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"README.md" @@ -51,6 +51,8 @@ aiobotocore = { version = "^2.5.2", optional = true } aiofiles = { version = "^23.1.0", optional = true } aiocsv = { version = "^1.2.4", optional = true } loguru = { version = "^0.7.0", optional = true } +ciso8601 = "^2.3.1" +xxhash = "^3.4.1" [tool.poetry.group.dev.dependencies] unittest-xml-reporting = "^3" diff --git a/sekoia_automation/connector/event_aggregator.py b/sekoia_automation/connector/event_aggregator.py new file mode 100644 index 0000000..05656b2 --- /dev/null +++ b/sekoia_automation/connector/event_aggregator.py @@ -0,0 +1,187 @@ +import copy +import datetime +import threading +import time +from typing import Callable, Tuple + +import xxhash as xxhash +from ciso8601 import parse_datetime_as_naive +from pydantic import BaseModel + + +class Fingerprint(BaseModel): + condition_func: Callable[[dict], bool] + build_hash_str_func: Callable[[dict], str] + ttl: int + + +class Aggregation(BaseModel): + start: datetime.datetime + end: datetime.datetime + ttl: int + count: int + event: dict + fingerprint: str + + def get_aggregated_event(self): + aggregated_event = copy.deepcopy(self.event) + aggregated_event["sekoiaio"]["repeat"] = { + "start": self.start.isoformat(), + "end": self.end.isoformat(), + "count": self.count, + "fingerprint": self.fingerprint, + } + return aggregated_event + + +class EventAggregatorTTLThread(threading.Thread): + f_must_stop: bool # thread will stop if this flag is active + ttl: int # ttl value + on_flush_func: Callable[ + [dict], None + ] # function to be call when aggregation is flushed + + def __init__( + self, + event_aggregator: "EventAggregator", + on_flush_func: Callable[[dict], None], + delay: float = 10, + ): + super().__init__() + self.event_aggregator = event_aggregator + self.f_must_stop = False + self.on_flush_func = on_flush_func + self.delay = delay + + def stop(self) -> None: + self.f_must_stop = True + + def run(self) -> None: + try: + while not self.f_must_stop: + time.sleep(self.delay) + for aggregated_event in self.event_aggregator.flush_all_ttl(): + self.on_flush_func(aggregated_event) + finally: + for aggregated_event in self.event_aggregator.flush_all(): + self.on_flush_func(aggregated_event) + + +class EventAggregator: + ttl_thread: EventAggregatorTTLThread | None + lock: threading.Lock + + def __init__(self, aggregation_definitions: dict[str, list[Fingerprint]]): + self.aggregation_definitions = aggregation_definitions + self.aggregations: dict[str, Aggregation] = dict() + self.lock = threading.Lock() + + def start_flush_on_ttl( + self, on_flush_func: Callable[[dict], None], delay: float = 10 + ): + """ + This method MUST be called to trigger the execution of the ttl thread + """ + self.ttl_thread = EventAggregatorTTLThread( + event_aggregator=self, on_flush_func=on_flush_func, delay=delay + ) + self.ttl_thread.start() + + def stop(self): + """ + This method is only meant to stop the ttl thread + """ + if self.ttl_thread: + self.ttl_thread.stop() + self.ttl_thread.join() + + def flush_all(self) -> list[dict]: + """ + returns all the aggregated events and remove them from the ongoing aggregations + """ + aggregated_events = [] + + # we prevent any actions on the aggregations while flushing + with self.lock: + for aggregation in self.aggregations.values(): + if aggregation.count > 0: + aggregated_events.append(aggregation.get_aggregated_event()) + + self.aggregations = dict() + return aggregated_events + + def flush_all_ttl(self) -> list[dict]: + """ + Returns (and delete) all the events we aggregate for at least the ttl time + """ + aggregated_events = [] + # we prevent any actions on the aggregations while flushing + with self.lock: + for event_hash in list(self.aggregations.keys()): + aggregation = self.aggregations[event_hash] + if ( + aggregation.start + datetime.timedelta(seconds=aggregation.ttl) + < datetime.datetime.utcnow() + ): + if aggregation.count > 0: + aggregated_events.append(aggregation.get_aggregated_event()) + + del self.aggregations[event_hash] + + return aggregated_events + + def get_hash(self, event: dict) -> Tuple[str, int] | None: + """ + Returns the hash to fingerprint the specified event and its ttl + """ + event_dialect_uuid = event["sekoiaio"]["intake"]["dialect_uuid"] + + for fingerprint in self.aggregation_definitions.get(event_dialect_uuid, []): + if fingerprint.condition_func(event): + return ( + xxhash.xxh64( + f"{event_dialect_uuid};{fingerprint.build_hash_str_func(event)}" + ).hexdigest(), + fingerprint.ttl, + ) + return None + + def aggregate(self, event: dict) -> dict | None: + try: + fingerprint_and_ttl = self.get_hash(event) + # if no hash can be computed, we don't aggregate and forward the event + if not fingerprint_and_ttl: + return event + event_fingerprint, ttl = fingerprint_and_ttl + + # the aggregation stores the parsed timestamp + event_dt = parse_datetime_as_naive(event["@timestamp"]) + + # if hash is already known + with self.lock: + if event_fingerprint in self.aggregations: + # update the aggregation's counter and last seen + self.aggregations[event_fingerprint].count += 1 + self.aggregations[event_fingerprint].end = event_dt + + # event is aggregated, we don't want to forward it + return None + + # if hash is unknown + else: + # create a new aggregation with event details + self.aggregations[event_fingerprint] = Aggregation( + event=event, + start=event_dt, + end=event_dt, + fingerprint=event_fingerprint, + ttl=ttl, + count=0 + # =0 prevent replay on flushing, we sent 1st occ. of event + ) + # forward the first occurrence of the aggregation + return event + except Exception: + pass + + return event diff --git a/tests/connectors/test_event_aggregator.py b/tests/connectors/test_event_aggregator.py new file mode 100644 index 0000000..3533d21 --- /dev/null +++ b/tests/connectors/test_event_aggregator.py @@ -0,0 +1,272 @@ +import time +from unittest.mock import MagicMock + +import pytest + +from sekoia_automation.connector.event_aggregator import EventAggregator, Fingerprint + + +@pytest.fixture +def decrypt_event(): + return { + "message": "...", + "cloud": { + "provider": "aws", + "service": {"name": "cloudtrail"}, + "region": "eu-west-1", + "account": {"id": "000000000000"}, + }, + "@timestamp": "2023-10-27T19:00:00.000Z", + "sekoiaio": { + "indexation_time": "2023-10-28T01:44:53.657715537Z", + "intake": { + "parsing_status": "success", + "dialect": "aws cloudtrail", + "name": "cloudtrail", + "dialect_uuid": "d3a813ac-f9b5-451c-a602-a5994544d9ed", + "uuid": "e7e751d1-098e-4241-8a33-53fd92c45618", + "key": "0000000000000000000000000", + "parsing_duration_ms": 0.8749961853027344, + }, + }, + "action": { + "name": "Decrypt", + "type": "AwsApiCall", + "outcome": "success", + "properties": { + "recipientAccountId": "00000000000000", + "resources": [ + { + "accountId": "00000000000000", + "type": "AWS::KMS::Key", + "ARN": ( + "arn:aws:kms:eu-west-1:000000000000:key" + "/00000000-2d9d-4070-b5a8-5535f987ef07" + ), + } + ], + "userIdentity": { + "accessKeyId": "222222222222222222222", + "sessionContext": { + "webIdFederationData": {}, + "sessionIssuer": { + "accountId": "00000000000000", + "principalId": "1111111111111111111111", + "userName": "AmazonSageMaker-ExecutionRole-20191217T000000", + "type": "Role", + "arn": ( + "arn:aws:iam::000000000000:role/service-role/" + "AmazonSageMaker-ExecutionRole-20191217T000000" + ), + }, + "attributes": { + "mfaAuthenticated": "false", + "creationDate": "2023-10-27T18:51:44Z", + }, + }, + "accountId": "000000000000", + "principalId": "1111111111111111111111:SageMaker", + "invokedBy": "AWS Internal", + "arn": ( + "arn:aws:sts::000000000000:assumed-role/" + "AmazonSageMaker-ExecutionRole-20191217T000000/SageMaker" + ), + "type": "AssumedRole", + }, + }, + "target": "network-traffic", + }, + "aws": { + "cloudtrail": { + "flattened": { + "request_parameters": "", + }, + "event_version": "1.08", + "userIdentity": { + "accessKeyId": "222222222222222222222", + "sessionContext": { + "webIdFederationData": {}, + "sessionIssuer": { + "accountId": "00000000000000", + "principalId": "1111111111111111111111", + "userName": "AmazonSageMaker-ExecutionRole-20191217T000000", + "type": "Role", + "arn": ( + "arn:aws:iam::000000000000:role/service-role/" + "AmazonSageMaker-ExecutionRole-20191217T000000" + ), + }, + "attributes": { + "mfaAuthenticated": "false", + "creationDate": "2023-10-27T18:51:44Z", + }, + }, + "accountId": "000000000000", + "principalId": "1111111111111111111111:SageMaker", + "invokedBy": "AWS Internal", + "arn": ( + "arn:aws:sts::000000000000:assumed-role/" + "AmazonSageMaker-ExecutionRole-20191217T000000/SageMaker" + ), + "type": "AssumedRole", + }, + "resources": [ + { + "accountId": "00000000000000000", + "type": "AWS::KMS::Key", + "ARN": ( + "arn:aws:kms:eu-west-1:000000000000:key/" + "00000000-2d9d-4070-b5a8-5535f987ef07" + ), + } + ], + "recipient_account_id": "000000000000000", + } + }, + "event": { + "dialect": "aws cloudtrail", + "provider": "kms.amazonaws.com", + "kind": "event", + "created": "2023-10-28T01:44:50.159559+00:00", + "action": "Decrypt", + "id": "dd1d66a4-6890-4544-a3a1-95825331da01", + "category": ["network"], + "dialect_uuid": "d3a813ac-f9b5-451c-a602-a5994544d9ed", + "type": ["access"], + "dataset": "cloudtrail", + "outcome": "success", + }, + } + + +@pytest.fixture +def decrypt_event_aggregations(): + return { + "d3a813ac-f9b5-451c-a602-a5994544d9ed": [ + Fingerprint( + condition_func=lambda e: (e["event"]["action"] == "Decrypt"), + build_hash_str_func=lambda e: ( + f"{e['aws']['cloudtrail']['userIdentity']['arn']}:" + f"{e['aws']['cloudtrail']['resources'][0]['ARN']}" + ), + ttl=30, + ) + ] + } + + +def test_aggregation_twice(decrypt_event, decrypt_event_aggregations): + aggregator = EventAggregator(aggregation_definitions=decrypt_event_aggregations) + assert aggregator.aggregate(decrypt_event) == decrypt_event + assert len(aggregator.aggregations) == 1 + + assert aggregator.aggregate(decrypt_event) is None + assert aggregator.aggregations["7e2f1188fce423df"].count == 1 + + +def test_fingerprint_condition_return_false(decrypt_event): + aggregation_definitions = { + "d3a813ac-f9b5-451c-a602-a5994544d9ed": [ + Fingerprint( + condition_func=lambda e: (e["event"]["action"] == "Invalid"), + build_hash_str_func=lambda e: f"{e['aws']['cloudtrail']}", + ttl=30, + ) + ] + } + + aggregator = EventAggregator(aggregation_definitions=aggregation_definitions) + assert aggregator.aggregate(decrypt_event) == decrypt_event + assert len(aggregator.aggregations) == 0 + + +def test_fingerprint_condition_raises_error(decrypt_event): + aggregation_definitions = { + "d3a813ac-f9b5-451c-a602-a5994544d9ed": [ + Fingerprint( + condition_func=lambda e: (e["unknown-field"] == "Invalid"), + build_hash_str_func=lambda e: f"{e['aws']['cloudtrail']}", + ttl=30, + ) + ] + } + + aggregator = EventAggregator(aggregation_definitions=aggregation_definitions) + assert aggregator.aggregate(decrypt_event) == decrypt_event + assert len(aggregator.aggregations) == 0 + + +def test_support_erroneous_events(): + aggregator = EventAggregator(aggregation_definitions={}) + assert aggregator.aggregate({}) == {} + assert len(aggregator.aggregations) == 0 + + +def test_flush_on_ttl(decrypt_event): + aggregation_definitions = { + "d3a813ac-f9b5-451c-a602-a5994544d9ed": [ + Fingerprint( + condition_func=lambda e: (e["event"]["action"] == "Decrypt"), + build_hash_str_func=lambda e: ( + f"{e['aws']['cloudtrail']['userIdentity']['arn']}:" + f"{e['aws']['cloudtrail']['resources'][0]['ARN']}" + ), + ttl=2, + ) + ] + } + magic = MagicMock() + aggregator = EventAggregator(aggregation_definitions=aggregation_definitions) + aggregator.start_flush_on_ttl(on_flush_func=magic, delay=0.5) + aggregator.aggregate(decrypt_event) + aggregator.aggregate(decrypt_event) + time.sleep(2) + aggregator.stop() + assert magic.called + + +def test_flush_on_ttl_support_per_fingerprint_ttl(decrypt_event): + aggregation_definitions = { + "d3a813ac-f9b5-451c-a602-a5994544d9ed": [ + Fingerprint( + condition_func=lambda e: (e["event"]["action"] == "Decrypt"), + build_hash_str_func=lambda e: ( + f"{e['aws']['cloudtrail']['userIdentity']['arn']}:" + f"{e['aws']['cloudtrail']['resources'][0]['ARN']}" + ), + ttl=2, + ) + ] + } + magic = MagicMock() + aggregator = EventAggregator(aggregation_definitions=aggregation_definitions) + aggregator.start_flush_on_ttl(on_flush_func=magic, delay=0.5) + aggregator.aggregate(decrypt_event) + aggregator.aggregate(decrypt_event) + time.sleep(2) + aggregator.stop() + assert magic.called + + +def test_flush_on_stop(decrypt_event): + aggregation_definitions = { + "d3a813ac-f9b5-451c-a602-a5994544d9ed": [ + Fingerprint( + condition_func=lambda e: (e["event"]["action"] == "Decrypt"), + build_hash_str_func=lambda e: ( + f"{e['aws']['cloudtrail']['userIdentity']['arn']}:" + f"{e['aws']['cloudtrail']['resources'][0]['ARN']}" + ), + ttl=100, + ) + ] + } + magic = MagicMock() + aggregator = EventAggregator(aggregation_definitions=aggregation_definitions) + aggregator.start_flush_on_ttl(on_flush_func=magic, delay=0.5) + aggregator.aggregate(decrypt_event) + aggregator.aggregate(decrypt_event) + aggregator.aggregate(decrypt_event) + aggregator.stop() + assert magic.called + assert magic.call_args_list[0].args[0]["sekoiaio"]["repeat"]["count"] == 2