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csv2dat.py
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csv2dat.py
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#!/usr/bin/env python
import sys
import logging
import logging.handlers
import optparse
import csv
import fileinput
import itertools
import struct
import time
from functools import partial
import ipaddr
import pygeoip
cc_idx = dict((cc.lower(), i) for i,cc in enumerate(pygeoip.const.COUNTRY_CODES))
cc_idx['--'] = cc_idx['']
cc_idx['cw'] = cc_idx['an'] #netherlands antilles / curacao
cc_idx['uk'] = cc_idx['gb'] #uk / great britain
cc_idx['sx'] = cc_idx['fx'] #st. martin?
def init_logger(opts):
level = logging.INFO
handler = logging.StreamHandler()
#handler = logging.handlers.SysLogHandler(address='/dev/log')
if opts.debug:
level = logging.DEBUG
handler = logging.StreamHandler()
root = logging.getLogger()
root.setLevel(level)
root.addHandler(handler)
def parse_args(argv):
if argv is None:
argv = sys.argv[1:]
p = optparse.OptionParser()
cmdlist = []
for cmd, (f, usage) in sorted(cmds.iteritems()):
cmdlist.append('%-8s\t%%prog %s' % (cmd, usage))
cmdlist = '\n '.join(cmdlist)
p.usage = '%%prog [options] <cmd> <arg>+\n\nExamples:\n %s' % cmdlist
p.add_option('-d', '--debug', action='store_true',
default=False, help="debug mode")
p.add_option('-g', '--geoip', action='store_true',
default=False, help='test with C GeoIP module')
p.add_option('-w', '--write-dat', help='write filename.dat')
p.add_option('-l', '--locations', help='city locations csv')
opts, args = p.parse_args(argv)
#sanity check
if not args or args[0] not in cmds:
p.error('missing command. choose from: %s' % ' '.join(sorted(cmds)))
return opts, args
def test_dbs(opts, args):
"""test reference.dat and test.dat against a list of IPs and print any differences"""
ref_file, tst_file = args[:2]
gi_ref = pygeoip.GeoIP(ref_file, pygeoip.MEMORY_CACHE)
gi_tst = pygeoip.GeoIP(tst_file, pygeoip.MEMORY_CACHE)
dbtype = gi_ref._databaseType
if gi_ref._databaseType != gi_tst._databaseType:
print "error: database types don't match"
exit(1)
if opts.geoip:
import GeoIP
logging.debug('using GeoIP module')
gi_ref = GeoIP.open(ref_file, pygeoip.MEMORY_CACHE)
gi_tst = GeoIP.open(test_file, pygeoip.MEMORY_CACHE)
else:
logging.debug('using pygeoip module')
isequal = lambda lhs, rhs: lhs == rhs
if dbtype in (pygeoip.const.ASNUM_EDITION, pygeoip.const.ASNUM_EDITION_V6,
pygeoip.const.ISP_EDITION, pygeoip.const.ORG_EDITION):
get_ref = gi_ref.org_by_addr
get_tst = gi_tst.org_by_addr
elif dbtype in (pygeoip.const.CITY_EDITION_REV1, pygeoip.const.CITY_EDITION_REV1_V6):
get_ref = gi_ref.record_by_addr
get_tst = gi_tst.record_by_addr
def isequal(lhs, rhs):
if lhs and rhs:
#Python's float rounding makes these unpredictable,
#so just stomp them to ints as a sanity check.
for k in ('latitude', 'longitude'):
lhs[k] = int(lhs[k])
rhs[k] = int(rhs[k])
return lhs == rhs
elif dbtype in (pygeoip.const.COUNTRY_EDITION, pygeoip.const.COUNTRY_EDITION_V6):
get_ref = gi_ref.country_code_by_addr
get_tst = gi_tst.country_code_by_addr
else:
print "error: unknown database type"
exit(1)
ok = bad = 0
for ip in fileinput.input(args[2:]):
ip = ip.strip()
ref = get_ref(ip)
tst = get_tst(ip)
if not isequal(ref, tst):
print ip, ref, tst
bad += 1
else:
ok += 1
print 'ok:', ok, 'bad:', bad
test_dbs.usage = 'test reference.dat test.dat ips.txt'
def gen_csv(f):
"""peek at rows from a csv and start yielding when we get past the comments
to a row that starts with an int"""
def startswith_int(row):
try:
int(row[0][0])
return True
except (ValueError, IndexError):
return False
cr = csv.reader(f)
return itertools.dropwhile(lambda x: not startswith_int(x), cr)
def flatten_city(opts, args):
"""flatten MM blocks and locations CSVs into one file for easier editing"""
id_loc = dict((row[0], row[1:]) for row in gen_csv(open(opts.locations)))
cw = csv.writer(sys.stdout, lineterminator='\n')
for row in gen_csv(fileinput.input(args)):
row[-1:] = id_loc[row[-1]]
cw.writerow(row)
flatten_city.usage = '-l GeoLiteCity-Location.csv flat GeoLiteCity-Blocks.csv > flatcity.csv'
class RadixTreeNode(object):
__slots__ = ['segment', 'lhs', 'rhs']
def __init__(self, segment):
self.segment = segment
self.lhs = None
self.rhs = None
class RadixTree(object):
def __init__(self, debug=False):
self.debug = debug
self.netcount = 0
self.segments = [RadixTreeNode(0)]
self.data_offsets = {}
self.data_segments = []
self.cur_offset = 1
def __setitem__(self, net, data):
self.netcount += 1
inet = int(net)
node = self.segments[0]
for depth in range(self.seek_depth, self.seek_depth - (net.prefixlen-1), -1):
if inet & (1 << depth):
if not node.rhs:
node.rhs = RadixTreeNode(len(self.segments))
self.segments.append(node.rhs)
node = node.rhs
else:
if not node.lhs:
node.lhs = RadixTreeNode(len(self.segments))
self.segments.append(node.lhs)
node = node.lhs
if not data in self.data_offsets:
self.data_offsets[data] = self.cur_offset
enc_data = self.encode(*data)
self.data_segments.append(enc_data)
self.cur_offset += (len(enc_data))
if self.debug:
#store net after data for easier debugging
data = data, net
if inet & (1 << self.seek_depth - (net.prefixlen-1)):
node.rhs = data
else:
node.lhs = data
def gen_nets(self, opts, args):
raise NotImplementedError
def load(self, opts, args):
for nets, data in self.gen_nets(opts, args):
for net in nets:
self[net] = data
def dump_node(self, node):
if not node:
#empty leaf
return '--'
elif isinstance(node, RadixTreeNode):
#internal node
return node.segment
else:
#data leaf
data = node[0] if self.debug else node
return '%d %s' % (len(self.segments) + self.data_offsets[data], node)
def dump(self):
for node in self.segments:
print node.segment, [self.dump_node(node.lhs), self.dump_node(node.rhs)]
def encode(self, *args):
raise NotImplementedError
def encode_rec(self, rec, reclen):
"""encode rec as 4-byte little-endian int, then truncate it to reclen"""
assert(reclen <= 4)
return struct.pack('<I', rec)[:reclen]
def serialize_node(self, node):
if not node:
#empty leaf
rec = len(self.segments)
elif isinstance(node, RadixTreeNode):
#internal node
rec = node.segment
else:
#data leaf
data = node[0] if self.debug else node
rec = len(self.segments) + self.data_offsets[data]
return self.encode_rec(rec, self.reclen)
def serialize(self, f):
if len(self.segments) >= 2 ** (8 * self.segreclen):
logging.warning('too many segments for final segment record size!')
for node in self.segments:
f.write(self.serialize_node(node.lhs))
f.write(self.serialize_node(node.rhs))
f.write(chr(42)) #So long, and thanks for all the fish!
f.write(''.join(self.data_segments))
f.write('csv2dat.py') #.dat file comment - can be anything
f.write(chr(0xFF) * 3)
f.write(chr(self.edition))
f.write(self.encode_rec(len(self.segments), self.segreclen))
class ASNRadixTree(RadixTree):
usage = '-w mmasn.dat mmasn GeoIPASNum2.csv'
cmd = 'mmasn'
seek_depth = 31
edition = pygeoip.const.ASNUM_EDITION
reclen = pygeoip.const.STANDARD_RECORD_LENGTH
segreclen = pygeoip.const.SEGMENT_RECORD_LENGTH
def gen_nets(self, opts, args):
for lo, hi, asn in gen_csv(fileinput.input(args)):
lo, hi = ipaddr.IPAddress(int(lo)), ipaddr.IPAddress(int(hi))
nets = ipaddr.summarize_address_range(lo, hi)
yield nets, (asn,)
def encode(self, data):
return data + '\0'
class ASNv6RadixTree(ASNRadixTree):
usage = '-w mmasn6.dat mmasn6 GeoIPASNum2v6.csv'
cmd = 'mmasn6'
seek_depth = 127
edition = pygeoip.const.ASNUM_EDITION_V6
reclen = pygeoip.const.STANDARD_RECORD_LENGTH
segreclen = pygeoip.const.SEGMENT_RECORD_LENGTH
def gen_nets(self, opts, args):
for _, _, lo, hi, asn in gen_csv(fileinput.input(args)):
lo, hi = ipaddr.IPAddress(int(lo)), ipaddr.IPAddress(int(hi))
nets = ipaddr.summarize_address_range(lo, hi)
yield nets, (asn,)
class ISPRadixTree(ASNRadixTree):
usage = '-w mmisp.dat mmisp GeoIPISP.csv'
cmd = 'mmisp'
seek_depth = 31
edition = pygeoip.const.ISP_EDITION
reclen = pygeoip.const.ORG_RECORD_LENGTH
segreclen = pygeoip.const.SEGMENT_RECORD_LENGTH
class OrgRadixTree(ASNRadixTree):
usage = '-w mmorg.dat mmorg GeoIPOrg.csv'
cmd = 'mmorg'
seek_depth = 31
edition = pygeoip.const.ORG_EDITION
reclen = pygeoip.const.ORG_RECORD_LENGTH
segreclen = pygeoip.const.SEGMENT_RECORD_LENGTH
class CityRev1RadixTree(RadixTree):
usage = '-w mmcity.dat [-l GeoLiteCity-Location.csv] mmcity GeoLiteCity-Blocks.csv'
cmd = 'mmcity'
seek_depth = 31
edition = pygeoip.const.CITY_EDITION_REV1
reclen = pygeoip.const.STANDARD_RECORD_LENGTH
segreclen = pygeoip.const.SEGMENT_RECORD_LENGTH
def gen_nets(self, opts, args):
id_loc = None
if opts.locations:
id_loc = dict((row[0], row[1:]) for row in gen_csv(open(opts.locations)))
for row in gen_csv(fileinput.input(args)):
lo, hi = row[:2]
loc = row[2:]
if id_loc:
loc = id_loc[loc[0]]
lo, hi = ipaddr.IPAddress(int(lo)), ipaddr.IPAddress(int(hi))
nets = ipaddr.summarize_address_range(lo, hi)
yield nets, tuple(loc)
def encode(self, country, region, city, postal_code, lat, lon, metro_code, area_code):
def str2num(num, ntype):
return ntype(num) if num else ntype(0)
country = country.lower()
lat, lon = round(str2num(lat, float), 4), round(str2num(lon, float), 4)
metro_code, area_code = str2num(metro_code, int), str2num(area_code, int)
buf = []
try:
buf.append(chr(cc_idx[country]))
except KeyError:
logging.warning("'%s': missing country. update pygeoip.const.COUNTRY_CODES?", country)
buf.append(chr(cc_idx['']))
buf.append('\0'.join((region, city, postal_code)))
buf.append('\0')
buf.append(self.encode_rec(int((lat + 180) * 10000), 3))
buf.append(self.encode_rec(int((lon + 180) * 10000), 3))
if (metro_code or area_code) and country == 'us':
buf.append(self.encode_rec(metro_code * 1000 + area_code, 3))
else:
buf.append('\0\0\0')
return ''.join(buf)
class CityRev1v6RadixTree(CityRev1RadixTree):
usage = '-w mmcity6.dat mmcity6 GeoLiteCityv6.csv'
cmd = 'mmcity6'
seek_depth = 127
edition = pygeoip.const.CITY_EDITION_REV1
reclen = pygeoip.const.STANDARD_RECORD_LENGTH
segreclen = pygeoip.const.SEGMENT_RECORD_LENGTH
def gen_nets(self, opts, args):
for row in gen_csv(fileinput.input(args)):
lo, hi = row[2:4]
lo, hi = ipaddr.IPAddress(int(lo)), ipaddr.IPAddress(int(hi))
nets = ipaddr.summarize_address_range(lo, hi)
#v6 postal_code is after lat/lon instead of before like v4
country, region, city, lat, lon, postal_code, metro_code, area_code = row[4:]
yield nets, (country, region, city, postal_code, lat, lon, metro_code, area_code)
class CountryRadixTree(RadixTree):
usage = '-w mmcountry.dat mmcountry GeoIPCountryWhois.csv'
cmd = 'mmcountry'
seek_depth = 31
edition = pygeoip.const.COUNTRY_EDITION
reclen = pygeoip.const.STANDARD_RECORD_LENGTH
segreclen = pygeoip.const.SEGMENT_RECORD_LENGTH
def gen_nets(self, opts, args):
for _, _, lo, hi, cc, _ in gen_csv(fileinput.input(args)):
lo, hi = ipaddr.IPAddress(int(lo)), ipaddr.IPAddress(int(hi))
nets = ipaddr.summarize_address_range(lo, hi)
yield nets, (cc,)
def encode(self, cc):
#unused
return ''
def serialize_node(self, node):
if not node:
#empty leaf
rec = pygeoip.const.COUNTRY_BEGIN
elif isinstance(node, RadixTreeNode):
#internal node
rec = node.segment
else:
#data leaf
data = node[0] if self.debug else node
cc = data[0]
try:
offset = cc_idx[cc.lower()]
except KeyError:
logging.warning("'%s': missing country. update pygeoip.const.COUNTRY_CODES?", cc)
offset = 0
#data leaves directly encode cc index as an offset
rec = pygeoip.const.COUNTRY_BEGIN + offset
return self.encode_rec(rec, self.reclen)
def serialize(self, f):
for node in self.segments:
f.write(self.serialize_node(node.lhs))
f.write(self.serialize_node(node.rhs))
f.write(chr(0x00) * 3)
f.write('csv2dat.py') #.dat file comment - can be anything
f.write(chr(0xFF) * 3)
f.write(chr(self.edition))
f.write(self.encode_rec(len(self.segments), self.segreclen))
class Countryv6RadixTree(CountryRadixTree):
usage = '-w mmcountry6.dat mmcountry6 GeoIPv6.csv'
cmd = 'mmcountry6'
seek_depth = 127
edition = pygeoip.const.COUNTRY_EDITION_V6
reclen = pygeoip.const.STANDARD_RECORD_LENGTH
segreclen = pygeoip.const.SEGMENT_RECORD_LENGTH
def gen_nets(self, opts, args):
for row in gen_csv(fileinput.input(args)):
#handle weird space before quote problems
lo, hi, cc = [x.strip(' "') for x in row[2:5]]
lo, hi = ipaddr.IPAddress(int(lo)), ipaddr.IPAddress(int(hi))
nets = ipaddr.summarize_address_range(lo, hi)
yield nets, (cc,)
def build_dat(RTree, opts, args):
tstart = time.time()
r = RTree(debug=opts.debug)
r.load(opts, args)
if opts.debug:
r.dump()
with open(opts.write_dat, 'wb') as f:
r.serialize(f)
tstop = time.time()
print 'wrote %d-node trie with %d networks (%d distinct labels) in %d seconds' % (
len(r.segments), r.netcount, len(r.data_offsets), tstop - tstart)
rtrees = [
ASNRadixTree, ASNv6RadixTree,
CityRev1RadixTree, CityRev1v6RadixTree,
CountryRadixTree, Countryv6RadixTree,
ISPRadixTree, OrgRadixTree,
]
cmds = dict((rtree.cmd, (partial(build_dat, rtree), rtree.usage)) for rtree in rtrees)
cmds['flat'] = (flatten_city, flatten_city.usage)
cmds['test'] = (test_dbs, test_dbs.usage)
def main(argv=None):
global opts
opts, args = parse_args(argv)
init_logger(opts)
logging.debug(opts)
logging.debug(args)
cmd = args.pop(0)
cmd, usage = cmds[cmd]
return cmd(opts, args)
if __name__ == '__main__':
rval = main()
logging.shutdown()
sys.exit(rval)