1 # -*- encoding: utf-8 -*-
2 # Samba traffic replay and learning
4 # Copyright (C) Catalyst IT Ltd. 2017
6 # This program is free software; you can redistribute it and/or modify
7 # it under the terms of the GNU General Public License as published by
8 # the Free Software Foundation; either version 3 of the License, or
9 # (at your option) any later version.
11 # This program is distributed in the hope that it will be useful,
12 # but WITHOUT ANY WARRANTY; without even the implied warranty of
13 # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
14 # GNU General Public License for more details.
16 # You should have received a copy of the GNU General Public License
17 # along with this program. If not, see <http://www.gnu.org/licenses/>.
19 from __future__ import print_function, division
30 from collections import OrderedDict, Counter, defaultdict
31 from samba.emulate import traffic_packets
32 from samba.samdb import SamDB
34 from ldb import LdbError
35 from samba.dcerpc import ClientConnection
36 from samba.dcerpc import security, drsuapi, lsa
37 from samba.dcerpc import netlogon
38 from samba.dcerpc.netlogon import netr_Authenticator
39 from samba.dcerpc import srvsvc
40 from samba.dcerpc import samr
41 from samba.drs_utils import drs_DsBind
43 from samba.credentials import Credentials, DONT_USE_KERBEROS, MUST_USE_KERBEROS
44 from samba.auth import system_session
45 from samba.dsdb import UF_WORKSTATION_TRUST_ACCOUNT, UF_PASSWD_NOTREQD
46 from samba.dsdb import UF_NORMAL_ACCOUNT
47 from samba.dcerpc.misc import SEC_CHAN_WKSTA
48 from samba import gensec
52 # we don't use None, because it complicates [de]serialisation
56 ('dns', '0'): 1.0, # query
57 ('smb', '0x72'): 1.0, # Negotiate protocol
58 ('ldap', '0'): 1.0, # bind
59 ('ldap', '3'): 1.0, # searchRequest
60 ('ldap', '2'): 1.0, # unbindRequest
62 ('dcerpc', '11'): 1.0, # bind
63 ('dcerpc', '14'): 1.0, # Alter_context
64 ('nbns', '0'): 1.0, # query
68 ('dns', '1'): 1.0, # response
69 ('ldap', '1'): 1.0, # bind response
70 ('ldap', '4'): 1.0, # search result
71 ('ldap', '5'): 1.0, # search done
73 ('dcerpc', '12'): 1.0, # bind_ack
74 ('dcerpc', '13'): 1.0, # bind_nak
75 ('dcerpc', '15'): 1.0, # Alter_context response
78 SKIPPED_PROTOCOLS = {"smb", "smb2", "browser", "smb_netlogon"}
81 WAIT_THRESHOLD = (1.0 / WAIT_SCALE)
82 NO_WAIT_LOG_TIME_RANGE = (-10, -3)
84 # DEBUG_LEVEL can be changed by scripts with -d
88 def debug(level, msg, *args):
89 """Print a formatted debug message to standard error.
92 :param level: The debug level, message will be printed if it is <= the
93 currently set debug level. The debug level can be set with
95 :param msg: The message to be logged, can contain C-Style format
97 :param args: The parameters required by the format specifiers
99 if level <= DEBUG_LEVEL:
101 print(msg, file=sys.stderr)
103 print(msg % tuple(args), file=sys.stderr)
106 def debug_lineno(*args):
107 """ Print an unformatted log message to stderr, contaning the line number
109 tb = traceback.extract_stack(limit=2)
110 print((" %s:" "\033[01;33m"
111 "%s " "\033[00m" % (tb[0][2], tb[0][1])), end=' ',
114 print(a, file=sys.stderr)
115 print(file=sys.stderr)
119 def random_colour_print():
120 """Return a function that prints a randomly coloured line to stderr"""
121 n = 18 + random.randrange(214)
122 prefix = "\033[38;5;%dm" % n
126 print("%s%s\033[00m" % (prefix, a), file=sys.stderr)
131 class FakePacketError(Exception):
135 class Packet(object):
136 """Details of a network packet"""
137 def __init__(self, fields):
138 if isinstance(fields, str):
139 fields = fields.rstrip('\n').split('\t')
151 self.timestamp = float(timestamp)
152 self.ip_protocol = ip_protocol
154 self.stream_number = int(stream_number)
155 except (ValueError, TypeError):
156 self.stream_number = None
158 self.dest = int(dest)
159 self.protocol = protocol
164 if self.src < self.dest:
165 self.endpoints = (self.src, self.dest)
167 self.endpoints = (self.dest, self.src)
169 def as_summary(self, time_offset=0.0):
170 """Format the packet as a traffic_summary line.
172 extra = '\t'.join(self.extra)
173 t = self.timestamp + time_offset
174 return (t, '%f\t%s\t%s\t%d\t%d\t%s\t%s\t%s\t%s' %
177 self.stream_number or '',
186 return ("%.3f: %d -> %d; ip %s; strm %s; prot %s; op %s; desc %s %s" %
187 (self.timestamp, self.src, self.dest, self.ip_protocol or '-',
188 self.stream_number, self.protocol, self.opcode, self.desc,
189 ('«' + ' '.join(self.extra) + '»' if self.extra else '')))
192 return "<Packet @%s>" % self
195 return self.__class__([self.timestamp,
202 self.desc] + self.extra)
204 def as_packet_type(self):
205 t = '%s:%s' % (self.protocol, self.opcode)
208 def client_score(self):
209 """A positive number means we think it is a client; a negative number
210 means we think it is a server. Zero means no idea. range: -1 to 1.
212 key = (self.protocol, self.opcode)
213 if key in CLIENT_CLUES:
214 return CLIENT_CLUES[key]
215 if key in SERVER_CLUES:
216 return -SERVER_CLUES[key]
219 def play(self, conversation, context):
220 """Send the packet over the network, if required.
222 Some packets are ignored, i.e. for protocols not handled,
223 server response messages, or messages that are generated by the
224 protocol layer associated with other packets.
226 fn_name = 'packet_%s_%s' % (self.protocol, self.opcode)
228 fn = getattr(traffic_packets, fn_name)
230 except AttributeError as e:
231 print("Conversation(%s) Missing handler %s" % \
232 (conversation.conversation_id, fn_name),
236 # Don't display a message for kerberos packets, they're not directly
237 # generated they're used to indicate kerberos should be used
238 if self.protocol != "kerberos":
239 debug(2, "Conversation(%s) Calling handler %s" %
240 (conversation.conversation_id, fn_name))
244 if fn(self, conversation, context):
245 # Only collect timing data for functions that generate
246 # network traffic, or fail
248 duration = end - start
249 print("%f\t%s\t%s\t%s\t%f\tTrue\t" %
250 (end, conversation.conversation_id, self.protocol,
251 self.opcode, duration))
252 except Exception as e:
254 duration = end - start
255 print("%f\t%s\t%s\t%s\t%f\tFalse\t%s" %
256 (end, conversation.conversation_id, self.protocol,
257 self.opcode, duration, e))
259 def __cmp__(self, other):
260 return self.timestamp - other.timestamp
262 def is_really_a_packet(self, missing_packet_stats=None):
263 """Is the packet one that can be ignored?
265 If so removing it will have no effect on the replay
267 if self.protocol in SKIPPED_PROTOCOLS:
268 # Ignore any packets for the protocols we're not interested in.
270 if self.protocol == "ldap" and self.opcode == '':
271 # skip ldap continuation packets
274 fn_name = 'packet_%s_%s' % (self.protocol, self.opcode)
276 fn = getattr(traffic_packets, fn_name)
277 if fn is traffic_packets.null_packet:
279 except AttributeError:
280 print("missing packet %s" % fn_name, file=sys.stderr)
285 class ReplayContext(object):
286 """State/Context for an individual conversation between an simulated client
294 badpassword_frequency=None,
295 prefer_kerberos=None,
304 self.ldap_connections = []
305 self.dcerpc_connections = []
306 self.lsarpc_connections = []
307 self.lsarpc_connections_named = []
308 self.drsuapi_connections = []
309 self.srvsvc_connections = []
310 self.samr_contexts = []
311 self.netlogon_connection = None
314 self.prefer_kerberos = prefer_kerberos
316 self.base_dn = base_dn
318 self.statsdir = statsdir
319 self.global_tempdir = tempdir
320 self.domain_sid = domain_sid
321 self.realm = lp.get('realm')
323 # Bad password attempt controls
324 self.badpassword_frequency = badpassword_frequency
325 self.last_lsarpc_bad = False
326 self.last_lsarpc_named_bad = False
327 self.last_simple_bind_bad = False
328 self.last_bind_bad = False
329 self.last_srvsvc_bad = False
330 self.last_drsuapi_bad = False
331 self.last_netlogon_bad = False
332 self.last_samlogon_bad = False
333 self.generate_ldap_search_tables()
334 self.next_conversation_id = itertools.count().next
336 def generate_ldap_search_tables(self):
337 session = system_session()
339 db = SamDB(url="ldap://%s" % self.server,
340 session_info=session,
341 credentials=self.creds,
344 res = db.search(db.domain_dn(),
345 scope=ldb.SCOPE_SUBTREE,
346 controls=["paged_results:1:1000"],
349 # find a list of dns for each pattern
350 # e.g. CN,CN,CN,DC,DC
352 attribute_clue_map = {
358 pattern = ','.join(x.lstrip()[:2] for x in dn.split(',')).upper()
359 dns = dn_map.setdefault(pattern, [])
361 if dn.startswith('CN=NTDS Settings,'):
362 attribute_clue_map['invocationId'].append(dn)
364 # extend the map in case we are working with a different
365 # number of DC components.
366 # for k, v in self.dn_map.items():
367 # print >>sys.stderr, k, len(v)
369 for k, v in dn_map.items():
373 while p[-3:] == ',DC':
377 if p != k and p in dn_map:
378 print('dn_map collison %s %s' % (k, p),
381 dn_map[p] = dn_map[k]
384 self.attribute_clue_map = attribute_clue_map
386 def generate_process_local_config(self, account, conversation):
389 self.netbios_name = account.netbios_name
390 self.machinepass = account.machinepass
391 self.username = account.username
392 self.userpass = account.userpass
394 self.tempdir = mk_masked_dir(self.global_tempdir,
396 conversation.conversation_id)
398 self.lp.set("private dir", self.tempdir)
399 self.lp.set("lock dir", self.tempdir)
400 self.lp.set("state directory", self.tempdir)
401 self.lp.set("tls verify peer", "no_check")
403 # If the domain was not specified, check for the environment
405 if self.domain is None:
406 self.domain = os.environ["DOMAIN"]
408 self.remoteAddress = "/root/ncalrpc_as_system"
409 self.samlogon_dn = ("cn=%s,%s" %
410 (self.netbios_name, self.ou))
411 self.user_dn = ("cn=%s,%s" %
412 (self.username, self.ou))
414 self.generate_machine_creds()
415 self.generate_user_creds()
417 def with_random_bad_credentials(self, f, good, bad, failed_last_time):
418 """Execute the supplied logon function, randomly choosing the
421 Based on the frequency in badpassword_frequency randomly perform the
422 function with the supplied bad credentials.
423 If run with bad credentials, the function is re-run with the good
425 failed_last_time is used to prevent consecutive bad credential
426 attempts. So the over all bad credential frequency will be lower
427 than that requested, but not significantly.
429 if not failed_last_time:
430 if (self.badpassword_frequency > 0 and
431 random.random() < self.badpassword_frequency):
435 # Ignore any exceptions as the operation may fail
436 # as it's being performed with bad credentials
438 failed_last_time = True
440 failed_last_time = False
443 return (result, failed_last_time)
445 def generate_user_creds(self):
446 """Generate the conversation specific user Credentials.
448 Each Conversation has an associated user account used to simulate
449 any non Administrative user traffic.
451 Generates user credentials with good and bad passwords and ldap
452 simple bind credentials with good and bad passwords.
454 self.user_creds = Credentials()
455 self.user_creds.guess(self.lp)
456 self.user_creds.set_workstation(self.netbios_name)
457 self.user_creds.set_password(self.userpass)
458 self.user_creds.set_username(self.username)
459 if self.prefer_kerberos:
460 self.user_creds.set_kerberos_state(MUST_USE_KERBEROS)
462 self.user_creds.set_kerberos_state(DONT_USE_KERBEROS)
464 self.user_creds_bad = Credentials()
465 self.user_creds_bad.guess(self.lp)
466 self.user_creds_bad.set_workstation(self.netbios_name)
467 self.user_creds_bad.set_password(self.userpass[:-4])
468 self.user_creds_bad.set_username(self.username)
469 if self.prefer_kerberos:
470 self.user_creds_bad.set_kerberos_state(MUST_USE_KERBEROS)
472 self.user_creds_bad.set_kerberos_state(DONT_USE_KERBEROS)
474 # Credentials for ldap simple bind.
475 self.simple_bind_creds = Credentials()
476 self.simple_bind_creds.guess(self.lp)
477 self.simple_bind_creds.set_workstation(self.netbios_name)
478 self.simple_bind_creds.set_password(self.userpass)
479 self.simple_bind_creds.set_username(self.username)
480 self.simple_bind_creds.set_gensec_features(
481 self.simple_bind_creds.get_gensec_features() | gensec.FEATURE_SEAL)
482 if self.prefer_kerberos:
483 self.simple_bind_creds.set_kerberos_state(MUST_USE_KERBEROS)
485 self.simple_bind_creds.set_kerberos_state(DONT_USE_KERBEROS)
486 self.simple_bind_creds.set_bind_dn(self.user_dn)
488 self.simple_bind_creds_bad = Credentials()
489 self.simple_bind_creds_bad.guess(self.lp)
490 self.simple_bind_creds_bad.set_workstation(self.netbios_name)
491 self.simple_bind_creds_bad.set_password(self.userpass[:-4])
492 self.simple_bind_creds_bad.set_username(self.username)
493 self.simple_bind_creds_bad.set_gensec_features(
494 self.simple_bind_creds_bad.get_gensec_features() |
496 if self.prefer_kerberos:
497 self.simple_bind_creds_bad.set_kerberos_state(MUST_USE_KERBEROS)
499 self.simple_bind_creds_bad.set_kerberos_state(DONT_USE_KERBEROS)
500 self.simple_bind_creds_bad.set_bind_dn(self.user_dn)
502 def generate_machine_creds(self):
503 """Generate the conversation specific machine Credentials.
505 Each Conversation has an associated machine account.
507 Generates machine credentials with good and bad passwords.
510 self.machine_creds = Credentials()
511 self.machine_creds.guess(self.lp)
512 self.machine_creds.set_workstation(self.netbios_name)
513 self.machine_creds.set_secure_channel_type(SEC_CHAN_WKSTA)
514 self.machine_creds.set_password(self.machinepass)
515 self.machine_creds.set_username(self.netbios_name + "$")
516 if self.prefer_kerberos:
517 self.machine_creds.set_kerberos_state(MUST_USE_KERBEROS)
519 self.machine_creds.set_kerberos_state(DONT_USE_KERBEROS)
521 self.machine_creds_bad = Credentials()
522 self.machine_creds_bad.guess(self.lp)
523 self.machine_creds_bad.set_workstation(self.netbios_name)
524 self.machine_creds_bad.set_secure_channel_type(SEC_CHAN_WKSTA)
525 self.machine_creds_bad.set_password(self.machinepass[:-4])
526 self.machine_creds_bad.set_username(self.netbios_name + "$")
527 if self.prefer_kerberos:
528 self.machine_creds_bad.set_kerberos_state(MUST_USE_KERBEROS)
530 self.machine_creds_bad.set_kerberos_state(DONT_USE_KERBEROS)
532 def get_matching_dn(self, pattern, attributes=None):
533 # If the pattern is an empty string, we assume ROOTDSE,
534 # Otherwise we try adding or removing DC suffixes, then
535 # shorter leading patterns until we hit one.
536 # e.g if there is no CN,CN,CN,CN,DC,DC
537 # we first try CN,CN,CN,CN,DC
538 # and CN,CN,CN,CN,DC,DC,DC
539 # then change to CN,CN,CN,DC,DC
540 # and as last resort we use the base_dn
541 attr_clue = self.attribute_clue_map.get(attributes)
543 return random.choice(attr_clue)
545 pattern = pattern.upper()
547 if pattern in self.dn_map:
548 return random.choice(self.dn_map[pattern])
549 # chop one off the front and try it all again.
550 pattern = pattern[3:]
554 def get_dcerpc_connection(self, new=False):
555 guid = '12345678-1234-abcd-ef00-01234567cffb' # RPC_NETLOGON UUID
556 if self.dcerpc_connections and not new:
557 return self.dcerpc_connections[-1]
558 c = ClientConnection("ncacn_ip_tcp:%s" % self.server,
560 self.dcerpc_connections.append(c)
563 def get_srvsvc_connection(self, new=False):
564 if self.srvsvc_connections and not new:
565 return self.srvsvc_connections[-1]
568 return srvsvc.srvsvc("ncacn_np:%s" % (self.server),
572 (c, self.last_srvsvc_bad) = \
573 self.with_random_bad_credentials(connect,
576 self.last_srvsvc_bad)
578 self.srvsvc_connections.append(c)
581 def get_lsarpc_connection(self, new=False):
582 if self.lsarpc_connections and not new:
583 return self.lsarpc_connections[-1]
586 binding_options = 'schannel,seal,sign'
587 return lsa.lsarpc("ncacn_ip_tcp:%s[%s]" %
588 (self.server, binding_options),
592 (c, self.last_lsarpc_bad) = \
593 self.with_random_bad_credentials(connect,
595 self.machine_creds_bad,
596 self.last_lsarpc_bad)
598 self.lsarpc_connections.append(c)
601 def get_lsarpc_named_pipe_connection(self, new=False):
602 if self.lsarpc_connections_named and not new:
603 return self.lsarpc_connections_named[-1]
606 return lsa.lsarpc("ncacn_np:%s" % (self.server),
610 (c, self.last_lsarpc_named_bad) = \
611 self.with_random_bad_credentials(connect,
613 self.machine_creds_bad,
614 self.last_lsarpc_named_bad)
616 self.lsarpc_connections_named.append(c)
619 def get_drsuapi_connection_pair(self, new=False, unbind=False):
620 """get a (drs, drs_handle) tuple"""
621 if self.drsuapi_connections and not new:
622 c = self.drsuapi_connections[-1]
626 binding_options = 'seal'
627 binding_string = "ncacn_ip_tcp:%s[%s]" %\
628 (self.server, binding_options)
629 return drsuapi.drsuapi(binding_string, self.lp, creds)
631 (drs, self.last_drsuapi_bad) = \
632 self.with_random_bad_credentials(connect,
635 self.last_drsuapi_bad)
637 (drs_handle, supported_extensions) = drs_DsBind(drs)
638 c = (drs, drs_handle)
639 self.drsuapi_connections.append(c)
642 def get_ldap_connection(self, new=False, simple=False):
643 if self.ldap_connections and not new:
644 return self.ldap_connections[-1]
646 def simple_bind(creds):
647 return SamDB('ldaps://%s' % self.server,
651 def sasl_bind(creds):
652 return SamDB('ldap://%s' % self.server,
656 (samdb, self.last_simple_bind_bad) = \
657 self.with_random_bad_credentials(simple_bind,
658 self.simple_bind_creds,
659 self.simple_bind_creds_bad,
660 self.last_simple_bind_bad)
662 (samdb, self.last_bind_bad) = \
663 self.with_random_bad_credentials(sasl_bind,
668 self.ldap_connections.append(samdb)
671 def get_samr_context(self, new=False):
672 if not self.samr_contexts or new:
673 self.samr_contexts.append(
674 SamrContext(self.server, lp=self.lp, creds=self.creds))
675 return self.samr_contexts[-1]
677 def get_netlogon_connection(self):
679 if self.netlogon_connection:
680 return self.netlogon_connection
683 return netlogon.netlogon("ncacn_ip_tcp:%s[schannel,seal]" %
687 (c, self.last_netlogon_bad) = \
688 self.with_random_bad_credentials(connect,
690 self.machine_creds_bad,
691 self.last_netlogon_bad)
692 self.netlogon_connection = c
695 def guess_a_dns_lookup(self):
696 return (self.realm, 'A')
698 def get_authenticator(self):
699 auth = self.machine_creds.new_client_authenticator()
700 current = netr_Authenticator()
701 current.cred.data = [ord(x) for x in auth["credential"]]
702 current.timestamp = auth["timestamp"]
704 subsequent = netr_Authenticator()
705 return (current, subsequent)
708 class SamrContext(object):
709 """State/Context associated with a samr connection.
711 def __init__(self, server, lp=None, creds=None):
712 self.connection = None
714 self.domain_handle = None
715 self.domain_sid = None
716 self.group_handle = None
717 self.user_handle = None
723 def get_connection(self):
724 if not self.connection:
725 self.connection = samr.samr(
726 "ncacn_ip_tcp:%s[seal]" % (self.server),
728 credentials=self.creds)
730 return self.connection
732 def get_handle(self):
734 c = self.get_connection()
735 self.handle = c.Connect2(None, security.SEC_FLAG_MAXIMUM_ALLOWED)
739 class Conversation(object):
740 """Details of a converation between a simulated client and a server."""
741 conversation_id = None
743 def __init__(self, start_time=None, endpoints=None):
744 self.start_time = start_time
745 self.endpoints = endpoints
747 self.msg = random_colour_print()
748 self.client_balance = 0.0
750 def __cmp__(self, other):
751 if self.start_time is None:
752 if other.start_time is None:
755 if other.start_time is None:
757 return self.start_time - other.start_time
759 def add_packet(self, packet):
760 """Add a packet object to this conversation, making a local copy with
761 a conversation-relative timestamp."""
764 if self.start_time is None:
765 self.start_time = p.timestamp
767 if self.endpoints is None:
768 self.endpoints = p.endpoints
770 if p.endpoints != self.endpoints:
771 raise FakePacketError("Conversation endpoints %s don't match"
772 "packet endpoints %s" %
773 (self.endpoints, p.endpoints))
775 p.timestamp -= self.start_time
777 if p.src == p.endpoints[0]:
778 self.client_balance -= p.client_score()
780 self.client_balance += p.client_score()
782 if p.is_really_a_packet():
783 self.packets.append(p)
785 def add_short_packet(self, timestamp, p, extra, client=True):
786 """Create a packet from a timestamp, and 'protocol:opcode' pair, and a
787 (possibly empty) list of extra data. If client is True, assume
788 this packet is from the client to the server.
790 protocol, opcode = p.split(':', 1)
791 src, dest = self.guess_client_server()
793 src, dest = dest, src
795 desc = OP_DESCRIPTIONS.get((protocol, opcode), '')
796 ip_protocol = IP_PROTOCOLS.get(protocol, '06')
797 fields = [timestamp - self.start_time, ip_protocol,
799 protocol, opcode, desc]
801 packet = Packet(fields)
802 # XXX we're assuming the timestamp is already adjusted for
804 # XXX should we adjust client balance for guessed packets?
805 if packet.src == packet.endpoints[0]:
806 self.client_balance -= packet.client_score()
808 self.client_balance += packet.client_score()
809 if packet.is_really_a_packet():
810 self.packets.append(packet)
813 return ("<Conversation %s %s starting %.3f %d packets>" %
814 (self.conversation_id, self.endpoints, self.start_time,
820 return iter(self.packets)
823 return len(self.packets)
825 def get_duration(self):
826 if len(self.packets) < 2:
828 return self.packets[-1].timestamp - self.packets[0].timestamp
830 def replay_as_summary_lines(self):
832 for p in self.packets:
833 lines.append(p.as_summary(self.start_time))
836 def replay_in_fork_with_delay(self, start, context=None, account=None):
837 """Fork a new process and replay the conversation.
839 def signal_handler(signal, frame):
840 """Signal handler closes standard out and error.
842 Triggered by a sigterm, ensures that the log messages are flushed
843 to disk and not lost.
850 now = time.time() - start
852 # we are replaying strictly in order, so it is safe to sleep
853 # in the main process if the gap is big enough. This reduces
854 # the number of concurrent threads, which allows us to make
856 if gap > 0.15 and False:
857 print("sleeping for %f in main process" % (gap - 0.1),
859 time.sleep(gap - 0.1)
860 now = time.time() - start
862 print("gap is now %f" % gap, file=sys.stderr)
864 self.conversation_id = context.next_conversation_id()
869 signal.signal(signal.SIGTERM, signal_handler)
870 # we must never return, or we'll end up running parts of the
871 # parent's clean-up code. So we work in a try...finally, and
872 # try to print any exceptions.
875 context.generate_process_local_config(account, self)
878 filename = os.path.join(context.statsdir, 'stats-conversation-%d' %
879 self.conversation_id)
881 sys.stdout = open(filename, 'w')
883 sleep_time = gap - SLEEP_OVERHEAD
885 time.sleep(sleep_time)
887 miss = t - (time.time() - start)
888 self.msg("starting %s [miss %.3f pid %d]" % (self, miss, pid))
891 print(("EXCEPTION in child PID %d, conversation %s" % (pid, self)),
893 traceback.print_exc(sys.stderr)
899 def replay(self, context=None):
902 for p in self.packets:
903 now = time.time() - start
904 gap = p.timestamp - now
905 sleep_time = gap - SLEEP_OVERHEAD
907 time.sleep(sleep_time)
909 miss = p.timestamp - (time.time() - start)
911 self.msg("packet %s [miss %.3f pid %d]" % (p, miss,
914 p.play(self, context)
916 def guess_client_server(self, server_clue=None):
917 """Have a go at deciding who is the server and who is the client.
918 returns (client, server)
920 a, b = self.endpoints
922 if self.client_balance < 0:
925 # in the absense of a clue, we will fall through to assuming
926 # the lowest number is the server (which is usually true).
928 if self.client_balance == 0 and server_clue == b:
933 def forget_packets_outside_window(self, s, e):
934 """Prune any packets outside the timne window we're interested in
936 :param s: start of the window
937 :param e: end of the window
941 for p in self.packets:
942 if p.timestamp < s or p.timestamp > e:
944 new_packets.append(p)
946 self.packets = new_packets
948 self.start_time = new_packets[0].timestamp
950 self.start_time = None
952 def renormalise_times(self, start_time):
953 """Adjust the packet start times relative to the new start time."""
954 for p in self.packets:
955 p.timestamp -= start_time
957 if self.start_time is not None:
958 self.start_time -= start_time
961 class DnsHammer(Conversation):
962 """A lightweight conversation that generates a lot of dns:0 packets on
965 def __init__(self, dns_rate, duration):
966 n = int(dns_rate * duration)
967 self.times = [random.uniform(0, duration) for i in range(n)]
970 self.duration = duration
972 self.msg = random_colour_print()
975 return ("<DnsHammer %d packets over %.1fs (rate %.2f)>" %
976 (len(self.times), self.duration, self.rate))
978 def replay_in_fork_with_delay(self, start, context=None, account=None):
979 return Conversation.replay_in_fork_with_delay(self,
984 def replay(self, context=None):
986 fn = traffic_packets.packet_dns_0
988 now = time.time() - start
990 sleep_time = gap - SLEEP_OVERHEAD
992 time.sleep(sleep_time)
995 miss = t - (time.time() - start)
996 self.msg("packet %s [miss %.3f pid %d]" % (t, miss,
1000 packet_start = time.time()
1002 fn(self, self, context)
1004 duration = end - packet_start
1005 print("%f\tDNS\tdns\t0\t%f\tTrue\t" % (end, duration))
1006 except Exception as e:
1008 duration = end - packet_start
1009 print("%f\tDNS\tdns\t0\t%f\tFalse\t%s" % (end, duration, e))
1012 def ingest_summaries(files, dns_mode='count'):
1013 """Load a summary traffic summary file and generated Converations from it.
1016 dns_counts = defaultdict(int)
1019 if isinstance(f, str):
1021 print("Ingesting %s" % (f.name,), file=sys.stderr)
1024 if p.protocol == 'dns' and dns_mode != 'include':
1025 dns_counts[p.opcode] += 1
1034 start_time = min(p.timestamp for p in packets)
1035 last_packet = max(p.timestamp for p in packets)
1037 print("gathering packets into conversations", file=sys.stderr)
1038 conversations = OrderedDict()
1040 p.timestamp -= start_time
1041 c = conversations.get(p.endpoints)
1044 conversations[p.endpoints] = c
1047 # We only care about conversations with actual traffic, so we
1048 # filter out conversations with nothing to say. We do that here,
1049 # rather than earlier, because those empty packets contain useful
1050 # hints as to which end of the conversation was the client.
1051 conversation_list = []
1052 for c in conversations.values():
1054 conversation_list.append(c)
1056 # This is obviously not correct, as many conversations will appear
1057 # to start roughly simultaneously at the beginning of the snapshot.
1058 # To which we say: oh well, so be it.
1059 duration = float(last_packet - start_time)
1060 mean_interval = len(conversations) / duration
1062 return conversation_list, mean_interval, duration, dns_counts
1065 def guess_server_address(conversations):
1066 # we guess the most common address.
1067 addresses = Counter()
1068 for c in conversations:
1069 addresses.update(c.endpoints)
1071 return addresses.most_common(1)[0]
1074 def stringify_keys(x):
1076 for k, v in x.items():
1082 def unstringify_keys(x):
1084 for k, v in x.items():
1085 t = tuple(str(k).split('\t'))
1090 class TrafficModel(object):
1091 def __init__(self, n=3):
1093 self.query_details = {}
1095 self.dns_opcounts = defaultdict(int)
1096 self.cumulative_duration = 0.0
1097 self.conversation_rate = [0, 1]
1099 def learn(self, conversations, dns_opcounts={}):
1102 key = (NON_PACKET,) * (self.n - 1)
1104 server = guess_server_address(conversations)
1106 for k, v in dns_opcounts.items():
1107 self.dns_opcounts[k] += v
1109 if len(conversations) > 1:
1111 conversations[-1].start_time - conversations[0].start_time
1112 self.conversation_rate[0] = len(conversations)
1113 self.conversation_rate[1] = elapsed
1115 for c in conversations:
1116 client, server = c.guess_client_server(server)
1117 cum_duration += c.get_duration()
1118 key = (NON_PACKET,) * (self.n - 1)
1123 elapsed = p.timestamp - prev
1125 if elapsed > WAIT_THRESHOLD:
1126 # add the wait as an extra state
1127 wait = 'wait:%d' % (math.log(max(1.0,
1128 elapsed * WAIT_SCALE)))
1129 self.ngrams.setdefault(key, []).append(wait)
1130 key = key[1:] + (wait,)
1132 short_p = p.as_packet_type()
1133 self.query_details.setdefault(short_p,
1134 []).append(tuple(p.extra))
1135 self.ngrams.setdefault(key, []).append(short_p)
1136 key = key[1:] + (short_p,)
1138 self.cumulative_duration += cum_duration
1140 self.ngrams.setdefault(key, []).append(NON_PACKET)
1144 for k, v in self.ngrams.items():
1146 ngrams[k] = dict(Counter(v))
1149 for k, v in self.query_details.items():
1150 query_details[k] = dict(Counter('\t'.join(x) if x else '-'
1155 'query_details': query_details,
1156 'cumulative_duration': self.cumulative_duration,
1157 'conversation_rate': self.conversation_rate,
1159 d['dns'] = self.dns_opcounts
1161 if isinstance(f, str):
1164 json.dump(d, f, indent=2)
1167 if isinstance(f, str):
1172 for k, v in d['ngrams'].items():
1173 k = tuple(str(k).split('\t'))
1174 values = self.ngrams.setdefault(k, [])
1175 for p, count in v.items():
1176 values.extend([str(p)] * count)
1178 for k, v in d['query_details'].items():
1179 values = self.query_details.setdefault(str(k), [])
1180 for p, count in v.items():
1182 values.extend([()] * count)
1184 values.extend([tuple(str(p).split('\t'))] * count)
1187 for k, v in d['dns'].items():
1188 self.dns_opcounts[k] += v
1190 self.cumulative_duration = d['cumulative_duration']
1191 self.conversation_rate = d['conversation_rate']
1193 def construct_conversation(self, timestamp=0.0, client=2, server=1,
1194 hard_stop=None, packet_rate=1):
1195 """Construct a individual converation from the model."""
1197 c = Conversation(timestamp, (server, client))
1199 key = (NON_PACKET,) * (self.n - 1)
1201 while key in self.ngrams:
1202 p = random.choice(self.ngrams.get(key, NON_PACKET))
1205 if p in self.query_details:
1206 extra = random.choice(self.query_details[p])
1210 protocol, opcode = p.split(':', 1)
1211 if protocol == 'wait':
1212 log_wait_time = int(opcode) + random.random()
1213 wait = math.exp(log_wait_time) / (WAIT_SCALE * packet_rate)
1216 log_wait = random.uniform(*NO_WAIT_LOG_TIME_RANGE)
1217 wait = math.exp(log_wait) / packet_rate
1219 if hard_stop is not None and timestamp > hard_stop:
1221 c.add_short_packet(timestamp, p, extra)
1223 key = key[1:] + (p,)
1227 def generate_conversations(self, rate, duration, packet_rate=1):
1228 """Generate a list of conversations from the model."""
1230 # We run the simulation for at least ten times as long as our
1231 # desired duration, and take a section near the start.
1232 rate_n, rate_t = self.conversation_rate
1234 duration2 = max(rate_t, duration * 2)
1235 n = rate * duration2 * rate_n / rate_t
1242 start = end - duration
1244 while client < n + 2:
1245 start = random.uniform(0, duration2)
1246 c = self.construct_conversation(start,
1249 hard_stop=(duration2 * 5),
1250 packet_rate=packet_rate)
1252 c.forget_packets_outside_window(start, end)
1253 c.renormalise_times(start)
1255 conversations.append(c)
1258 print(("we have %d conversations at rate %f" %
1259 (len(conversations), rate)), file=sys.stderr)
1260 conversations.sort()
1261 return conversations
1266 'rpc_netlogon': '06',
1267 'kerberos': '06', # ratio 16248:258
1278 'smb_netlogon': '11',
1284 ('browser', '0x01'): 'Host Announcement (0x01)',
1285 ('browser', '0x02'): 'Request Announcement (0x02)',
1286 ('browser', '0x08'): 'Browser Election Request (0x08)',
1287 ('browser', '0x09'): 'Get Backup List Request (0x09)',
1288 ('browser', '0x0c'): 'Domain/Workgroup Announcement (0x0c)',
1289 ('browser', '0x0f'): 'Local Master Announcement (0x0f)',
1290 ('cldap', '3'): 'searchRequest',
1291 ('cldap', '5'): 'searchResDone',
1292 ('dcerpc', '0'): 'Request',
1293 ('dcerpc', '11'): 'Bind',
1294 ('dcerpc', '12'): 'Bind_ack',
1295 ('dcerpc', '13'): 'Bind_nak',
1296 ('dcerpc', '14'): 'Alter_context',
1297 ('dcerpc', '15'): 'Alter_context_resp',
1298 ('dcerpc', '16'): 'AUTH3',
1299 ('dcerpc', '2'): 'Response',
1300 ('dns', '0'): 'query',
1301 ('dns', '1'): 'response',
1302 ('drsuapi', '0'): 'DsBind',
1303 ('drsuapi', '12'): 'DsCrackNames',
1304 ('drsuapi', '13'): 'DsWriteAccountSpn',
1305 ('drsuapi', '1'): 'DsUnbind',
1306 ('drsuapi', '2'): 'DsReplicaSync',
1307 ('drsuapi', '3'): 'DsGetNCChanges',
1308 ('drsuapi', '4'): 'DsReplicaUpdateRefs',
1309 ('epm', '3'): 'Map',
1310 ('kerberos', ''): '',
1311 ('ldap', '0'): 'bindRequest',
1312 ('ldap', '1'): 'bindResponse',
1313 ('ldap', '2'): 'unbindRequest',
1314 ('ldap', '3'): 'searchRequest',
1315 ('ldap', '4'): 'searchResEntry',
1316 ('ldap', '5'): 'searchResDone',
1317 ('ldap', ''): '*** Unknown ***',
1318 ('lsarpc', '14'): 'lsa_LookupNames',
1319 ('lsarpc', '15'): 'lsa_LookupSids',
1320 ('lsarpc', '39'): 'lsa_QueryTrustedDomainInfoBySid',
1321 ('lsarpc', '40'): 'lsa_SetTrustedDomainInfo',
1322 ('lsarpc', '6'): 'lsa_OpenPolicy',
1323 ('lsarpc', '76'): 'lsa_LookupSids3',
1324 ('lsarpc', '77'): 'lsa_LookupNames4',
1325 ('nbns', '0'): 'query',
1326 ('nbns', '1'): 'response',
1327 ('rpc_netlogon', '21'): 'NetrLogonDummyRoutine1',
1328 ('rpc_netlogon', '26'): 'NetrServerAuthenticate3',
1329 ('rpc_netlogon', '29'): 'NetrLogonGetDomainInfo',
1330 ('rpc_netlogon', '30'): 'NetrServerPasswordSet2',
1331 ('rpc_netlogon', '39'): 'NetrLogonSamLogonEx',
1332 ('rpc_netlogon', '40'): 'DsrEnumerateDomainTrusts',
1333 ('rpc_netlogon', '45'): 'NetrLogonSamLogonWithFlags',
1334 ('rpc_netlogon', '4'): 'NetrServerReqChallenge',
1335 ('samr', '0',): 'Connect',
1336 ('samr', '16'): 'GetAliasMembership',
1337 ('samr', '17'): 'LookupNames',
1338 ('samr', '18'): 'LookupRids',
1339 ('samr', '19'): 'OpenGroup',
1340 ('samr', '1'): 'Close',
1341 ('samr', '25'): 'QueryGroupMember',
1342 ('samr', '34'): 'OpenUser',
1343 ('samr', '36'): 'QueryUserInfo',
1344 ('samr', '39'): 'GetGroupsForUser',
1345 ('samr', '3'): 'QuerySecurity',
1346 ('samr', '5'): 'LookupDomain',
1347 ('samr', '64'): 'Connect5',
1348 ('samr', '6'): 'EnumDomains',
1349 ('samr', '7'): 'OpenDomain',
1350 ('samr', '8'): 'QueryDomainInfo',
1351 ('smb', '0x04'): 'Close (0x04)',
1352 ('smb', '0x24'): 'Locking AndX (0x24)',
1353 ('smb', '0x2e'): 'Read AndX (0x2e)',
1354 ('smb', '0x32'): 'Trans2 (0x32)',
1355 ('smb', '0x71'): 'Tree Disconnect (0x71)',
1356 ('smb', '0x72'): 'Negotiate Protocol (0x72)',
1357 ('smb', '0x73'): 'Session Setup AndX (0x73)',
1358 ('smb', '0x74'): 'Logoff AndX (0x74)',
1359 ('smb', '0x75'): 'Tree Connect AndX (0x75)',
1360 ('smb', '0xa2'): 'NT Create AndX (0xa2)',
1361 ('smb2', '0'): 'NegotiateProtocol',
1362 ('smb2', '11'): 'Ioctl',
1363 ('smb2', '14'): 'Find',
1364 ('smb2', '16'): 'GetInfo',
1365 ('smb2', '18'): 'Break',
1366 ('smb2', '1'): 'SessionSetup',
1367 ('smb2', '2'): 'SessionLogoff',
1368 ('smb2', '3'): 'TreeConnect',
1369 ('smb2', '4'): 'TreeDisconnect',
1370 ('smb2', '5'): 'Create',
1371 ('smb2', '6'): 'Close',
1372 ('smb2', '8'): 'Read',
1373 ('smb_netlogon', '0x12'): 'SAM LOGON request from client (0x12)',
1374 ('smb_netlogon', '0x17'): ('SAM Active Directory Response - '
1375 'user unknown (0x17)'),
1376 ('srvsvc', '16'): 'NetShareGetInfo',
1377 ('srvsvc', '21'): 'NetSrvGetInfo',
1381 def expand_short_packet(p, timestamp, src, dest, extra):
1382 protocol, opcode = p.split(':', 1)
1383 desc = OP_DESCRIPTIONS.get((protocol, opcode), '')
1384 ip_protocol = IP_PROTOCOLS.get(protocol, '06')
1386 line = [timestamp, ip_protocol, '', src, dest, protocol, opcode, desc]
1388 return '\t'.join(line)
1391 def replay(conversations,
1400 context = ReplayContext(server=host,
1405 if len(accounts) < len(conversations):
1406 print(("we have %d accounts but %d conversations" %
1407 (accounts, conversations)), file=sys.stderr)
1410 sorted(conversations, key=lambda x: x.start_time, reverse=True),
1413 # Set the process group so that the calling scripts are not killed
1414 # when the forked child processes are killed.
1419 if duration is None:
1420 # end 1 second after the last packet of the last conversation
1421 # to start. Conversations other than the last could still be
1422 # going, but we don't care.
1423 duration = cstack[0][0].packets[-1].timestamp + 1.0
1424 print("We will stop after %.1f seconds" % duration,
1427 end = start + duration
1429 print("Replaying traffic for %u conversations over %d seconds"
1430 % (len(conversations), duration))
1434 dns_hammer = DnsHammer(dns_rate, duration)
1435 cstack.append((dns_hammer, None))
1439 # we spawn a batch, wait for finishers, then spawn another
1441 batch_end = min(now + 2.0, end)
1445 c, account = cstack.pop()
1446 if c.start_time + start > batch_end:
1447 cstack.append((c, account))
1451 pid = c.replay_in_fork_with_delay(start, context, account)
1455 fork_time += elapsed
1457 print("forked %s in pid %s (in %fs)" % (c, pid,
1462 print(("forked %d times in %f seconds (avg %f)" %
1463 (fork_n, fork_time, fork_time / fork_n)),
1466 debug(2, "no forks in batch ending %f" % batch_end)
1468 while time.time() < batch_end - 1.0:
1471 pid, status = os.waitpid(-1, os.WNOHANG)
1472 except OSError as e:
1473 if e.errno != 10: # no child processes
1477 c = children.pop(pid, None)
1478 print(("process %d finished conversation %s;"
1480 (pid, c, len(children))), file=sys.stderr)
1482 if time.time() >= end:
1483 print("time to stop", file=sys.stderr)
1487 print("EXCEPTION in parent", file=sys.stderr)
1488 traceback.print_exc()
1490 for s in (15, 15, 9):
1491 print(("killing %d children with -%d" %
1492 (len(children), s)), file=sys.stderr)
1493 for pid in children:
1496 except OSError as e:
1497 if e.errno != 3: # don't fail if it has already died
1500 end = time.time() + 1
1503 pid, status = os.waitpid(-1, os.WNOHANG)
1504 except OSError as e:
1508 c = children.pop(pid, None)
1509 print(("kill -%d %d KILLED conversation %s; "
1511 (s, pid, c, len(children))),
1513 if time.time() >= end:
1521 print("%d children are missing" % len(children),
1524 # there may be stragglers that were forked just as ^C was hit
1525 # and don't appear in the list of children. We can get them
1526 # with killpg, but that will also kill us, so this is^H^H would be
1527 # goodbye, except we cheat and pretend to use ^C (SIG_INTERRUPT),
1528 # so as not to have to fuss around writing signal handlers.
1531 except KeyboardInterrupt:
1532 print("ignoring fake ^C", file=sys.stderr)
1535 def openLdb(host, creds, lp):
1536 session = system_session()
1537 ldb = SamDB(url="ldap://%s" % host,
1538 session_info=session,
1544 def ou_name(ldb, instance_id):
1545 """Generate an ou name from the instance id"""
1546 return "ou=instance-%d,ou=traffic_replay,%s" % (instance_id,
1550 def create_ou(ldb, instance_id):
1551 """Create an ou, all created user and machine accounts will belong to it.
1553 This allows all the created resources to be cleaned up easily.
1555 ou = ou_name(ldb, instance_id)
1557 ldb.add({"dn": ou.split(',', 1)[1],
1558 "objectclass": "organizationalunit"})
1559 except LdbError as e:
1561 # ignore already exists
1566 "objectclass": "organizationalunit"})
1567 except LdbError as e:
1569 # ignore already exists
1575 class ConversationAccounts(object):
1576 """Details of the machine and user accounts associated with a conversation.
1578 def __init__(self, netbios_name, machinepass, username, userpass):
1579 self.netbios_name = netbios_name
1580 self.machinepass = machinepass
1581 self.username = username
1582 self.userpass = userpass
1585 def generate_replay_accounts(ldb, instance_id, number, password):
1586 """Generate a series of unique machine and user account names."""
1588 generate_traffic_accounts(ldb, instance_id, number, password)
1590 for i in range(1, number + 1):
1591 netbios_name = "STGM-%d-%d" % (instance_id, i)
1592 username = "STGU-%d-%d" % (instance_id, i)
1594 account = ConversationAccounts(netbios_name, password, username,
1596 accounts.append(account)
1600 def generate_traffic_accounts(ldb, instance_id, number, password):
1601 """Create the specified number of user and machine accounts.
1603 As accounts are not explicitly deleted between runs. This function starts
1604 with the last account and iterates backwards stopping either when it
1605 finds an already existing account or it has generated all the required
1608 print(("Generating machine and conversation accounts, "
1609 "as required for %d conversations" % number),
1612 for i in range(number, 0, -1):
1614 netbios_name = "STGM-%d-%d" % (instance_id, i)
1615 create_machine_account(ldb, instance_id, netbios_name, password)
1617 except LdbError as e:
1624 print("Added %d new machine accounts" % added,
1628 for i in range(number, 0, -1):
1630 username = "STGU-%d-%d" % (instance_id, i)
1631 create_user_account(ldb, instance_id, username, password)
1633 except LdbError as e:
1641 print("Added %d new user accounts" % added,
1645 def create_machine_account(ldb, instance_id, netbios_name, machinepass):
1646 """Create a machine account via ldap."""
1648 ou = ou_name(ldb, instance_id)
1649 dn = "cn=%s,%s" % (netbios_name, ou)
1651 '"' + machinepass.encode('utf-8') + '"', 'utf-8'
1652 ).encode('utf-16-le')
1656 "objectclass": "computer",
1657 "sAMAccountName": "%s$" % netbios_name,
1658 "userAccountControl":
1659 str(UF_WORKSTATION_TRUST_ACCOUNT | UF_PASSWD_NOTREQD),
1660 "unicodePwd": utf16pw})
1662 duration = end - start
1663 print("%f\t0\tcreate\tmachine\t%f\tTrue\t" % (end, duration))
1666 def create_user_account(ldb, instance_id, username, userpass):
1667 """Create a user account via ldap."""
1668 ou = ou_name(ldb, instance_id)
1669 user_dn = "cn=%s,%s" % (username, ou)
1671 '"' + userpass.encode('utf-8') + '"', 'utf-8'
1672 ).encode('utf-16-le')
1676 "objectclass": "user",
1677 "sAMAccountName": username,
1678 "userAccountControl": str(UF_NORMAL_ACCOUNT),
1679 "unicodePwd": utf16pw
1682 duration = end - start
1683 print("%f\t0\tcreate\tuser\t%f\tTrue\t" % (end, duration))
1686 def create_group(ldb, instance_id, name):
1687 """Create a group via ldap."""
1689 ou = ou_name(ldb, instance_id)
1690 dn = "cn=%s,%s" % (name, ou)
1694 "objectclass": "group",
1697 duration = end - start
1698 print("%f\t0\tcreate\tgroup\t%f\tTrue\t" % (end, duration))
1701 def user_name(instance_id, i):
1702 """Generate a user name based in the instance id"""
1703 return "STGU-%d-%d" % (instance_id, i)
1706 def generate_users(ldb, instance_id, number, password):
1707 """Add users to the server"""
1709 for i in range(number, 0, -1):
1711 username = user_name(instance_id, i)
1712 create_user_account(ldb, instance_id, username, password)
1714 except LdbError as e:
1716 # Stop if entry exists
1725 def group_name(instance_id, i):
1726 """Generate a group name from instance id."""
1727 return "STGG-%d-%d" % (instance_id, i)
1730 def generate_groups(ldb, instance_id, number):
1731 """Create the required number of groups on the server."""
1733 for i in range(number, 0, -1):
1735 name = group_name(instance_id, i)
1736 create_group(ldb, instance_id, name)
1738 except LdbError as e:
1740 # Stop if entry exists
1748 def clean_up_accounts(ldb, instance_id):
1749 """Remove the created accounts and groups from the server."""
1750 ou = ou_name(ldb, instance_id)
1752 ldb.delete(ou, ["tree_delete:1"])
1753 except LdbError as e:
1755 # ignore does not exist
1760 def generate_users_and_groups(ldb, instance_id, password,
1761 number_of_users, number_of_groups,
1763 """Generate the required users and groups, allocating the users to
1768 create_ou(ldb, instance_id)
1770 print("Generating dummy user accounts", file=sys.stderr)
1771 users_added = generate_users(ldb, instance_id, number_of_users, password)
1773 if number_of_groups > 0:
1774 print("Generating dummy groups", file=sys.stderr)
1775 groups_added = generate_groups(ldb, instance_id, number_of_groups)
1777 if group_memberships > 0:
1778 print("Assigning users to groups", file=sys.stderr)
1779 assignments = assign_groups(number_of_groups,
1784 print("Adding users to groups", file=sys.stderr)
1785 add_users_to_groups(ldb, instance_id, assignments)
1787 if (groups_added > 0 and users_added == 0 and
1788 number_of_groups != groups_added):
1789 print("Warning: the added groups will contain no members",
1792 print(("Added %d users, %d groups and %d group memberships" %
1793 (users_added, groups_added, len(assignments))),
1797 def assign_groups(number_of_groups,
1802 """Allocate users to groups.
1804 The intention is to have a few users that belong to most groups, while
1805 the majority of users belong to a few groups.
1807 A few groups will contain most users, with the remaining only having a
1811 def generate_user_distribution(n):
1812 """Probability distribution of a user belonging to a group.
1815 for x in range(1, n + 1):
1820 def generate_group_distribution(n):
1821 """Probability distribution of a group containing a user."""
1823 for x in range(1, n + 1):
1829 if group_memberships <= 0:
1832 group_dist = generate_group_distribution(number_of_groups)
1833 user_dist = generate_user_distribution(number_of_users)
1835 # Calculate the number of group menberships required
1836 group_memberships = math.ceil(
1837 float(group_memberships) *
1838 (float(users_added) / float(number_of_users)))
1840 existing_users = number_of_users - users_added - 1
1841 existing_groups = number_of_groups - groups_added - 1
1842 while len(assignments) < group_memberships:
1843 user = random.randint(0, number_of_users - 1)
1844 group = random.randint(0, number_of_groups - 1)
1845 probability = group_dist[group] * user_dist[user]
1847 if ((random.random() < probability * 10000) and
1848 (group > existing_groups or user > existing_users)):
1849 # the + 1 converts the array index to the corresponding
1850 # group or user number
1851 assignments.add(((user + 1), (group + 1)))
1856 def add_users_to_groups(db, instance_id, assignments):
1857 """Add users to their assigned groups.
1859 Takes the list of (group,user) tuples generated by assign_groups and
1860 assign the users to their specified groups."""
1862 ou = ou_name(db, instance_id)
1865 return("cn=%s,%s" % (name, ou))
1867 for (user, group) in assignments:
1868 user_dn = build_dn(user_name(instance_id, user))
1869 group_dn = build_dn(group_name(instance_id, group))
1872 m.dn = ldb.Dn(db, group_dn)
1873 m["member"] = ldb.MessageElement(user_dn, ldb.FLAG_MOD_ADD, "member")
1877 duration = end - start
1878 print("%f\t0\tadd\tuser\t%f\tTrue\t" % (end, duration))
1881 def generate_stats(statsdir, timing_file):
1882 """Generate and print the summary stats for a run."""
1883 first = sys.float_info.max
1889 unique_converations = set()
1892 if timing_file is not None:
1893 tw = timing_file.write
1898 tw("time\tconv\tprotocol\ttype\tduration\tsuccessful\terror\n")
1900 for filename in os.listdir(statsdir):
1901 path = os.path.join(statsdir, filename)
1902 with open(path, 'r') as f:
1905 fields = line.rstrip('\n').split('\t')
1906 conversation = fields[1]
1907 protocol = fields[2]
1908 packet_type = fields[3]
1909 latency = float(fields[4])
1910 first = min(float(fields[0]) - latency, first)
1911 last = max(float(fields[0]), last)
1913 if protocol not in latencies:
1914 latencies[protocol] = {}
1915 if packet_type not in latencies[protocol]:
1916 latencies[protocol][packet_type] = []
1918 latencies[protocol][packet_type].append(latency)
1920 if protocol not in failures:
1921 failures[protocol] = {}
1922 if packet_type not in failures[protocol]:
1923 failures[protocol][packet_type] = 0
1925 if fields[5] == 'True':
1929 failures[protocol][packet_type] += 1
1931 if conversation not in unique_converations:
1932 unique_converations.add(conversation)
1936 except (ValueError, IndexError):
1937 # not a valid line print and ignore
1938 print(line, file=sys.stderr)
1940 duration = last - first
1944 success_rate = successful / duration
1948 failure_rate = failed / duration
1950 # print the stats in more human-readable format when stdout is going to the
1951 # console (as opposed to being redirected to a file)
1952 if sys.stdout.isatty():
1953 print("Total conversations: %10d" % conversations)
1954 print("Successful operations: %10d (%.3f per second)"
1955 % (successful, success_rate))
1956 print("Failed operations: %10d (%.3f per second)"
1957 % (failed, failure_rate))
1959 print("(%d, %d, %d, %.3f, %.3f)" %
1960 (conversations, successful, failed, success_rate, failure_rate))
1962 if sys.stdout.isatty():
1963 print("Protocol Op Code Description "
1964 " Count Failed Mean Median "
1967 print("proto\top_code\tdesc\tcount\tfailed\tmean\tmedian\t95%\trange"
1969 protocols = sorted(latencies.keys())
1970 for protocol in protocols:
1971 packet_types = sorted(latencies[protocol], key=opcode_key)
1972 for packet_type in packet_types:
1973 values = latencies[protocol][packet_type]
1974 values = sorted(values)
1976 failed = failures[protocol][packet_type]
1977 mean = sum(values) / count
1978 median = calc_percentile(values, 0.50)
1979 percentile = calc_percentile(values, 0.95)
1980 rng = values[-1] - values[0]
1982 desc = OP_DESCRIPTIONS.get((protocol, packet_type), '')
1983 if sys.stdout.isatty:
1984 print("%-12s %4s %-35s %12d %12d %12.6f "
1985 "%12.6f %12.6f %12.6f %12.6f"
1997 print("%s\t%s\t%s\t%d\t%d\t%f\t%f\t%f\t%f\t%f"
2011 """Sort key for the operation code to ensure that it sorts numerically"""
2013 return "%03d" % int(v)
2018 def calc_percentile(values, percentile):
2019 """Calculate the specified percentile from the list of values.
2021 Assumes the list is sorted in ascending order.
2026 k = (len(values) - 1) * percentile
2030 return values[int(k)]
2031 d0 = values[int(f)] * (c - k)
2032 d1 = values[int(c)] * (k - f)
2036 def mk_masked_dir(*path):
2037 """In a testenv we end up with 0777 diectories that look an alarming
2038 green colour with ls. Use umask to avoid that."""
2039 d = os.path.join(*path)
2040 mask = os.umask(0o077)