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8a682b5 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 | #!/usr/bin/env python3
"""
Test script for Optimized Chain of Thought integration
Verifies that the CoT system works correctly with the hybrid architecture
"""
import asyncio
import sys
import os
# Add the src directory to the path
sys.path.insert(0, os.path.join(os.path.dirname(__file__), 'src'))
def test_cot_standalone():
"""Test the CoT system in standalone mode"""
print("π§ͺ Testing Optimized Chain of Thought (Standalone)")
print("-" * 50)
try:
from optimized_chain_of_thought import (
OptimizedChainOfThought, ReasoningType, ComplexityAnalyzer
)
# Test complexity analyzer
analyzer = ComplexityAnalyzer()
complexity, features = analyzer.analyze("What is machine learning?")
print(f"β
Complexity Analysis: {complexity:.3f}")
print(f" Features: {list(features.keys())}")
# Test CoT system
cot = OptimizedChainOfThought("test_cot")
print(f"β
CoT System initialized")
return True
except Exception as e:
print(f"β CoT Standalone Test Failed: {e}")
return False
async def test_cot_integration():
"""Test CoT integration with hybrid architecture"""
print("\nπ Testing CoT Integration with Hybrid Architecture")
print("-" * 50)
try:
from advanced_hybrid_architecture import AdvancedHybridAgent, AgentMode
# Initialize hybrid agent
agent = AdvancedHybridAgent(
"test_agent",
config={
'cot': {'max_paths': 3, 'cache_size': 50},
'fsm': {'max_steps': 5}
}
)
print(f"β
Hybrid Agent initialized")
# Test CoT mode specifically
test_query = "Explain the concept of artificial intelligence step by step"
result = await agent.process_query(test_query)
print(f"β
Query processed successfully")
print(f" Mode: {result.get('mode')}")
print(f" Confidence: {result.get('confidence', 0):.3f}")
if 'reasoning_path' in result:
path = result['reasoning_path']
print(f" CoT Steps: {len(path.steps)}")
print(f" Template: {path.template_used}")
print(f" Final Answer: {path.final_answer[:100]}...")
return True
except Exception as e:
print(f"β CoT Integration Test Failed: {e}")
import traceback
traceback.print_exc()
return False
async def test_performance_tracking():
"""Test performance tracking capabilities"""
print("\nπ Testing Performance Tracking")
print("-" * 50)
try:
from advanced_hybrid_architecture import AdvancedHybridAgent
agent = AdvancedHybridAgent("perf_test_agent")
# Process multiple queries
queries = [
"What is 2 + 2?",
"Explain machine learning",
"Compare AI and human intelligence"
]
for query in queries:
await agent.process_query(query)
# Get performance report
report = agent.get_performance_report()
print(f"β
Performance tracking working")
print(f" Total queries: {report['total_queries']}")
print(f" Average confidence: {report['average_confidence']:.3f}")
print(f" Mode usage: {report['mode_usage']}")
return True
except Exception as e:
print(f"β Performance Tracking Test Failed: {e}")
return False
async def test_caching():
"""Test caching functionality"""
print("\nπΎ Testing Caching System")
print("-" * 50)
try:
from optimized_chain_of_thought import OptimizedChainOfThought
cot = OptimizedChainOfThought("cache_test")
# First query
query = "What is the capital of France?"
result1 = await cot.reason(query)
# Same query again (should use cache)
result2 = await cot.reason(query)
print(f"β
Caching system working")
print(f" First run confidence: {result1.total_confidence:.3f}")
print(f" Cached run confidence: {result2.total_confidence:.3f}")
# Check cache stats
stats = cot.reasoning_cache.get_stats()
print(f" Cache size: {stats['size']}")
print(f" Hit rate: {stats['hit_rate']:.3f}")
return True
except Exception as e:
print(f"β Caching Test Failed: {e}")
return False
async def test_template_system():
"""Test template selection and usage"""
print("\nπ Testing Template System")
print("-" * 50)
try:
from optimized_chain_of_thought import TemplateLibrary, ComplexityAnalyzer
library = TemplateLibrary()
analyzer = ComplexityAnalyzer()
# Test different query types
test_cases = [
("Solve the equation: 2x + 3 = 7", "mathematical"),
("Compare cats and dogs", "comparative"),
("Why does the sky appear blue?", "causal"),
("Analyze the impact of social media", "analytical")
]
for query, expected_type in test_cases:
complexity, features = analyzer.analyze(query)
template = library.select_template(query, features)
print(f" Query: {query[:30]}...")
print(f" Selected: {template.name}")
print(f" Expected: {expected_type}")
print(f" Match: {'β
' if template.name == expected_type else 'β'}")
print()
return True
except Exception as e:
print(f"β Template System Test Failed: {e}")
return False
async def main():
"""Run all tests"""
print("π Optimized Chain of Thought Integration Tests")
print("=" * 60)
tests = [
("Standalone CoT", test_cot_standalone),
("CoT Integration", test_cot_integration),
("Performance Tracking", test_performance_tracking),
("Caching System", test_caching),
("Template System", test_template_system)
]
results = []
for test_name, test_func in tests:
print(f"\nπ§ͺ Running {test_name} Test...")
try:
if asyncio.iscoroutinefunction(test_func):
result = await test_func()
else:
result = test_func()
results.append((test_name, result))
except Exception as e:
print(f"β {test_name} Test Failed: {e}")
results.append((test_name, False))
# Summary
print("\n" + "=" * 60)
print("π Test Results Summary")
print("=" * 60)
passed = 0
total = len(results)
for test_name, result in results:
status = "β
PASSED" if result else "β FAILED"
print(f"{test_name}: {status}")
if result:
passed += 1
print(f"\nOverall: {passed}/{total} tests passed")
if passed == total:
print("π All tests passed! CoT integration is working correctly.")
else:
print("β οΈ Some tests failed. Please check the implementation.")
return passed == total
if __name__ == "__main__":
try:
success = asyncio.run(main())
sys.exit(0 if success else 1)
except KeyboardInterrupt:
print("\n\nβΉοΈ Tests interrupted by user")
sys.exit(1)
except Exception as e:
print(f"\nβ Test suite failed: {e}")
import traceback
traceback.print_exc()
sys.exit(1) |