zulip/zerver/tests/test_rate_limiter.py

248 lines
9.2 KiB
Python

import secrets
import time
from abc import ABC, abstractmethod
from typing import Dict, List, Tuple, Type
from unittest import mock
from zerver.lib.rate_limiter import (
RateLimitedIPAddr,
RateLimitedObject,
RateLimitedUser,
RateLimiterBackend,
RedisRateLimiterBackend,
TornadoInMemoryRateLimiterBackend,
)
from zerver.lib.test_classes import ZulipTestCase
from zerver.lib.test_helpers import ratelimit_rule
RANDOM_KEY_PREFIX = secrets.token_hex(16)
class RateLimitedTestObject(RateLimitedObject):
def __init__(
self, name: str, rules: List[Tuple[int, int]], backend: Type[RateLimiterBackend]
) -> None:
self.name = name
self._rules = rules
self._rules.sort(key=lambda x: x[0])
super().__init__(backend)
def key(self) -> str:
return RANDOM_KEY_PREFIX + self.name
def rules(self) -> List[Tuple[int, int]]:
return self._rules
class RateLimiterBackendBase(ZulipTestCase, ABC):
backend: Type[RateLimiterBackend]
def setUp(self) -> None:
self.requests_record: Dict[str, List[float]] = {}
def create_object(self, name: str, rules: List[Tuple[int, int]]) -> RateLimitedTestObject:
obj = RateLimitedTestObject(name, rules, self.backend)
obj.clear_history()
return obj
def make_request(
self,
obj: RateLimitedTestObject,
expect_ratelimited: bool = False,
verify_api_calls_left: bool = True,
) -> None:
key = obj.key()
if key not in self.requests_record:
self.requests_record[key] = []
ratelimited, secs_to_freedom = obj.rate_limit()
if not ratelimited:
self.requests_record[key].append(time.time())
self.assertEqual(ratelimited, expect_ratelimited)
if verify_api_calls_left:
self.verify_api_calls_left(obj)
def verify_api_calls_left(self, obj: RateLimitedTestObject) -> None:
now = time.time()
with mock.patch("time.time", return_value=now):
calls_remaining, time_till_reset = obj.api_calls_left()
expected_calls_remaining, expected_time_till_reset = self.expected_api_calls_left(obj, now)
self.assertEqual(expected_calls_remaining, calls_remaining)
self.assertEqual(expected_time_till_reset, time_till_reset)
def expected_api_calls_left(self, obj: RateLimitedTestObject, now: float) -> Tuple[int, float]:
longest_rule = obj.get_rules()[-1]
max_window, max_calls = longest_rule
history = self.requests_record.get(obj.key())
if history is None:
return max_calls, 0
history.sort()
return self.api_calls_left_from_history(history, max_window, max_calls, now)
@abstractmethod
def api_calls_left_from_history(
self, history: List[float], max_window: int, max_calls: int, now: float
) -> Tuple[int, float]:
"""
This depends on the algorithm used in the backend, and should be defined by the test class.
"""
raise NotImplementedError
def test_hit_ratelimits(self) -> None:
obj = self.create_object("test", [(2, 3)])
start_time = time.time()
for i in range(3):
with mock.patch("time.time", return_value=(start_time + i * 0.1)):
self.make_request(obj, expect_ratelimited=False)
with mock.patch("time.time", return_value=(start_time + 0.4)):
self.make_request(obj, expect_ratelimited=True)
with mock.patch("time.time", return_value=(start_time + 2.01)):
self.make_request(obj, expect_ratelimited=False)
def test_clear_history(self) -> None:
obj = self.create_object("test", [(2, 3)])
start_time = time.time()
for i in range(3):
with mock.patch("time.time", return_value=(start_time + i * 0.1)):
self.make_request(obj, expect_ratelimited=False)
with mock.patch("time.time", return_value=(start_time + 0.4)):
self.make_request(obj, expect_ratelimited=True)
obj.clear_history()
self.requests_record[obj.key()] = []
for i in range(3):
with mock.patch("time.time", return_value=(start_time + i * 0.1)):
self.make_request(obj, expect_ratelimited=False)
def test_block_unblock_access(self) -> None:
obj = self.create_object("test", [(2, 5)])
start_time = time.time()
obj.block_access(1)
with mock.patch("time.time", return_value=(start_time)):
self.make_request(obj, expect_ratelimited=True, verify_api_calls_left=False)
obj.unblock_access()
with mock.patch("time.time", return_value=(start_time)):
self.make_request(obj, expect_ratelimited=False, verify_api_calls_left=False)
def test_api_calls_left(self) -> None:
obj = self.create_object("test", [(2, 5), (3, 6)])
start_time = time.time()
# Check the edge case when no requests have been made yet.
with mock.patch("time.time", return_value=(start_time)):
self.verify_api_calls_left(obj)
with mock.patch("time.time", return_value=(start_time)):
self.make_request(obj)
# Check the correct default values again, after the reset has happened on the first rule,
# but not the other.
with mock.patch("time.time", return_value=(start_time + 2.1)):
self.make_request(obj)
class RedisRateLimiterBackendTest(RateLimiterBackendBase):
backend = RedisRateLimiterBackend
def api_calls_left_from_history(
self, history: List[float], max_window: int, max_calls: int, now: float
) -> Tuple[int, float]:
latest_timestamp = history[-1]
relevant_requests = [t for t in history if (t >= now - max_window)]
relevant_requests_amount = len(relevant_requests)
return max_calls - relevant_requests_amount, latest_timestamp + max_window - now
def test_block_access(self) -> None:
"""
This test cannot verify that the user will get unblocked
after the correct amount of time, because that event happens
inside Redis, so we're not able to mock the timer. Making the test
sleep for 1s is also too costly to be worth it.
"""
obj = self.create_object("test", [(2, 5)])
obj.block_access(1)
self.make_request(obj, expect_ratelimited=True, verify_api_calls_left=False)
class TornadoInMemoryRateLimiterBackendTest(RateLimiterBackendBase):
backend = TornadoInMemoryRateLimiterBackend
def api_calls_left_from_history(
self, history: List[float], max_window: int, max_calls: int, now: float
) -> Tuple[int, float]:
reset_time = 0.0
for timestamp in history:
reset_time = max(reset_time, timestamp) + (max_window / max_calls)
calls_left = (now + max_window - reset_time) * max_calls // max_window
calls_left = int(calls_left)
return calls_left, reset_time - now
def test_used_in_tornado(self) -> None:
user_profile = self.example_user("hamlet")
ip_addr = "192.168.0.123"
with self.settings(RUNNING_INSIDE_TORNADO=True):
user_obj = RateLimitedUser(user_profile, domain="api_by_user")
ip_obj = RateLimitedIPAddr(ip_addr, domain="api_by_ip")
self.assertEqual(user_obj.backend, TornadoInMemoryRateLimiterBackend)
self.assertEqual(ip_obj.backend, TornadoInMemoryRateLimiterBackend)
with self.settings(RUNNING_INSIDE_TORNADO=True):
user_obj = RateLimitedUser(user_profile, domain="some_domain")
ip_obj = RateLimitedIPAddr(ip_addr, domain="some_domain")
self.assertEqual(user_obj.backend, RedisRateLimiterBackend)
self.assertEqual(ip_obj.backend, RedisRateLimiterBackend)
def test_block_access(self) -> None:
obj = self.create_object("test", [(2, 5)])
start_time = time.time()
obj.block_access(1)
with mock.patch("time.time", return_value=(start_time)):
self.make_request(obj, expect_ratelimited=True, verify_api_calls_left=False)
with mock.patch("time.time", return_value=(start_time + 1.01)):
self.make_request(obj, expect_ratelimited=False, verify_api_calls_left=False)
class RateLimitedObjectsTest(ZulipTestCase):
def test_user_rate_limits(self) -> None:
user_profile = self.example_user("hamlet")
user_profile.rate_limits = "1:3,2:4"
obj = RateLimitedUser(user_profile)
self.assertEqual(obj.get_rules(), [(1, 3), (2, 4)])
def test_ratelimit_rule(self) -> None:
user_profile = self.example_user("hamlet")
with ratelimit_rule(1, 2), ratelimit_rule(4, 5, domain="some_new_domain"):
with ratelimit_rule(10, 100, domain="some_new_domain"):
obj = RateLimitedUser(user_profile)
self.assertEqual(obj.get_rules(), [(1, 2)])
obj.domain = "some_new_domain"
self.assertEqual(obj.get_rules(), [(4, 5), (10, 100)])
self.assertEqual(obj.get_rules(), [(4, 5)])
def test_empty_rules_edge_case(self) -> None:
obj = RateLimitedTestObject("test", rules=[], backend=RedisRateLimiterBackend)
self.assertEqual(obj.get_rules(), [(1, 9999)])
# Don't load the base class as a test: https://bugs.python.org/issue17519.
del RateLimiterBackendBase