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- from random import choice
- from Core import Statistics
- from ID2TLib.IPv4 import IPAddress
- is_ipv4 = IPAddress.is_ipv4
- class PcapAddressOperations():
- def __init__(self, statistics: Statistics, uncertain_ip_mult: int=3):
- """
- Initializes a pcap information extractor that uses the provided statistics for its operations.
- :param statistics: The statistics of the pcap file
- :param uncertain_ip_mult: the mutliplier to create new address space when the remaining observed space has been drained
- """
- self.statistics = statistics
- self.UNCERTAIN_IPSPACE_MULTIPLIER = uncertain_ip_mult
- stat_result = self.statistics.process_db_query("most_used(macAddress)", print_results=False)
- if isinstance(stat_result, list):
- self.probable_router_mac = choice(stat_result)
- else:
- self.probable_router_mac = stat_result
- self._init_ipaddress_ops()
- def get_probable_router_mac(self):
- """
- Returns the most probable router MAC address based on the most used MAC address in the statistics.
- :return: the MAC address
- """
- return self.probable_router_mac
- def pcap_contains_priv_ips(self):
- """
- Returns if the provided traffic contains private IPs.
- :return: True if the provided traffic contains private IPs, otherwise False
- """
- return self.contains_priv_ips
- def get_local_address_range(self):
- """
- Returns a tuple with the start and end of the observed local IP range.
- :return: The IP range as tuple
- """
- return str(self.min_local_ip), str(self.max_local_ip)
- def get_count_rem_local_ips(self):
- """
- Returns the number of local IPs in the pcap file that have not aldready been returned by get_existing_local_ips.
- :return: the not yet assigned local IPs
- """
- return len(self.remaining_local_ips)
- def get_existing_local_ips(self, count: int=1):
- """
- Returns the given number of local IPs that are existent in the pcap file.
- :param count: the number of local IPs to return
- :return: the chosen local IPs
- """
- if count > len(self.remaining_local_ips):
- print("Warning: There are no more {} local IPs in the .pcap file. Returning all remaining local IPs.".format(count))
- total = min(len(self.remaining_local_ips), count)
- retr_local_ips = []
- local_ips = self.remaining_local_ips
- for _ in range(0, total):
- random_local_ip = choice(sorted(local_ips))
- retr_local_ips.append(str(random_local_ip))
- local_ips.remove(random_local_ip)
- return retr_local_ips
- def get_new_local_ips(self, count: int=1):
- """
- Returns in the pcap not existent local IPs that are in proximity of the observed local IPs. IPs can be returned
- that are either between the minimum and maximum observed IP and are therefore considered certain
- or that are above the observed maximum address, are more likely to not belong to the local network
- and are therefore considered uncertain.
- :param count: the number of new local IPs to return
- :return: the newly created local IP addresses
- """
- # add more unused local ips to the pool, if needed
- while len(self.unused_local_ips) < count and self.expand_unused_local_ips() == True:
- pass
- unused_local_ips = self.unused_local_ips
- uncertain_local_ips = self.uncertain_local_ips
- count_certain = min(count, len(unused_local_ips))
- retr_local_ips = []
- for _ in range(0, count_certain):
- random_local_ip = choice(sorted(unused_local_ips))
- retr_local_ips.append(str(random_local_ip))
- unused_local_ips.remove(random_local_ip)
- # retrieve uncertain local ips
- if count_certain < count:
- count_uncertain = count - count_certain
- # check if new uncertain IPs have to be created
- if len(uncertain_local_ips) < count_uncertain:
- ipspace_multiplier = self.UNCERTAIN_IPSPACE_MULTIPLIER
- max_new_ip = self.max_uncertain_local_ip.to_int() + ipspace_multiplier * count_uncertain
- count_new_ips = max_new_ip - self.max_uncertain_local_ip.to_int()
- # create ipspace_multiplier * count_uncertain new uncertain local IP addresses
- last_gen_ip = None
- for i in range(1, count_new_ips + 1):
- ip = IPAddress.from_int(self.max_uncertain_local_ip.to_int() + i)
- # exclude the definite broadcast address
- if self.priv_ip_segment:
- if ip.to_int() >= self.priv_ip_segment.last_address().to_int():
- break
- uncertain_local_ips.add(ip)
- last_gen_ip = ip
- self.max_uncertain_local_ip = last_gen_ip
- # choose the uncertain IPs to return
- total_uncertain = min(count_uncertain, len(uncertain_local_ips))
- for _ in range(0, total_uncertain):
- random_local_ip = IPAddress.parse("1.1.1.1")
- while not random_local_ip.is_private():
- random_local_ip = choice(sorted(uncertain_local_ips))
- retr_local_ips.append(str(random_local_ip))
- uncertain_local_ips.remove(random_local_ip)
-
- return retr_local_ips
- def get_existing_external_ips(self, count: int=1):
- """
- Returns the given number of external IPs that are existent in the pcap file.
- :param count: the number of external IPs to return
- :return: the chosen external IPs
- """
- if not (len(self.external_ips) > 0):
- print("Warning: .pcap does not contain any external ips.")
- return []
- total = min(len(self.remaining_external_ips), count)
- retr_external_ips = []
- external_ips = self.remaining_external_ips
- for _ in range(0, total):
- random_external_ip = choice(sorted(external_ips))
- retr_external_ips.append(str(random_external_ip))
- external_ips.remove(random_external_ip)
- return retr_external_ips
- def _init_ipaddress_ops(self):
- """
- Load and process data needed to perform functions on the IP addresses contained in the statistics
- """
- # retrieve local and external IPs
- all_ips_str = set(self.statistics.process_db_query("all(ipAddress)", print_results=False))
- external_ips_str = set(self.statistics.process_db_query("ipAddress(macAddress=%s)" % self.get_probable_router_mac(), print_results=False)) # including router
- local_ips_str = all_ips_str - external_ips_str
- external_ips = set()
- local_ips = set()
- self.contains_priv_ips = False
- self.priv_ip_segment = None
- # convert local IP strings to IPv4.IPAddress representation
- for ip in local_ips_str:
- if is_ipv4(ip):
- ip = IPAddress.parse(ip)
- if ip.is_private() and not self.contains_priv_ips:
- self.contains_priv_ips = True
- self.priv_ip_segment = ip.get_private_segment()
- # exclude local broadcast address and other special addresses
- if (not str(ip) == "255.255.255.255") and (not ip.is_localhost()) and (not ip.is_multicast()) and (not ip.is_reserved()) and (not ip.is_zero_conf()):
- local_ips.add(ip)
- # convert external IP strings to IPv4.IPAddress representation
- for ip in external_ips_str:
- if is_ipv4(ip):
- ip = IPAddress.parse(ip)
- # if router MAC can definitely be mapped to local/private IP, add it to local_ips (because at first it is stored in external_ips, see above)
- # this depends on whether the local network is identified by a private IP address range or not.
- if ip.is_private():
- local_ips.add(ip)
- # exclude local broadcast address and other special addresses
- elif (not str(ip) == "255.255.255.255") and (not ip.is_localhost()) and (not ip.is_multicast()) and (not ip.is_reserved()) and (not ip.is_zero_conf()):
- external_ips.add(ip)
- # save the certain unused local IPs of the network
- # to do that, divide the unused local Addressspace into chunks of (chunks_size) Addresses
- # initally only the first chunk will be used, but more chunks can be added to the pool of unused_local_ips if needed
- self.min_local_ip, self.max_local_ip = min(local_ips), max(local_ips)
- local_ip_range = (self.max_local_ip.to_int()) - (self.min_local_ip.to_int() + 1)
- if local_ip_range < 0:
- # for min,max pairs like (1,1), (1,2) there is no free address in between, but for (1,1) local_ip_range may be -1, because 1-(1+1)=-1
- local_ip_range = 0
- # chunk size can be adjusted if needed
- self.chunk_size = 200
- self.current_chunk = 1
- if local_ip_range < self.chunk_size:
- # there are not more than chunk_size unused IP Addresses to begin with
- self.chunks = 0
- self.chunk_remainder = local_ip_range
- else:
- # determine how many chunks of (chunk_size) Addresses there are and the save the remainder
- self.chunks = local_ip_range // self.chunk_size
- self.chunk_remainder = local_ip_range % self.chunk_size
- # add the first chunk of IP Addresses
- self.unused_local_ips = set()
- self.expand_unused_local_ips()
- # save the gathered information for efficient later use
- self.external_ips = frozenset(external_ips)
- self.remaining_external_ips = external_ips
- self.max_uncertain_local_ip = self.max_local_ip
- self.local_ips = frozenset(local_ips)
- self.remaining_local_ips = local_ips
- self.uncertain_local_ips = set()
- def expand_unused_local_ips(self):
- """
- expands the set of unused_local_ips by one chunk_size
- to illustrate this algorithm: suppose we have a chunksize of 100 and an Address space of 1 to 1000 (1 and 1000 are unused too), we then have 10 chunks
- every time this method is called, one chunk (100 Addresses) is added, each chunk starts at the base_address + the number of its chunk
- then, every chunk_amounth'th Address is added. Therefore for 10 chunks, every 10th address is added
- For the above example for the first, second and last call, we get the following IPs, respectively:
- first Call: 1+0, 1+10, 1+20, 1+30, ..., 1+990
- second Call: 2+0, 2+10, 2+20, 2+30, ..., 2+990
- ten'th Call: 10+0, 10+10, 10+20, 10+30, ..., 10+990
- :return: False if there are no more available unusd local IP Addresses, True otherwise
- """
- if self.current_chunk == self.chunks+1:
- # all chunks are used up, therefore add the remainder
- remainder_base_addr = self.min_local_ip.to_int() + self.chunks*self.chunk_size + 1
- for i in range(0,self.chunk_remainder):
- ip = IPAddress.from_int(remainder_base_addr + i)
- self.unused_local_ips.add(ip)
- self.current_chunk = self.current_chunk + 1
- return True
- elif self.current_chunk <= self.chunks:
- # add another chunk
- # choose IPs from the whole address space, that is available
- base_address = self.min_local_ip.to_int() + self.current_chunk
- for i in range(0,self.chunk_size):
- ip = IPAddress.from_int(base_address + i*self.chunks)
- self.unused_local_ips.add(ip)
- self.current_chunk = self.current_chunk + 1
- return True
- else:
- # no free IPs remaining
- return False
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