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341 lines (284 loc) · 12.9 KB
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import unittest
import os
import sys
import json
from unittest.mock import patch, MagicMock
# 添加项目根目录到系统路径
sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
from core.enhanced_router import EnhancedRouter
from core.routing_strategies import (
HistoryBasedStrategy,
SemanticRoutingStrategy,
AdaptiveRoutingStrategy,
MultiAgentRoutingStrategy
)
class TestEnhancedRouter(unittest.TestCase):
def setUp(self):
# 创建临时配置文件
self.temp_config_file = "temp_router_config.json"
self.config = {
"agent_profiles": {
"default_agent": {
"description": "通用Agent,处理一般性查询",
"model": "gpt-3.5-turbo",
"temperature": 0.7,
"supported_intents": ["general", "information", "conversation"]
},
"technical_agent": {
"description": "技术Agent,处理技术问题和代码相关任务",
"model": "gpt-4",
"temperature": 0.5,
"supported_intents": ["technical", "coding", "debugging", "explanation"]
},
"creative_agent": {
"description": "创意Agent,处理创意和文案相关任务",
"model": "gpt-4",
"temperature": 0.8,
"supported_intents": ["creative", "writing", "brainstorming", "design"]
}
},
"routing_strategies": {
"direct": {
"description": "直接路由策略",
"enabled": True
},
"memory_enhanced": {
"description": "记忆增强路由策略",
"enabled": True
},
"semantic": {
"description": "基于语义理解的路由策略",
"enabled": True,
"config": {
"intent_patterns": {
"technical": ["代码", "编程", "开发", "调试"],
"creative": ["创意", "设计", "写作", "文案"],
"general": ["什么是", "如何", "为什么"]
}
}
}
},
"agent_strategy_mapping": {
"default_agent": "direct",
"technical_agent": "direct",
"creative_agent": "direct"
},
"default_strategy": "semantic",
"routing_threshold": 0.75,
"fallback_agent": "default_agent"
}
# 写入临时配置文件
with open(self.temp_config_file, 'w', encoding='utf-8') as f:
json.dump(self.config, f, ensure_ascii=False, indent=2)
# 测试用的上下文
self.context = [
{"role": "user", "content": "你好"},
{"role": "assistant", "content": "你好!有什么我可以帮助你的吗?"}
]
def tearDown(self):
# 清理临时文件
if os.path.exists(self.temp_config_file):
os.remove(self.temp_config_file)
def test_initialization(self):
"""测试路由器初始化"""
router = EnhancedRouter(self.temp_config_file)
# 验证配置加载
self.assertEqual(router.default_strategy_name, "semantic")
self.assertEqual(router.fallback_agent, "default_agent")
self.assertEqual(router.routing_threshold, 0.75)
# 验证策略实例初始化
self.assertIn("direct", router.strategy_instances)
self.assertIn("memory_enhanced", router.strategy_instances)
self.assertIn("semantic", router.strategy_instances)
@patch('core.enhanced_router.StrategyFactory.create_strategy')
def test_strategy_initialization(self, mock_create_strategy):
"""测试策略初始化"""
# 模拟策略创建
mock_create_strategy.side_effect = lambda strategy_type, config: MagicMock()
router = EnhancedRouter(self.temp_config_file)
# 验证策略工厂调用
self.assertEqual(mock_create_strategy.call_count, 3) # direct, memory_enhanced, semantic
@patch('core.enhanced_router.lite_llm_infer')
def test_llm_based_routing(self, mock_lite_llm_infer):
"""测试基于LLM的路由决策"""
# 模拟LLM响应
mock_lite_llm_infer.return_value = "technical_agent"
router = EnhancedRouter(self.temp_config_file)
# 测试LLM路由
agent_id = router._llm_based_routing("如何编写Python代码?")
self.assertEqual(agent_id, "technical_agent")
# 测试无效响应
mock_lite_llm_infer.return_value = "invalid_agent"
agent_id = router._llm_based_routing("如何编写Python代码?")
self.assertEqual(agent_id, "default_agent")
@patch('core.enhanced_router.EnhancedRouter._llm_based_routing')
def test_determine_agent_fallback(self, mock_llm_routing):
"""测试Agent确定的回退机制"""
# 模拟LLM路由
mock_llm_routing.return_value = "technical_agent"
# 创建路由器,但不使用默认策略
config = self.config.copy()
config["default_strategy"] = "unknown_strategy"
with open(self.temp_config_file, 'w', encoding='utf-8') as f:
json.dump(config, f, ensure_ascii=False, indent=2)
router = EnhancedRouter(self.temp_config_file)
# 测试确定Agent(应回退到LLM路由)
agent_id = router.determine_agent("如何编写Python代码?")
self.assertEqual(agent_id, "technical_agent")
mock_llm_routing.assert_called_once()
@patch('core.routing_strategies.SemanticRoutingStrategy.select_agent')
def test_determine_agent_with_strategy(self, mock_select_agent):
"""测试使用策略确定Agent"""
# 模拟策略选择
mock_select_agent.return_value = "technical_agent"
router = EnhancedRouter(self.temp_config_file)
# 测试确定Agent
agent_id = router.determine_agent("如何编写Python代码?")
self.assertEqual(agent_id, "technical_agent")
mock_select_agent.assert_called_once()
def test_route_query(self):
"""测试查询路由"""
router = EnhancedRouter(self.temp_config_file)
# 模拟determine_agent方法
router.determine_agent = MagicMock(return_value="technical_agent")
# 测试路由查询
route_info = router.route_query("如何编写Python代码?")
self.assertEqual(route_info["agent_id"], "technical_agent")
self.assertEqual(route_info["strategy"], "direct")
self.assertEqual(route_info["query"], "如何编写Python代码?")
@patch('core.enhanced_router.call_model')
def test_execute_direct_strategy(self, mock_call_model):
"""测试执行直接路由策略"""
# 模拟模型调用
mock_call_model.return_value = "这是模型的响应"
router = EnhancedRouter(self.temp_config_file)
# 测试执行直接策略
result = router._execute_direct_strategy(
"如何编写Python代码?",
"technical_agent",
"gpt-4",
0.5
)
self.assertEqual(result["agent_id"], "technical_agent")
self.assertEqual(result["response"], "这是模型的响应")
self.assertEqual(result["strategy"], "direct")
self.assertTrue(result["success"])
@patch('core.enhanced_router.call_model')
def test_execute_memory_enhanced_strategy(self, mock_call_model):
"""测试执行记忆增强路由策略"""
# 模拟模型调用
mock_call_model.return_value = "这是模型的响应"
router = EnhancedRouter(self.temp_config_file)
# 测试执行记忆增强策略
result = router._execute_memory_enhanced_strategy(
"如何编写Python代码?",
self.context,
"technical_agent",
"gpt-4",
0.5
)
self.assertEqual(result["agent_id"], "technical_agent")
self.assertEqual(result["response"], "这是模型的响应")
self.assertEqual(result["strategy"], "memory_enhanced")
self.assertTrue(result["success"])
@patch('core.enhanced_router.call_model')
def test_execute_advanced_strategy(self, mock_call_model):
"""测试执行高级路由策略"""
# 模拟模型调用
mock_call_model.return_value = "这是模型的响应"
router = EnhancedRouter(self.temp_config_file)
# 创建模拟策略
mock_strategy = MagicMock()
mock_strategy.update_history = MagicMock()
router.strategy_instances["semantic"] = mock_strategy
# 测试执行高级策略
result = router._execute_advanced_strategy(
"如何编写Python代码?",
self.context,
"technical_agent",
"semantic",
"gpt-4",
0.5
)
self.assertEqual(result["agent_id"], "technical_agent")
self.assertEqual(result["response"], "这是模型的响应")
self.assertEqual(result["strategy"], "semantic")
self.assertTrue(result["success"])
# 验证策略更新调用
mock_strategy.update_history.assert_called_once()
@patch('core.enhanced_router.EnhancedRouter._execute_direct_strategy')
def test_execute_route_direct(self, mock_execute_direct):
"""测试执行路由(直接策略)"""
# 模拟直接策略执行
mock_execute_direct.return_value = {
"agent_id": "technical_agent",
"response": "这是模型的响应",
"strategy": "direct",
"success": True
}
router = EnhancedRouter(self.temp_config_file)
# 模拟route_query方法
router.route_query = MagicMock(return_value={
"agent_id": "technical_agent",
"strategy": "direct",
"query": "如何编写Python代码?"
})
# 测试执行路由
result = router.execute_route("如何编写Python代码?")
self.assertEqual(result["agent_id"], "technical_agent")
self.assertEqual(result["response"], "这是模型的响应")
self.assertEqual(result["strategy"], "direct")
self.assertTrue(result["success"])
@patch('core.enhanced_router.EnhancedRouter._execute_memory_enhanced_strategy')
def test_execute_route_memory_enhanced(self, mock_execute_memory):
"""测试执行路由(记忆增强策略)"""
# 模拟记忆增强策略执行
mock_execute_memory.return_value = {
"agent_id": "memory_agent",
"response": "这是模型的响应",
"strategy": "memory_enhanced",
"success": True
}
router = EnhancedRouter(self.temp_config_file)
# 模拟route_query方法
router.route_query = MagicMock(return_value={
"agent_id": "memory_agent",
"strategy": "memory_enhanced",
"query": "你还记得我之前问的问题吗?"
})
# 测试执行路由
result = router.execute_route("你还记得我之前问的问题吗?", self.context)
self.assertEqual(result["agent_id"], "memory_agent")
self.assertEqual(result["response"], "这是模型的响应")
self.assertEqual(result["strategy"], "memory_enhanced")
self.assertTrue(result["success"])
def test_provide_feedback(self):
"""测试提供反馈"""
router = EnhancedRouter(self.temp_config_file)
# 创建模拟策略
mock_strategy = MagicMock()
mock_strategy.update_history = MagicMock()
router.strategy_instances["semantic"] = mock_strategy
# 创建模拟自适应策略
mock_adaptive = MagicMock()
mock_adaptive.feedback = MagicMock()
router.strategy_instances["adaptive"] = mock_adaptive
# 测试提供反馈
router.provide_feedback(
"如何编写Python代码?",
"technical_agent",
"semantic",
True,
5
)
# 验证策略更新调用
mock_strategy.update_history.assert_called_once_with(
"如何编写Python代码?",
"technical_agent",
True,
5
)
# 验证自适应策略反馈调用
mock_adaptive.feedback.assert_called_once_with("semantic", True)
if __name__ == '__main__':
unittest.main()