MISP/app/Model/Correlation.php

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26 KiB
PHP
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<?php
App::uses('AppModel', 'Model');
App::uses('RandomTool', 'Tools');
/**
* @property Attribute $Attribute
*/
class Correlation extends AppModel
{
const CACHE_NAME = 'misp:top_correlations',
CACHE_AGE = 'misp:top_correlations_age';
public $belongsTo = array(
'Attribute' => [
'className' => 'Attribute',
'foreignKey' => 'attribute_id'
],
'Event' => array(
'className' => 'Event',
'foreignKey' => 'event_id'
)
);
private $exclusions = [];
public function correlateValueRouter($value)
{
if (Configure::read('MISP.background_jobs')) {
if (empty($this->Job)) {
$this->Job = ClassRegistry::init('Job');
}
$this->Job->create();
$data = array(
'worker' => 'default',
'job_type' => 'correlateValue',
'job_input' => $value,
'status' => 0,
'retries' => 0,
'org_id' => 0,
'org' => 0,
'message' => 'Recorrelating',
);
$this->Job->save($data);
$jobId = $this->Job->id;
$process_id = CakeResque::enqueue(
'default',
'EventShell',
['correlateValue', $value, $jobId],
true
);
$this->Job->saveField('process_id', $process_id);
return true;
} else {
return $this->correlateValue($value);
}
}
private function __buildAdvancedCorrelationConditions($a)
{
if (isset($a['Attribute'])) {
$a = $a['Attribute'];
}
$extraConditions = null;
if (in_array($a['type'], ['ip-src', 'ip-dst', 'ip-src|port', 'ip-dst|port'], true)) {
$extraConditions = $this->cidrCorrelation($a);
} else if ($a['type'] === 'ssdeep' && function_exists('ssdeep_fuzzy_compare')) {
$extraConditions = $this->ssdeepCorrelation($a);
}
return $extraConditions;
}
private function __addAdvancedCorrelations($correlatingAttribute)
{
if (empty(Configure::read('MISP.enable_advanced_correlations'))) {
return [];
}
$extraConditions = $this->__buildAdvancedCorrelationConditions($correlatingAttribute);
if (empty($extraConditions)) {
return [];
}
return $this->Attribute->find('all', [
'conditions' => [
'AND' => $extraConditions,
'NOT' => [
'Attribute.type' => $this->Attribute->nonCorrelatingTypes,
],
'Attribute.disable_correlation' => 0,
'Event.disable_correlation' => 0,
'Attribute.deleted' => 0
],
'recursive' => -1,
'fields' => [
'Attribute.event_id',
'Attribute.id',
'Attribute.distribution',
'Attribute.sharing_group_id',
'Attribute.value1',
'Attribute.value2',
],
'contain' => [
'Event' => [
'fields' => ['Event.id', 'Event.date', 'Event.info', 'Event.org_id', 'Event.distribution', 'Event.sharing_group_id', 'Event.disable_correlation']
]
],
'order' => [],
]);
}
private function __getMatchingAttributes($value)
{
$conditions = [
'OR' => [
'Attribute.value1' => $value,
'AND' => [
'Attribute.value2' => $value,
'NOT' => ['Attribute.type' => $this->Attribute->primaryOnlyCorrelatingTypes]
]
],
'NOT' => [
'Attribute.type' => $this->Attribute->nonCorrelatingTypes,
],
'Attribute.disable_correlation' => 0,
'Event.disable_correlation' => 0,
'Attribute.deleted' => 0
];
$correlatingAttributes = $this->Attribute->find('all', [
'conditions' => $conditions,
'recursive' => -1,
'fields' => [
'Attribute.event_id',
'Attribute.id',
'Attribute.type',
'Attribute.distribution',
'Attribute.sharing_group_id',
'Attribute.value1',
'Attribute.value2',
],
'contain' => [
'Event' => [
'fields' => ['Event.id', 'Event.date', 'Event.info', 'Event.org_id', 'Event.distribution', 'Event.sharing_group_id', 'Event.disable_correlation']
]
],
'order' => [],
]);
return $correlatingAttributes;
}
private function __addCorrelationEntry($value, $a, $b, $correlations)
{
if (
$a['Attribute']['event_id'] !== $b['Attribute']['event_id']
) {
if (Configure::read('MISP.deadlock_avoidance')) {
$correlations[] = [
'value' => $value,
'1_event_id' => $a['Event']['id'],
'1_attribute_id' => $a['Attribute']['id'],
'event_id' => $b['Attribute']['event_id'],
'attribute_id' => $b['Attribute']['id'],
'org_id' => $b['Event']['org_id'],
'distribution' => $b['Event']['distribution'],
'a_distribution' => $b['Attribute']['distribution'],
'sharing_group_id' => $b['Event']['sharing_group_id'],
'a_sharing_group_id' => $b['Attribute']['sharing_group_id'],
'date' => $b['Event']['date'],
'info' => $b['Event']['info']
];
} else {
$correlations[] = [
$value,
$a['Event']['id'],
$a['Attribute']['id'],
$b['Attribute']['event_id'],
$b['Attribute']['id'],
$b['Event']['org_id'],
$b['Event']['distribution'],
$b['Attribute']['distribution'],
$b['Event']['sharing_group_id'],
$b['Attribute']['sharing_group_id'],
$b['Event']['date'],
$b['Event']['info']
];
}
}
return $correlations;
}
public function correlateValue($value, $jobId = false)
{
$correlatingAttributes = $this->__getMatchingAttributes($value);
$count = count($correlatingAttributes);
$correlations = [];
if ($jobId) {
if (empty($this->Job)) {
$this->Job = ClassRegistry::init('Job');
}
$job = $this->Job->find('first', [
'recursive' => -1,
'conditions' => ['id' => $jobId]
]);
if (empty($job)) {
$jobId = false;
}
}
foreach ($correlatingAttributes as $k => $correlatingAttribute) {
foreach ($correlatingAttributes as $correlatingAttribute2) {
$correlations = $this->__addCorrelationEntry($value, $correlatingAttribute, $correlatingAttribute2, $correlations);
}
$extraCorrelations = $this->__addAdvancedCorrelations($correlatingAttribute);
if (!empty($extraCorrelations)) {
foreach ($extraCorrelations as $extraCorrelation) {
$correlations = $this->__addCorrelationEntry($value, $correlatingAttribute, $extraCorrelation, $correlations);
//$correlations = $this->__addCorrelationEntry($value, $extraCorrelation, $correlatingAttribute, $correlations);
}
}
if ($jobId && $k % 100 === 0) {
$this->Job->saveProgress($jobId, __('Correlating Attributes based on value. %s attributes correlated out of %s.', $k, $count), floor(100 * $k / $count));
}
}
return $this->__saveCorrelations($correlations);
}
private function __saveCorrelations($correlations)
{
if (empty($correlations)) {
return true;
}
$fields = [
'value', '1_event_id', '1_attribute_id', 'event_id', 'attribute_id', 'org_id',
'distribution', 'a_distribution', 'sharing_group_id', 'a_sharing_group_id',
'date', 'info'
];
if (Configure::read('MISP.deadlock_avoidance')) {
return $this->saveMany($correlations, array(
'atomic' => false,
'callbacks' => false,
'deep' => false,
'validate' => false,
'fieldList' => $fields
));
} else {
$db = $this->getDataSource();
return $db->insertMulti('correlations', $fields, $correlations);
}
}
public function beforeSaveCorrelation($attribute)
{
// (update-only) clean up the relation of the old value: remove the existing relations related to that attribute, we DO have a reference, the id
// ==> DELETE FROM correlations WHERE 1_attribute_id = $a_id OR attribute_id = $a_id; */
// first check if it's an update
if (isset($attribute['id'])) {
// FIXME : check that $attribute['id'] is checked correctly so that the user can't remove attributes he shouldn't
$dummy = $this->deleteAll(
array('OR' => array(
'Correlation.1_attribute_id' => $attribute['id'],
'Correlation.attribute_id' => $attribute['id']))
);
}
if ($attribute['type'] === 'ssdeep') {
$this->FuzzyCorrelateSsdeep = ClassRegistry::init('FuzzyCorrelateSsdeep');
$this->FuzzyCorrelateSsdeep->purge(null, $attribute['id']);
}
}
public function afterSaveCorrelation($a, $full = false, $event = false)
{
if (!empty($a['disable_correlation']) || Configure::read('MISP.completely_disable_correlation')) {
return true;
}
// Don't do any correlation if the type is a non correlating type
if (in_array($a['type'], $this->Attribute->nonCorrelatingTypes)) {
return true;
}
if ($this->__preventExcludedCorrelations($a)) {
return true;
}
if (!$event) {
$event = $this->Attribute->Event->find('first', array(
'recursive' => -1,
'fields' => array('Event.distribution', 'Event.id', 'Event.info', 'Event.org_id', 'Event.date', 'Event.sharing_group_id', 'Event.disable_correlation'),
'conditions' => array('id' => $a['event_id']),
'order' => array(),
));
}
if (!empty($event['Event']['disable_correlation']) && $event['Event']['disable_correlation']) {
return true;
}
// generate additional correlating attribute list based on the advanced correlations
$extraConditions = $this->__buildAdvancedCorrelationConditions($a);
$correlatingValues = array($a['value1']);
if (!empty($a['value2']) && !in_array($a['type'], $this->Attribute->primaryOnlyCorrelatingTypes, true)) {
$correlatingValues[] = $a['value2'];
}
$correlatingAttributes = [];
foreach ($correlatingValues as $k => $cV) {
$conditions = [
'OR' => [
'Attribute.value1' => $cV,
'AND' => [
'Attribute.value2' => $cV,
'NOT' => ['Attribute.type' => $this->Attribute->primaryOnlyCorrelatingTypes]
]
],
'NOT' => [
'Attribute.event_id' => $a['event_id'],
'Attribute.type' => $this->Attribute->nonCorrelatingTypes,
],
'Attribute.disable_correlation' => 0,
'Event.disable_correlation' => 0,
'Attribute.deleted' => 0
];
if (!empty($extraConditions)) {
$conditions['OR'][] = $extraConditions;
}
if ($full) {
$conditions['Attribute.id > '] = $a['id'];
}
$correlatingAttributes[$k] = $this->Attribute->find('all', array(
'conditions' => $conditions,
'recursive' => -1,
'fields' => [
'Attribute.event_id', 'Attribute.id', 'Attribute.distribution', 'Attribute.sharing_group_id',
'Attribute.value1', 'Attribute.value2'
],
'contain' => ['Event.id', 'Event.date', 'Event.info', 'Event.org_id', 'Event.distribution', 'Event.sharing_group_id'],
'order' => []
));
}
$correlations = array();
foreach ($correlatingAttributes as $k => $cA) {
foreach ($cA as $corr) {
$correlations = $this->__addCorrelationEntry(
$k === 0 ? $corr['Attribute']['value1'] : $corr['Attribute']['value2'],
['Attribute' => $a, 'Event' => $event['Event']],
$corr,
$correlations
);
$correlations = $this->__addCorrelationEntry(
$correlatingValues[$k],
$corr,
['Attribute' => $a, 'Event' => $event['Event']],
$correlations
);
}
}
return $this->__saveCorrelations($correlations);
}
private function __preventExcludedCorrelations($a)
{
$value = $a['value1'];
if (!empty($a['value2'])) {
$value .= '|' . $a['value2'];
}
if (empty($this->exclusions)) {
try {
$redis = $this->setupRedisWithException();
$this->exclusions = $redis->sMembers('misp:correlation_exclusions');
} catch (Exception $e) {
return false;
}
}
foreach ($this->exclusions as $exclusion) {
if (!empty($exclusion)) {
$firstChar = $exclusion[0];
$lastChar = substr($exclusion, -1);
if ($firstChar === '%' && $lastChar === '%') {
$exclusion = substr($exclusion, 1, -1);
if (strpos($value, $exclusion) !== false) {
return true;
}
} else if ($firstChar === '%') {
$exclusion = substr($exclusion, 1);
if (substr($value, -strlen($exclusion)) === $exclusion) {
return true;
}
} else if ($lastChar === '%') {
$exclusion = substr($exclusion, 0, -1);
if (substr($value, 0, strlen($exclusion)) === $exclusion) {
return true;
}
} else {
if ($value === $exclusion) {
return true;
}
}
}
}
return false;
}
private function ssdeepCorrelation($a)
{
if (empty($this->FuzzyCorrelateSsdeep)) {
$this->FuzzyCorrelateSsdeep = ClassRegistry::init('FuzzyCorrelateSsdeep');
}
$fuzzyIds = $this->FuzzyCorrelateSsdeep->query_ssdeep_chunks($a['value1'], $a['id']);
if (!empty($fuzzyIds)) {
$ssdeepIds = $this->Attribute->find('list', array(
'recursive' => -1,
'conditions' => array(
'Attribute.type' => 'ssdeep',
'Attribute.id' => $fuzzyIds
),
'fields' => array('Attribute.id', 'Attribute.value1')
));
$threshold = Configure::read('MISP.ssdeep_correlation_threshold') ?: 40;
$attributeIds = array();
foreach ($ssdeepIds as $attributeId => $v) {
$ssdeep_value = ssdeep_fuzzy_compare($a['value1'], $v);
if ($ssdeep_value >= $threshold) {
$attributeIds[] = $attributeId;
}
}
return ['Attribute.id' => $attributeIds];
}
return false;
}
private function cidrCorrelation($a)
{
$ipValues = array();
$ip = $a['value1'];
if (strpos($ip, '/') !== false) { // IP is CIDR
list($networkIp, $mask) = explode('/', $ip);
$ip_version = filter_var($networkIp, FILTER_VALIDATE_IP, FILTER_FLAG_IPV4) ? 4 : 6;
$conditions = array(
'type' => array('ip-src', 'ip-dst', 'ip-src|port', 'ip-dst|port'),
'value1 NOT LIKE' => '%/%', // do not return CIDR, just plain IPs
'disable_correlation' => 0,
'deleted' => 0,
);
if (in_array($this->getDataSource()->config['datasource'], ['Database/Mysql', 'Database/MysqlObserver'])) {
// Massive speed up for CIDR correlation. Instead of testing all in PHP, database can do that work much
// faster. But these methods are just supported by MySQL.
if ($ip_version === 4) {
$startIp = ip2long($networkIp) & ((-1 << (32 - $mask)));
$endIp = $startIp + pow(2, (32 - $mask)) - 1;
// Just fetch IP address that fit in CIDR range.
$conditions['INET_ATON(value1) BETWEEN ? AND ?'] = array($startIp, $endIp);
// Just fetch IPv4 address that starts with given prefix. This is fast, because value1 is indexed.
// This optimisation is possible just to mask bigger than 8 bites.
if ($mask >= 8) {
$ipv4Parts = explode('.', $networkIp);
$ipv4Parts = array_slice($ipv4Parts, 0, intval($mask / 8));
$prefix = implode('.', $ipv4Parts);
$conditions['value1 LIKE'] = $prefix . '%';
}
} else {
$conditions[] = 'IS_IPV6(value1)';
// Just fetch IPv6 address that starts with given prefix. This is fast, because value1 is indexed.
if ($mask >= 16) {
$ipv6Parts = explode(':', rtrim($networkIp, ':'));
$ipv6Parts = array_slice($ipv6Parts, 0, intval($mask / 16));
$prefix = implode(':', $ipv6Parts);
$conditions['value1 LIKE'] = $prefix . '%';
}
}
}
$ipList = $this->Attribute->find('column', array(
'conditions' => $conditions,
'fields' => ['Attribute.value1'],
'unique' => true,
'order' => false,
));
foreach ($ipList as $ipToCheck) {
$ipToCheckVersion = filter_var($ipToCheck, FILTER_VALIDATE_IP, FILTER_FLAG_IPV4) ? 4 : 6;
if ($ipToCheckVersion === $ip_version) {
if ($ip_version === 4) {
if ($this->__ipv4InCidr($ipToCheck, $ip)) {
$ipValues[] = $ipToCheck;
}
} else {
if ($this->__ipv6InCidr($ipToCheck, $ip)) {
$ipValues[] = $ipToCheck;
}
}
}
}
} else {
$ip_version = filter_var($ip, FILTER_VALIDATE_IP, FILTER_FLAG_IPV4) ? 4 : 6;
$cidrList = $this->Attribute->getSetCIDRList();
foreach ($cidrList as $cidr) {
if (strpos($cidr, '.') !== false) {
if ($ip_version === 4 && $this->__ipv4InCidr($ip, $cidr)) {
$ipValues[] = $cidr;
}
} else {
if ($ip_version === 6 && $this->__ipv6InCidr($ip, $cidr)) {
$ipValues[] = $cidr;
}
}
}
}
$extraConditions = array();
if (!empty($ipValues)) {
$extraConditions = array('OR' => array(
'Attribute.value1' => $ipValues,
'Attribute.value2' => $ipValues
));
}
return $extraConditions;
}
public function beforeDeleteCorrelation($attribute_id)
{
// When we remove an attribute we need to
// - remove the existing relations related to that attribute, we DO have an id reference
// ==> DELETE FROM correlations WHERE 1_attribute_id = $a_id OR attribute_id = $a_id;
$dummy = $this->deleteAll([
'OR' => [
'Correlation.1_attribute_id' => $attribute_id,
'Correlation.attribute_id' => $attribute_id
]
]);
}
// using Alnitak's solution from http://stackoverflow.com/questions/594112/matching-an-ip-to-a-cidr-mask-in-php5
private function __ipv4InCidr($ip, $cidr)
{
list($subnet, $bits) = explode('/', $cidr);
$ip = ip2long($ip);
$subnet = ip2long($subnet);
$mask = -1 << (32 - $bits);
$subnet &= $mask; # nb: in case the supplied subnet wasn't correctly aligned
return ($ip & $mask) == $subnet;
}
// Using solution from https://github.com/symfony/symfony/blob/master/src/Symfony/Component/HttpFoundation/IpUtils.php
private function __ipv6InCidr($ip, $cidr)
{
list($address, $netmask) = explode('/', $cidr);
$bytesAddr = unpack('n*', inet_pton($address));
$bytesTest = unpack('n*', inet_pton($ip));
for ($i = 1, $ceil = ceil($netmask / 16); $i <= $ceil; ++$i) {
$left = $netmask - 16 * ($i - 1);
$left = ($left <= 16) ? $left : 16;
$mask = ~(0xffff >> $left) & 0xffff;
if (($bytesAddr[$i] & $mask) != ($bytesTest[$i] & $mask)) {
return false;
}
}
return true;
}
/**
* @return int|bool
* @throws Exception
*/
public function generateTopCorrelationsRouter()
{
if (Configure::read('MISP.background_jobs')) {
if (empty($this->Job)) {
$this->Job = ClassRegistry::init('Job');
}
$this->Job->create();
$data = array(
'worker' => 'default',
'job_type' => 'generateTopCorrelations',
'job_input' => '',
'status' => 0,
'retries' => 0,
'org_id' => 0,
'org' => 0,
'message' => 'Starting generation of top correlations.',
);
$this->Job->save($data);
$jobId = $this->Job->id;
$process_id = CakeResque::enqueue(
'default',
'EventShell',
['generateTopCorrelations', $jobId],
true
);
$this->Job->saveField('process_id', $process_id);
return $jobId;
} else {
return $this->generateTopCorrelations();
}
}
public function generateTopCorrelations($jobId = false)
{
try {
$redis = $this->setupRedisWithException();
} catch (Exception $e) {
throw new NotFoundException(__('No redis connection found.'));
}
$max_id = $this->find('first', [
'fields' => ['MAX(id) AS max_id'],
'recursive' => -1
]);
if (empty($max_id)) {
return false;
}
if ($jobId) {
if (empty($this->Job)) {
$this->Job = ClassRegistry::init('Job');
}
$job = $this->Job->find('first', [
'recursive' => -1,
'conditions' => ['id' => $jobId]
]);
if (empty($job)) {
$jobId = false;
}
}
$max_id = $max_id[0]['max_id'];
$redis->del(self::CACHE_NAME);
$redis->set(self::CACHE_AGE, time());
$chunk_size = 1000000;
$max = ceil($max_id / $chunk_size);
for ($i = 0; $i < $max; $i++) {
$correlations = $this->find('column', [
'fields' => ['value'],
'conditions' => [
'id >' => $i * $chunk_size,
'id <=' => (($i + 1) * $chunk_size)
]
]);
$newElements = count($correlations);
$correlations = array_count_values($correlations);
$pipeline = $redis->pipeline();
foreach ($correlations as $correlation => $count) {
$pipeline->zadd(self::CACHE_NAME, ['INCR'], $count, $correlation);
}
$pipeline->exec();
if ($jobId) {
$this->Job->saveProgress($jobId, __('Generating top correlations. Processed %s IDs.', ($i * $chunk_size) + $newElements), floor(100 * $i / $max));
return $jobId;
}
}
return true;
}
public function findTop(array $query)
{
try {
$redis = $this->setupRedisWithException();
} catch (Exception $e) {
return false;
}
$start = $query['limit'] * ($query['page'] -1);
$end = $query['limit'] * $query['page'];
$list = $redis->zRevRange(self::CACHE_NAME, $start, $end, true);
$results = [];
foreach ($list as $value => $count) {
$results[] = [
'Correlation' => [
'value' => $value,
'count' => $count,
'excluded' => $this->__preventExcludedCorrelations(['value1' => $value]),
]
];
}
return $results;
}
public function getTopTime()
{
try {
$redis = $this->setupRedisWithException();
} catch (Exception $e) {
return false;
}
return $redis->get(self::CACHE_AGE);
}
}