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base.py
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# Copyright 2016-2021, 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 json
import unittest
from typing import Optional
from copy import deepcopy
from unittest import mock
from requests import Response
from optimizely import optimizely
class CopyingMock(mock.MagicMock):
"""
Forces mock to make a copy of the args instead of keeping a reference.
Otherwise mutable args (lists, dicts) can change after they're captured.
"""
def __call__(self, *args, **kwargs):
args = deepcopy(args)
kwargs = deepcopy(kwargs)
return super().__call__(*args, **kwargs)
class BaseTest(unittest.TestCase):
def assertStrictTrue(self, to_assert):
self.assertIs(to_assert, True)
def assertStrictFalse(self, to_assert):
self.assertIs(to_assert, False)
def fake_server_response(self, status_code: Optional[int] = None,
content: Optional[str] = None,
url: Optional[str] = None) -> Response:
"""Mock the server response."""
response = Response()
if status_code:
response.status_code = status_code
if content:
response._content = content.encode('utf-8')
if url:
response.url = url
return response
def setUp(self, config_dict='config_dict'):
self.config_dict = {
'revision': '42',
'version': '2',
'events': [
{'key': 'test_event', 'experimentIds': ['111127'], 'id': '111095'},
{'key': 'Total Revenue', 'experimentIds': ['111127'], 'id': '111096'},
],
'experiments': [
{
'key': 'test_experiment',
'status': 'Running',
'forcedVariations': {'user_1': 'control', 'user_2': 'control'},
'layerId': '111182',
'audienceIds': ['11154'],
'trafficAllocation': [
{'entityId': '111128', 'endOfRange': 4000},
{'entityId': '', 'endOfRange': 5000},
{'entityId': '111129', 'endOfRange': 9000},
],
'id': '111127',
'variations': [{'key': 'control', 'id': '111128'}, {'key': 'variation', 'id': '111129'}],
}
],
'groups': [
{
'id': '19228',
'policy': 'random',
'experiments': [
{
'id': '32222',
'key': 'group_exp_1',
'status': 'Running',
'audienceIds': [],
'layerId': '111183',
'variations': [
{'key': 'group_exp_1_control', 'id': '28901'},
{'key': 'group_exp_1_variation', 'id': '28902'},
],
'forcedVariations': {'user_1': 'group_exp_1_control', 'user_2': 'group_exp_1_control'},
'trafficAllocation': [
{'entityId': '28901', 'endOfRange': 3000},
{'entityId': '28902', 'endOfRange': 9000},
],
},
{
'id': '32223',
'key': 'group_exp_2',
'status': 'Running',
'audienceIds': [],
'layerId': '111184',
'variations': [
{'key': 'group_exp_2_control', 'id': '28905'},
{'key': 'group_exp_2_variation', 'id': '28906'},
],
'forcedVariations': {'user_1': 'group_exp_2_control', 'user_2': 'group_exp_2_control'},
'trafficAllocation': [
{'entityId': '28905', 'endOfRange': 8000},
{'entityId': '28906', 'endOfRange': 10000},
],
},
],
'trafficAllocation': [
{'entityId': '32222', "endOfRange": 3000},
{'entityId': '32223', 'endOfRange': 7500},
],
}
],
'accountId': '12001',
'attributes': [
{'key': 'test_attribute', 'id': '111094'},
{'key': 'boolean_key', 'id': '111196'},
{'key': 'integer_key', 'id': '111197'},
{'key': 'double_key', 'id': '111198'},
],
'audiences': [
{
'name': 'Test attribute users 1',
'conditions': '["and", ["or", ["or", '
'{"name": "test_attribute", "type": "custom_attribute", "value": "test_value_1"}]]]',
'id': '11154',
},
{
'name': 'Test attribute users 2',
'conditions': '["and", ["or", ["or", '
'{"name": "test_attribute", "type": "custom_attribute", "value": "test_value_2"}]]]',
'id': '11159',
},
],
'projectId': '111001',
}
# datafile version 4
self.config_dict_with_features = {
'revision': '1',
'accountId': '12001',
'projectId': '111111',
'version': '4',
'botFiltering': True,
'sendFlagDecisions': True,
'events': [{'key': 'test_event', 'experimentIds': ['111127'], 'id': '111095'}],
'experiments': [
{
'key': 'test_experiment',
'status': 'Running',
'forcedVariations': {'user_1': 'control'},
'layerId': '111182',
'audienceIds': [],
'trafficAllocation': [
{'entityId': '111128', 'endOfRange': 5000},
{'entityId': '111129', 'endOfRange': 9000},
],
'id': '111127',
'variations': [
{
'key': 'control',
'id': '111128',
'featureEnabled': False,
'variables': [
{'id': '127', 'value': 'false'},
{'id': '128', 'value': 'prod'},
{'id': '129', 'value': '10.01'},
{'id': '130', 'value': '4242'},
{'id': '132', 'value': '{"test": 122}'},
{'id': '133', 'value': '{"true_test": 1.3}'},
],
},
{
'key': 'variation',
'id': '111129',
'featureEnabled': True,
'variables': [
{'id': '127', 'value': 'true'},
{'id': '128', 'value': 'staging'},
{'id': '129', 'value': '10.02'},
{'id': '130', 'value': '4243'},
{'id': '132', 'value': '{"test": 123}'},
{'id': '133', 'value': '{"true_test": 1.4}'},
],
},
],
},
{
'key': 'test_experiment2',
'status': 'Running',
'layerId': '5',
'audienceIds': [],
'id': '111133',
'forcedVariations': {},
'trafficAllocation': [
{'entityId': '122239', 'endOfRange': 5000},
{'entityId': '122240', 'endOfRange': 10000},
],
'variations': [
{
'id': '122239',
'key': 'control',
'variables': [],
},
{
'id': '122240',
'key': 'variation',
'variables': [],
},
],
},
{
'key': 'test_experiment3',
'status': 'Running',
'layerId': '6',
"audienceConditions": [
"or",
"11160"
],
'audienceIds': ['11160'],
'id': '111134',
'forcedVariations': {},
'trafficAllocation': [
{'entityId': '222239', 'endOfRange': 2500},
{'entityId': '', 'endOfRange': 5000},
{'entityId': '', 'endOfRange': 7500},
{'entityId': '', 'endOfRange': 10000}
],
'variations': [
{
'id': '222239',
'key': 'control',
'variables': [],
}
],
},
{
'key': 'test_experiment4',
'status': 'Running',
'layerId': '7',
"audienceConditions": [
"or",
"11160"
],
'audienceIds': ['11160'],
'id': '111135',
'forcedVariations': {},
'trafficAllocation': [
{'entityId': '222240', 'endOfRange': 5000},
{'entityId': '', 'endOfRange': 7500},
{'entityId': '', 'endOfRange': 10000}
],
'variations': [
{
'id': '222240',
'key': 'control',
'variables': [],
}
],
},
{
'key': 'test_experiment5',
'status': 'Running',
'layerId': '8',
"audienceConditions": [
"or",
"11160"
],
'audienceIds': ['11160'],
'id': '111136',
'forcedVariations': {},
'trafficAllocation': [
{'entityId': '222241', 'endOfRange': 7500},
{'entityId': '', 'endOfRange': 10000}
],
'variations': [
{
'id': '222241',
'key': 'control',
'variables': [],
}
],
},
],
'groups': [
{
'id': '19228',
'policy': 'random',
'experiments': [
{
'id': '32222',
'key': 'group_exp_1',
'status': 'Running',
'audienceIds': [],
'layerId': '111183',
'variations': [
{'key': 'group_exp_1_control', 'id': '28901'},
{'key': 'group_exp_1_variation', 'id': '28902'},
],
'forcedVariations': {'user_1': 'group_exp_1_control', 'user_2': 'group_exp_1_control'},
'trafficAllocation': [
{'entityId': '28901', 'endOfRange': 3000},
{'entityId': '28902', 'endOfRange': 9000},
],
},
{
'id': '32223',
'key': 'group_exp_2',
'status': 'Running',
'audienceIds': [],
'layerId': '111184',
'variations': [
{'key': 'group_exp_2_control', 'id': '28905'},
{'key': 'group_exp_2_variation', 'id': '28906'},
],
'forcedVariations': {'user_1': 'group_exp_2_control', 'user_2': 'group_exp_2_control'},
'trafficAllocation': [
{'entityId': '28905', 'endOfRange': 8000},
{'entityId': '28906', 'endOfRange': 10000},
],
},
],
'trafficAllocation': [
{'entityId': '32222', "endOfRange": 3000},
{'entityId': '32223', 'endOfRange': 7500},
],
},
{
'id': '19229',
'policy': 'random',
'experiments': [
{
'id': '42222',
'key': 'group_2_exp_1',
'status': 'Running',
"audienceConditions": [
"or",
"11160"
],
'audienceIds': ['11160'],
'layerId': '211183',
'variations': [
{'key': 'var_1', 'id': '38901'},
],
'forcedVariations': {},
'trafficAllocation': [
{'entityId': '38901', 'endOfRange': 10000}
],
},
{
'id': '42223',
'key': 'group_2_exp_2',
'status': 'Running',
"audienceConditions": [
"or",
"11160"
],
'audienceIds': ['11160'],
'layerId': '211184',
'variations': [
{'key': 'var_1', 'id': '38905'}
],
'forcedVariations': {},
'trafficAllocation': [
{'entityId': '38905', 'endOfRange': 10000}
],
},
{
'id': '42224',
'key': 'group_2_exp_3',
'status': 'Running',
"audienceConditions": [
"or",
"11160"
],
'audienceIds': ['11160'],
'layerId': '211185',
'variations': [
{'key': 'var_1', 'id': '38906'}
],
'forcedVariations': {},
'trafficAllocation': [
{'entityId': '38906', 'endOfRange': 10000}
],
}
],
'trafficAllocation': [
{'entityId': '42222', "endOfRange": 2500},
{'entityId': '42223', 'endOfRange': 5000},
{'entityId': '42224', "endOfRange": 7500},
{'entityId': '', 'endOfRange': 10000},
],
}
],
'attributes': [{'key': 'test_attribute', 'id': '111094'}],
'audiences': [
{
'name': 'Test attribute users 1',
'conditions': '["and", ["or", ["or", '
'{"name": "test_attribute", "type": "custom_attribute", "value": "test_value_1"}]]]',
'id': '11154',
},
{
'name': 'Test attribute users 2',
'conditions': '["and", ["or", ["or", '
'{"name": "test_attribute", "type": "custom_attribute", "value": "test_value_2"}]]]',
'id': '11159',
},
{
'name': 'Test attribute users 3',
'conditions': "[\"and\", [\"or\", [\"or\", {\"match\": \"exact\", \"name\": \
\"experiment_attr\", \"type\": \"custom_attribute\", \"value\": \"group_experiment\"}]]]",
'id': '11160',
}
],
'rollouts': [
{'id': '201111', 'experiments': []},
{
'id': '211111',
'experiments': [
{
'id': '211127',
'key': '211127',
'status': 'Running',
'forcedVariations': {},
'layerId': '211111',
'audienceIds': ['11154'],
'trafficAllocation': [{'entityId': '211129', 'endOfRange': 9000}],
'variations': [
{
'key': '211129',
'id': '211129',
'featureEnabled': True,
'variables': [
{'id': '132', 'value': 'true'},
{'id': '133', 'value': 'Hello audience'},
{'id': '134', 'value': '39.99'},
{'id': '135', 'value': '399'},
{'id': '136', 'value': '{"field": 12}'},
],
},
{
'key': '211229',
'id': '211229',
'featureEnabled': False,
'variables': [
{'id': '132', 'value': 'true'},
{'id': '133', 'value': 'environment'},
{'id': '134', 'value': '49.99'},
{'id': '135', 'value': '499'},
{'id': '136', 'value': '{"field": 123}'},
],
},
],
},
{
'id': '211137',
'key': '211137',
'status': 'Running',
'forcedVariations': {},
'layerId': '211111',
'audienceIds': ['11159'],
'trafficAllocation': [{'entityId': '211139', 'endOfRange': 3000}],
'variations': [{'key': '211139', 'id': '211139', 'featureEnabled': True}],
},
{
'id': '211147',
'key': '211147',
'status': 'Running',
'forcedVariations': {},
'layerId': '211111',
'audienceIds': [],
'trafficAllocation': [{'entityId': '211149', 'endOfRange': 6000}],
'variations': [{'key': '211149', 'id': '211149', 'featureEnabled': True}],
},
],
},
],
'featureFlags': [
{
'id': '91111',
'key': 'test_feature_in_experiment',
'experimentIds': ['111127'],
'rolloutId': '',
'variables': [
{'id': '127', 'key': 'is_working', 'defaultValue': 'true', 'type': 'boolean'},
{'id': '128', 'key': 'environment', 'defaultValue': 'devel', 'type': 'string'},
{'id': '129', 'key': 'cost', 'defaultValue': '10.99', 'type': 'double'},
{'id': '130', 'key': 'count', 'defaultValue': '999', 'type': 'integer'},
{'id': '131', 'key': 'variable_without_usage', 'defaultValue': '45', 'type': 'integer'},
{'id': '132', 'key': 'object', 'defaultValue': '{"test": 12}', 'type': 'string',
'subType': 'json'},
{'id': '133', 'key': 'true_object', 'defaultValue': '{"true_test": 23.54}', 'type': 'json'},
],
},
{
'id': '91112',
'key': 'test_feature_in_rollout',
'experimentIds': [],
'rolloutId': '211111',
'variables': [
{'id': '132', 'key': 'is_running', 'defaultValue': 'false', 'type': 'boolean'},
{'id': '133', 'key': 'message', 'defaultValue': 'Hello', 'type': 'string'},
{'id': '134', 'key': 'price', 'defaultValue': '99.99', 'type': 'double'},
{'id': '135', 'key': 'count', 'defaultValue': '999', 'type': 'integer'},
{'id': '136', 'key': 'object', 'defaultValue': '{"field": 1}', 'type': 'string',
'subType': 'json'},
],
},
{
'id': '91113',
'key': 'test_feature_in_group',
'experimentIds': ['32222'],
'rolloutId': '',
'variables': [],
},
{
'id': '91114',
'key': 'test_feature_in_experiment_and_rollout',
'experimentIds': ['32223'],
'rolloutId': '211111',
'variables': [],
},
{
'id': '91115',
'key': 'test_feature_in_exclusion_group',
'experimentIds': ['42222', '42223', '42224'],
'rolloutId': '211111',
'variables': [],
},
{
'id': '91116',
'key': 'test_feature_in_multiple_experiments',
'experimentIds': ['111134', '111135', '111136'],
'rolloutId': '211111',
'variables': [],
},
],
}
self.config_dict_with_multiple_experiments = {
'revision': '42',
'version': '2',
'events': [
{'key': 'test_event', 'experimentIds': ['111127', '111130'], 'id': '111095'},
{'key': 'Total Revenue', 'experimentIds': ['111127'], 'id': '111096'},
],
'experiments': [
{
'key': 'test_experiment',
'status': 'Running',
'forcedVariations': {'user_1': 'control', 'user_2': 'control'},
'layerId': '111182',
'audienceIds': ['11154'],
'trafficAllocation': [
{'entityId': '111128', 'endOfRange': 4000},
{'entityId': '', 'endOfRange': 5000},
{'entityId': '111129', 'endOfRange': 9000},
],
'id': '111127',
'variations': [{'key': 'control', 'id': '111128'}, {'key': 'variation', 'id': '111129'}],
},
{
'key': 'test_experiment_2',
'status': 'Running',
'forcedVariations': {'user_1': 'control', 'user_2': 'control'},
'layerId': '111182',
'audienceIds': ['11154'],
'trafficAllocation': [
{'entityId': '111131', 'endOfRange': 4000},
{'entityId': '', 'endOfRange': 5000},
{'entityId': '111132', 'endOfRange': 9000},
],
'id': '111130',
'variations': [{'key': 'control', 'id': '111131'}, {'key': 'variation', 'id': '111132'}],
},
],
'groups': [
{
'id': '19228',
'policy': 'random',
'experiments': [
{
'id': '32222',
'key': 'group_exp_1',
'status': 'Running',
'audienceIds': [],
'layerId': '111183',
'variations': [
{'key': 'group_exp_1_control', 'id': '28901'},
{'key': 'group_exp_1_variation', 'id': '28902'},
],
'forcedVariations': {'user_1': 'group_exp_1_control', 'user_2': 'group_exp_1_control'},
'trafficAllocation': [
{'entityId': '28901', 'endOfRange': 3000},
{'entityId': '28902', 'endOfRange': 9000},
],
},
{
'id': '32223',
'key': 'group_exp_2',
'status': 'Running',
'audienceIds': [],
'layerId': '111184',
'variations': [
{'key': 'group_exp_2_control', 'id': '28905'},
{'key': 'group_exp_2_variation', 'id': '28906'},
],
'forcedVariations': {'user_1': 'group_exp_2_control', 'user_2': 'group_exp_2_control'},
'trafficAllocation': [
{'entityId': '28905', 'endOfRange': 8000},
{'entityId': '28906', 'endOfRange': 10000},
],
},
],
'trafficAllocation': [
{'entityId': '32222', "endOfRange": 3000},
{'entityId': '32223', 'endOfRange': 7500},
],
}
],
'accountId': '12001',
'attributes': [
{'key': 'test_attribute', 'id': '111094'},
{'key': 'boolean_key', 'id': '111196'},
{'key': 'integer_key', 'id': '111197'},
{'key': 'double_key', 'id': '111198'},
],
'audiences': [
{
'name': 'Test attribute users 1',
'conditions': '["and", ["or", ["or", '
'{"name": "test_attribute", "type": "custom_attribute", "value": "test_value_1"}]]]',
'id': '11154',
},
{
'name': 'Test attribute users 2',
'conditions': '["and", ["or", ["or", '
'{"name": "test_attribute", "type": "custom_attribute", "value": "test_value_2"}]]]',
'id': '11159',
},
],
'projectId': '111001',
}
self.config_dict_with_unsupported_version = {
'version': '5',
'rollouts': [],
'projectId': '10431130345',
'variables': [],
'featureFlags': [],
'experiments': [
{
'status': 'Running',
'key': 'ab_running_exp_untargeted',
'layerId': '10417730432',
'trafficAllocation': [{'entityId': '10418551353', 'endOfRange': 10000}],
'audienceIds': [],
'variations': [
{'variables': [], 'id': '10418551353', 'key': 'all_traffic_variation'},
{'variables': [], 'id': '10418510624', 'key': 'no_traffic_variation'},
],
'forcedVariations': {},
'id': '10420810910',
}
],
'audiences': [],
'groups': [],
'attributes': [],
'accountId': '10367498574',
'events': [{'experimentIds': ['10420810910'], 'id': '10404198134', 'key': 'winning'}],
'revision': '1337',
}
self.config_dict_with_typed_audiences = {
'version': '4',
'rollouts': [
{
'experiments': [
{
'status': 'Running',
'key': '11488548027',
'layerId': '11551226731',
'trafficAllocation': [{'entityId': '11557362669', 'endOfRange': 10000}],
'audienceIds': [
'3468206642',
'3988293898',
'3988293899',
'3468206646',
'3468206647',
'3468206644',
'3468206643',
'18278344267'
],
'variations': [
{'variables': [], 'id': '11557362669', 'key': '11557362669', 'featureEnabled': True}
],
'forcedVariations': {},
'id': '11488548027',
}
],
'id': '11551226731',
},
{
'experiments': [
{
'status': 'Paused',
'key': '11630490911',
'layerId': '11638870867',
'trafficAllocation': [{'entityId': '11475708558', 'endOfRange': 0}],
'audienceIds': [],
'variations': [
{'variables': [], 'id': '11475708558', 'key': '11475708558', 'featureEnabled': False}
],
'forcedVariations': {},
'id': '11630490911',
}
],
'id': '11638870867',
},
{
'experiments': [
{
'status': 'Running',
'key': '11488548028',
'layerId': '11551226732',
'trafficAllocation': [{'entityId': '11557362670', 'endOfRange': 10000}],
'audienceIds': ['0'],
'audienceConditions': [
'and',
['or', '3468206642', '3988293898'],
['or', '3988293899', '3468206646', '3468206647', '3468206644', '3468206643',
'18278344267'],
],
'variations': [
{'variables': [], 'id': '11557362670', 'key': '11557362670', 'featureEnabled': True}
],
'forcedVariations': {},
'id': '11488548028',
}
],
'id': '11551226732',
},
{
'experiments': [
{
'status': 'Paused',
'key': '11630490912',
'layerId': '11638870868',
'trafficAllocation': [{'entityId': '11475708559', 'endOfRange': 0}],
'audienceIds': [],
'variations': [
{'variables': [], 'id': '11475708559', 'key': '11475708559', 'featureEnabled': False}
],
'forcedVariations': {},
'id': '11630490912',
}
],
'id': '11638870868',
},
],
'anonymizeIP': False,
'projectId': '11624721371',
'variables': [],
'featureFlags': [
{'experimentIds': [], 'rolloutId': '11551226731', 'variables': [], 'id': '11477755619',
'key': 'feat'},
{
'experimentIds': ['11564051718'],
'rolloutId': '11638870867',
'variables': [{'defaultValue': 'x', 'type': 'string', 'id': '11535264366', 'key': 'x'}],
'id': '11567102051',
'key': 'feat_with_var',
},
{
'experimentIds': [],
'rolloutId': '11551226732',
'variables': [],
'id': '11567102052',
'key': 'feat2',
},
{
'experimentIds': ['1323241599'],
'rolloutId': '11638870868',
'variables': [{'defaultValue': '10', 'type': 'integer', 'id': '11535264367', 'key': 'z'}],
'id': '11567102053',
'key': 'feat2_with_var',
},
],
'experiments': [
{
'status': 'Running',
'key': 'feat_with_var_test',
'layerId': '11504144555',
'trafficAllocation': [{'entityId': '11617170975', 'endOfRange': 10000}],
'audienceIds': [
'3468206642',
'3988293898',
'3988293899',
'3468206646',
'3468206647',
'3468206644',
'3468206643',
'18278344267'
],
'variations': [
{
'variables': [{'id': '11535264366', 'value': 'xyz'}],
'id': '11617170975',
'key': 'variation_2',
'featureEnabled': True,
}
],
'forcedVariations': {},
'id': '11564051718',
},
{
'id': '1323241597',
'key': 'typed_audience_experiment',
'layerId': '1630555627',
'status': 'Running',
'variations': [{'id': '1423767503', 'key': 'A', 'variables': []}],
'trafficAllocation': [{'entityId': '1423767503', 'endOfRange': 10000}],
'audienceIds': [
'3468206642',
'3988293898',
'3988293899',
'3468206646',
'3468206647',
'3468206644',
'3468206643',
'18278344267'
],
'forcedVariations': {},
},
{
'id': '1323241598',
'key': 'audience_combinations_experiment',
'layerId': '1323241598',
'status': 'Running',
'variations': [{'id': '1423767504', 'key': 'A', 'variables': []}],
'trafficAllocation': [{'entityId': '1423767504', 'endOfRange': 10000}],
'audienceIds': ['0'],
'audienceConditions': [
'and',
['or', '3468206642', '3988293898'],
['or', '3988293899', '3468206646', '3468206647', '3468206644', '3468206643', '18278344267'],
],
'forcedVariations': {},
},
{
'id': '1323241599',
'key': 'feat2_with_var_test',
'layerId': '1323241600',
'status': 'Running',
'variations': [
{
'variables': [{'id': '11535264367', 'value': '150'}],
'id': '1423767505',
'key': 'variation_2',
'featureEnabled': True,
}
],
'trafficAllocation': [{'entityId': '1423767505', 'endOfRange': 10000}],
'audienceIds': ['0'],
'audienceConditions': [
'and',
['or', '3468206642', '3988293898'],
['or', '3988293899', '3468206646', '3468206647', '3468206644', '3468206643', '18278344267'],
],
'forcedVariations': {},
},
],
'audiences': [
{
'id': '3468206642',
'name': 'exactString',
'conditions': '["and", ["or", ["or", {"name": "house", '
'"type": "custom_attribute", "value": "Gryffindor"}]]]',
},
{
'id': '3988293898',
'name': '$$dummySubstringString',
'conditions': '{ "type": "custom_attribute", '
'"name": "$opt_dummy_attribute", "value": "impossible_value" }',
},
{
'id': '3988293899',
'name': '$$dummyExists',
'conditions': '{ "type": "custom_attribute", '
'"name": "$opt_dummy_attribute", "value": "impossible_value" }',
},
{
'id': '3468206646',
'name': '$$dummyExactNumber',
'conditions': '{ "type": "custom_attribute", '
'"name": "$opt_dummy_attribute", "value": "impossible_value" }',
},
{
'id': '3468206647',
'name': '$$dummyGtNumber',
'conditions': '{ "type": "custom_attribute", '
'"name": "$opt_dummy_attribute", "value": "impossible_value" }',
},
{
'id': '3468206644',
'name': '$$dummyLtNumber',
'conditions': '{ "type": "custom_attribute", '
'"name": "$opt_dummy_attribute", "value": "impossible_value" }',
},
{
'id': '3468206643',
'name': '$$dummyExactBoolean',
'conditions': '{ "type": "custom_attribute", '
'"name": "$opt_dummy_attribute", "value": "impossible_value" }',
},
{
'id': '3468206645',
'name': '$$dummyMultipleCustomAttrs',
'conditions': '{ "type": "custom_attribute", '
'"name": "$opt_dummy_attribute", "value": "impossible_value" }',
},
{
'id': '0',
'name': '$$dummy',
'conditions': '{ "type": "custom_attribute", '
'"name": "$opt_dummy_attribute", "value": "impossible_value" }',
},
],
'typedAudiences': [
{
'id': '3988293898',
'name': 'substringString',
'conditions': [
'and',
[
'or',
[
'or',
{
'name': 'house',
'type': 'custom_attribute',
'match': 'substring',
'value': 'Slytherin',
},
],
],
],
},
{
'id': '3988293899',
'name': 'exists',
'conditions': [
'and',
[
'or',
['or', {'name': 'favorite_ice_cream', 'type': 'custom_attribute', 'match': 'exists'}],
],
],
},
{
'id': '3468206646',
'name': 'exactNumber',
'conditions': [
'and',
[
'or',
['or', {'name': 'lasers', 'type': 'custom_attribute', 'match': 'exact', 'value': 45.5}],
],
],
},
{
'id': '3468206647',
'name': 'gtNumber',
'conditions': [
'and',
['or', ['or', {'name': 'lasers', 'type': 'custom_attribute', 'match': 'gt', 'value': 70}]],
],
},
{
'id': '3468206644',
'name': 'ltNumber',
'conditions': [
'and',
['or', ['or', {'name': 'lasers', 'type': 'custom_attribute', 'match': 'lt', 'value': 1.0}]],
],
},
{