83 lines
4.4 KiB
Python
83 lines
4.4 KiB
Python
#!/usr/bin/env python
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# -*- coding: utf-8 -*-
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import logging
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from redis import StrictRedis
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from .libs.helpers import set_running, unset_running, get_socket_path, load_config_files
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from datetime import date
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from ipaddress import ip_network
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from pathlib import Path
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class Ranking():
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def __init__(self, config_dir: Path=None, loglevel: int=logging.DEBUG):
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self.__init_logger(loglevel)
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self.storage = StrictRedis(unix_socket_path=get_socket_path('storage'), decode_responses=True)
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self.ranking = StrictRedis(unix_socket_path=get_socket_path('storage'), db=1, decode_responses=True)
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self.asn_meta = StrictRedis(unix_socket_path=get_socket_path('storage'), db=2, decode_responses=True)
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self.config_files = load_config_files(config_dir)
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def __init_logger(self, loglevel):
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self.logger = logging.getLogger(f'{self.__class__.__name__}')
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self.logger.setLevel(loglevel)
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def compute(self):
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self.logger.info('Start ranking')
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set_running(self.__class__.__name__)
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today = date.today().isoformat()
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v4_last, v6_last = self.asn_meta.mget('v4|last', 'v6|last')
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if not v4_last or not v6_last:
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'''Failsafe if asn_meta has not been populated yet'''
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unset_running(self.__class__.__name__)
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return
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asns_aggregation_key_v4 = f'{today}|asns|v4'
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asns_aggregation_key_v6 = f'{today}|asns|v6'
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to_delete = set([asns_aggregation_key_v4, asns_aggregation_key_v6])
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r_pipeline = self.ranking.pipeline()
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for source in self.storage.smembers(f'{today}|sources'):
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self.logger.info(f'{today} - Ranking source: {source}')
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source_aggregation_key_v4 = f'{today}|{source}|asns|v4'
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source_aggregation_key_v6 = f'{today}|{source}|asns|v6'
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to_delete.update([source_aggregation_key_v4, source_aggregation_key_v6])
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for asn in self.storage.smembers(f'{today}|{source}'):
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prefixes_aggregation_key_v4 = f'{today}|{asn}|v4'
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prefixes_aggregation_key_v6 = f'{today}|{asn}|v6'
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to_delete.update([prefixes_aggregation_key_v4, prefixes_aggregation_key_v6])
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if asn == '0':
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# Default ASN when no matches. Probably spoofed.
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continue
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self.logger.debug(f'{today} - Ranking source: {source} / ASN: {asn}')
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asn_rank_v4 = 0.0
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asn_rank_v6 = 0.0
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for prefix in self.storage.smembers(f'{today}|{source}|{asn}'):
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ips = set([ip_ts.split('|')[0]
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for ip_ts in self.storage.smembers(f'{today}|{source}|{asn}|{prefix}')])
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py_prefix = ip_network(prefix)
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prefix_rank = float(len(ips)) / py_prefix.num_addresses
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r_pipeline.zadd(f'{today}|{source}|{asn}|v{py_prefix.version}|prefixes', prefix_rank, prefix)
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if py_prefix.version == 4:
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asn_rank_v4 += len(ips) * self.config_files[source]['impact']
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r_pipeline.zincrby(prefixes_aggregation_key_v4, prefix, prefix_rank * self.config_files[source]['impact'])
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else:
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asn_rank_v6 += len(ips) * self.config_files[source]['impact']
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r_pipeline.zincrby(prefixes_aggregation_key_v6, prefix, prefix_rank * self.config_files[source]['impact'])
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v4count, v6count = self.asn_meta.mget(f'{v4_last}|{asn}|v4|ipcount', f'{v6_last}|{asn}|v6|ipcount')
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if v4count:
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asn_rank_v4 /= float(v4count)
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if asn_rank_v4:
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r_pipeline.set(f'{today}|{source}|{asn}|v4', asn_rank_v4)
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r_pipeline.zincrby(asns_aggregation_key_v4, asn, asn_rank_v4)
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r_pipeline.zadd(source_aggregation_key_v4, asn_rank_v4, asn)
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if v6count:
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asn_rank_v6 /= float(v6count)
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if asn_rank_v6:
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r_pipeline.set(f'{today}|{source}|{asn}|v6', asn_rank_v6)
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r_pipeline.zincrby(asns_aggregation_key_v6, asn, asn_rank_v6)
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r_pipeline.zadd(source_aggregation_key_v6, asn_rank_v4, asn)
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self.ranking.delete(*to_delete)
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r_pipeline.execute()
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unset_running(self.__class__.__name__)
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self.logger.info('Ranking done.')
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