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test_cmab_service.py
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225 lines (190 loc) · 9.19 KB
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# Copyright 2025, Optimizely
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import unittest
from unittest.mock import MagicMock
from optimizely.cmab.cmab_service import DefaultCmabService, NUM_LOCK_STRIPES
from optimizely.optimizely_user_context import OptimizelyUserContext
from optimizely.decision.optimizely_decide_option import OptimizelyDecideOption
from optimizely.odp.lru_cache import LRUCache
from optimizely.cmab.cmab_client import DefaultCmabClient
from optimizely.project_config import ProjectConfig
from optimizely.entities import Attribute
class TestDefaultCmabService(unittest.TestCase):
def setUp(self):
self.mock_cmab_cache = MagicMock(spec=LRUCache)
self.mock_cmab_client = MagicMock(spec=DefaultCmabClient)
self.mock_logger = MagicMock()
self.cmab_service = DefaultCmabService(
cmab_cache=self.mock_cmab_cache,
cmab_client=self.mock_cmab_client,
logger=self.mock_logger
)
self.mock_project_config = MagicMock(spec=ProjectConfig)
self.mock_user_context = MagicMock(spec=OptimizelyUserContext)
self.mock_user_context.user_id = 'user123'
self.mock_user_context.get_user_attributes.return_value = {'age': 25, 'location': 'USA'}
# Setup mock experiment and attribute mapping
self.mock_project_config.experiment_id_map = {
'exp1': MagicMock(cmab={'attributeIds': ['66', '77']})
}
attr1 = Attribute(id="66", key="age")
attr2 = Attribute(id="77", key="location")
self.mock_project_config.attribute_id_map = {
"66": attr1,
"77": attr2
}
def test_returns_decision_from_cache_when_valid(self):
expected_key = self.cmab_service._get_cache_key("user123", "exp1")
expected_attributes = {"age": 25, "location": "USA"}
expected_hash = self.cmab_service._hash_attributes(expected_attributes)
self.mock_cmab_cache.lookup.return_value = {
"attributes_hash": expected_hash,
"variation_id": "varA",
"cmab_uuid": "uuid-123"
}
decision = self.cmab_service.get_decision(
self.mock_project_config, self.mock_user_context, "exp1", []
)
self.mock_cmab_cache.lookup.assert_called_once_with(expected_key)
self.assertEqual(decision["variation_id"], "varA")
self.assertEqual(decision["cmab_uuid"], "uuid-123")
def test_ignores_cache_when_option_given(self):
self.mock_cmab_client.fetch_decision.return_value = "varB"
expected_attributes = {"age": 25, "location": "USA"}
decision = self.cmab_service.get_decision(
self.mock_project_config,
self.mock_user_context,
"exp1",
[OptimizelyDecideOption.IGNORE_CMAB_CACHE]
)
self.assertEqual(decision["variation_id"], "varB")
self.assertIn('cmab_uuid', decision)
self.mock_cmab_client.fetch_decision.assert_called_once_with(
"exp1",
self.mock_user_context.user_id,
expected_attributes,
decision["cmab_uuid"]
)
def test_invalidates_user_cache_when_option_given(self):
self.mock_cmab_client.fetch_decision.return_value = "varC"
self.mock_cmab_cache.lookup.return_value = None
self.cmab_service.get_decision(
self.mock_project_config,
self.mock_user_context,
"exp1",
[OptimizelyDecideOption.INVALIDATE_USER_CMAB_CACHE]
)
key = self.cmab_service._get_cache_key("user123", "exp1")
self.mock_cmab_cache.remove.assert_called_with(key)
self.mock_cmab_cache.remove.assert_called_once()
def test_resets_cache_when_option_given(self):
self.mock_cmab_client.fetch_decision.return_value = "varD"
decision = self.cmab_service.get_decision(
self.mock_project_config,
self.mock_user_context,
"exp1",
[OptimizelyDecideOption.RESET_CMAB_CACHE]
)
self.mock_cmab_cache.reset.assert_called_once()
self.assertEqual(decision["variation_id"], "varD")
self.assertIn('cmab_uuid', decision)
def test_new_decision_when_hash_changes(self):
self.mock_cmab_cache.lookup.return_value = {
"attributes_hash": "old_hash",
"variation_id": "varA",
"cmab_uuid": "uuid-123"
}
self.mock_cmab_client.fetch_decision.return_value = "varE"
expected_attribute = {"age": 25, "location": "USA"}
expected_hash = self.cmab_service._hash_attributes(expected_attribute)
expected_key = self.cmab_service._get_cache_key("user123", "exp1")
decision = self.cmab_service.get_decision(self.mock_project_config, self.mock_user_context, "exp1", [])
self.mock_cmab_cache.remove.assert_called_once_with(expected_key)
self.mock_cmab_cache.save.assert_called_once_with(
expected_key,
{
"cmab_uuid": decision["cmab_uuid"],
"variation_id": decision["variation_id"],
"attributes_hash": expected_hash
}
)
self.assertEqual(decision["variation_id"], "varE")
self.mock_cmab_client.fetch_decision.assert_called_once_with(
"exp1",
self.mock_user_context.user_id,
expected_attribute,
decision["cmab_uuid"]
)
def test_filter_attributes_returns_correct_subset(self):
filtered = self.cmab_service._filter_attributes(self.mock_project_config, self.mock_user_context, "exp1")
self.assertEqual(filtered["age"], 25)
self.assertEqual(filtered["location"], "USA")
def test_filter_attributes_empty_when_no_cmab(self):
self.mock_project_config.experiment_id_map["exp1"].cmab = None
filtered = self.cmab_service._filter_attributes(self.mock_project_config, self.mock_user_context, "exp1")
self.assertEqual(filtered, {})
def test_hash_attributes_produces_stable_output(self):
attrs = {"b": 2, "a": 1}
hash1 = self.cmab_service._hash_attributes(attrs)
hash2 = self.cmab_service._hash_attributes({"a": 1, "b": 2})
self.assertEqual(hash1, hash2)
def test_only_cmab_attributes_passed_to_client(self):
self.mock_user_context.get_user_attributes.return_value = {
'age': 25,
'location': 'USA',
'extra_attr': 'value', # This shouldn't be passed to CMAB
'another_extra': 123 # This shouldn't be passed to CMAB
}
self.mock_cmab_client.fetch_decision.return_value = "varF"
decision = self.cmab_service.get_decision(
self.mock_project_config,
self.mock_user_context,
"exp1",
[OptimizelyDecideOption.IGNORE_CMAB_CACHE]
)
# Verify only age and location are passed (attributes configured in setUp)
self.mock_cmab_client.fetch_decision.assert_called_once_with(
"exp1",
self.mock_user_context.user_id,
{"age": 25, "location": "USA"},
decision["cmab_uuid"]
)
def test_same_user_rule_combination_uses_consistent_lock(self):
"""Verifies that the same user/rule combination always uses the same lock index"""
user_id = "test_user"
rule_id = "test_rule"
# Get lock index multiple times
index1 = self.cmab_service._get_lock_index(user_id, rule_id)
index2 = self.cmab_service._get_lock_index(user_id, rule_id)
index3 = self.cmab_service._get_lock_index(user_id, rule_id)
# All should be the same
self.assertEqual(index1, index2, "Same user/rule should always use same lock")
self.assertEqual(index2, index3, "Same user/rule should always use same lock")
def test_lock_striping_distribution(self):
"""Verifies that different user/rule combinations use different locks to allow for better concurrency"""
test_cases = [
("user1", "rule1"),
("user2", "rule1"),
("user1", "rule2"),
("user3", "rule3"),
("user4", "rule4"),
]
lock_indices = set()
for user_id, rule_id in test_cases:
index = self.cmab_service._get_lock_index(user_id, rule_id)
# Verify index is within expected range
self.assertGreaterEqual(index, 0, "Lock index should be non-negative")
self.assertLess(index, NUM_LOCK_STRIPES, "Lock index should be less than NUM_LOCK_STRIPES")
lock_indices.add(index)
# We should have multiple different lock indices (though not necessarily all unique due to hash collisions)
self.assertGreater(len(lock_indices), 1,
"Different user/rule combinations should generally use different locks")