unit_test.py 8.4 KB

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  1. #! /usr/bin/env python
  2. # -*- coding: utf-8 -*-
  3. # vim:fenc=utf-8
  4. import pytest
  5. from datetime import datetime, timedelta
  6. from typing import Dict, Optional, Tuple, Any
  7. from unittest.mock import Mock, MagicMock
  8. from agent_service import AgentService, MemoryQueueBackend
  9. from dialogue_manager import DialogueState, TimeContext
  10. from message import MessageType, Message, MessageChannel
  11. from response_type_detector import ResponseTypeDetector
  12. from user_manager import LocalUserManager
  13. import time
  14. import logging
  15. class TestMessageQueues:
  16. """测试用消息队列实现"""
  17. def __init__(self, receive_queue, send_queue, human_queue):
  18. self.receive_queue = receive_queue
  19. self.send_queue = send_queue
  20. self.human_queue = human_queue
  21. @pytest.fixture
  22. def test_env():
  23. """测试环境初始化"""
  24. logging.getLogger().setLevel(logging.DEBUG)
  25. user_manager = LocalUserManager()
  26. user_relation_manager = Mock()
  27. user_relation_manager.get_user_tags = Mock(return_value=['AgentTest1'])
  28. user_relation_manager.list_staff_users = Mock(return_value=[{'staff_id': 'staff_id_0', 'user_id': 'user_id_0'}])
  29. receive_queue = MemoryQueueBackend()
  30. send_queue = MemoryQueueBackend()
  31. human_queue = MemoryQueueBackend()
  32. queues = TestMessageQueues(receive_queue, send_queue, human_queue)
  33. # 创建Agent服务实例
  34. service = AgentService(
  35. receive_backend=receive_queue,
  36. send_backend=send_queue,
  37. human_backend=human_queue,
  38. user_manager=user_manager,
  39. user_relation_manager=user_relation_manager
  40. )
  41. service.user_profile_extractor.extract_profile_info = Mock(return_value=None)
  42. # 替换LLM调用为模拟响应
  43. service._call_chat_api = Mock(return_value="模拟响应")
  44. return service, queues
  45. def test_agent_state_change(test_env):
  46. service, _ = test_env
  47. agent = service._get_agent_instance('staff_id_0', 'user_id_0')
  48. assert agent.current_state == DialogueState.INITIALIZED
  49. assert agent.previous_state == DialogueState.INITIALIZED
  50. agent.do_state_change(DialogueState.MESSAGE_AGGREGATING)
  51. assert agent.current_state == DialogueState.MESSAGE_AGGREGATING
  52. assert agent.previous_state == DialogueState.INITIALIZED
  53. agent.do_state_change(DialogueState.GREETING)
  54. assert agent.current_state == DialogueState.GREETING
  55. assert agent.previous_state == DialogueState.INITIALIZED
  56. agent.do_state_change(DialogueState.MESSAGE_AGGREGATING)
  57. assert agent.current_state == DialogueState.MESSAGE_AGGREGATING
  58. assert agent.previous_state == DialogueState.GREETING
  59. agent.commit()
  60. agent.do_state_change(DialogueState.CHITCHAT)
  61. assert agent.current_state == DialogueState.CHITCHAT
  62. assert agent.previous_state == DialogueState.GREETING
  63. agent.rollback_state()
  64. assert agent.current_state == DialogueState.MESSAGE_AGGREGATING
  65. assert agent.previous_state == DialogueState.GREETING
  66. agent.do_state_change(DialogueState.CHITCHAT)
  67. assert agent.current_state == DialogueState.CHITCHAT
  68. assert agent.previous_state == DialogueState.GREETING
  69. agent.do_state_change(DialogueState.MESSAGE_AGGREGATING)
  70. agent.do_state_change(DialogueState.CHITCHAT)
  71. assert agent.current_state == DialogueState.CHITCHAT
  72. assert agent.previous_state == DialogueState.CHITCHAT
  73. agent.do_state_change(DialogueState.MESSAGE_AGGREGATING)
  74. agent.commit()
  75. agent.do_state_change(DialogueState.CHITCHAT)
  76. agent.rollback_state()
  77. assert agent.current_state == DialogueState.MESSAGE_AGGREGATING
  78. agent.rollback_state()
  79. # no state should be rollback
  80. assert agent.current_state == DialogueState.MESSAGE_AGGREGATING
  81. def test_response_sanitization(test_env):
  82. case1 = '[2024-01-01 12:00:00] 你好'
  83. ret1 = AgentService.sanitize_response(case1)
  84. assert ret1 == '你好'
  85. case1 = '2024-01-01 12:00:00 你好'
  86. ret2 = AgentService.sanitize_response(case1)
  87. assert ret2 == '你好'
  88. def test_normal_conversation_flow(test_env):
  89. """测试正常对话流程"""
  90. service, queues = test_env
  91. service._get_agent_instance('staff_id_0', "user_id_0").message_aggregation_sec = 0
  92. # 准备测试消息
  93. test_msg = Message.build(
  94. MessageType.TEXT, MessageChannel.CORP_WECHAT,
  95. 'user_id_0', 'staff_id_0', '你好', int(time.time() * 1000))
  96. queues.receive_queue.produce(test_msg)
  97. # 处理消息
  98. message = service.receive_queue.consume()
  99. if message:
  100. service.process_single_message(message)
  101. # 验证响应消息
  102. sent_msg = queues.send_queue.consume()
  103. assert sent_msg is not None
  104. assert sent_msg.receiver == "user_id_0"
  105. assert "模拟响应" in sent_msg.content
  106. def test_aggregated_conversation_flow(test_env):
  107. """测试聚合对话流程"""
  108. service, queues = test_env
  109. service._get_agent_instance('staff_id_0', "user_id_0").message_aggregation_sec = 1
  110. # 准备测试消息
  111. ts_begin = int(time.time() * 1000)
  112. test_msg = Message.build(
  113. MessageType.TEXT, MessageChannel.CORP_WECHAT,
  114. 'user_id_0', 'staff_id_0', '你好', ts_begin)
  115. queues.receive_queue.produce(test_msg)
  116. test_msg = Message.build(
  117. MessageType.TEXT, MessageChannel.CORP_WECHAT,
  118. 'user_id_0', 'staff_id_0', '我是老李', ts_begin + 500)
  119. queues.receive_queue.produce(test_msg)
  120. # 处理消息
  121. message = service.receive_queue.consume()
  122. if message:
  123. service.process_single_message(message)
  124. # 验证第一次响应消息
  125. sent_msg = queues.send_queue.consume()
  126. assert sent_msg is None
  127. message = service.receive_queue.consume()
  128. if message:
  129. service.process_single_message(message)
  130. # 验证第二次响应消息
  131. sent_msg = queues.send_queue.consume()
  132. assert sent_msg is None
  133. # 模拟定时器产生空消息触发响应
  134. service.process_single_message(Message.build(
  135. MessageType.AGGREGATION_TRIGGER, MessageChannel.CORP_WECHAT,
  136. 'user_id_0', 'staff_id_0', None, ts_begin + 2000
  137. ))
  138. # 验证第三次响应消息
  139. sent_msg = queues.send_queue.consume()
  140. assert sent_msg is not None
  141. assert sent_msg.receiver == "user_id_0"
  142. assert "模拟响应" in sent_msg.content
  143. def test_human_intervention_trigger(test_env):
  144. """测试触发人工干预"""
  145. service, queues = test_env
  146. service._get_agent_instance('staff_id_0',"user_id_0").message_aggregation_sec = 0
  147. # 准备需要人工干预的消息
  148. test_msg = Message.build(
  149. MessageType.TEXT, MessageChannel.CORP_WECHAT,
  150. "user_id_0", "staff_id_0",
  151. "我需要帮助!", int(time.time() * 1000)
  152. )
  153. queues.receive_queue.produce(test_msg)
  154. # 处理消息
  155. message = service.receive_queue.consume()
  156. if message:
  157. service.process_single_message(message)
  158. # 验证人工队列消息
  159. human_msg = queues.human_queue.consume()
  160. # 由于相关逻辑未启用,临时关闭该测试
  161. return
  162. assert human_msg is not None
  163. assert human_msg.sender == "user_id_0"
  164. assert "用户对话需人工介入" in human_msg.content
  165. def test_initiative_conversation(test_env):
  166. """测试主动发起对话"""
  167. service, queues = test_env
  168. service._get_agent_instance('staff_id_0', "user_id_0").message_aggregation_sec = 0
  169. service._call_chat_api = Mock(return_value="主动发起模拟消息")
  170. # 设置Agent需要主动发起对话
  171. agent = service._get_agent_instance('staff_id_0', "user_id_0")
  172. agent.should_initiate_conversation = Mock(return_value=(True, MagicMock()))
  173. # 发起对话有时间限制
  174. agent.get_time_context = Mock(return_value=TimeContext.MORNING)
  175. service._check_initiative_conversations()
  176. # 验证主动发起的消息 (由于当前有白名单,无法支持测试)
  177. sent_msg = queues.send_queue.consume()
  178. # assert sent_msg is not None
  179. # assert "主动发起" in sent_msg.content
  180. def test_response_type_detector(test_env):
  181. case1 = '大哥,那可得提前了解下天气,以便安排行程~我帮您查查明天北京天气?'
  182. assert ResponseTypeDetector.is_chinese_only(case1) == True
  183. assert ResponseTypeDetector.if_message_suitable_for_voice(case1) == False
  184. case2 = 'hi'
  185. assert ResponseTypeDetector.is_chinese_only(case2) == False
  186. case3 = '这是链接:http://domain.com'
  187. assert ResponseTypeDetector.is_chinese_only(case3) == False
  188. case4 = '大哥,那可得提前了解下天气'
  189. assert ResponseTypeDetector.if_message_suitable_for_voice(case4) == True