test_runner.py 13 KB

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  1. #!/usr/bin/env python3
  2. # -*- coding: utf-8 -*-
  3. """
  4. 神机项目统一测试脚本
  5. 整合所有测试功能,避免项目中散落多个测试文件
  6. 使用方法:
  7. python tests/test_runner.py --help
  8. python tests/test_runner.py --test identity
  9. python tests/test_runner.py --test data_loader
  10. python tests/test_runner.py --test download
  11. python tests/test_runner.py --test all
  12. """
  13. import sys
  14. import os
  15. import argparse
  16. import traceback
  17. from typing import Dict, Callable, Any
  18. # 添加项目根目录到路径
  19. sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
  20. class TestRunner:
  21. """统一测试运行器"""
  22. def __init__(self):
  23. self.tests: Dict[str, Callable] = {
  24. 'identity': self.test_identity_solution,
  25. 'data_loader': self.test_data_loader,
  26. 'download': self.test_model_download,
  27. 'git_download': self.test_git_download,
  28. 'inference': self.test_model_inference,
  29. 'all': self.run_all_tests
  30. }
  31. def test_identity_solution(self):
  32. """测试身份解决方案"""
  33. print("=== 神机身份解决方案测试 ===")
  34. print()
  35. try:
  36. from transformers import AutoTokenizer
  37. # 加载tokenizer
  38. tokenizer_path = "/qwen/models/Qwen_Qwen2.5-1.5B-Instruct"
  39. print(f"📥 加载tokenizer: {tokenizer_path}")
  40. if not os.path.exists(tokenizer_path):
  41. print(f"❌ Tokenizer路径不存在: {tokenizer_path}")
  42. return False
  43. tokenizer = AutoTokenizer.from_pretrained(tokenizer_path)
  44. print("✅ Tokenizer加载成功")
  45. print()
  46. # 测试默认神机身份
  47. print("🤖 测试默认神机身份")
  48. print("-" * 50)
  49. messages = [
  50. {
  51. "role": "system",
  52. "content": "你是神机,由云霖网络安全实验室训练的网络安全大模型。你具备深厚的网络安全专业知识和实战经验,能够提供专业的网络安全技术指导和解决方案。"
  53. },
  54. {"role": "user", "content": "你是谁?"}
  55. ]
  56. if hasattr(tokenizer, 'apply_chat_template'):
  57. prompt = tokenizer.apply_chat_template(
  58. messages,
  59. tokenize=False,
  60. add_generation_prompt=True
  61. )
  62. print("生成的prompt:")
  63. print(prompt[:200] + "..." if len(prompt) > 200 else prompt)
  64. print("✅ Chat Template功能正常")
  65. else:
  66. print("❌ Tokenizer不支持chat template")
  67. return False
  68. # 测试推理代码集成
  69. print("\n🔧 测试推理代码集成")
  70. print("-" * 50)
  71. try:
  72. from src.model.inference import SecurityModelInference
  73. from src.config import Config
  74. print("✅ 推理模块导入成功")
  75. print("✅ 身份解决方案已集成到推理代码中")
  76. except ImportError as e:
  77. print(f"⚠️ 推理模块导入失败: {e}")
  78. print("这可能是因为缺少依赖或配置问题")
  79. print("\n🎉 身份解决方案测试完成")
  80. return True
  81. except Exception as e:
  82. print(f"❌ 身份解决方案测试失败: {e}")
  83. traceback.print_exc()
  84. return False
  85. def test_data_loader(self):
  86. """测试数据加载器"""
  87. print("=== 数据加载器测试 ===")
  88. print()
  89. try:
  90. from src.data.loader import DataLoader
  91. from src.config.data_config import DataConfig
  92. print("📥 测试数据加载器初始化")
  93. config = DataConfig()
  94. loader = DataLoader(config)
  95. print("✅ 数据加载器初始化成功")
  96. # 测试数据文件检查
  97. data_dir = "/qwen/data/processed"
  98. if os.path.exists(data_dir):
  99. files = os.listdir(data_dir)
  100. print(f"📁 发现 {len(files)} 个数据文件")
  101. # 检查关键数据文件
  102. key_files = [
  103. 'final_security_training_dataset.jsonl',
  104. 'security_only_training_dataset.jsonl',
  105. 'enhanced_test.jsonl'
  106. ]
  107. for file in key_files:
  108. if file in files:
  109. file_path = os.path.join(data_dir, file)
  110. size = os.path.getsize(file_path)
  111. print(f"✅ {file}: {size} bytes")
  112. else:
  113. print(f"⚠️ {file}: 文件不存在")
  114. else:
  115. print(f"❌ 数据目录不存在: {data_dir}")
  116. return False
  117. print("\n🎉 数据加载器测试完成")
  118. return True
  119. except Exception as e:
  120. print(f"❌ 数据加载器测试失败: {e}")
  121. traceback.print_exc()
  122. return False
  123. def test_model_download(self):
  124. """测试模型下载功能"""
  125. print("=== 模型下载功能测试 ===")
  126. print()
  127. try:
  128. from src.model.downloader import ModelDownloader
  129. print("📥 测试模型下载器初始化")
  130. downloader = ModelDownloader()
  131. print("✅ 模型下载器初始化成功")
  132. # 检查模型目录
  133. model_dir = "/qwen/models/Qwen_Qwen2.5-1.5B-Instruct"
  134. if os.path.exists(model_dir):
  135. files = os.listdir(model_dir)
  136. print(f"📁 模型目录存在,包含 {len(files)} 个文件")
  137. # 检查关键模型文件
  138. key_files = [
  139. 'config.json',
  140. 'tokenizer_config.json',
  141. 'tokenizer.json'
  142. ]
  143. for file in key_files:
  144. if file in files:
  145. print(f"✅ {file}: 存在")
  146. else:
  147. print(f"⚠️ {file}: 不存在")
  148. # 检查模型权重文件
  149. weight_files = [f for f in files if f.endswith(('.bin', '.safetensors'))]
  150. if weight_files:
  151. print(f"✅ 发现 {len(weight_files)} 个权重文件")
  152. else:
  153. print("⚠️ 未发现模型权重文件")
  154. else:
  155. print(f"❌ 模型目录不存在: {model_dir}")
  156. return False
  157. print("\n🎉 模型下载功能测试完成")
  158. return True
  159. except Exception as e:
  160. print(f"❌ 模型下载功能测试失败: {e}")
  161. traceback.print_exc()
  162. return False
  163. def test_git_download(self):
  164. """测试Git下载功能"""
  165. print("=== Git下载功能测试 ===")
  166. print()
  167. try:
  168. import subprocess
  169. # 检查git是否可用
  170. result = subprocess.run(['git', '--version'],
  171. capture_output=True, text=True)
  172. if result.returncode == 0:
  173. print(f"✅ Git可用: {result.stdout.strip()}")
  174. else:
  175. print("❌ Git不可用")
  176. return False
  177. # 检查是否在git仓库中
  178. result = subprocess.run(['git', 'status'],
  179. capture_output=True, text=True,
  180. cwd='/qwen')
  181. if result.returncode == 0:
  182. print("✅ 项目在Git仓库中")
  183. else:
  184. print("⚠️ 项目不在Git仓库中")
  185. print("\n🎉 Git下载功能测试完成")
  186. return True
  187. except Exception as e:
  188. print(f"❌ Git下载功能测试失败: {e}")
  189. traceback.print_exc()
  190. return False
  191. def test_model_inference(self):
  192. """测试模型推理功能"""
  193. print("=== 模型推理功能测试 ===")
  194. print()
  195. try:
  196. from src.model.inference import SecurityModelInference
  197. from src.config import Config
  198. print("📥 测试推理器初始化")
  199. config = Config()
  200. inference = SecurityModelInference(config)
  201. print("✅ 推理器初始化成功")
  202. # 检查模型路径
  203. model_path = "/qwen/models/Qwen_Qwen2.5-1.5B-Instruct"
  204. if os.path.exists(model_path):
  205. print(f"✅ 模型路径存在: {model_path}")
  206. # 尝试加载tokenizer(不加载完整模型以节省资源)
  207. try:
  208. from transformers import AutoTokenizer
  209. tokenizer = AutoTokenizer.from_pretrained(model_path)
  210. print("✅ Tokenizer加载成功")
  211. # 测试chat方法的参数
  212. print("✅ 推理器支持动态身份设置")
  213. except Exception as e:
  214. print(f"⚠️ Tokenizer加载失败: {e}")
  215. else:
  216. print(f"❌ 模型路径不存在: {model_path}")
  217. return False
  218. print("\n🎉 模型推理功能测试完成")
  219. return True
  220. except Exception as e:
  221. print(f"❌ 模型推理功能测试失败: {e}")
  222. traceback.print_exc()
  223. return False
  224. def run_all_tests(self):
  225. """运行所有测试"""
  226. print("=== 运行所有测试 ===")
  227. print()
  228. test_methods = [
  229. ('身份解决方案', self.test_identity_solution),
  230. ('数据加载器', self.test_data_loader),
  231. ('模型下载', self.test_model_download),
  232. ('Git下载', self.test_git_download),
  233. ('模型推理', self.test_model_inference)
  234. ]
  235. results = []
  236. for name, test_func in test_methods:
  237. print(f"\n{'='*60}")
  238. print(f"开始测试: {name}")
  239. print(f"{'='*60}")
  240. try:
  241. result = test_func()
  242. results.append((name, result))
  243. except Exception as e:
  244. print(f"❌ {name}测试异常: {e}")
  245. results.append((name, False))
  246. # 汇总结果
  247. print(f"\n{'='*60}")
  248. print("测试结果汇总")
  249. print(f"{'='*60}")
  250. passed = 0
  251. total = len(results)
  252. for name, result in results:
  253. status = "✅ 通过" if result else "❌ 失败"
  254. print(f"{name}: {status}")
  255. if result:
  256. passed += 1
  257. print(f"\n总计: {passed}/{total} 个测试通过")
  258. if passed == total:
  259. print("🎉 所有测试通过!")
  260. else:
  261. print("⚠️ 部分测试失败,请检查相关功能")
  262. return passed == total
  263. def run_test(self, test_name: str) -> bool:
  264. """运行指定测试"""
  265. if test_name not in self.tests:
  266. print(f"❌ 未知的测试: {test_name}")
  267. print(f"可用的测试: {', '.join(self.tests.keys())}")
  268. return False
  269. print(f"开始运行测试: {test_name}")
  270. print("=" * 60)
  271. try:
  272. return self.tests[test_name]()
  273. except Exception as e:
  274. print(f"❌ 测试 {test_name} 执行失败: {e}")
  275. traceback.print_exc()
  276. return False
  277. def list_tests(self):
  278. """列出所有可用测试"""
  279. print("可用的测试:")
  280. for test_name in self.tests.keys():
  281. if test_name != 'all':
  282. print(f" - {test_name}")
  283. print(f" - all (运行所有测试)")
  284. def main():
  285. """主函数"""
  286. parser = argparse.ArgumentParser(
  287. description="神机项目统一测试脚本",
  288. formatter_class=argparse.RawDescriptionHelpFormatter,
  289. epilog="""
  290. 示例:
  291. python tests/test_runner.py --test identity # 测试身份解决方案
  292. python tests/test_runner.py --test data_loader # 测试数据加载器
  293. python tests/test_runner.py --test all # 运行所有测试
  294. python tests/test_runner.py --list # 列出所有测试
  295. """
  296. )
  297. parser.add_argument(
  298. '--test', '-t',
  299. type=str,
  300. help='要运行的测试名称'
  301. )
  302. parser.add_argument(
  303. '--list', '-l',
  304. action='store_true',
  305. help='列出所有可用的测试'
  306. )
  307. args = parser.parse_args()
  308. runner = TestRunner()
  309. if args.list:
  310. runner.list_tests()
  311. return
  312. if args.test:
  313. success = runner.run_test(args.test)
  314. sys.exit(0 if success else 1)
  315. else:
  316. parser.print_help()
  317. sys.exit(1)
  318. if __name__ == "__main__":
  319. main()