64) ? 'history_uint' : 'history';
}
else {
$sql_select = 'SUM(num) AS count,AVG(value_avg) AS avg,MIN(value_min) AS min,MAX(value_max) AS max';
$sql_from = ($item['value_type'] == ITEM_VALUE_TYPE_UINT64) ? 'trends_uint' : 'trends';
}
$result = DBselect(
'SELECT itemid,'.$sql_select.$sql_select_extra.',MAX(clock) AS clock'.
' FROM '.$sql_from.
' WHERE itemid='.zbx_dbstr($item['itemid']).
' AND clock>='.zbx_dbstr($time_from).
' AND clock<='.zbx_dbstr($time_to).
' GROUP BY '.$group_by
);
$data = [];
while (($row = DBfetch($result)) !== false) {
$data[] = $row;
}
$results[$item['itemid']]['source'] = $item['source'];
$results[$item['itemid']]['data'] = $data;
}
return $results;
}
/**
* Returns aggregated history value.
*
* The $item parameter must have the value_type and itemid properties set.
*
* @param array $item item to get aggregated value for
* @param string $aggregation aggregation to be applied (min / max / avg)
* @param int $time_from timestamp (seconds)
*
* @return string aggregated history value
*/
public function getAggregatedValue(array $item, $aggregation, $time_from) {
switch (self::getDataSourceType($item['value_type'])) {
case ZBX_HISTORY_SOURCE_ELASTIC:
return $this->getAggregatedValueFromElasticsearch($item, $aggregation, $time_from);
default:
return $this->getAggregatedValueFromSql($item, $aggregation, $time_from);
}
}
/**
* Elasticsearch specific implementation of getAggregatedValue.
*
* @see CHistoryManager::getAggregatedValue
*/
private function getAggregatedValueFromElasticsearch(array $item, $aggregation, $time_from) {
$query = [
'aggs' => [
$aggregation.'_value' => [
$aggregation => [
'field' => 'value'
]
]
],
'query' => [
'bool' => [
'must' => [
[
'term' => [
'itemid' => $item['itemid']
]
],
[
'range' => [
'clock' => [
'gte' => $time_from
]
]
]
]
]
],
'size' => 0
];
$endpoints = self::getElasticsearchEndpoints($item['value_type']);
if ($endpoints) {
$data = CElasticsearchHelper::query('POST', reset($endpoints), $query);
if (array_key_exists($aggregation.'_value', $data)
&& array_key_exists('value', $data[$aggregation.'_value'])) {
return $data[$aggregation.'_value']['value'];
}
}
return null;
}
/**
* SQL specific implementation of getAggregatedValue.
*
* @see CHistoryManager::getAggregatedValue
*/
private function getAggregatedValueFromSql(array $item, $aggregation, $time_from) {
$result = DBselect(
'SELECT '.$aggregation.'(value) AS value'.
' FROM '.self::getTableName($item['value_type']).
' WHERE clock>'.$time_from.
' AND itemid='.zbx_dbstr($item['itemid']).
' HAVING COUNT(*)>0' // Necessary because DBselect() return 0 if empty data set, for graph templates.
);
if (($row = DBfetch($result)) !== false) {
return $row['value'];
}
return null;
}
/**
* Clear item history and trends by provided item IDs. History is deleted from both SQL and Elasticsearch.
*
* @param array $itemids item ids to delete history for
*
* @return bool
*/
public function deleteHistory(array $itemids) {
return $this->deleteHistoryFromSql($itemids) && $this->deleteHistoryFromElasticsearch($itemids);
}
/**
* Elasticsearch specific implementation of deleteHistory.
*
* @see CHistoryManager::deleteHistory
*/
private function deleteHistoryFromElasticsearch(array $itemids) {
global $HISTORY;
if (is_array($HISTORY) && array_key_exists('types', $HISTORY) && is_array($HISTORY['types'])
&& count($HISTORY['types'] > 0)) {
$query = [
'query' => [
'terms' => [
'itemid' => array_values($itemids)
]
]
];
$types = [];
foreach ($HISTORY['types'] as $type) {
$types[] = self::getTypeIdByTypeName($type);
}
foreach (self::getElasticsearchEndpoints($types, '_delete_by_query') as $endpoint) {
if (!CElasticsearchHelper::query('POST', $endpoint, $query)) {
return false;
}
}
}
return true;
}
/**
* SQL specific implementation of deleteHistory.
*
* @see CHistoryManager::deleteHistory
*/
private function deleteHistoryFromSql(array $itemids) {
return DBexecute('DELETE FROM trends WHERE '.dbConditionInt('itemid', $itemids))
&& DBexecute('DELETE FROM trends_uint WHERE '.dbConditionInt('itemid', $itemids))
&& DBexecute('DELETE FROM history_text WHERE '.dbConditionInt('itemid', $itemids))
&& DBexecute('DELETE FROM history_log WHERE '.dbConditionInt('itemid', $itemids))
&& DBexecute('DELETE FROM history_uint WHERE '.dbConditionInt('itemid', $itemids))
&& DBexecute('DELETE FROM history_str WHERE '.dbConditionInt('itemid', $itemids))
&& DBexecute('DELETE FROM history WHERE '.dbConditionInt('itemid', $itemids));
}
/**
* Get type name by value type id.
*
* @param int $value_type value type id
*
* @return string value type name
*/
public static function getTypeNameByTypeId($value_type) {
$mapping = [
ITEM_VALUE_TYPE_FLOAT => 'dbl',
ITEM_VALUE_TYPE_STR => 'str',
ITEM_VALUE_TYPE_LOG => 'log',
ITEM_VALUE_TYPE_UINT64 => 'uint',
ITEM_VALUE_TYPE_TEXT => 'text'
];
if (array_key_exists($value_type, $mapping)) {
return $mapping[$value_type];
}
// Fallback to float.
return $mapping[ITEM_VALUE_TYPE_FLOAT];
}
/**
* Get type id by value type name.
*
* @param int $type_name value type name
*
* @return int value type id
*/
public static function getTypeIdByTypeName($type_name) {
$mapping = [
'dbl' => ITEM_VALUE_TYPE_FLOAT,
'str' => ITEM_VALUE_TYPE_STR,
'log' => ITEM_VALUE_TYPE_LOG,
'uint' => ITEM_VALUE_TYPE_UINT64,
'text' => ITEM_VALUE_TYPE_TEXT
];
if (array_key_exists($type_name, $mapping)) {
return $mapping[$type_name];
}
// Fallback to float.
return ITEM_VALUE_TYPE_FLOAT;
}
/**
* Get data source (SQL or Elasticsearch) type based on value type id.
*
* @param int $value_type value type id
*
* @return string data source type
*/
public static function getDataSourceType($value_type) {
static $cache = [];
if (!array_key_exists($value_type, $cache)) {
global $HISTORY;
if (is_array($HISTORY) && array_key_exists('types', $HISTORY) && is_array($HISTORY['types'])) {
$cache[$value_type] = in_array(self::getTypeNameByTypeId($value_type), $HISTORY['types'])
? ZBX_HISTORY_SOURCE_ELASTIC : ZBX_HISTORY_SOURCE_SQL;
}
else {
// SQL is a fallback data source.
$cache[$value_type] = ZBX_HISTORY_SOURCE_SQL;
}
}
return $cache[$value_type];
}
private static function getElasticsearchUrl($value_name) {
static $urls = [];
static $invalid = [];
// Additional check to limit error count produced by invalid configuration.
if (array_key_exists($value_name, $invalid)) {
return null;
}
if (!array_key_exists($value_name, $urls)) {
global $HISTORY;
if (!is_array($HISTORY) || !array_key_exists('url', $HISTORY)) {
$invalid[$value_name] = true;
error(_s('Elasticsearch url is not set for type: %1$s.', $value_name));
return null;
}
$url = $HISTORY['url'];
if (is_array($url)) {
if (!array_key_exists($value_name, $url)) {
$invalid[$value_name] = true;
error(_s('Elasticsearch url is not set for type: %1$s.', $value_name));
return null;
}
$url = $url[$value_name];
}
if (substr($url, -1) !== '/') {
$url .= '/';
}
$urls[$value_name] = $url;
}
return $urls[$value_name];
}
/**
* Get endpoints for Elasticsearch requests.
*
* @param mixed $value_types value type(s)
*
* @return array Elasticsearch query endpoints
*/
public static function getElasticsearchEndpoints($value_types, $action = '_search') {
if (!is_array($value_types)) {
$value_types = [$value_types];
}
$indices = [];
$endponts = [];
foreach (array_unique($value_types) as $type) {
if (self::getDataSourceType($type) === ZBX_HISTORY_SOURCE_ELASTIC) {
$indices[$type] = self::getTypeNameByTypeId($type);
}
}
foreach ($indices as $type => $index) {
if (($url = self::getElasticsearchUrl($index)) !== null) {
$endponts[$type] = $url.$index.'*/values/'.$action;
}
}
return $endponts;
}
/**
* Return the name of the table where the data for the given value type is stored.
*
* @param int $value_type value type
*
* @return string table name
*/
public static function getTableName($value_type) {
$tables = [
ITEM_VALUE_TYPE_LOG => 'history_log',
ITEM_VALUE_TYPE_TEXT => 'history_text',
ITEM_VALUE_TYPE_STR => 'history_str',
ITEM_VALUE_TYPE_FLOAT => 'history',
ITEM_VALUE_TYPE_UINT64 => 'history_uint'
];
return $tables[$value_type];
}
/**
* Returns the items grouped by the storage type.
*
* @param array $items an array of items with the 'value_type' property
*
* @return array an array with storage type as a keys and item arrays as a values
*/
private function getItemsGroupedByStorage(array $items) {
$grouped_items = [];
foreach ($items as $item) {
$source = self::getDataSourceType($item['value_type']);
$grouped_items[$source][] = $item;
}
return $grouped_items;
}
}
|