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# This Source Code Form is subject to the terms of the Mozilla Public
# License, v. 2.0. If a copy of the MPL was not distributed with this
# file, You can obtain one at https://mozilla.org/MPL/2.0/.
# Copyright (c) 2017 Mozilla Corporation
import collections
import json
import kombu
import os
import socket
import netaddr
from configlib import getConfig, OptionParser
from datetime import datetime
from collections import Counter
from celery import Task
from celery.utils.log import get_task_logger
from mozdef_util.utilities.toUTC import toUTC
from mozdef_util.utilities.logger import logger
from mozdef_util.elasticsearch_client import ElasticsearchClient
from mozdef_util.query_models import TermMatch, ExistsMatch
from lib.config import RABBITMQ, ES, ALERT_PLUGINS
from lib.alert_plugin_set import AlertPluginSet
# Status set by the triage bot after a user, pinged on slack, indicates
# whether their (known) activity triggered an alert.
DEFAULT_STATUS = 'manual'
# utility functions used by AlertTask.mostCommon
# determine most common values
# in a list of dicts
def keypaths(nested):
""" return a list of nested dict key paths
like: [u'_source', u'details', u'program']
"""
for key, value in nested.items():
if isinstance(value, collections.Mapping):
for subkey, subvalue in keypaths(value):
yield [key] + subkey, subvalue
else:
yield [key], value
def dictpath(path):
""" split a string representing a
nested dictionary path key.subkey.subkey
"""
for i in path.split("."):
yield "{0}".format(i)
def getValueByPath(input_dict, path_string):
"""
Gets data/value from a dictionary using a dotted accessor-string
http://stackoverflow.com/a/7534478
path_string can be key.subkey.subkey.subkey
"""
return_data = input_dict
for chunk in path_string.split("."):
return_data = return_data.get(chunk, {})
return return_data
def hostname_from_ip(ip):
try:
reversed_dns = socket.gethostbyaddr(ip)
return reversed_dns[0]
except socket.herror:
return None
def add_hostname_to_ip(ip, output_format, require_internal=True):
ip_obj = netaddr.IPNetwork(ip)[0]
if require_internal and not ip_obj.is_private():
return ip
hostname = hostname_from_ip(ip)
if hostname is None:
return ip
else:
return output_format.format(ip, hostname)
class AlertTask(Task):
abstract = True
def __init__(self):
self.alert_name = self.__class__.__name__
self.main_query = None
# Used to store any alerts that were thrown
self.alert_ids = []
# List of events
self.events = None
# List of aggregations
# e.g. when aggregField is email: [{value:'evil@evil.com',count:1337,events:[...]}, ...]
self.aggregations = None
self.log.debug("starting {0}".format(self.alert_name))
self.log.debug(RABBITMQ)
self.log.debug(ES)
self._configureKombu()
self._configureES()
self.event_indices = ['events', 'events-previous']
plugin_dir = os.path.join(os.path.dirname(__file__), "../plugins")
self.plugin_set = AlertPluginSet(plugin_dir, ALERT_PLUGINS)
def classname(self):
return self.__class__.__name__
@property
def log(self):
return get_task_logger("%s.%s" % (__name__, self.alert_name))
def parse_config(self, config_filename, config_keys):
myparser = OptionParser()
self.config = None
(self.config, args) = myparser.parse_args([])
full_config_filename = os.path.join(os.path.dirname(__file__), "../", config_filename)
for config_key in config_keys:
temp_value = getConfig(config_key, "", full_config_filename)
setattr(self.config, config_key, temp_value)
def close_connections(self):
self.mqConn.release()
def _discover_task_exchange(self):
"""Use configuration information to understand the message queue protocol.
return: amqp, sqs
"""
return getConfig("mqprotocol", "amqp", None)
def __build_conn_string(self):
exchange_protocol = self._discover_task_exchange()
if exchange_protocol == "amqp":
connString = "amqp://{0}:{1}@{2}:{3}//".format(
RABBITMQ["mquser"],
RABBITMQ["mqpassword"],
RABBITMQ["mqserver"],
RABBITMQ["mqport"],
)
return connString
elif exchange_protocol == "sqs":
connString = "sqs://{}".format(getConfig("alertSqsQueueUrl", None, None))
if connString:
connString = connString.replace('https://','')
return connString
def _configureKombu(self):
"""
Configure kombu for amqp or sqs
"""
try:
connString = self.__build_conn_string()
self.mqConn = kombu.Connection(connString)
if connString.find('sqs') == 0:
self.mqConn.transport_options['region'] = os.getenv('DEFAULT_AWS_REGION', 'us-west-2')
self.mqConn.transport_options['is_secure'] = True
self.alertExchange = kombu.Exchange(
name=RABBITMQ["alertexchange"], type="topic", durable=True
)
self.alertExchange(self.mqConn).declare()
alertQueue = kombu.Queue(
os.getenv('OPTIONS_ALERTSQSQUEUEURL').split('/')[4], exchange=self.alertExchange
)
else:
self.alertExchange = kombu.Exchange(
name=RABBITMQ["alertexchange"], type="topic", durable=True
)
self.alertExchange(self.mqConn).declare()
alertQueue = kombu.Queue(
RABBITMQ["alertqueue"], exchange=self.alertExchange
)
alertQueue(self.mqConn).declare()
self.mqproducer = self.mqConn.Producer(serializer="json")
self.log.debug("Kombu configured")
except Exception as e:
self.log.error(
"Exception while configuring kombu for alerts: {0}".format(e)
)
def _configureES(self):
"""
Configure elasticsearch client
"""
try:
self.es = ElasticsearchClient(ES["servers"])
self.log.debug("ES configured")
except Exception as e:
self.log.error("Exception while configuring ES for alerts: {0}".format(e))
def mostCommon(self, listofdicts, dictkeypath):
"""
Given a list containing dictionaries,
return the most common entries
along a key path separated by .
i.e. dictkey.subkey.subkey
returned as a list of tuples
[(value,count),(value,count)]
"""
inspectlist = list()
path = list(dictpath(dictkeypath))
for i in listofdicts:
for k in list(keypaths(i)):
if not (set(k[0]).symmetric_difference(path)):
inspectlist.append(k[1])
return Counter(inspectlist).most_common()
def alertToMessageQueue(self, alertDict):
"""
Send alert to the kombu based message queue. The default is rabbitmq.
"""
try:
self.log.debug(alertDict)
ensurePublish = self.mqConn.ensure(
self.mqproducer, self.mqproducer.publish, max_retries=10
)
ensurePublish(
alertDict,
exchange=self.alertExchange,
routing_key=RABBITMQ["alertqueue"],
)
self.log.debug("alert sent to the alert queue")
except Exception as e:
self.log.error(
"Exception while sending alert to message queue: {0}".format(e)
)
def alertToES(self, alertDict):
"""
Send alert to elasticsearch
"""
try:
res = self.es.save_alert(body=alertDict)
self.log.debug("alert sent to ES")
self.log.debug(res)
return res
except Exception as e:
self.log.error("Exception while pushing alert to ES: {0}".format(e))
def tagBotNotify(self, alert):
"""
Tag alert to be excluded based on severity
If 'channel' is set in an alert, we automatically notify mozdefbot
"""
# If an alert code hasn't explicitly set notify_mozdefbot field
if 'notify_mozdefbot' not in alert or alert['notify_mozdefbot'] is None:
alert["notify_mozdefbot"] = True
if alert["severity"] == "NOTICE" or alert["severity"] == "INFO":
alert["notify_mozdefbot"] = False
# If an alert sets specific channel, then we should probably always notify in mozdefbot
if (
"channel" in alert and alert["channel"] != "" and alert["channel"] is not None
):
alert["notify_mozdefbot"] = True
return alert
def saveAlertID(self, saved_alert):
"""
Save alert to self so we can analyze it later
"""
self.alert_ids.append(saved_alert["_id"])
def filtersManual(self, query):
"""
Configure filters manually
query is a search query object with date_timedelta populated
"""
# Don't fire on already alerted events
duplicate_matcher = TermMatch("alert_names", self.determine_alert_classname())
if duplicate_matcher not in query.must_not:
query.add_must_not(duplicate_matcher)
self.main_query = query
def determine_alert_classname(self):
alert_name = self.classname()
# Allow alerts like the generic alerts (one python alert but represents many 'alerts')
# can customize the alert name
if hasattr(self, "custom_alert_name"):
alert_name = self.custom_alert_name
return alert_name
def executeSearchEventsSimple(self):
"""
Execute the search for simple events
"""
return self.main_query.execute(self.es, indices=self.event_indices)
def searchEventsSimple(self):
"""
Search events matching filters, store events in self.events
"""
try:
results = self.executeSearchEventsSimple()
self.events = results["hits"]
self.log.debug(self.events)
except Exception as e:
self.log.error("Error while searching events in ES: {0}".format(e))
def searchEventsAggregated(self, aggregationPath, samplesLimit=5):
"""
Search events, aggregate matching ES filters by aggregationPath,
store them in self.aggregations as a list of dictionaries
keys:
value: the text value that was found in the aggregationPath
count: the hitcount of the text value
events: the sampled list of events that matched
allevents: the unsample, total list of matching events
aggregationPath can be key.subkey.subkey to specify a path to a dictionary value
relative to the _source that's returned from elastic search.
ex: details.sourceipaddress
"""
# We automatically add the key that we're matching on
# for aggregation, as a query requirement
aggreg_key_exists = ExistsMatch(aggregationPath)
if aggreg_key_exists not in self.main_query.must:
self.main_query.add_must(aggreg_key_exists)
try:
esresults = self.main_query.execute(self.es, indices=self.event_indices)
results = esresults["hits"]
# List of aggregation values that can be counted/summarized by Counter
# Example: ['evil@evil.com','haxoor@noob.com', 'evil@evil.com'] for an email aggregField
aggregationValues = []
for r in results:
aggregationValues.append(getValueByPath(r["_source"], aggregationPath))
# [{value:'evil@evil.com',count:1337,events:[...]}, ...]
aggregationList = []
for i in Counter(aggregationValues).most_common():
idict = {"value": i[0], "count": i[1], "events": [], "allevents": []}
for r in results:
if getValueByPath(r["_source"], aggregationPath) == i[0]:
# copy events detail into this aggregation up to our samples limit
if len(idict["events"]) < samplesLimit:
idict["events"].append(r)
# also copy all events to a non-sampled list
# so we mark all events as alerted and don't re-alert
idict["allevents"].append(r)
aggregationList.append(idict)
self.aggregations = aggregationList
self.log.debug(self.aggregations)
except Exception as e:
self.log.error("Error while searching events in ES: {0}".format(e))
def walkEvents(self, **kwargs):
"""
Walk through events, provide some methods to hook in alerts
"""
if len(self.events) > 0:
for i in self.events:
alert = self.onEvent(i, **kwargs)
if alert:
alert = self.tagBotNotify(alert)
self.log.debug(alert)
alert = self.alertPlugins(alert)
alertResultES = self.alertToES(alert)
self.tagEventsAlert([i], alertResultES)
full_alert_doc = self.generate_full_doc(alert, alertResultES)
self.alertToMessageQueue(full_alert_doc)
self.hookAfterInsertion(alert)
self.saveAlertID(alertResultES)
# did we not match anything?
# can also be used as an alert trigger
if len(self.events) == 0:
alert = self.onNoEvent(**kwargs)
if alert:
alert = self.tagBotNotify(alert)
self.log.debug(alert)
alertResultES = self.alertToES(alert)
full_alert_doc = self.generate_full_doc(alert, alertResultES)
self.alertToMessageQueue(full_alert_doc)
self.hookAfterInsertion(alert)
self.saveAlertID(alertResultES)
def walkAggregations(self, threshold, config=None):
"""
Walk through aggregations, provide some methods to hook in alerts
"""
if len(self.aggregations) > 0:
for aggregation in self.aggregations:
if aggregation["count"] >= threshold:
aggregation["config"] = config
alert = self.onAggregation(aggregation)
if alert:
alert = self.tagBotNotify(alert)
self.log.debug(alert)
alert = self.alertPlugins(alert)
alertResultES = self.alertToES(alert)
full_alert_doc = self.generate_full_doc(alert, alertResultES)
# even though we only sample events in the alert
# tag all events as alerted to avoid re-alerting
# on events we've already processed.
self.tagEventsAlert(aggregation["allevents"], alertResultES)
self.alertToMessageQueue(full_alert_doc)
self.saveAlertID(alertResultES)
def alertPlugins(self, alert):
"""
Send alerts through a plugin system
"""
alertDict = self.plugin_set.run_plugins(alert)[0]
return alertDict
def createAlertDict(
self,
summary,
category,
tags,
events,
severity="NOTICE",
url=None,
channel=None,
notify_mozdefbot=None,
):
"""
Create an alert dict
"""
# Tag alert documents with alert classname
# that was triggered
classname = self.__name__
# Handle generic alerts
if classname == 'AlertGenericLoader':
classname = self.custom_alert_name
alert = {
"utctimestamp": toUTC(datetime.now()).isoformat(),
"severity": severity,
"summary": summary,
"category": category,
"tags": tags,
"events": [],
"channel": channel,
"notify_mozdefbot": notify_mozdefbot,
"status": DEFAULT_STATUS,
"classname": classname
}
if url:
alert["url"] = url
for e in events:
alert["events"].append(
{
"documentindex": e["_index"],
"documentsource": e["_source"],
"documentid": e["_id"],
}
)
self.log.debug(alert)
return alert
def onEvent(self, event, *args, **kwargs):
"""
To be overriden by children to run their code
to be used when creating an alert using an event
must return an alert dict or None
"""
pass
def onNoEvent(self, *args, **kwargs):
"""
To be overriden by children to run their code
when NOTHING matches a filter
which can be used to trigger on the absence of
events much like a dead man switch.
This is to be used when creating an alert using an event
must return an alert dict or None
"""
pass
def onAggregation(self, aggregation):
"""
To be overriden by children to run their code
to be used when creating an alert using an aggregation
must return an alert dict or None
"""
pass
def hookAfterInsertion(self, alert):
"""
To be overriden by children to run their code
to be used when creating an alert using an aggregation
"""
pass
def tagEventsAlert(self, events, alertResultES):
"""
Update the event with the alertid/index
and update the alert_names on the event itself so it's
not re-alerted
"""
try:
for event in events:
if "alerts" not in event["_source"]:
event["_source"]["alerts"] = []
event["_source"]["alerts"].append(
{"index": alertResultES["_index"], "id": alertResultES["_id"]}
)
if "alert_names" not in event["_source"]:
event["_source"]["alert_names"] = []
event["_source"]["alert_names"].append(self.determine_alert_classname())
self.es.save_event(index=event["_index"], body=event["_source"], doc_id=event["_id"])
# We refresh here to ensure our changes to the events will show up for the next search query results
self.es.refresh(event["_index"])
except Exception as e:
self.log.error("Error while updating events in ES: {0}".format(e))
def main(self):
"""
To be overriden by children to run their code
"""
pass
def run(self, *args, **kwargs):
"""
Main method launched by celery periodically
"""
try:
self.main(*args, **kwargs)
self.log.debug("finished")
except Exception as e:
self.error_thrown = e
self.log.exception("Exception in main() method: {0}".format(e))
def parse_json_alert_config(self, config_file):
"""
Helper function to parse an alert config file
"""
alert_dir = os.path.join(os.path.dirname(__file__), "..")
config_file_path = os.path.abspath(os.path.join(alert_dir, config_file))
json_obj = {}
with open(config_file_path, "r") as fd:
try:
json_obj = json.load(fd)
except ValueError:
logger.error("FAILED to open the configuration file\n")
return json_obj
def generate_full_doc(self, alert_body, alert_es):
return {
'_id': alert_es['_id'],
'_index': alert_es['_index'],
'_source': alert_body
}
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