[mod] RangeTable - fast lookup of a integer (IP) in a range table

This patch implements a table of ranges.  A *range* is a series of integers,
e.g. 0-10 with start value 0 and end value 10.

Start and end values are stored in a two-column table, the RangeTable.  This
table is stored in Redis in a sorted list and a ZRANGEBYSCORE query can be used
to determine if a particular integer is contained in one of the ranges in the
table.

The ZRANGEBYSCORE query scales with O(log(N)). To make it more clear: a query in
a table with 1 million ranges takes just twice as long as the query in a table
with 1000 ranges.

A RangeTable is excellent for IP ranges and ultra-fast queries to see if an
IP (which is nothing but an integer) is contained in one of the ranges of the
table.

Typical applications are e.g. large IP block lists or network ranges.

Signed-off-by: Markus Heiser <markus.heiser@darmarit.de>
This commit is contained in:
Markus Heiser 2023-06-10 19:45:25 +02:00
parent 01b5b9cb8e
commit 1184caa0fd
3 changed files with 251 additions and 5 deletions

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@ -6,3 +6,4 @@ Redis Library
.. automodule:: searx.redislib .. automodule:: searx.redislib
:members: :members:
:member-order: bysource

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@ -29,7 +29,7 @@ from searx import get_setting
OLD_REDIS_URL_DEFAULT_URL = 'unix:///usr/local/searxng-redis/run/redis.sock?db=0' OLD_REDIS_URL_DEFAULT_URL = 'unix:///usr/local/searxng-redis/run/redis.sock?db=0'
"""This was the default Redis URL in settings.yml.""" """This was the default Redis URL in settings.yml."""
_CLIENT = None _CLIENT: redis.Redis = None # type: ignore
logger = logging.getLogger(__name__) logger = logging.getLogger(__name__)
@ -44,7 +44,7 @@ def initialize():
return False return False
try: try:
# create a client, but no connection is done # create a client, but no connection is done
_CLIENT = redis.Redis.from_url(redis_url) _CLIENT = redis.Redis.from_url(redis_url) # type: ignore
# log the parameters as seen by the redis lib, without the password # log the parameters as seen by the redis lib, without the password
kwargs = _CLIENT.get_connection_kwargs().copy() kwargs = _CLIENT.get_connection_kwargs().copy()
@ -59,7 +59,7 @@ def initialize():
logger.info("connected to Redis") logger.info("connected to Redis")
return True return True
except redis.exceptions.RedisError as e: except redis.exceptions.RedisError as e:
_CLIENT = None _CLIENT = None # type: ignore
_pw = pwd.getpwuid(os.getuid()) _pw = pwd.getpwuid(os.getuid())
logger.exception("[%s (%s)] can't connect redis DB ...", _pw.pw_name, _pw.pw_uid) logger.exception("[%s (%s)] can't connect redis DB ...", _pw.pw_name, _pw.pw_uid)
if redis_url == OLD_REDIS_URL_DEFAULT_URL and isinstance(e, redis.exceptions.ConnectionError): if redis_url == OLD_REDIS_URL_DEFAULT_URL and isinstance(e, redis.exceptions.ConnectionError):

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@ -9,8 +9,12 @@ article.
https://redis.com/blog/bullet-proofing-lua-scripts-in-redispy/ https://redis.com/blog/bullet-proofing-lua-scripts-in-redispy/
""" """
from __future__ import annotations
from typing import Tuple, List, Iterable
from ipaddress import IPv4Network, IPv6Network
import hmac import hmac
import redis
from searx import get_setting from searx import get_setting
@ -84,7 +88,7 @@ def secret_hash(name: str):
:type name: str :type name: str
""" """
m = hmac.new(bytes(name, encoding='utf-8'), digestmod='sha256') m = hmac.new(bytes(name, encoding='utf-8'), digestmod='sha256')
m.update(bytes(get_setting('server.secret_key'), encoding='utf-8')) m.update(bytes(get_setting('server.secret_key'), encoding='utf-8')) # type: ignore
return m.hexdigest() return m.hexdigest()
@ -239,3 +243,244 @@ def incr_sliding_window(client, name: str, duration: int):
name = "SearXNG_counter_" + secret_hash(name) name = "SearXNG_counter_" + secret_hash(name)
c = script(args=[duration], keys=[name]) c = script(args=[duration], keys=[name])
return c return c
class RangeReader:
"""Base class of readers passed to :py:obj:`RangeTable.init_table`."""
# pylint: disable=too-few-public-methods
def __init__(self, table: List[Tuple[(int, int)]]):
self._table = table
@property
def table(self) -> List[Tuple[(int, int)]]:
"""Returns a table by a list of tuples (table's rows) with a *start*
value of the range and a *end* value. The values of *start* and *end*
column are integers."""
return self._table
class IPNetworkReader(RangeReader):
"""A reader for :py:obj:`RangeTable` that is build up from a list of
:py:obj:`IPv4Network` and :py:obj:`IPv6Network` items.
.. code:: python
>>> from ipaddress import IPv4Network, ip_address
>>> from searx import redislib
>>> reader = redislib.IPNetworkReader([
IPv4Network('192.169.0.42/32'),
IPv4Network('192.169.1.0/24'),
])
>>> ipv4_ranges = redislib.RangeTable('ipv4_ranges', client)
>>> ipv4_ranges.init_table(reader)
A IP lookup can be done by :py:obj`RangeTable.in_range`:
.. code:: python
>>> ipv4_ranges.in_range(int(ip_address('192.169.0.42')))
True
>>> ipv4_ranges.in_range(int(ip_address('192.169.0.41')))
False
>>> ipv4_ranges.in_range(int(ip_address('192.169.0.43')))
False
>>> ipv4_ranges.in_range(int(ip_address('192.169.1.43')))
True
"""
# pylint: disable=too-few-public-methods, super-init-not-called
def __init__(self, table: List[IPv4Network | IPv6Network]):
self._table = table
@property
def table(self) -> Iterable[Tuple[(int, int)]]:
"""Yields rows of a table where the *start* value of the range is the
integer of the ``net.network_address`` and the *end* value is the
integer of the ``net.broadcast_address``.
"""
for net in self._table:
yield (int(net.network_address), int(net.broadcast_address))
class RangeTable:
""".. sidebar: info
- ZRANGEBYSCORE_
- client.zrangebyscore_
A table of ranges. A range is a tuple with a *start* value of the range
and a *end* value. The values of *start* and *end* column are integers. By
example, the tuple ``(0, 10)`` is a range that includes 11 integers from 0
to 10 (includes 0 and 10).
The table of ranges is stored in the redis DB by a set with scores (aka
`sorted set`). For ultrafast lookups if a score is in a range
ZRANGEBYSCORE_ is used (client.zrangebyscore_).
A table is loaded into the redis DB by :py:obj:`RangeTable.init_table`
(client.zadd_).
.. tabs::
.. group-tab:: redis-py
.. code:: python
>>> from searx import redisdb
>>> from searx import redislib
>>> redisdb.initialize()
True
>>> client = redisdb.client()
.. code:: python
>>> table_0_100 = [
... (0, 10), # range starts by 0 and ends in 10
... (10, 19), # range starts by 10 and ends in 19
... (20, 97), # range starts by 20 and ends in 97
... ]
>>> my_table = redislib.RangeTable('mytable', client)
>>> reader = redislib.RangeReader(table_0_100)
>>> my_table.init_table(reader)
.. group-tab:: REDIS
The analogous redis command would be:
.. code::
ZADD SearXNG_range_table_my_table 10 "0-10" 19 "10-19" 97 "20-97"
In the example above, a value of 10 is in two ranges: ``(0, 10)`` and ``(10,
19)``. Only the first range that matches ``(0, 10)`` will be returned by
:py:obj:`RangeTable.get_range_of` (the second range 10 is in, is
``(10, 19)`` but is not returned).
.. tabs::
.. group-tab:: redis-py
.. code:: python
>>> my_table.get_range_of(5)
(0, 10)
>>> my_table.get_range_of(10)
(0, 10)
.. code:: python
>>> my_table.in_range(5)
True
>>> my_table.in_range(10)
True
.. group-tab:: REDIS
.. code::
ZRANGEBYSCORE SearXNG_range_table_my_table 5 +inf LIMIT 0 1
--> '0-10'
ZRANGEBYSCORE SearXNG_range_table_my_table 10 +inf LIMIT 0 1
--> '0-10'
The value 19 is only in one range: ``(10, 19)``:
.. tabs::
.. group-tab:: redis-py
.. code:: python
>>> my_table.get_range_of(19)
(10, 19)
.. group-tab:: REDIS
.. code::
ZRANGEBYSCORE SearXNG_range_table_my_table 19 +inf LIMIT 0 1
--> '10-19'
A value of ``>97`` is not in any range:
.. tabs::
.. group-tab:: redis-py
.. code:: python
>>> my_table.get_range_of(97)
(20, 97)
>>> my_table.get_range_of(98) is None
True
.. group-tab:: REDIS
.. code::
ZRANGEBYSCORE SearXNG_range_table_my_table 19 +inf LIMIT 0 1
--> '20-97'
ZRANGEBYSCORE SearXNG_range_table_my_table 98 +inf LIMIT 0 1
--> (empty array)
.. _Checking if IP falls within a range with Redis:
https://stackoverflow.com/questions/33015904/checking-if-ip-falls-within-a-range-with-redis/33020687#33020687
.. _sorted set:
https://redis.io/docs/data-types/sorted-sets/
.. _ZRANGEBYSCORE:
https://redis.io/commands/zrangebyscore/
.. _client.zrangebyscore:
https://redis-py-doc.readthedocs.io/en/master/#redis.Redis.zrangebyscore
.. _client.zadd:
https://redis-py-doc.readthedocs.io/en/master/#redis.Redis.zadd
"""
def __init__(self, table_name: str, client: redis.Redis):
self.table_name = f"SearXNG_range_table_{table_name}"
self.client = client
def get_range_of(self, score: int) -> Tuple[int, int] | None:
"""Find and return a range in this table where score is in. Only the
first range that matches will be returned (by example ``(0, 10)``). If
score is not in any of the ranges, ``None`` is returned.
"""
member = self.client.zrangebyscore(
name=self.table_name,
max='+inf',
min=score,
start=0,
num=1,
)
if not member:
return None
start, end = [int(x) for x in member[0].decode('utf-8').split('-')]
if score >= start:
# score is in range ..
return (start, end)
return None
def in_range(self, score: int) -> bool:
"""Returns ``True`` when score is in one ore more *start*, *end* ranges.
If not, ``False`` is returned.
"""
return bool(self.get_range_of(score))
def init_table(self, reader: RangeReader):
"""Init table by a list of tuples (table's rows) with a *start* value of
the range and a *end* value.
"""
mapping = {}
for start, end in reader.table:
mapping[f"{start}-{end}"] = end
self.client.zadd(self.table_name, mapping=mapping)