SigmaHQ/tools/sigma/backends/sumologic.py

483 lines
20 KiB
Python

# Output backends for sigmac
# Copyright 2016-2018 Thomas Patzke, Florian Roth, juju4
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU Lesser General Public License as published by
# the Free Software Foundation, either version 3 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 Lesser General Public License for more details.
# You should have received a copy of the GNU Lesser General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
import json
import os
import re
import sys
from sigma.backends.base import SingleTextQueryBackend
from sigma.backends.exceptions import NotSupportedError
from sigma.parser.condition import ConditionOR, SigmaAggregationParser
# Sumo specifics
# https://help.sumologic.com/05Search/Search-Query-Language
# want _index or _sourceCategory for performance
# try to get most string match on first line for performance
# further sorting can be done with extra parsing
# No regex match, must use 'parse regex' https://help.sumologic.com/05Search/Search-Query-Language/01-Parse-Operators/02-Parse-Variable-Patterns-Using-Regex
# For some strings like Windows ProcessCmdline or LogonProcess, it might be good to force case lower and upper as Windows is inconsistent in logs
class SumoLogicBackend(SingleTextQueryBackend):
"""Converts Sigma rule into SumoLogic query. Contributed by SOC Prime. https://socprime.com"""
identifier = "sumologic"
active = True
config_required = False
default_config = ["sysmon", "sumologic"]
index_field = "_sourceCategory"
reClear = None
andToken = " AND "
orToken = " OR "
notToken = "!"
subExpression = "(%s)"
listExpression = "(%s)"
listSeparator = ", "
valueExpression = "\"%s\""
nullExpression = "isEmpty(%s)"
notNullExpression = "!isEmpty(%s)"
mapExpression = "%s=%s"
mapListsSpecialHandling = True
mapListValueExpression = "%s IN %s"
interval = None
logname = None
def generateAggregation(self, agg):
# lnx_shell_priv_esc_prep.yml
# print("DEBUG generateAggregation(): %s, %s, %s, %s" % (agg.aggfunc_notrans, agg.aggfield, agg.groupfield, agg.cond_op))
if agg.groupfield == 'host':
agg.groupfield = 'hostname'
if agg.aggfunc_notrans == 'count() by':
agg.aggfunc_notrans = 'count by'
if agg.aggfunc == SigmaAggregationParser.AGGFUNC_NEAR:
raise NotImplementedError("The 'near' aggregation operator is not yet implemented for this backend")
if self.keypresent:
if not agg.groupfield:
if agg.aggfield:
agg.aggfunc_notrans = "count_distinct"
return " \n| %s(%s) \n| where _count_distinct %s %s" % (
agg.aggfunc_notrans, agg.aggfield, agg.cond_op, agg.condition)
else:
return " \n| %s | where _count %s %s" % (
agg.aggfunc_notrans, agg.cond_op, agg.condition)
elif agg.groupfield:
if agg.aggfield:
agg.aggfunc_notrans = "count_distinct"
return " \n| %s(%s) by %s \n| where _count_distinct %s %s" % (
agg.aggfunc_notrans, agg.aggfield, agg.groupfield, agg.cond_op, agg.condition)
else:
return " \n| %s by %s \n| where _count %s %s" % (
agg.aggfunc_notrans, agg.groupfield, agg.cond_op, agg.condition)
else:
return " \n| %s | where _count %s %s" % (agg.aggfunc_notrans, agg.cond_op, agg.condition)
else:
if not agg.groupfield:
if agg.aggfield:
agg.aggfunc_notrans = "count_distinct"
return " \n| parse \"[%s=*]\" as searched nodrop\n| %s(searched) \n| where _count_distinct %s %s" % (
agg.aggfield, agg.aggfunc_notrans, agg.cond_op, agg.condition)
else:
return " \n| %s | where _count %s %s" % (
agg.aggfunc_notrans, agg.cond_op, agg.condition)
elif agg.groupfield:
if agg.aggfield:
agg.aggfunc_notrans = "count_distinct"
return " \n| parse \"[%s=*]\" as searched nodrop\n| parse \"[%s=*]\" as grpd nodrop\n| %s(searched) by grpd \n| where _count_distinct %s %s" % (
agg.aggfield, agg.groupfield, agg.aggfunc_notrans, agg.cond_op, agg.condition)
else:
return " \n| parse \"[%s=*]\" as grpd nodrop\n| %s by grpd \n| where _count %s %s" % (
agg.groupfield, agg.aggfunc_notrans, agg.cond_op, agg.condition)
else:
return " \n| %s | where _count %s %s" % (agg.aggfunc_notrans, agg.cond_op, agg.condition)
def generateBefore(self, parsed):
# not required but makes query faster, especially if no FER or _index/_sourceCategory
if self.logname:
return "%s " % self.logname
return ""
def generate(self, sigmaparser):
try:
self.product = sigmaparser.parsedyaml['logsource']['product'] # OS or Software
except KeyError:
self.product = None
try:
self.service = sigmaparser.parsedyaml['logsource']['service'] # Channel
except KeyError:
self.service = None
try:
self.category = sigmaparser.parsedyaml['logsource']['category'] # Channel
except KeyError:
self.category = None
# FIXME! don't get backend config mapping
self.indices = sigmaparser.get_logsource().index
if len(self.indices) == 0:
self.indices = None
try:
self.interval = sigmaparser.parsedyaml['detection']['timeframe']
except:
pass
for parsed in sigmaparser.condparsed:
query = self.generateQuery(parsed)
# FIXME! exclude if expression is regexp but anyway, not directly supported.
# Not doing if aggregation ('| count') or key ('=')
if not (query.startswith('"') and query.endswith('"')) and not (query.startswith('(') and query.endswith(')')) and not ('|' in query) and not ('=' in query):
query = '"%s"' % query
before = self.generateBefore(parsed)
after = self.generateAfter(parsed)
result = ""
if before is not None:
result = before
if query is not None:
result += query
if after is not None:
result += after
# adding parenthesis here in case 2 rules are aggregated together - ex: win_possible_applocker_bypass
# but does not work if count, where or other piped statements...
if '|' in result:
return result
else:
return result
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
# TODO/FIXME! depending on deployment configuration, existing FER must be populate here (or backend config?)
aFL = ["_sourceCategory", "_view", "_sourceName"]
if self.sigmaconfig.config.get("afl_fields"):
self.keypresent = True
aFL.extend(self.sigmaconfig.config.get("afl_fields"))
else:
self.keypresent = False
for item in self.sigmaconfig.fieldmappings.values():
if item.target_type is list:
aFL.extend(item.target)
else:
aFL.append(item.target)
self.allowedFieldsList = list(set(aFL))
# Skip logsource value from sigma document for separate path.
# def generateCleanValueNodeLogsource(self, value):
# return self.valueExpression % (self.cleanValue(str(value)))
# Clearing values from special characters.
# Sumologic: only removing '*' (in quotes, is literal. without, is wildcard) and '"'
def cleanNode(self, node, key=None):
if "*" in node and key and not re.search("[\s]", node):
return node
elif "*" in node and not key:
return [x for x in node.split("*") if x]
return node
# Clearing values from special characters.
def generateMapItemNode(self, node):
key, value = node
if key in self.allowedFieldsList:
if key in ["_sourceCategory", "_sourceName"]:
value = "*%s*" % value.lower()
return self.mapExpression % (key, value)
elif not self.mapListsSpecialHandling and type(value) in (
str, int, list) or self.mapListsSpecialHandling and type(value) in (str, int):
if key in ("LogName", "source"):
self.logname = value
# need cleanValue if sigma entry with single quote
return self.mapExpression % (key, self.cleanValue(value, key))
elif type(value) is list:
return self.generateMapItemListNode(key, value)
elif value is None:
return self.nullExpression % (key, )
else:
raise TypeError("Backend does not support map values of type " + str(type(value)))
else:
if not self.mapListsSpecialHandling and type(value) in (
str, int, list) or self.mapListsSpecialHandling and type(value) in (str, int):
if type(value) is str:
new_value = list()
value = self.cleanNode(value)
if type(value) == list:
new_value.append(self.andToken.join([self.cleanValue(val) for val in value]))
else:
new_value.append(value)
if len(new_value) == 1:
if self.generateANDNode(new_value):
return self.generateANDNode(new_value)
else:
# if after cleaning node, it is empty but there is AND statement... make it true.
return "true"
else:
return self.generateORNode(new_value)
else:
return self.generateValueNode(value)
elif type(value) is list:
new_value = list()
for item in value:
item = self.cleanNode(item)
if type(item) is list and len(item) == 1:
new_value.append(item[0])
elif type(item) is list:
new_value.append(self.andToken.join([self.cleanValue(val) for val in item]))
else:
new_value.append(item)
return self.generateORNode(new_value)
elif value is None:
return self.nullExpression % (key, )
else:
raise TypeError("Backend does not support map values of type " + str(type(value)))
# from mixins.py
# input in simple quotes are not passing through this function. ex: rules/windows/sysmon/sysmon_vul_java_remote_debugging.yml, rules/apt/apt_sofacy_zebrocy.yml
# => OK only if field entry with list, not string
# => generateNode: call cleanValue
def cleanValue(self, val, key=''):
if isinstance(val, str):
val = re.sub("[^\\\"](\")", "\\\"", val)
if re.search("[\W\s]", val):# and not val.startswith('"') and not val.endswith('"'): # or "\\" in node in [] or "/" in node:
return self.valueExpression % val
return val
# for keywords values with space
def generateValueNode(self, node, key=''):
cV = self.cleanNode(str(node), key)
if type(node) is int:
return cV
if type(cV) is list:
return "(%s)" % "AND".join([self.cleanValue(item) for item in cV])
if 'AND' in node and cV:
return "(" + cV + ")"
elif isinstance(node, str) and node.startswith('"') and node.endswith('"'):
return cV
else:
return self.cleanValue(cV)
def generateMapItemListNode(self, key, value):
itemslist = list()
for item in value:
if key in self.allowedFieldsList:
itemslist.append('%s = %s' % (key, self.generateValueNode(item, key)))
else:
itemslist.append('%s' % (self.generateValueNode(item)))
return "(" + " OR ".join(itemslist) + ")"
# generateORNode algorithm for SumoLogicBackend class.
def generateORNode(self, node):
if type(node) == ConditionOR and all(isinstance(item, str) for item in node):
new_value = list()
for value in node:
value = self.cleanNode(value)
if type(value) is list:
new_value.append(self.andToken.join([self.valueExpression % val for val in value]))
else:
new_value.append(value)
return "(" + self.orToken.join([self.generateNode(val) for val in new_value]) + ")"
return "(" + self.orToken.join([self.generateNode(val) for val in node]) + ")"
class SumoLogicCSE(SumoLogicBackend):
"""Converts Sigma rule into SumoLogic CSE query. Contributed by SOC Prime. https://socprime.com"""
identifier = "sumologic-cse"
active = True
config_required = False
default_config = ["sysmon"]
index_field = "metdata_product"
reClear = None
#reEscape = re.compile('[\\\\"]')
andToken = " and "
orToken = " or "
notToken = "!"
subExpression = "(%s)"
listExpression = "(%s)"
listSeparator = ", "
valueExpression = "\"%s\""
nullExpression = "isEmpty(%s)"
notNullExpression = "!isEmpty(%s)"
mapExpression = "%s=%s"
mapListsSpecialHandling = True
mapListValueExpression = "%s IN %s"
interval = None
logname = None
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self.allowedFieldsList.extend(["metdata_product", "metdata_vendor"])
def cleanValue(self, val, key=''):
if key == 'metadata_deviceEventId' or isinstance(val, int) or val.isdigit():
return val
return self.valueExpression % val
def cleanNode(self, node, key=None):
return node
# Clearing values from special characters.
def generateMapItemNode(self, node):
key, value = node
if key:
if not self.mapListsSpecialHandling and type(value) in (
str, int, list) or self.mapListsSpecialHandling and type(value) in (str, int):
if key in ("LogName", "source"):
self.logname = value
# need cleanValue if sigma entry with single quote
return self.mapExpression % (key, self.cleanValue(value, key))
elif type(value) is list:
return self.generateMapItemListNode(key, value)
elif value is None:
return self.nullExpression % (key,)
else:
raise TypeError("Backend does not support map values of type " + str(type(value)))
raise TypeError("Backend does not support query without key.")
def generateMapItemListNode(self, key, value):
if len(value) == 1:
return self.mapExpression % (key, value[0])
return "%s IN (%s)" % (key, ", ".join([self.cleanValue(item, key) for item in value]))
class SumoLogicCSERule(SumoLogicCSE):
"""Converts Sigma rule into SumoLogic CSE query"""
identifier = "sumologic-cse-rule"
active = True
def __init__(self, *args, **kwargs):
"""Initialize field mappings"""
super().__init__(*args, **kwargs)
self.techniques = self._load_mitre_file("techniques")
self.allowedCategories = ["Threat Intelligence", "Initial Access", "Execution", "Persistence", "Privilege Escalation",
"Defense Evasion", "Credential Access", "Discovery", "Lateral Movement", "Collection",
"Command and Control", "Exfiltration", "Impact"]
self.defaultCategory = "Unknown/Other"
self.results = []
def find_technique(self, key_ids):
for key_id in set(key_ids):
if not key_id:
continue
for technique in self.techniques:
if key_id == technique.get("technique_id", ""):
yield technique
def _load_mitre_file(self, mitre_type):
try:
backend_dir = os.path.normpath(os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "..", "config", "mitre"))
path = os.path.join(backend_dir, "{}.json".format(mitre_type))
with open(path) as config_file:
config = json.load(config_file)
return config
except (IOError, OSError) as e:
print("Failed to open {} configuration file '%s': %s".format(path, str(e)), file=sys.stderr)
return []
except json.JSONDecodeError as e:
print("Failed to parse {} configuration file '%s' as valid YAML: %s" % (path, str(e)), file=sys.stderr)
return []
def skip_tactics_or_techniques(self, src_technics, src_tactics):
tactics = set()
technics = set()
local_storage_techniques = {item["technique_id"]: item for item in self.find_technique(src_technics)}
for key_id in src_technics:
src_tactic = local_storage_techniques.get(key_id, {}).get("tactic")
if not src_tactic:
continue
src_tactic = set(src_tactic)
for item in src_tactics:
if item in src_tactic:
technics.add(key_id)
tactics.add(item)
return sorted(tactics), sorted(technics)
def parse_severity(self, old_severity):
if old_severity.lower() == "critical":
return "high"
return old_severity
def get_tactics_and_techniques(self, tags):
tactics = list()
technics = list()
for tag in tags:
tag = tag.replace("attack.", "")
if re.match("[t][0-9]{4}", tag, re.IGNORECASE):
technics.append(tag.title())
elif re.match("[s][0-9]{4}", tag, re.IGNORECASE):
continue
else:
if "_" in tag:
tag = tag.replace("_", " ")
tag = tag.title()
tactics.append(tag)
return tactics, technics
def map_risk_score(self, level):
if level == "critical":
return 5
elif level == "high":
return 4
elif level == "medium":
return 3
elif level == "low":
return 2
return 1
def create_rule(self, config):
tags = config.get("tags", [])
tactics, technics = self.get_tactics_and_techniques(tags)
tactics, technics = self.skip_tactics_or_techniques(technics, tactics)
tactics = list(map(lambda s: s.replace(" ", ""), tactics))
score = self.map_risk_score(config.get("level", "medium"))
rule = {
"name": "{} by {}".format(config.get("title"), config.get('author')),
"description": "{} {}".format(config.get("description"), "Technique: {}.".format(",".join(technics))),
"enabled": True,
"expression": """{}""".format(config.get("translation", "")),
"assetField": "device_hostname",
"score": score,
"stream": "record"
}
if tactics and tactics[0] in self.allowedCategories:
rule.update({"category": tactics[0]})
else:
rule.update({"category": "Unknown/Other"})
self.results.append(rule)
#return json.dumps(rule, indent=4, sort_keys=False)
def generate(self, sigmaparser):
translation = super().generate(sigmaparser)
if translation:
configs = sigmaparser.parsedyaml
configs.update({"translation": translation})
rule = self.create_rule(configs)
return rule
else:
raise NotSupportedError("No table could be determined from Sigma rule")
def finalize(self):
if len(self.results) == 1:
return json.dumps(self.results[0], indent=4, sort_keys=False)
elif len(self.results) > 1:
return json.dumps(self.results, indent=4, sort_keys=False)