{"id":115,"date":"2026-07-22T09:08:35","date_gmt":"2026-07-22T01:08:35","guid":{"rendered":"https:\/\/www.deartester.com\/index.php\/2026\/09\/01\/app%e7%a8%b3%e5%ae%9a%e6%80%a7%e6%b5%8b%e8%af%95%e8%bf%98%e5%9c%a8%e7%94%a8monkey%ef%bc%9f-%e6%99%ba%e8%83%bd%e9%81%8d%e5%8e%86%e8%ae%a9%e5%b4%a9%e6%ba%83%e7%8e%87%e9%99%8d%e4%bd%8e80\/"},"modified":"2026-09-03T23:17:34","modified_gmt":"2026-09-03T15:17:34","slug":"app%e7%a8%b3%e5%ae%9a%e6%80%a7%e6%b5%8b%e8%af%95%e8%bf%98%e5%9c%a8%e7%94%a8monkey%ef%bc%9f-%e6%99%ba%e8%83%bd%e9%81%8d%e5%8e%86%e8%ae%a9%e5%b4%a9%e6%ba%83%e7%8e%87%e9%99%8d%e4%bd%8e80","status":"publish","type":"post","link":"https:\/\/www.deartester.com\/index.php\/2026\/07\/22\/app%e7%a8%b3%e5%ae%9a%e6%80%a7%e6%b5%8b%e8%af%95%e8%bf%98%e5%9c%a8%e7%94%a8monkey%ef%bc%9f-%e6%99%ba%e8%83%bd%e9%81%8d%e5%8e%86%e8%ae%a9%e5%b4%a9%e6%ba%83%e7%8e%87%e9%99%8d%e4%bd%8e80\/","title":{"rendered":"App\u7a33\u5b9a\u6027\u6d4b\u8bd5\u8fd8\u5728\u7528Monkey\uff1f \u667a\u80fd\u904d\u5386\u8ba9\u5d29\u6e83\u7387\u964d\u4f4e80%"},"content":{"rendered":"\n\n\n
\n

\u261e \u5bfc\u8bfb<\/span><\/span><\/p>\n

\u5927\u591a\u6570\u6d4b\u8bd5\u56e2\u961f\u505aApp\u7a33\u5b9a\u6027\u6d4b\u8bd5\uff0c\u7b2c\u4e00\u6b65\u5c31\u662f\u638f\u51faMonkey\u2014\u2014\u968f\u673a\u70b9\u51fb\u5c4f\u5e55\uff0c\u7b49\u7740App\u5d29\u6e83\u3002Android\u6709Monkey\uff0ciOS\u6709Swift Monkey\uff0c\u9e3f\u8499\u6709Wukong\uff0c\u601d\u8def\u90fd\u4e00\u6837\uff1a\u968f\u673a\u6ce8\u5165\u4e8b\u4ef6\uff0c\u7b49\u5d29\u6e83\u53d1\u751f\u3002\u4f46\u8fd9\u79cd\u65b9\u6cd5\u80fd\u53d1\u73b0\u7684\u95ee\u9898\u4e0d\u5230\u7ebf\u4e0a\u771f\u5b9e\u5d29\u6e83\u768430%\u2014\u2014ANR\u65e0\u54cd\u5e94\u3001\u540e\u53f0\u5185\u5b58\u6cc4\u6f0f\u3001WebView\u5f02\u5e38\u3001\u72b6\u6001\u9519\u4e71\u5f15\u53d1\u7684\u5d29\u6e83\uff0cMonkey\u51e0\u4e4e\u662f\u76f2\u6d4b\u3002<\/span><\/span><\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u672c\u6587\u4ece\u7a33\u5b9a\u6027\u6d4b\u8bd5\u7684\u57fa\u672c\u6982\u5ff5\u51fa\u53d1\uff0c\u5168\u666f\u5bf9\u6bd4Android\u3001iOS\u3001\u9e3f\u8499\u4e09\u5927\u7cfb\u7edf\u7684\u6d4b\u8bd5\u65b9\u6848\uff0c\u6df1\u5165\u5256\u6790Monkey\u7684\u5e95\u5c42\u539f\u7406\u4e0e\u4e09\u5927\u81f4\u547d\u7f3a\u9677\uff0c\u5f15\u51fa\u667a\u80fd\u904d\u5386\u7684\u6838\u5fc3\u601d\u60f3\u4e0e\u4e3b\u6d41\u5de5\u5177\uff0c\u6700\u540e\u7528\u5b8c\u6574\u5b9e\u6218\u4ee3\u7801\uff08Python + AI + CI\/CD\uff09\u624b\u628a\u624b\u6559\u4f60\u642d\u5efa\u667a\u80fd\u904d\u5386\u6d4b\u8bd5\u4f53\u7cfb\uff0c\u5b9e\u73b0\u5d29\u6e83\u7387\u964d\u4f4e80%\u7684\u5b9e\u6218\u6548\u679c\u3002<\/span><\/span><\/section>\n

<\/span><\/section>\n
\n

\u4e00<\/span><\/span>\u4ec0\u4e48\u662fApp\u7a33\u5b9a\u6027\u6d4b\u8bd5\uff1f<\/span><\/h2>\n

1.1 \u7a33\u5b9a\u6027\u6d4b\u8bd5\u7684\u5b9a\u4e49\u4e0e\u8fb9\u754c<\/span><\/h3>\n

App\u7a33\u5b9a\u6027\u6d4b\u8bd5\uff08Stability Testing\uff09\u662f\u6307\u5728<\/span>\u957f\u65f6\u95f4\u3001\u9ad8\u9891\u7387\u3001\u591a\u573a\u666f<\/span><\/strong>\u6761\u4ef6\u4e0b\uff0c\u6301\u7eed\u8fd0\u884cApp\u5e76\u76d1\u63a7\u5176\u662f\u5426\u51fa\u73b0\u5d29\u6e83\u3001\u65e0\u54cd\u5e94\u3001\u5185\u5b58\u6cc4\u6f0f\u3001\u5f02\u5e38\u91cd\u542f\u7b49\u95ee\u9898\u7684\u4e00\u79cd\u6d4b\u8bd5\u65b9\u6cd5\u3002\u5b83\u4e0e\u529f\u80fd\u6d4b\u8bd5\u7684\u6838\u5fc3\u533a\u522b\u5728\u4e8e\uff1a<\/span><\/p>\n\n\n\n\n\n\n\n\n\n
\n
\u7ef4\u5ea6<\/span><\/span><\/section>\n<\/th>\n
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\u529f\u80fd\u6d4b\u8bd5<\/span><\/span><\/section>\n<\/th>\n
\n
\u7a33\u5b9a\u6027\u6d4b\u8bd5<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
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\u6d4b\u8bd5\u76ee\u6807<\/span><\/section>\n<\/td>\n
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\u9a8c\u8bc1”\u529f\u80fd\u662f\u5426\u6b63\u786e”<\/span><\/section>\n<\/td>\n
\n
\u9a8c\u8bc1”App\u662f\u5426\u6301\u7eed\u7a33\u5b9a\u8fd0\u884c”<\/span><\/section>\n<\/td>\n<\/tr>\n
\n
\u8fd0\u884c\u65f6\u957f<\/span><\/section>\n<\/td>\n
\n
\u5355\u6b21\u64cd\u4f5c\uff0c\u79d2\u7ea7~\u5206\u949f\u7ea7<\/span><\/section>\n<\/td>\n
\n
\u957f\u65f6\u95f4\u8fd0\u884c\uff0c\u5206\u949f\u7ea7~\u5c0f\u65f6\u7ea7<\/span><\/section>\n<\/td>\n<\/tr>\n
\n
\u5173\u6ce8\u6307\u6807<\/span><\/section>\n<\/td>\n
\n
Pass\/Fail<\/span><\/section>\n<\/td>\n
\n
\u5d29\u6e83\u7387\u3001ANR\u7387\u3001\u5185\u5b58\u8d8b\u52bf\u3001FPS<\/span><\/section>\n<\/td>\n<\/tr>\n
\n
\u89e6\u53d1\u65b9\u5f0f<\/span><\/section>\n<\/td>\n
\n
\u9884\u8bbe\u7528\u4f8b\uff0c\u7cbe\u786e\u8def\u5f84<\/span><\/section>\n<\/td>\n
\n
\u968f\u673a\/\u534a\u968f\u673a\/\u667a\u80fd\u904d\u5386\uff0c\u5e7f\u8986\u76d6<\/span><\/section>\n<\/td>\n<\/tr>\n
\n
\u7f3a\u9677\u7c7b\u578b<\/span><\/section>\n<\/td>\n
\n
\u903b\u8f91\u9519\u8bef\u3001UI\u5f02\u5e38<\/span><\/section>\n<\/td>\n
\n
Crash\u3001ANR\u3001OOM\u3001\u5185\u5b58\u6cc4\u6f0f<\/span><\/section>\n<\/td>\n<\/tr>\n
\n
\u53d1\u73b0\u96be\u5ea6<\/span><\/section>\n<\/td>\n
\n
\u4f4e\uff08\u6709\u660e\u786e\u9884\u671f\uff09<\/span><\/section>\n<\/td>\n
\n
\u9ad8\uff08\u9700\u7279\u5b9a\u72b6\u6001\/\u65f6\u5e8f\u624d\u80fd\u89e6\u53d1\uff09<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.2 \u7a33\u5b9a\u6027\u6d4b\u8bd5\u7684\u56db\u5927\u6838\u5fc3\u6307\u6807<\/span><\/h3>\n
\n
\"\u5fae\u4fe1\u516c\u4f17\u53f7\u4e8c\u7ef4\u7801\"\u56fe\u7247\u5f15\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7\uff0c\u626b\u7801\u5173\u6ce8\u9605\u8bfb\u539f\u6587<\/span><\/figcaption><\/figure>\n<\/section>\n\n\n\n\n\n\n\n
\n
\u6307\u6807<\/span><\/span><\/section>\n<\/th>\n
\n
\u5b9a\u4e49<\/span><\/span><\/section>\n<\/th>\n
\n
\u884c\u4e1a\u5408\u683c\u7ebf<\/span><\/span><\/section>\n<\/th>\n
\n
\u4f18\u79c0\u6807\u51c6<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
\n
\u5d29\u6e83\u7387<\/span><\/section>\n<\/td>\n
\n
\u53d1\u751f\u5d29\u6e83\u7684\u4f1a\u8bdd\u6570 \/ \u603b\u4f1a\u8bdd\u6570<\/span><\/section>\n<\/td>\n
\n
< 0.3%<\/span><\/section>\n<\/td>\n
\n
< 0.1%<\/span><\/section>\n<\/td>\n<\/tr>\n
\n
ANR\u7387<\/span><\/section>\n<\/td>\n
\n
\u53d1\u751fANR\u7684\u4f1a\u8bdd\u6570 \/ \u603b\u4f1a\u8bdd\u6570<\/span><\/section>\n<\/td>\n
\n
< 0.47%\uff08Google Play\u6807\u51c6\uff09<\/span><\/section>\n<\/td>\n
\n
< 0.2%<\/span><\/section>\n<\/td>\n<\/tr>\n
\n
\u5185\u5b58\u6cc4\u6f0f<\/span><\/section>\n<\/td>\n
\n
PSS\u5185\u5b58\u6301\u7eed\u589e\u957f\u4e14\u4e0d\u56de\u6536<\/span><\/section>\n<\/td>\n
\n
\u65e0\u4e25\u91cd\u6cc4\u6f0f<\/span><\/section>\n<\/td>\n
\n
\u65e0\u6cc4\u6f0f<\/span><\/section>\n<\/td>\n<\/tr>\n
\n
\u5f02\u5e38\u91cd\u542f\u7387<\/span><\/section>\n<\/td>\n
\n
\u975e\u7528\u6237\u4e3b\u52a8\u91cd\u542f\u6b21\u6570 \/ \u603b\u8fd0\u884c\u65f6\u957f<\/span><\/section>\n<\/td>\n
\n
< 1\u6b21\/\u5343\u5c0f\u65f6<\/span><\/section>\n<\/td>\n
\n
< 0.3\u6b21\/\u5343\u5c0f\u65f6<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5173\u952e\u8ba4\u77e5\uff1a<\/span><\/span><\/strong>\u7ebf\u4e0a\u7528\u6237\u5d29\u6e83\u7684\u771f\u5b9e\u5143\u51f6\u4e2d\uff0cForce Close\uff08Java\u5c42\u5d29\u6e83\uff09\u4ec5\u5360\u7ea640%\uff0cANR\u536025%\uff0c\u5185\u5b58\u6cc4\u6f0fOOM\u536010%\uff0cWebView\u5f02\u5e38\u53605%\uff0c\u72b6\u6001\u9519\u4e71\u53605%\u3002\u7a33\u5b9a\u6027\u6d4b\u8bd5\u5fc5\u987b\u8986\u76d6<\/span>\u5168\u90e8\u56db\u7c7b\u6307\u6807<\/span><\/span><\/strong>\uff0c\u800c\u975e\u53ea\u76ef\u7740”\u5d29\u4e0d\u5d29”\u3002<\/span><\/p>\n

1.3 \u4e3a\u4ec0\u4e48\u7a33\u5b9a\u6027\u6d4b\u8bd5\u8d8a\u6765\u8d8a\u91cd\u8981<\/span><\/h3>\n
    \n
  • App\u590d\u6742\u5ea6\u7206\u70b8<\/span><\/strong>
    \n
    \uff1a\u5355App\u4ece\u51e0\u5341\u4e2a\u9875\u9762\u589e\u957f\u5230\u6570\u767e\u4e2a\u9875\u9762\uff0c\u72b6\u6001\u7ec4\u5408\u6307\u6570\u7ea7\u589e\u957f<\/span><\/section>\n<\/li>\n
  • \u8bbe\u5907\u788e\u7247\u5316<\/span><\/strong>
    \n
    \uff1aAndroid\u8bbe\u5907\u578b\u53f7\u8d854\u4e07\u79cd\uff0c\u5c4f\u5e55\/\u5185\u5b58\/CPU\u5dee\u5f02\u5de8\u5927<\/span><\/section>\n<\/li>\n
  • \u591a\u7cfb\u7edf\u5e76\u5b58<\/span><\/strong>
    \n
    \uff1aAndroid\u3001iOS\u3001\u9e3f\u8499HarmonyOS\u4e09\u8db3\u9f0e\u7acb\uff0c\u5404\u7cfb\u7edf\u5e95\u5c42\u673a\u5236\u4e0d\u540c<\/span><\/section>\n<\/li>\n
  • \u7528\u6237\u4f53\u9a8c\u9608\u503c\u63d0\u9ad8<\/span><\/strong>
    \n
    \uff1a\u7528\u6237\u5bf9\u5d29\u6e83\u7684\u5bb9\u5fcd\u5ea6\u8d8a\u6765\u8d8a\u4f4e\uff0c\u4e00\u6b21\u5d29\u6e83=\u53ef\u80fd\u6d41\u5931\u7528\u6237<\/span><\/section>\n<\/li>\n<\/ul>\n

    <\/span><\/section>\n
    \n

    \u4e8c<\/span><\/span>\u4e09\u5927\u7cfb\u7edf\u7a33\u5b9a\u6027\u6d4b\u8bd5\u65b9\u6848\u5168\u666f<\/span><\/h2>\n

    \u5f53\u524d\u79fb\u52a8\u7aef\u4e09\u5927\u64cd\u4f5c\u7cfb\u7edf\u2014\u2014Android\u3001iOS\u3001\u9e3f\u8499HarmonyOS\u2014\u2014\u5404\u81ea\u62e5\u6709\u4e0d\u540c\u7684\u6d4b\u8bd5\u5de5\u5177\u94fe\u548c\u7a33\u5b9a\u6027\u6d4b\u8bd5\u65b9\u6848\u3002\u4ee5\u4e0b\u505a\u5168\u666f\u5f0f\u68b3\u7406\u3002<\/span><\/p>\n

    2.1 Android\u65b9\u6848\uff1aMonkey + uiautomator2<\/span><\/h3>\n

    Android\u662f\u7a33\u5b9a\u6027\u6d4b\u8bd5\u5de5\u5177\u6700\u4e30\u5bcc\u7684\u5e73\u53f0\uff0c\u4e3b\u8981\u65b9\u6848\u5305\u62ec\uff1a<\/span><\/p>\n\n\n\n\n\n\n\n\n
    \n
    \u5de5\u5177<\/span><\/span><\/section>\n<\/th>\n
    		\n
    \u6765\u6e90<\/span><\/span><\/section>\n<\/th>\n
    		\n
    \u7c7b\u578b<\/span><\/span><\/section>\n<\/th>\n
    		\n
    \u6838\u5fc3\u80fd\u529b<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
    Monkey<\/span><\/strong><\/td>\n\n
    Google\uff08Android SDK\u5185\u7f6e\uff09<\/span><\/section>\n<\/td>\n
    		\n
    \u968f\u673a\u538b\u529b\u6d4b\u8bd5<\/span><\/section>\n<\/td>\n
    		\n
    \u4f2a\u968f\u673a\u4e8b\u4ef6\u6ce8\u5165\uff0c\u5d29\u6e83\u76d1\u63a7<\/span><\/section>\n<\/td>\n<\/tr>\n
    uiautomator2<\/span><\/strong><\/td>\n\n
    Google + \u5f00\u6e90\u793e\u533a<\/span><\/section>\n<\/td>\n
    		\n
    UI\u81ea\u52a8\u5316\u6846\u67b6<\/span><\/section>\n<\/td>\n
    		\n
    View\u6811\u89e3\u6790\uff0c\u5143\u7d20\u5b9a\u4f4d\uff0c\u53ef\u7f16\u7a0b<\/span><\/section>\n<\/td>\n<\/tr>\n
    AppCrawler<\/span><\/strong><\/td>\n\n
    TesterHome\u793e\u533a<\/span><\/section>\n<\/td>\n
    		\n
    \u667a\u80fd\u904d\u5386<\/span><\/section>\n<\/td>\n
    		\n
    YAML\u914d\u7f6e\uff0c\u63d2\u4ef6\u5316\uff0c\u8986\u76d6\u7387\u62a5\u544a<\/span><\/section>\n<\/td>\n<\/tr>\n
    Maxim<\/span><\/strong><\/td>\n\n
    \u817e\u8baf\u5fae\u4fe1\u652f\u4ed8<\/span><\/section>\n<\/td>\n
    		\n
    \u667a\u80fd\u904d\u5386<\/span><\/section>\n<\/td>\n
    		\n
    DFS\u6df1\u5ea6\u4f18\u5148\uff0c\u96f6\u914d\u7f6e\u542f\u52a8<\/span><\/section>\n<\/td>\n<\/tr>\n
    Espresso<\/span><\/strong><\/td>\n\n
    Google<\/span><\/section>\n<\/td>\n
    		\n
    UI\u81ea\u52a8\u5316\u6846\u67b6<\/span><\/section>\n<\/td>\n
    		\n
    \u767d\u76d2\u6d4b\u8bd5\uff0c\u9700\u8981\u7f16\u5199\u6d4b\u8bd5\u4ee3\u7801<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    Monkey<\/span><\/strong>\u662fAndroid\u5e73\u53f0\u6700\u901a\u7528\u7684\u7a33\u5b9a\u6027\u6d4b\u8bd5\u5de5\u5177\uff0c\u51e0\u4e4e\u6240\u6709Android\u6d4b\u8bd5\u56e2\u961f\u90fd\u7528\u8fc7\u3002\u5b83\u968fSDK\u5185\u7f6e\uff0c\u96f6\u5b89\u88c5\u6210\u672c\uff0c\u4e00\u884c\u547d\u4ee4\u542f\u52a8\uff1a<\/span><\/p>\n

    \n
      \n
    • <\/li>\n
    • <\/li>\n<\/ul>\n
      # \u6700\u7b80\u5355\u7684Monkey\u547d\u4ee4<\/span><\/span><\/code>adb<\/span> shell monkey -p com.example.app -v 10000<\/span><\/span><\/code><\/pre>\n<\/section>\n
      2.2 iOS\u65b9\u6848\uff1aXCTest + Swift Monkey<\/span><\/h3>\n
      iOS\u5e73\u53f0\u7531\u4e8e\u7cfb\u7edf\u5c01\u95ed\uff0c\u81ea\u52a8\u5316\u6d4b\u8bd5\u5de5\u5177\u8fdc\u6ca1\u6709Android\u4e30\u5bcc\uff0c\u4e3b\u8981\u4f9d\u8d56Apple\u5b98\u65b9\u5de5\u5177\u94fe\uff1a<\/span><\/p>\n\n\n\n\n\n\n\n\n
      \n
      \u5de5\u5177<\/span><\/span><\/section>\n<\/th>\n
      		\n
      \u6765\u6e90<\/span><\/span><\/section>\n<\/th>\n
      		\n
      \u7c7b\u578b<\/span><\/span><\/section>\n<\/th>\n
      		\n
      \u6838\u5fc3\u80fd\u529b<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
      XCTest<\/span><\/strong><\/td>\n\n
      Apple\u5b98\u65b9<\/span><\/section>\n<\/td>\n
      		\n
      UI\u81ea\u52a8\u5316\u6846\u67b6<\/span><\/section>\n<\/td>\n
      		\n
      Xcode\u5185\u7f6e\uff0c\u5143\u7d20\u5b9a\u4f4d\uff0c\u65ad\u8a00<\/span><\/section>\n<\/td>\n<\/tr>\n
      Swift Monkey<\/span><\/strong><\/td>\n\n
      \u5f00\u6e90\u793e\u533a<\/span><\/section>\n<\/td>\n
      		\n
      \u968f\u673a\u538b\u529b\u6d4b\u8bd5<\/span><\/section>\n<\/td>\n
      		\n
      \u6a21\u62dfUIControl\u4e8b\u4ef6\uff0c\u7c7bAndroid Monkey<\/span><\/section>\n<\/td>\n<\/tr>\n
      XCUITest<\/span><\/strong><\/td>\n\n
      Apple\u5b98\u65b9<\/span><\/section>\n<\/td>\n
      		\n
      UI\u6d4b\u8bd5\u6846\u67b6<\/span><\/section>\n<\/td>\n
      		\n
      \u57fa\u4e8eXCTest\uff0c\u652f\u6301Page Object\u6a21\u5f0f<\/span><\/section>\n<\/td>\n<\/tr>\n
      Instruments<\/span><\/strong><\/td>\n\n
      Apple\u5b98\u65b9<\/span><\/section>\n<\/td>\n
      		\n
      \u6027\u80fd\u5206\u6790\u5de5\u5177<\/span><\/section>\n<\/td>\n
      		\n
      \u5185\u5b58\/CPU\/\u7f51\u7edc\/GPU\u5b9e\u65f6\u76d1\u63a7<\/span><\/section>\n<\/td>\n<\/tr>\n
      Appium<\/span><\/strong><\/td>\n\n
      \u5f00\u6e90\u793e\u533a<\/span><\/section>\n<\/td>\n
      		\n
      \u8de8\u5e73\u53f0UI\u81ea\u52a8\u5316<\/span><\/section>\n<\/td>\n
      		\n
      \u652f\u6301iOS+Android\uff0c\u8bed\u8a00\u65e0\u5173<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
      iOS\u7aef\u6ca1\u6709\u50cfAndroid Monkey\u90a3\u6837”\u5f00\u7bb1\u5373\u7528”\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u6700\u63a5\u8fd1\u7684\u662f<\/span>Swift Monkey<\/span><\/strong>\u2014\u2014\u4e00\u4e2a\u6a21\u62dfUIControl\u968f\u673a\u4e8b\u4ef6\u7684\u5f00\u6e90\u6846\u67b6\uff0c\u9700\u8981\u96c6\u6210\u5230Xcode\u9879\u76ee\u4e2d\u8fd0\u884c\uff1a<\/span><\/p>\n
      \n
        \n
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      • <\/li>\n<\/ul>\n
        \/\/ Swift Monkey \u6700\u7b80\u542f\u52a8<\/span><\/span><\/code>import<\/span> SwiftMonkey<\/span><\/code>class<\/span> MyTest<\/span>: XCTestCase<\/span> {<\/span><\/code>    func<\/span> testMonkey<\/span>() {<\/span><\/code>        let<\/span> app =<\/span> XCUIApplication<\/span>()<\/span><\/code>        app.launch()<\/span><\/code>        let<\/span> monkey =<\/span> Monkey<\/span>(application: app)<\/span><\/code>        monkey.randomizeFirstAction =<\/span> true<\/span><\/span><\/code>        monkey.addXCTestTapAlertAction()<\/span><\/code>        monkey.addDefault XCTestRandomGestureActions<\/span>()<\/span><\/code>        monkey.monkeyAround(iterations: 10000<\/span>)<\/span><\/code>    }<\/span><\/code>}<\/span><\/code><\/pre>\n<\/section>\n
        2.3 \u9e3f\u8499HarmonyOS\u65b9\u6848\uff1aHypium + SmartDevEco<\/span><\/h3>\n
        \u9e3f\u8499\u7cfb\u7edf\u7684\u6d4b\u8bd5\u4f53\u7cfb\u4e0eAndroid\/iOS\u6709\u672c\u8d28\u533a\u522b\u2014\u2014\u5b83\u57fa\u4e8eArkTS\/ArkUI\u6846\u67b6\uff0c\u6d4b\u8bd5\u5de5\u5177\u94fe\u7531\u534e\u4e3a\u5b98\u65b9\u63d0\u4f9b\uff1a<\/span><\/p>\n\n\n\n\n\n\n\n
        \n
        \u5de5\u5177<\/span><\/span><\/section>\n<\/th>\n
        		\n
        \u6765\u6e90<\/span><\/span><\/section>\n<\/th>\n
        		\n
        \u7c7b\u578b<\/span><\/span><\/section>\n<\/th>\n
        		\n
        \u6838\u5fc3\u80fd\u529b<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
        Hypium<\/span><\/strong><\/td>\n\n
        \u534e\u4e3a\u5b98\u65b9<\/span><\/section>\n<\/td>\n
        		\n
        UI\u81ea\u52a8\u5316\u6846\u67b6<\/span><\/section>\n<\/td>\n
        		\n
        ArkTS\u7f16\u5199\uff0c\u652f\u6301\u5143\u670d\u52a1\/App<\/span><\/section>\n<\/td>\n<\/tr>\n
        SmartDevEco Monkey<\/span><\/strong><\/td>\n\n
        \u534e\u4e3aDevEco Studio<\/span><\/section>\n<\/td>\n
        		\n
        \u968f\u673a\u538b\u529b\u6d4b\u8bd5<\/span><\/section>\n<\/td>\n
        		\n
        \u7c7bAndroid Monkey\uff0c\u6ce8\u5165\u89e6\u6478\/\u6ed1\u52a8\u4e8b\u4ef6<\/span><\/section>\n<\/td>\n<\/tr>\n
        DevEco Testing<\/span><\/strong><\/td>\n\n
        \u534e\u4e3a\u5b98\u65b9<\/span><\/section>\n<\/td>\n
        		\n
        \u4e91\u6d4b\u5e73\u53f0<\/span><\/section>\n<\/td>\n
        		\n
        \u771f\u673a\/\u6a21\u62df\u5668\u8fdc\u7a0b\u6d4b\u8bd5\uff0c\u517c\u5bb9\u6027\u6d4b\u8bd5<\/span><\/section>\n<\/td>\n<\/tr>\n
        Wukong<\/span><\/strong><\/td>\n\n
        \u534e\u4e3a\u5f00\u6e90<\/span><\/section>\n<\/td>\n
        		\n
        \u968f\u673a\u538b\u529b\u6d4b\u8bd5<\/span><\/section>\n<\/td>\n
        		\n
        \u7cfb\u7edf\u7ea7\u4e8b\u4ef6\u6ce8\u5165\uff0c\u652f\u6301ArkUI\u7ec4\u4ef6<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
        \u9e3f\u8499\u7684<\/span>Wukong\u5de5\u5177<\/span><\/strong>\u662f\u7a33\u5b9a\u6027\u6d4b\u8bd5\u7684\u4e3b\u529b\uff0c\u5b83\u7684\u5b9a\u4f4d\u7c7b\u4f3cAndroid Monkey\uff0c\u4f46\u9488\u5bf9ArkUI\u6846\u67b6\u505a\u4e86\u9002\u914d\uff1a<\/span><\/p>\n
        \n
          \n
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          #<\/span> \u9e3f\u8499Wukong\u7a33\u5b9a\u6027\u6d4b\u8bd5\u547d\u4ee4<\/span><\/code>hdc shell wukong -p com.example.myapp -v 10000<\/span><\/code>#<\/span> \u53c2\u6570\u4e0eMonkey\u7c7b\u4f3c\uff1a<\/span><\/code>#<\/span> -p \u6307\u5b9a\u5305\u540d<\/span><\/code>#<\/span> -v \u4e8b\u4ef6\u6570\u91cf<\/span><\/code>#<\/span> --throttle \u4e8b\u4ef6\u95f4\u9694<\/span><\/code>#<\/span> --h \u6ce8\u5165\u4e8b\u4ef6\u7c7b\u578b\uff08touch<\/span>\/swipe\/key\uff09<\/span><\/code><\/pre>\n<\/section>\n
          \u5b9e\u6218\u63d0\u793a\uff1a<\/span><\/span><\/strong>\u9e3f\u8499Wukong\u7684\u4f7f\u7528\u65b9\u5f0f\u4e0eAndroid Monkey\u9ad8\u5ea6\u7c7b\u4f3c\uff0c\u4f46\u5e95\u5c42\u4e8b\u4ef6\u6ce8\u5165\u673a\u5236\u4e0d\u540c\u2014\u2014Wukong\u901a\u8fc7ArkUI\u7684AccessibilityService\u83b7\u53d6\u7ec4\u4ef6\u6811\uff0c\u800c\u975eAndroid\u7684View\u4f53\u7cfb\u3002\u5982\u679c\u4f60\u7684App\u540c\u65f6\u9002\u914dAndroid\u548c\u9e3f\u8499\uff0cMonkey\u7ecf\u9a8c\u53ef\u4ee5\u76f4\u63a5\u8fc1\u79fb\u3002<\/span><\/span><\/span><\/p>\n
          2.4 \u4e09\u5927\u7cfb\u7edf\u65b9\u6848\u5bf9\u6bd4\u603b\u89c8<\/span><\/h3>\n\n\n\n\n\n\n\n\n\n\n
          \n
          \u7ef4\u5ea6<\/span><\/span><\/section>\n<\/th>\n
          		\n
          Android<\/span><\/span><\/section>\n<\/th>\n
          		\n
          iOS<\/span><\/span><\/section>\n<\/th>\n
          		\n
          \u9e3f\u8499HarmonyOS<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
          \n
          \u968f\u673a\u538b\u529b\u6d4b\u8bd5<\/span><\/section>\n<\/td>\n
          		\n
          Monkey\uff08SDK\u5185\u7f6e\uff09<\/span><\/section>\n<\/td>\n
          		\n
          Swift Monkey\uff08\u5f00\u6e90\uff09<\/span><\/section>\n<\/td>\n
          		\n
          Wukong\uff08\u5b98\u65b9\uff09<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          UI\u81ea\u52a8\u5316\u6846\u67b6<\/span><\/section>\n<\/td>\n
          		\n
          uiautomator2<\/span><\/section>\n<\/td>\n
          		\n
          XCTest\/XCUITest<\/span><\/section>\n<\/td>\n
          		\n
          Hypium<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          \u667a\u80fd\u904d\u5386\u5de5\u5177<\/span><\/section>\n<\/td>\n
          		\n
          \u4e30\u5bcc\uff084+\u5de5\u5177\uff09<\/span><\/section>\n<\/td>\n
          		\n
          \u6709\u9650<\/span><\/section>\n<\/td>\n
          		\n
          \u6682\u65e0\u6210\u719f\u65b9\u6848<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          \u5d29\u6e83\u76d1\u63a7<\/span><\/section>\n<\/td>\n
          		\n
          adb logcat + dumpsys<\/span><\/section>\n<\/td>\n
          		\n
          Xcode Organizer + Crash Report<\/span><\/section>\n<\/td>\n
          		\n
          hilog + DevEco Profiler<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          ANR\u68c0\u6d4b<\/span><\/section>\n<\/td>\n
          		\n
          \/data\/anr\/trace.txt<\/span><\/section>\n<\/td>\n
          		\n
          \u9700XCTest\u81ea\u5b9a\u4e49\u76d1\u63a7<\/span><\/section>\n<\/td>\n
          		\n
          hilog + Watchdog<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          \u5185\u5b58\u5206\u6790<\/span><\/section>\n<\/td>\n
          		\n
          dumpsys meminfo \/ hprof<\/span><\/section>\n<\/td>\n
          		\n
          Instruments (Allocations\/Leaks)<\/span><\/section>\n<\/td>\n
          		\n
          DevEco Profiler<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          \u5de5\u5177\u751f\u6001\u6210\u719f\u5ea6<\/span><\/section>\n<\/td>\n
          		\n
          \u2605\u2605\u2605\u2605\u2605<\/span><\/section>\n<\/td>\n
          		\n
          \u2605\u2605\u2605<\/span><\/section>\n<\/td>\n
          		\n
          \u2605\u2605\uff08\u5feb\u901f\u53d1\u5c55\u4e2d\uff09<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
          \u73b0\u72b6\u603b\u7ed3\uff1a<\/span><\/strong>\u4e09\u5927\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u6d4b\u8bd5\u76ee\u524d<\/span><\/span>\u90fd\u4ee5\u968f\u673a\u538b\u529b\u6d4b\u8bd5\uff08Monkey\u7c7b\u5de5\u5177\uff09\u4e3a\u4e3b<\/span><\/strong>\u2014\u2014Android\u7528Monkey\uff0ciOS\u7528Swift Monkey\uff0c\u9e3f\u8499\u7528Wukong\u3002\u5b83\u4eec\u7684\u5171\u540c\u7279\u70b9\u662f\uff1a\u968f\u673a\u6ce8\u5165\u4e8b\u4ef6\u3001\u7b49\u5f85\u5d29\u6e83\u53d1\u751f\u3001\u7f3a\u4e4f\u8986\u76d6\u7387\u5ea6\u91cf\u3002\u8fd9\u6b63\u662f\u4e0b\u4e00\u6b65\u8981\u6df1\u5165\u5256\u6790\u7684\u6838\u5fc3\u95ee\u9898\u3002<\/span><\/span><\/p>\n

          <\/span><\/section>\n
          \n
          \u4e09<\/span><\/span>Monkey\u7684\u5e95\u5c42\u539f\u7406\uff1a\u5b83\u5230\u5e95\u662f\u600e\u4e48\u5de5\u4f5c\u7684\uff1f<\/span><\/h2>\n
          \u4e09\u5927\u7cfb\u7edf\u7684\u968f\u673a\u538b\u529b\u6d4b\u8bd5\u5de5\u5177\u867d\u7136\u540d\u5b57\u4e0d\u540c\uff08Monkey\u3001Swift Monkey\u3001Wukong\uff09\uff0c\u4f46\u5e95\u5c42\u539f\u7406\u9ad8\u5ea6\u4e00\u81f4\u3002\u4ee5Android Monkey\u4e3a\u4f8b\u505a\u6df1\u5ea6\u62c6\u89e3\u2014\u2014\u7406\u89e3\u4e86\u5b83\uff0c\u4e5f\u5c31\u7406\u89e3\u4e86Swift Monkey\u548cWukong\u3002<\/span><\/p>\n
          3.1 \u5de5\u4f5c\u673a\u5236\u6df1\u5ea6\u89e3\u6790<\/span><\/h3>\n
          Monkey\u7684\u6838\u5fc3\u662f\u4e00\u4e2a<\/span>\u6709\u9650\u72b6\u6001\u673a\uff08FSM\uff09<\/span><\/strong>\uff0c\u5b83\u6839\u636e\u5f53\u524d\u5c4f\u5e55\u7684Activity\/View\u6811\uff0c\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u53ef\u4ea4\u4e92\u5143\u7d20\uff08Button\u3001EditText\u3001ListItem\u7b49\uff09\uff0c\u7136\u540e\u968f\u673a\u6ce8\u5165\u5bf9\u5e94\u4e8b\u4ef6\uff08Tap\u3001Swipe\u3001LongPress\u7b49\uff09\u3002<\/span><\/p>\n
          \n
          \"\u5fae\u4fe1\u516c\u4f17\u53f7\u4e8c\u7ef4\u7801\"\u56fe\u7247\u5f15\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7\uff0c\u626b\u7801\u5173\u6ce8\u9605\u8bfb\u539f\u6587<\/span><\/figcaption><\/figure>\n<\/section>\n
          Monkey\u6267\u884c\u6d41\u7a0b\u4e0e\u6838\u5fc3\u6a21\u5757<\/span><\/span><\/section>\n
          Monkey\u652f\u6301\u7684\u4e8b\u4ef6\u7c7b\u578b\u53ca\u5176\u9ed8\u8ba4\u6743\u91cd\uff1a<\/span><\/span><\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n
          \n
          \u4e8b\u4ef6\u7c7b\u578b<\/span><\/span><\/section>\n<\/th>\n
          		\n
          \u53c2\u6570<\/span><\/span><\/section>\n<\/th>\n
          		\n
          \u9ed8\u8ba4\u6743\u91cd<\/span><\/span><\/section>\n<\/th>\n
          		\n
          \u8bf4\u660e<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
          \n
          Touch\uff08\u70b9\u51fb\uff09<\/span><\/section>\n<\/td>\n
          		\n
          –pct-touch<\/span><\/section>\n<\/td>\n
          		\n
          45%<\/span><\/section>\n<\/td>\n
          		\n
          \u5355\u6307\u70b9\u51fb\uff0c\u6700\u5e38\u7528\u4e8b\u4ef6<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          Motion\uff08\u6ed1\u52a8\uff09<\/span><\/section>\n<\/td>\n
          		\n
          –pct-motion<\/span><\/section>\n<\/td>\n
          		\n
          20%<\/span><\/section>\n<\/td>\n
          		\n
          \u5c4f\u5e55\u6ed1\u52a8\uff0c\u62d6\u52a8\u7c7b\u64cd\u4f5c<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          Trackball\uff08\u8f68\u8ff9\u7403\uff09<\/span><\/section>\n<\/td>\n
          		\n
          –pct-trackball<\/span><\/section>\n<\/td>\n
          		\n
          5%<\/span><\/section>\n<\/td>\n
          		\n
          \u5386\u53f2\u9057\u7559\uff0c\u73b0\u4ee3\u624b\u673a\u4e0d\u9002\u7528<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          Navigation\uff08\u5bfc\u822a\uff09<\/span><\/section>\n<\/td>\n
          		\n
          –pct-nav<\/span><\/section>\n<\/td>\n
          		\n
          20%<\/span><\/section>\n<\/td>\n
          		\n
          \u6a21\u62df\u7cfb\u7edf\u5bfc\u822a\u952e<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          MajorNav\uff08\u5927\u5bfc\u822a\uff09<\/span><\/section>\n<\/td>\n
          		\n
          –pct-majornav<\/span><\/section>\n<\/td>\n
          		\n
          5%<\/span><\/section>\n<\/td>\n
          		\n
          App\u5185\u4e3b\u8981\u5bfc\u822a\u64cd\u4f5c<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          SysKeys\uff08\u7cfb\u7edf\u952e\uff09<\/span><\/section>\n<\/td>\n
          		\n
          –pct-syskeys<\/span><\/section>\n<\/td>\n
          		\n
          2%<\/span><\/section>\n<\/td>\n
          		\n
          \u97f3\u91cf\u3001\u7535\u6e90\u7b49\u7cfb\u7edf\u952e<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          Appswitch\uff08\u5207\u6362\uff09<\/span><\/section>\n<\/td>\n
          		\n
          –pct-appswitch<\/span><\/section>\n<\/td>\n
          		\n
          1%<\/span><\/section>\n<\/td>\n
          		\n
          App\u5207\u6362\u540e\u53f0\u518d\u5207\u56de<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          Pinchzoom\uff08\u7f29\u653e\uff09<\/span><\/section>\n<\/td>\n
          		\n
          –pct-pinchzoom<\/span><\/section>\n<\/td>\n
          		\n
          1%<\/span><\/section>\n<\/td>\n
          		\n
          \u53cc\u6307\u7f29\u653e<\/span><\/section>\n<\/td>\n<\/tr>\n
          \n
          Rotation\uff08\u65cb\u8f6c\uff09<\/span><\/section>\n<\/td>\n
          		\n
          –pct-rotation<\/span><\/section>\n<\/td>\n
          		\n
          1%<\/span><\/section>\n<\/td>\n
          		\n
          \u5c4f\u5e55\u6a2a\u7ad6\u5c4f\u5207\u6362<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
          3.2 \u4e00\u4e2a\u5178\u578b\u7684Monkey\u547d\u4ee4<\/span><\/h3>\n
          \n
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          • <\/li>\n
          • <\/li>\n
          • <\/li>\n
          • <\/li>\n
          • <\/li>\n<\/ul>\n
            # \u6807\u51c6\u7a33\u5b9a\u6027\u6d4b\u8bd5\u547d\u4ee4<\/span><\/span><\/code>adb<\/span> shell monkey -p com.example.app \\<\/span><\/span><\/code>    --throttle 300<\/span> \\<\/span><\/span><\/code>    --randomize-throttle \\<\/span><\/span><\/code>    --pct-touch 50<\/span> \\<\/span><\/span><\/code>    --pct-motion 30<\/span> \\<\/span><\/span><\/code>    --pct-nav 10<\/span> \\<\/span><\/span><\/code>    --pct-anyevent 10<\/span> \\<\/span><\/span><\/code>    -s 12345<\/span> \\<\/span><\/span><\/code>    -v -v -v \\<\/span><\/span><\/code>    --kill-process-after-error \\<\/span><\/span><\/code>    --hprof \\<\/span><\/span><\/code>    --monitor-native-crashes \\<\/span><\/span><\/code>    100000<\/span><\/span><\/code><\/pre>\n<\/section>\n
            \u51b7\u77e5\u8bc6\uff1a<\/span><\/strong>Monkey\u7684<\/span><\/span><\/span>-s<\/span><\/code>\uff08\u79cd\u5b50\uff09\u53c2\u6570\u53ef\u4ee5\u8ba9\u4e24\u6b21\u8fd0\u884c\u4ea7\u751f\u5b8c\u5168\u76f8\u540c\u7684\u4e8b\u4ef6\u5e8f\u5217\u3002\u5982\u679c\u4f60\u7684\u6d4b\u8bd5\u6bcf\u6b21\u60f3\u8986\u76d6\u76f8\u540c\u8def\u5f84\uff0c\u7528\u540c\u4e00\u4e2aseed\uff1b\u5982\u679c\u60f3\u6269\u5927\u8986\u76d6\u8303\u56f4\uff0c\u6bcf\u6b21\u6362\u4e0d\u540c\u7684seed\u3002<\/span><\/span><\/span><\/section>\n

            <\/span><\/span><\/section>\n
            \n
            \u56db<\/span><\/span>\u5f53\u524d\u7a33\u5b9a\u6027\u6d4b\u8bd5\u7684\u4e09\u5927\u81f4\u547d\u7f3a\u9677<\/span><\/h2>\n
            Monkey\u57282010\u5e74\u524d\u540e\u51e0\u4e4e\u662f\u79fb\u52a8\u6d4b\u8bd5\u7684\u6807\u914d\uff0c\u4f46\u968f\u7740App\u590d\u6742\u5ea6\u6307\u6570\u7ea7\u589e\u957f\uff0c\u5b83\u7684\u5c40\u9650\u6027\u4e5f\u8d8a\u6765\u8d8a\u660e\u663e\u3002\u771f\u5b9e\u9879\u76ee\u4e2d\uff0cMonkey<\/span>\u53ea\u80fd\u53d1\u73b0\u7ea615%~30%\u7684\u7ebf\u4e0a\u5d29\u6e83<\/span><\/strong>\uff0c\u5927\u91cf\u5173\u952e\u8def\u5f84\u7684\u7f3a\u9677\u88ab\u9057\u6f0f\u3002\u8fd9\u4e2a\u7ed3\u8bba\u540c\u6837\u9002\u7528\u4e8eSwift Monkey\u548cWukong\u2014\u2014\u5b83\u4eec\u7684\u5e95\u5c42\u903b\u8f91\u5b8c\u5168\u4e00\u81f4\u3002<\/span><\/p>\n
            \u6838\u5fc3\u95ee\u9898\uff1aMonkey\u662f”\u72b6\u6001\u76f2”\u7684\u3002<\/span><\/span><\/strong>\u5b83\u5bf9App\u7684\u5f53\u524d\u72b6\u6001\uff08\u767b\u5f55\u6001\u3001\u8d2d\u7269\u8f66\u6709\u5546\u54c1\u3001\u4e2a\u4eba\u4e2d\u5fc3\u5df2\u52a0\u8f7d\uff09\u5b8c\u5168\u65e0\u611f\u77e5\uff0c\u6bcf\u6b21\u70b9\u51fb\u90fd\u50cf\u662f”\u7b2c\u4e00\u6b21”\u8fdb\u5165\u8fd9\u4e2a\u9875\u9762\u2014\u2014\u6240\u4ee5\u5927\u91cf\u9700\u8981\u7279\u5b9a\u524d\u7f6e\u72b6\u6001\u624d\u80fd\u89e6\u53d1\u7684\u5d29\u6e83\uff0cMonkey\u6c38\u8fdc\u6d4b\u4e0d\u5230\u3002<\/span><\/p>\n
            4.1 \u7f3a\u9677\u4e00\uff1a\u968f\u673a\u904d\u5386\u5bfc\u81f4\u9875\u9762\u8986\u76d6\u7387\u6781\u4f4e<\/span><\/h3>\n
            Monkey\u968f\u673a\u9009\u62e9\u5143\u7d20\uff0c\u5bfc\u81f4\u5927\u91cf\u4e8b\u4ef6\u6d6a\u8d39\u5728<\/span>\u91cd\u590d\u533a\u57df<\/span><\/strong>\uff08\u5982\u540c\u4e00\u4e2a\u5217\u8868\u53cd\u590d\u6ed1\u52a8\uff09\uff0c\u800c<\/span>\u6df1\u5c42\u6b21\u9875\u9762<\/span><\/strong>\uff08\u5982”\u8bbe\u7f6e \u2192 \u8d26\u53f7\u5b89\u5168 \u2192 \u767b\u5f55\u8bbe\u5907\u7ba1\u7406 \u2192 \u8bbe\u5907\u89e3\u7ed1”\uff09\u51e0\u4e4e\u6c38\u8fdc\u5230\u4e0d\u4e86\u3002<\/span><\/p>\n
            \n
            \"\u5fae\u4fe1\u516c\u4f17\u53f7\u4e8c\u7ef4\u7801\"\u56fe\u7247\u5f15\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7\uff0c\u626b\u7801\u5173\u6ce8\u9605\u8bfb\u539f\u6587<\/span><\/figcaption><\/figure>\n<\/section>\n
            Monkey\u968f\u673a\u91cd\u590d vs \u667a\u80fd\u904d\u5386\u8986\u76d6\u7387\u5bf9\u6bd4<\/span><\/span><\/span><\/section>\n
            4.2 \u7f3a\u9677\u4e8c\uff1a\u65e0\u72b6\u6001\u611f\u77e5\u5bfc\u81f4\u573a\u666f\u8986\u76d6\u6b8b\u7f3a<\/span><\/h3>\n
            \u7ebf\u4e0a\u771f\u5b9e\u7528\u6237\u7684\u5d29\u6e83\uff0c\u5f80\u5f80\u53d1\u751f\u5728<\/span>\u7279\u5b9a\u4e1a\u52a1\u72b6\u6001\u4e0b<\/span><\/strong>\uff1a<\/span><\/p>\n
              \n
            • \n
              \u8d2d\u7269\u8f66\u67095\u4ef6\u5546\u54c1 \u2192 \u53bb\u7ed3\u7b97 \u2192 \u652f\u4ed8\u5931\u8d25 \u2192 \u518d\u652f\u4ed8 \u2192 <\/span>Crash<\/span><\/strong><\/section>\n<\/li>\n
            • \n
              \u64ad\u653e\u89c6\u9891\u65f6\u5207\u6362\u7f51\u7edc\uff084G\u2192WiFi\u2192\u65e0\u7f51\uff09\u2192 \u64ad\u653e\u5668\u72b6\u6001\u5f02\u5e38 \u2192 <\/span>ANR<\/span><\/strong><\/section>\n<\/li>\n
            • \n
              App\u5728\u540e\u53f0\u88abKill \u2192 \u6062\u590d\u65f6\u5185\u5b58\u672a\u6b63\u786e\u91ca\u653e \u2192 <\/span>OOM<\/span><\/strong><\/section>\n<\/li>\n<\/ul>\n
              Monkey\u5b8c\u5168\u4e0d\u7406\u89e3\u8fd9\u4e9b\u524d\u7f6e\u6761\u4ef6\uff0c\u6bcf\u6b21\u90fd\u4ece”\u51b7\u542f\u52a8”\u5f00\u59cb\uff0c\u65e0\u6cd5\u6784\u9020\u72b6\u6001\u94fe\u8def\u3002<\/span><\/p>\n
              4.3 \u7f3a\u9677\u4e09\uff1a\u53ea\u68c0\u6d4b\u5d29\u6e83\uff0cANR\u548c\u5185\u5b58\u6cc4\u6f0f\u5168\u90e8\u6f0f\u62a5<\/span><\/h3>\n\n\n\n\n\n\n\n\n\n
              \n
              \u7f3a\u9677\u7c7b\u578b<\/span><\/span><\/section>\n<\/th>\n
              		\n
              Monkey\u80fd\u68c0\u6d4b<\/span><\/span><\/section>\n<\/th>\n
              		\n
              \u539f\u56e0<\/span><\/span><\/section>\n<\/th>\n
              		\n
              \u7ebf\u4e0a\u5360\u6bd4\u4f30\u7b97<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
              \n
              Force Close\uff08Java\u5d29\u6e83\uff09<\/span><\/section>\n<\/td>\n
              		\u80fd\u68c0\u6d4b<\/span><\/span><\/td>\n\n
              \u7cfb\u7edf\u629b\u51faJava\u5c42\u5f02\u5e38<\/span><\/section>\n<\/td>\n
              		\n
              \u7ea640%<\/span><\/section>\n<\/td>\n<\/tr>\n
              \n
              Native Crash\uff08so\u5c42\u5d29\u6e83\uff09<\/span><\/section>\n<\/td>\n
              		\u80fd\u68c0\u6d4b<\/span><\/span><\/p>\n

              <\/span>(\u9700\u52a0–monitor-native-crashes)<\/span><\/span><\/section>\n<\/td>\n
              		\n
              \u4fe1\u53f7\u88ab\u7cfb\u7edf\u6355\u83b7<\/span><\/section>\n<\/td>\n
              		\n
              \u7ea615%<\/span><\/section>\n<\/td>\n<\/tr>\n
              ANR\uff08\u4e3b\u7ebf\u7a0b\u963b\u585e\uff09<\/span><\/span><\/td>\n\u68c0\u6d4b\u56f0\u96be<\/span><\/span><\/td>\n\n
              \u9700\u8981trace\u6587\u4ef6\u5206\u6790\uff0cMonkey\u4e0d\u81ea\u52a8\u89e3\u6790<\/span><\/section>\n<\/td>\n
              		\n
              \u7ea625%<\/span><\/section>\n<\/td>\n<\/tr>\n
              \u5185\u5b58\u6cc4\u6f0f\uff08OOM\uff09<\/span><\/span><\/td>\n\u65e0\u6cd5\u68c0\u6d4b<\/span><\/span><\/td>\n\n
              \u6e10\u8fdb\u5f0f\u6cc4\u6f0f\u65e9\u671f\u65e0\u4fe1\u53f7<\/span><\/section>\n<\/td>\n
              		\n
              \u7ea610%<\/span><\/section>\n<\/td>\n<\/tr>\n
              WebView\u5f02\u5e38<\/span><\/span><\/td>\n\u68c0\u6d4b\u56f0\u96be<\/span><\/span><\/td>\n\n
              JS\u5f02\u5e38\u4e0d\u89e6\u53d1\u7cfb\u7edf\u5d29\u6e83<\/span><\/section>\n<\/td>\n
              		\n
              \u7ea65%<\/span><\/section>\n<\/td>\n<\/tr>\n
              \u72b6\u6001\u9519\u4e71\/\u6570\u636e\u5f02\u5e38<\/span><\/span><\/td>\n\u5b8c\u5168\u65e0\u6cd5\u68c0\u6d4b<\/span><\/span><\/td>\n\n
              \u9700\u8981\u4e1a\u52a1\u5c42\u65ad\u8a00<\/span><\/section>\n<\/td>\n
              		\n
              \u7ea65%<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
              \u6570\u636e\u8bf4\u8bdd\uff1a<\/span><\/span><\/strong>Monkey\u80fd\u8986\u76d6\u7684\u5d29\u6e83\u7c7b\u578b\uff08Force Close + Native Crash\uff09\u53ea\u5360\u603b\u7ebf\u4e0a\u5d29\u6e83\u7684<\/span>55%<\/span><\/strong>\uff0c\u5176\u4f5945%\u7684\u5d29\u6e83\u5728Monkey\u6d4b\u8bd5\u4e2d\u51e0\u4e4e\u65e0\u6cd5\u88ab\u53d1\u73b0\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u5f88\u591a\u56e2\u961f”Monkey\u8dd1\u4e86\u4e00\u591c\u6ca1\u62a5\u9519\uff0c\u53d1\u5e03\u540e\u5d29\u6e83\u7387\u7206\u8868”\u7684\u6839\u672c\u539f\u56e0\u3002<\/span><\/p>\n

              <\/span><\/span><\/section>\n
              \n
              \u4e94<\/span><\/span>\u667a\u80fd\u904d\u5386\uff1a\u91cd\u65b0\u5b9a\u4e49App\u7a33\u5b9a\u6027\u6d4b\u8bd5<\/span><\/h2>\n
              5.1 \u6838\u5fc3\u601d\u60f3\uff1a\u4ece”\u968f\u673a”\u5230”\u6709\u7b56\u7565\u7684\u63a2\u7d22”<\/span><\/h3>\n
              \u667a\u80fd\u904d\u5386\uff08Smart Monkey \/ Intelligent Traversal\uff09\u7684\u6838\u5fc3\u601d\u60f3\u501f\u9274\u4e86<\/span>\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u6a21\u578b\u68c0\u6d4b\uff08Model Checking\uff09<\/span><\/span><\/strong>\u548c<\/span>\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u63a2\u7d22\u7b56\u7565<\/span><\/span><\/strong>\u2014\u2014\u4e0d\u518d\u968f\u673a\u4e71\u70b9\uff0c\u800c\u662f\u8ba9\u6d4b\u8bd5\u7cfb\u7edf”\u7406\u89e3”App\u7684\u9875\u9762\u7ed3\u6784\uff0c\u6709\u7b56\u7565\u5730\u904d\u5386\u6240\u6709\u53ef\u80fd\u7684\u72b6\u6001\u8282\u70b9\uff0c\u4f18\u5148\u63a2\u7d22\u66f4\u5bb9\u6613\u89e6\u53d1\u7f3a\u9677\u7684\u8def\u5f84\u3002<\/span><\/p>\n\n\n\n\n\n\n\n\n\n\n
              \n
              \u5bf9\u6bd4\u7ef4\u5ea6<\/span><\/span><\/section>\n<\/th>\n
              		\n
              Monkey<\/span><\/span><\/section>\n<\/th>\n
              		\n
              \u667a\u80fd\u904d\u5386<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
              \n
              \u904d\u5386\u7b56\u7565<\/span><\/section>\n<\/td>\n
              		\n
              \u5b8c\u5168\u968f\u673a\uff08Random\uff09<\/span><\/section>\n<\/td>\n
              		\n
              \u542f\u53d1\u5f0f\/\u5b66\u4e60\u578b\uff08Heuristic\/ML\uff09<\/span><\/section>\n<\/td>\n<\/tr>\n
              \n
              \u9875\u9762\u611f\u77e5<\/span><\/section>\n<\/td>\n
              		\n
              \u65e0\u611f\u77e5\uff08\u72b6\u6001\u76f2\uff09<\/span><\/section>\n<\/td>\n
              		\n
              View\u6811\u5206\u6790 + \u72b6\u6001\u5efa\u6a21<\/span><\/section>\n<\/td>\n<\/tr>\n
              \n
              \u91cd\u590d\u8986\u76d6<\/span><\/section>\n<\/td>\n
              		\n
              \u9ad8\u91cd\u590d\uff08\u540c\u533a\u57df\u53cd\u590d\u70b9\u51fb\uff09<\/span><\/section>\n<\/td>\n
              		\n
              \u4f4e\u91cd\u590d\uff08\u5df2\u8986\u76d6\u533a\u57df\u8df3\u8fc7\uff09<\/span><\/section>\n<\/td>\n<\/tr>\n
              \n
              \u6df1\u5ea6\u7a7f\u900f<\/span><\/section>\n<\/td>\n
              		\n
              \u6781\u4f4e\uff08\u6982\u7387\u4e0a\u96be\u4ee5\u8fdb\u5165\u6df1\u5c42\uff09<\/span><\/section>\n<\/td>\n
              		\n
              \u9ad8\uff08\u542f\u53d1\u5f0f\u4f18\u5148\u63a2\u7d22\u6df1\u5c42\u8282\u70b9\uff09<\/span><\/section>\n<\/td>\n<\/tr>\n
              \n
              \u524d\u7f6e\u72b6\u6001<\/span><\/section>\n<\/td>\n
              		\n
              \u4e0d\u7406\u89e3\uff08\u51b7\u542f\u52a8\u5f00\u59cb\uff09<\/span><\/section>\n<\/td>\n
              		\n
              \u53ef\u914d\u7f6e\uff08\u652f\u6301\u767b\u5f55\/\u9884\u8bbe\u72b6\u6001\uff09<\/span><\/section>\n<\/td>\n<\/tr>\n
              \n
              \u5f02\u5e38\u68c0\u6d4b<\/span><\/section>\n<\/td>\n
              		\n
              \u4ec5\u5d29\u6e83\uff08Force Close\uff09<\/span><\/section>\n<\/td>\n
              		\n
              \u5d29\u6e83 + ANR + \u5185\u5b58 + \u6027\u80fd<\/span><\/section>\n<\/td>\n<\/tr>\n
              \n
              \u8986\u76d6\u7387\u6307\u6807<\/span><\/section>\n<\/td>\n
              		\n
              \u65e0\uff08\u4e0d\u77e5\u9053\u6d4b\u4e86\u4ec0\u4e48\uff09<\/span><\/section>\n<\/td>\n
              		\n
              Activity\/Fragment\u8986\u76d6\u7387\u53ef\u89c1<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
              Monkey vs \u667a\u80fd\u904d\u5386\u6838\u5fc3\u5bf9\u6bd4<\/span><\/span><\/span><\/section>\n
              5.2 \u667a\u80fd\u904d\u5386\u7684\u6280\u672f\u539f\u7406<\/span><\/h3>\n
              \u667a\u80fd\u904d\u5386\u7cfb\u7edf\u901a\u5e38\u7531\u56db\u4e2a\u6838\u5fc3\u6a21\u5757\u7ec4\u6210\uff1a<\/span><\/p>\n
              \u667a\u80fd\u904d\u5386\u56db\u5c42\u67b6\u6784\uff1a<\/span><\/strong><\/p>\n
                \n
              • \u611f\u77e5\u5c42\uff08Perception\uff09<\/span><\/strong>
                \n
                \uff1a\u901a\u8fc7AccessibilityService\/uiautomator2\u8bfb\u53d6\u5f53\u524d\u9875\u9762View\u6811\uff0c\u7406\u89e3\u6bcf\u4e2a\u5143\u7d20\u7684\u529f\u80fd\u7c7b\u578b\uff08Button\/List\/Input\uff09<\/span><\/section>\n<\/li>\n
              • \u51b3\u7b56\u5c42\uff08Decision\uff09<\/span><\/strong>
                \n
                \uff1a\u57fa\u4e8e\u56fe\u641c\u7d22\u7b97\u6cd5\uff08A*\/BFS\/DFS\uff09\u6216\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\uff0c\u51b3\u5b9a\u4e0b\u4e00\u6b65\u70b9\u51fb\u54ea\u4e2a\u5143\u7d20\uff0c\u4f18\u5148\u9009\u62e9”\u672a\u63a2\u7d22\u8282\u70b9”<\/span><\/section>\n<\/li>\n
              • \u6267\u884c\u5c42\uff08Execution\uff09<\/span><\/strong>
                \n
                \uff1a\u901a\u8fc7uiautomator2\/adb\u6ce8\u5165\u70b9\u51fb\/\u6ed1\u52a8\/\u8f93\u5165\u4e8b\u4ef6<\/span><\/section>\n<\/li>\n
              • \u68c0\u6d4b\u5c42\uff08Detection\uff09<\/span><\/strong>
                \n
                \uff1a\u5b9e\u65f6\u76d1\u63a7\u5d29\u6e83\u3001ANR\u3001\u5185\u5b58\u3001\u5e27\u7387\u3001JS\u5f02\u5e38\u7b49\u591a\u7ef4\u6307\u6807<\/span><\/section>\n<\/li>\n<\/ul>\n
                5.3 \u8986\u76d6\u7387\u6307\u6807\u4f53\u7cfb\uff1a\u667a\u80fd\u904d\u5386\u4e0d\u53ea\u662f”\u8dd1\u5b8c\u5c31\u884c”<\/span><\/h3>\n
                \u667a\u80fd\u904d\u5386\u7684\u53e6\u4e00\u4e2a\u91cd\u5927\u4f18\u52bf\u662f<\/span>\u8986\u76d6\u7387\u53ef\u89c6\u5316<\/span><\/strong>\u3002\u5b83\u80fd\u591f\u91cf\u5316\u5730\u544a\u8bc9\u4f60”\u8fd9\u6b21\u6d4b\u8bd5\u8986\u76d6\u4e86\u54ea\u4e9bActivity\/Fragment\uff0c\u8986\u76d6\u4e86\u591a\u5c11\u6bd4\u4f8b”\u3002<\/span><\/p>\n\n\n\n\n\n\n\n\n\n
                \n
                \u6307\u6807<\/span><\/span><\/section>\n<\/th>\n
                		\n
                \u542b\u4e49<\/span><\/span><\/section>\n<\/th>\n
                		\n
                \u4f18\u79c0\u6807\u51c6<\/span><\/span><\/section>\n<\/th>\n
                		\n
                \u8bf4\u660e<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
                \n
                Activity\u8986\u76d6\u7387<\/span><\/section>\n<\/td>\n
                		\n
                \u904d\u5386\u5230\u7684Activity\u6570 \/ \u603bActivity\u6570<\/span><\/section>\n<\/td>\n
                		\n
                \u2265 85%<\/span><\/section>\n<\/td>\n
                		\n
                \u6838\u5fc3\u4e1a\u52a1\u9875\u9762<\/span><\/section>\n<\/td>\n<\/tr>\n
                \n
                Fragment\u8986\u76d6\u7387<\/span><\/section>\n<\/td>\n
                		\n
                \u904d\u5386\u5230\u7684Fragment\u6570 \/ \u603bFragment\u6570<\/span><\/section>\n<\/td>\n
                		\n
                \u2265 70%<\/span><\/section>\n<\/td>\n
                		\n
                \u5355Activity\u591aFragment\u67b6\u6784<\/span><\/section>\n<\/td>\n<\/tr>\n
                \n
                \u5206\u652f\u8986\u76d6\u7387<\/span><\/section>\n<\/td>\n
                		\n
                \u904d\u5386\u5230\u7684\u4ee3\u7801\u5206\u652f \/ \u603b\u5206\u652f\u6570<\/span><\/section>\n<\/td>\n
                		\n
                \u2265 60%<\/span><\/section>\n<\/td>\n
                		\n
                \u9700\u96c6\u6210JaCoCo<\/span><\/section>\n<\/td>\n<\/tr>\n
                \n
                \u91cd\u590d\u7387<\/span><\/section>\n<\/td>\n
                		\n
                \u91cd\u590d\u64cd\u4f5c\u540c\u4e00\u5143\u7d20\u7684\u6b21\u6570 \/ \u603b\u64cd\u4f5c\u6570<\/span><\/section>\n<\/td>\n
                		\n
                \u2264 20%<\/span><\/section>\n<\/td>\n
                		\n
                \u8d8a\u4f4e\u8d8a\u597d<\/span><\/section>\n<\/td>\n<\/tr>\n
                \n
                \u5e73\u5747\u6df1\u5ea6<\/span><\/section>\n<\/td>\n
                		\n
                \u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u5230\u8fbe\u7684\u5e73\u5747\u9875\u9762\u5c42\u7ea7<\/span><\/section>\n<\/td>\n
                		\n
                \u2265 4<\/span><\/section>\n<\/td>\n
                		\n
                \u53cd\u6620\u7a7f\u900f\u6df1\u5ea6<\/span><\/section>\n<\/td>\n<\/tr>\n
                \n
                \u6bcf\u8f6e\u5d29\u6e83\u53d1\u73b0\u6570<\/span><\/section>\n<\/td>\n
                		\n
                \u5355\u6b21\u6d4b\u8bd5\u53d1\u73b0\u7684\u5d29\u6e83\u6570\u91cf<\/span><\/section>\n<\/td>\n
                		\n
                \u2265 Monkey\u76843\u500d<\/span><\/section>\n<\/td>\n
                		\n
                \u5bf9\u6bd4\u57fa\u51c6<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                <\/span><\/span><\/section>\n
                \n
                \u516d<\/span><\/span>\u4e3b\u6d41\u667a\u80fd\u904d\u5386\u5de5\u5177\u6a2a\u8bc4<\/span><\/h2>\n
                6.1 \u5de5\u5177\u6982\u89c8\u4e0e\u5b9a\u4f4d<\/span><\/h3>\n
                \u5f53\u524d\u4e3b\u6d41\u7684\u667a\u80fd\u904d\u5386\u5de5\u5177\u4e3b\u8981\u96c6\u4e2d\u5728Android\u5e73\u53f0\uff0ciOS\u548c\u9e3f\u8499\u7684\u65b9\u6848\u76f8\u5bf9\u6709\u9650\uff1a<\/span><\/p>\n\n\n\n\n\n\n\n\n\n
                \n
                \u5de5\u5177<\/span><\/span><\/section>\n<\/th>\n
                		\n
                \u5f00\u6e90\u65b9<\/span><\/span><\/section>\n<\/th>\n
                		\n
                \u8bed\u8a00<\/span><\/span><\/section>\n<\/th>\n
                		\n
                \u5e73\u53f0<\/span><\/span><\/section>\n<\/th>\n
                		\n
                \u6838\u5fc3\u7279\u70b9<\/span><\/span><\/section>\n<\/th>\n
                		\n
                \u914d\u7f6e\u96be\u5ea6<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
                AppCrawler<\/span><\/strong><\/td>\n\n
                TesterHome\u793e\u533a<\/span><\/section>\n<\/td>\n
                		\n
                Java<\/span><\/section>\n<\/td>\n
                		\n
                Android<\/span><\/section>\n<\/td>\n
                		\n
                \u63d2\u4ef6\u5316\u8bbe\u8ba1\uff0cYAML\u914d\u7f6e\uff0c\u751f\u6001\u4e30\u5bcc<\/span><\/section>\n<\/td>\n
                		\n
                \u4e2d\u7b49<\/span><\/section>\n<\/td>\n<\/tr>\n
                Maxim<\/span><\/strong><\/td>\n\n
                \u817e\u8baf\u5fae\u4fe1\u652f\u4ed8<\/span><\/section>\n<\/td>\n
                		\n
                Java<\/span><\/section>\n<\/td>\n
                		\n
                Android<\/span><\/section>\n<\/td>\n
                		\n
                DFS\u6df1\u5ea6\u4f18\u5148\uff0c\u8986\u76d6\u7387\u9ad8\uff0c\u96f6\u914d\u7f6e\u542f\u52a8<\/span><\/section>\n<\/td>\n
                		\n
                \u7b80\u5355<\/span><\/section>\n<\/td>\n<\/tr>\n
                Rover<\/span><\/strong><\/td>\n\n
                \u7f8e\u56e2<\/span><\/section>\n<\/td>\n
                		\n
                Python<\/span><\/section>\n<\/td>\n
                		\n
                Android<\/span><\/section>\n<\/td>\n
                		\n
                \u53ef\u6269\u5c55\u6027\u5f3a\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u7b56\u7565\uff0cML\u53cb\u597d<\/span><\/section>\n<\/td>\n
                		\n
                \u4e2d\u7b49<\/span><\/section>\n<\/td>\n<\/tr>\n
                Smart Monkey<\/span><\/strong><\/td>\n\n
                droidbot-project<\/span><\/section>\n<\/td>\n
                		\n
                Python<\/span><\/section>\n<\/td>\n
                		\n
                Android<\/span><\/section>\n<\/td>\n
                		\n
                \u57fa\u4e8e\u8f93\u5165\u751f\u6210\u6a21\u578b\uff0c\u5f15\u5bfc\u5f0f\u904d\u5386<\/span><\/section>\n<\/td>\n
                		\n
                \u4e2d\u7b49<\/span><\/section>\n<\/td>\n<\/tr>\n
                Swift Monkey\u589e\u5f3a\u7248<\/span><\/strong><\/td>\n\n
                \u5f00\u6e90\u793e\u533a<\/span><\/section>\n<\/td>\n
                		\n
                Swift<\/span><\/section>\n<\/td>\n
                		\n
                iOS<\/span><\/section>\n<\/td>\n
                		\n
                \u5728Swift Monkey\u57fa\u7840\u4e0a\u52a0\u9875\u9762\u611f\u77e5<\/span><\/section>\n<\/td>\n
                		\n
                \u8f83\u96be<\/span><\/section>\n<\/td>\n<\/tr>\n
                Hypium\u904d\u5386<\/span><\/strong><\/td>\n\n
                \u534e\u4e3a\u5b98\u65b9<\/span><\/section>\n<\/td>\n
                		\n
                ArkTS<\/span><\/section>\n<\/td>\n
                		\n
                \u9e3f\u8499<\/span><\/section>\n<\/td>\n
                		\n
                ArkUI\u7ec4\u4ef6\u6811\u904d\u5386\uff0cDevEco\u96c6\u6210<\/span><\/section>\n<\/td>\n
                		\n
                \u8f83\u96be<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                6.2 AppCrawler \u8be6\u89e3<\/span><\/h3>\n
                AppCrawler<\/span><\/strong>\u662fTesterHome\u793e\u533a\u4e3b\u5bfc\u7684\u5f00\u6e90\u5de5\u5177\uff0c\u7531\u970d\u683c\u6c83\u5179\u6d4b\u8bd5\u5f00\u53d1\u5b66\u9662\u7ef4\u62a4\uff0c\u662f\u76ee\u524d\u793e\u533a\u6d3b\u8dc3\u5ea6\u6700\u9ad8\u7684\u667a\u80fd\u904d\u5386\u5de5\u5177\u3002\u5b83\u7684\u8bbe\u8ba1\u54f2\u5b66\u662f<\/span>“\u63d2\u4ef6\u5316 + YAML\u914d\u7f6e”<\/span><\/strong>\uff0c\u901a\u8fc7\u914d\u7f6e\u6587\u4ef6\u58f0\u660e\u6d4b\u8bd5\u7b56\u7565\uff0c\u65e0\u9700\u7f16\u5199Java\u4ee3\u7801\u3002<\/span><\/p>\n\n\n\n
                \n
                \u4f18\u52bf<\/span><\/span><\/p>\n
                  \n
                • \n
                  \u63d2\u4ef6\u751f\u6001\u4e30\u5bcc\uff1a\u81ea\u52a8\u622a\u56fe\u3001\u9875\u9762\u5f55\u5236\u3001\u6027\u80fd\u91c7\u96c6<\/span><\/section>\n<\/li>\n
                • \n
                  YAML\u914d\u7f6e\u7075\u6d3b\uff0c\u652f\u6301\u9ed1\u767d\u540d\u5355\u3001Activity\u8fc7\u6ee4<\/span><\/section>\n<\/li>\n
                • \n
                  \u652f\u6301\u767b\u5f55\u6001\u6ce8\u5165\uff08Cookie\/Token\/App\u5185\u90e8\u72b6\u6001\uff09<\/span><\/section>\n<\/li>\n
                • \n
                  \u751f\u6210\u8be6\u7ec6HTML\u8986\u76d6\u7387\u62a5\u544a<\/span><\/section>\n<\/li>\n<\/ul>\n<\/td>\n
                		\n
                \u52a3\u52bf<\/span><\/span><\/p>\n
                  \n
                • \n
                  \u9700\u8981\u4e00\u5b9aYAML\u914d\u7f6e\u5b66\u4e60\u6210\u672c<\/span><\/section>\n<\/li>\n
                • \n
                  \u9ed8\u8ba4DFS\u7b56\u7565\uff0c\u90e8\u5206\u573a\u666f\u53ef\u80fd\u6f0f\u6389\u5206\u652f<\/span><\/section>\n<\/li>\n
                • \n
                  Android only\uff08\u4e0d\u652f\u6301iOS\/\u9e3f\u8499\uff09<\/span><\/section>\n<\/li>\n
                • \n
                  \u7a33\u5b9a\u6027\u4f9d\u8d56uiautomator2\u7248\u672c<\/span><\/section>\n

                  <\/span><\/section>\n<\/li>\n<\/ul>\n

                  <\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                  6.3 Maxim \u8be6\u89e3<\/span><\/h3>\n
                  Maxim<\/span><\/strong>\u662f\u817e\u8baf\u5fae\u4fe1\u652f\u4ed8\u56e2\u961f\u5f00\u6e90\u7684\u5de5\u5177\uff0c\u4ee5<\/span>“\u96f6\u914d\u7f6e + \u9ad8\u8986\u76d6\u7387”<\/span><\/strong>\u8457\u79f0\u3002\u5b83\u7684DFS\uff08\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\uff09\u7b97\u6cd5\u4e13\u95e8\u9488\u5bf9App\u6df1\u5c42\u9875\u9762\u8bbe\u8ba1\uff0c\u80fd\u5feb\u901f\u89e6\u8fbe\u666e\u901a\u904d\u5386\u5de5\u5177\u96be\u4ee5\u5230\u8fbe\u7684\u6df1\u5c42\u9875\u9762\u3002<\/span><\/p>\n\n\n\n
                  \n
                  \u4f18\u52bf<\/span><\/span><\/p>\n
                    \n
                  • \n
                    \u96f6\u914d\u7f6e\u5373\u53ef\u8fd0\u884c\uff08\u4e0b\u8f7djar\u76f4\u63a5\u6267\u884c\uff09<\/span><\/section>\n<\/li>\n
                  • \n
                    DFS\u7b56\u7565\uff0c\u6df1\u5ea6\u7a7f\u900f\u80fd\u529b\u6781\u5f3a<\/span><\/section>\n<\/li>\n
                  • \n
                    \u5185\u7f6eANR\u76d1\u63a7\u548chprof\u5185\u5b58\u5feb\u7167<\/span><\/section>\n<\/li>\n
                  • \n
                    \u901f\u5ea6\u6781\u5feb\uff0c\u9002\u5408CI\u96c6\u6210<\/span><\/section>\n<\/li>\n<\/ul>\n<\/td>\n
                  		\n
                  \u52a3\u52bf<\/span><\/span><\/p>\n
                    \n
                  • \n
                    \u81ea\u5b9a\u4e49\u7b56\u7565\u6587\u6863\u76f8\u5bf9\u8f83\u5c11<\/span><\/section>\n<\/li>\n
                  • \n
                    \u8986\u76d6\u7387\u62a5\u544a\u529f\u80fd\u4e0d\u5982AppCrawler\u5b8c\u5584<\/span><\/section>\n<\/li>\n
                  • \n
                    Android Only<\/span><\/section>\n<\/li>\n
                  • \n
                    \u9879\u76ee\u66f4\u65b0\u9891\u7387\u8f83\u4f4e<\/span><\/section>\n<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                    6.4 \u9009\u578b\u5efa\u8bae\u51b3\u7b56\u77e9\u9635<\/span><\/h3>\n\n\n\n\n\n\n\n\n\n
                    \n
                    \u56e2\u961f\u573a\u666f<\/span><\/span><\/section>\n<\/th>\n
                    		\n
                    \u63a8\u8350\u5de5\u5177<\/span><\/span><\/section>\n<\/th>\n
                    		\n
                    \u7406\u7531<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
                    \n
                    \u5feb\u901f\u9a8c\u8bc1\uff0c\u65e0\u5f00\u53d1\u80fd\u529b<\/span><\/section>\n<\/td>\n
                    		\n
                    Maxim<\/span><\/section>\n<\/td>\n
                    		\n
                    \u96f6\u914d\u7f6e\uff0c\u4e0b\u8f7d\u5373\u7528\uff0cDFS\u6df1\u5ea6\u6700\u5f3a<\/span><\/section>\n<\/td>\n<\/tr>\n
                    \n
                    \u9700\u8981\u767b\u5f55\u6001\u3001\u591a\u8d26\u53f7\u6d4b\u8bd5<\/span><\/section>\n<\/td>\n
                    		\n
                    AppCrawler<\/span><\/section>\n<\/td>\n
                    		\n
                    \u767b\u5f55\u6ce8\u5165\u673a\u5236\u5b8c\u5584\uff0c\u63d2\u4ef6\u4e30\u5bcc<\/span><\/section>\n<\/td>\n<\/tr>\n
                    \n
                    \u9700\u8981\u81ea\u5b9a\u4e49\u7b56\u7565\uff08ML\/\u89c4\u5219\u5f15\u64ce\uff09<\/span><\/section>\n<\/td>\n
                    		\n
                    Rover \/ Smart Monkey<\/span><\/section>\n<\/td>\n
                    		\n
                    Python\u53ef\u7f16\u7a0b\uff0c\u6269\u5c55\u6027\u5f3a<\/span><\/section>\n<\/td>\n<\/tr>\n
                    \n
                    iOS App\u6d4b\u8bd5<\/span><\/section>\n<\/td>\n
                    		\n
                    Swift Monkey\u589e\u5f3a\u7248<\/span><\/section>\n<\/td>\n
                    		\n
                    \u9700\u5728Swift Monkey\u57fa\u7840\u4e0a\u81ea\u7814\u9875\u9762\u611f\u77e5<\/span><\/section>\n<\/td>\n<\/tr>\n
                    \n
                    \u9e3f\u8499App\u6d4b\u8bd5<\/span><\/section>\n<\/td>\n
                    		\n
                    Hypium\u904d\u5386 + Wukong<\/span><\/section>\n<\/td>\n
                    		\n
                    Hypium\u505a\u529f\u80fd\u904d\u5386\uff0cWukong\u505a\u538b\u529b\u8865\u6d4b<\/span><\/section>\n<\/td>\n<\/tr>\n
                    \n
                    \u4f01\u4e1a\u5185\u63a8\u5e7f\uff0cCI\/CD\u96c6\u6210<\/span><\/section>\n<\/td>\n
                    		\n
                    AppCrawler + Maxim\u53cc\u5de5\u5177<\/span><\/section>\n<\/td>\n
                    		\n
                    AppCrawler\u505a\u4e3b\u6d41\u7a0b\uff0cMaxim\u505a\u6df1\u5ea6\u8865\u6d4b<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                    \u5b9e\u6218\u5efa\u8bae\uff1a<\/span><\/strong>\u4e0d\u8981\u628a\u5de5\u5177\u9009\u62e9\u5f53\u6210\u5355\u9009\u9898\u3002\u63a8\u8350”AppCrawler + Maxim”\u53cc\u5de5\u5177\u7b56\u7565\u2014\u2014AppCrawler\u8d1f\u8d23\u529f\u80fd\u8def\u5f84\u8986\u76d6\uff0cMaxim\u8d1f\u8d23\u6df1\u5ea6\u9875\u9762\u7a7f\u900f\uff0c\u4e24\u8005\u7ed3\u5408\u4f7f\u7528\u80fd\u5b9e\u73b0\u6700\u9ad8\u8986\u76d6\u7387\u3002<\/span><\/p>\n

                    <\/span><\/span><\/section>\n
                    \n
                    \u4e03<\/span><\/span>\u5b9e\u6218\u4e00\uff1aAppCrawler\u5b89\u88c5\u914d\u7f6e\u4e0eYAML\u53c2\u6570\u8be6\u89e3<\/span><\/h2>\n
                    7.1 \u73af\u5883\u51c6\u5907\uff1a\u5de5\u5177\u94fe\u5b89\u88c5<\/span><\/h3>\n
                    AppCrawler\u8fd0\u884c\u9700\u8981\u4ee5\u4e0b\u73af\u5883\uff1aJDK 8+\u3001Android SDK\uff08adb\u547d\u4ee4\u53ef\u7528\uff09\u3001Python 3.8+\uff08\u7528\u4e8e\u8f85\u52a9\u811a\u672c\uff09\u3002\u5efa\u8bae\u4f7f\u7528macOS\u6216Linux\u7cfb\u7edf\uff0cWindows\u901a\u8fc7WSL2\u4e5f\u53ef\u4ee5\u8fd0\u884c\u3002<\/span><\/p>\n
                    \u524d\u7f6e\u73af\u5883\u68c0\u67e5<\/span><\/h4>\n
                    \n
                      \n
                    • <\/li>\n
                    • <\/li>\n
                    • <\/li>\n
                    • <\/li>\n
                    • <\/li>\n
                    • <\/li>\n
                    • <\/li>\n
                    • <\/li>\n
                    • <\/li>\n
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                    • <\/li>\n<\/ul>\n
                      # \u68c0\u67e5Java\u7248\u672c\uff08\u9700\u8981JDK 8+\uff09<\/span><\/span><\/code>java<\/span> -version<\/span><\/code># openjdk version \"1.8.0_352\" \u6216\u66f4\u9ad8<\/span><\/span><\/code># \u68c0\u67e5ADB\uff08\u786e\u4fdd\u8bbe\u5907\u5df2\u8fde\u63a5\uff09<\/span><\/span><\/code>adb version<\/span><\/code># Android Debug Bridge version 1.0.41<\/span><\/span><\/code># \u68c0\u67e5\u8bbe\u5907\u8fde\u63a5\u72b6\u6001<\/span><\/span><\/code>adb devices -l<\/span><\/code># List of devices attached<\/span><\/span><\/code># emulator-5554          device product:sdk_phone_x86<\/span><\/span><\/code># 8a9c5b4e               device product:xxx model:Pixel_6<\/span><\/span><\/code><\/pre>\n<\/section>\n
                      AppCrawler \u5b89\u88c5<\/span><\/h4>\n
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                        # \u65b9\u6cd5\u4e00\uff1aGitHub\u76f4\u63a5\u4e0b\u8f7d\u6700\u65b0JAR\uff08\u63a8\u8350\uff09<\/span><\/span><\/code>wget https:\/\/github.com\/testerhome\/appcrawler\/releases\/latest\/download\/appcrawler-2.1.0.jar -O appcrawler.jar<\/span><\/code># \u65b9\u6cd5\u4e8c\uff1a\u6e90\u7801\u7f16\u8bd1\uff08\u9700\u8981Go\u73af\u5883\uff09<\/span><\/span><\/code>git clone<\/span> https:\/\/github.com\/testerhome\/appcrawler.git<\/span><\/code>cd<\/span> appcrawler && go build -o appcrawler .<\/span><\/code># \u9a8c\u8bc1\u5b89\u88c5<\/span><\/span><\/code>java -jar appcrawler.jar --version<\/span><\/code><\/pre>\n<\/section>\n
                        uiautomator2 \u5b89\u88c5\uff08Android\u7aef\u5fc5\u987b\uff09<\/span><\/h4>\n
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                          # Python\u5305\u5b89\u88c5<\/span><\/span><\/code>pip3<\/span> install uiautomator2 pytest allure-pytest<\/span><\/code># \u5728\u76ee\u6807\u8bbe\u5907\u4e0a\u5b89\u88c5uiautomator2\u670d\u52a1<\/span><\/span><\/code>adb install uiautomator.apk<\/span><\/code># \u9a8c\u8bc1\u8bbe\u5907\u4e0auiautomator\u670d\u52a1\u8fd0\u884c\u72b6\u6001<\/span><\/span><\/code>adb shell dumpsys activity | grep -i uiautomator<\/span><\/code><\/pre>\n<\/section>\n
                          7.2 YAML\u914d\u7f6e\u6587\u4ef6\u6df1\u5ea6\u89e3\u6790<\/span><\/h3>\n
                          AppCrawler\u7684\u6838\u5fc3\u662fYAML\u914d\u7f6e\u6587\u4ef6\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a<\/span>\u5b8c\u6574\u7684\u4f01\u4e1a\u7ea7\u914d\u7f6e<\/span><\/strong>\uff0c\u9010\u53c2\u6570\u89e3\u91ca\uff1a<\/span><\/p>\n
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                            # appcrawler_config.yml<\/span><\/span><\/code>appcrawler:<\/span><\/code>  version: \"2.1.0\"<\/span><\/span><\/code>  # ==================== \u76ee\u6807\u5e94\u7528\u914d\u7f6e ====================<\/span><\/span><\/code>  desiredCapabilities:<\/span><\/code>    app: \"\/path\/to\/your-app.apk\"<\/span><\/span><\/code>    appPackage: \"com.example.myapp\"<\/span><\/span><\/code>    appActivity: \".MainActivity\"<\/span><\/span><\/code>    appWaitActivity: \"com.example.myapp.*\"<\/span><\/span><\/code>    noReset: true<\/span>              # \u4e0d\u91cd\u7f6e\u5e94\u7528\u72b6\u6001\uff08\u4fdd\u7559\u767b\u5f55\u6001\uff09<\/span><\/span><\/code>    newCommandTimeout: 300<\/span><\/code>  # ==================== \u904d\u5386\u7b56\u7565\u914d\u7f6e ====================<\/span><\/span><\/code>  traversal:<\/span><\/code>    strategy: \"depth-first\"<\/span>   # \u904d\u5386\u7b56\u7565: depth-first \/ breadth-first \/ random<\/span><\/span><\/code>    maxDepth: 8              # \u6700\u5927\u6df1\u5ea6\uff08\u8d85\u8fc7\u5219\u56de\u6eaf\uff09<\/span><\/span><\/code>    maxSteps: 5000           # \u6700\u5927\u6b65\u6570<\/span><\/span><\/code>    maxDuration: 7200         # \u6700\u5927\u8fd0\u884c\u65f6\u957f\uff08\u79d2\uff09<\/span><\/span><\/code>    clickInterval: 500        # \u6bcf\u6b21\u70b9\u51fb\u95f4\u9694\uff08\u6beb\u79d2\uff09<\/span><\/span><\/code>    backMaxTimes: 3           # \u8fde\u7eed\u8fd4\u56de\u952e\u6700\u591a\u63093\u6b21<\/span><\/span><\/code>    selectorPriority:<\/span><\/code>      - \"clickable\"<\/span><\/span><\/code>      - \"enabled\"<\/span><\/span><\/code>      - \"focusable\"<\/span><\/span><\/code>    skipElements:<\/span><\/code>      - \"android.widget.TextView\"<\/span><\/span><\/code>      - \"android.widget.ImageView\"<\/span><\/span><\/code>  # ==================== \u9ed1\u767d\u540d\u5355\u914d\u7f6e ====================<\/span><\/span><\/code>  filter:<\/span><\/code>    blackActivity:<\/span><\/code>      - \"com.example.myapp.ads.**\"<\/span><\/span><\/code>      - \"com.example.myapp.splash.**\"<\/span><\/span><\/code>    whiteActivity:<\/span><\/code>      - \"com.example.myapp.home.**\"<\/span><\/span><\/code>      - \"com.example.myapp.order.**\"<\/span><\/span><\/code>  # ==================== \u767b\u5f55\u6001\u914d\u7f6e\uff08\u6838\u5fc3\u529f\u80fd\uff09 ====================<\/span><\/span><\/code>  login:<\/span><\/code>    screenshotLogin: true<\/span><\/span><\/code>    screenshotPath: \".\/login_screenshots\/\"<\/span><\/span><\/code>    initCookies:<\/span><\/code>      - name: \"SESSIONID\"<\/span><\/span><\/code>        value: \"abc123def456\"<\/span><\/span><\/code>        domain: \".example.com\"<\/span><\/span><\/code>    initCommands:<\/span><\/code>      - \"adb shell am start -n com.example.myapp\/.LoginActivity\"<\/span><\/span><\/code>      - \"adb shell input text username\"<\/span><\/span><\/code>      - \"adb shell input text password\"<\/span><\/span><\/code>      - \"adb shell input keyevent 66\"<\/span><\/span><\/code>  # ==================== \u5f02\u5e38\u68c0\u6d4b\u914d\u7f6e ====================<\/span><\/span><\/code>  detection:<\/span><\/code>    crash:<\/span><\/code>      enabled: true<\/span><\/span><\/code>      monitorNative: true<\/span><\/span><\/code>      dumpHprof: true<\/span><\/span><\/code>    anr:<\/span><\/code>      enabled: true<\/span><\/span><\/code>      traceTimeout: 5<\/span><\/code>    performance:<\/span><\/code>      enabled: true<\/span><\/span><\/code>      metrics: [\"cpu\"<\/span>, \"memory\"<\/span>, \"fps\"<\/span>]<\/span><\/code>  # ==================== \u62a5\u544a\u4e0e\u8f93\u51fa\u914d\u7f6e ====================<\/span><\/span><\/code>  report:<\/span><\/code>    outputDir: \".\/reports\/appcrawler\/\"<\/span><\/span><\/code>    screenshotDir: \".\/reports\/screenshots\/\"<\/span><\/span><\/code>    format: \"allure\"<\/span><\/span><\/code>    saveState: true<\/span><\/span><\/code>  # ==================== \u667a\u80fd\u8df3\u8fc7\u89c4\u5219 ====================<\/span><\/span><\/code>  smartSkip:<\/span><\/code>    enabled: true<\/span><\/span><\/code>    rules:<\/span><\/code>      - type<\/span>: \"dialog\"<\/span><\/span><\/code>        action: \"dismiss\"<\/span><\/span><\/code>      - type<\/span>: \"webview\"<\/span><\/span><\/code>        action: \"skip\"<\/span><\/span><\/code>      - type<\/span>: \"crash_dialog\"<\/span><\/span><\/code>        action: \"capture_and_report\"<\/span><\/span><\/code><\/pre>\n<\/section>\n
                            \u914d\u7f6e\u6280\u5de7\uff1a<\/span><\/span><\/strong>\u9996\u6b21\u8fd0\u884c\u65f6\u5efa\u8bae\u5148\u7528\u6700\u5c0f\u914d\u7f6e\uff08\u53ea\u914d\u7f6eappPackage\uff09\u8dd1\u901a\u6d41\u7a0b\uff0c\u786e\u8ba4\u8bbe\u5907\u548cApp\u901a\u4fe1\u6b63\u5e38\u540e\uff0c\u518d\u9010\u6b65\u6dfb\u52a0\u9ed1\u767d\u540d\u5355\u3001\u767b\u5f55\u6001\u7b49\u9ad8\u7ea7\u914d\u7f6e\u3002<\/span><\/span><\/span><\/span><\/section>\n
                            7.3 \u5feb\u901f\u542f\u52a8\u547d\u4ee4<\/span><\/h3>\n
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                              # \u65b9\u5f0f\u4e00\uff1a\u6700\u5c0f\u5316\u542f\u52a8\uff08\u96f6\u914d\u7f6e\uff0c\u76f4\u63a5\u6307\u5b9a\u5305\u540d\uff09<\/span><\/span><\/code>java<\/span> -jar appcrawler.jar \\<\/span><\/span><\/code>    --platform android \\<\/span><\/span><\/code>    --appPackage com.example.myapp \\<\/span><\/span><\/code>    --app \/path\/to\/app.apk \\<\/span><\/span><\/code>    --output .\/reports\/run1\/<\/span><\/code># \u65b9\u5f0f\u4e8c\uff1a\u4f7f\u7528YAML\u914d\u7f6e\u6587\u4ef6\u542f\u52a8\uff08\u63a8\u8350\uff09<\/span><\/span><\/code>java<\/span> -jar appcrawler.jar \\<\/span><\/span><\/code>    --config appcrawler_config.yml \\<\/span><\/span><\/code>    --platform android \\<\/span><\/span><\/code>    --output .\/reports\/run2\/<\/span><\/code># \u65b9\u5f0f\u4e09\uff1a\u65ad\u70b9\u7eed\u8dd1\uff08\u4ece\u4e0a\u6b21\u4e2d\u65ad\u5904\u6062\u590d\uff09<\/span><\/span><\/code>java<\/span> -jar appcrawler.jar \\<\/span><\/span><\/code>    --config appcrawler_config.yml \\<\/span><\/span><\/code>    --resume .\/reports\/run2\/state.json \\<\/span><\/span><\/code>    --output .\/reports\/run3\/<\/span><\/code><\/pre>\n<\/section>\n

                              <\/span><\/span><\/span><\/section>\n
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                              \u516b<\/span><\/span>\u5b9e\u6218\u4e8c\uff1a\u8fd0\u884cAppCrawler\u4e0e\u8986\u76d6\u7387\u62a5\u544a\u89e3\u8bfb<\/span><\/h2>\n
                              8.1 \u4e00\u6b21\u5b8c\u6574\u8fd0\u884c\u7684\u65e5\u5fd7\u89e3\u8bfb<\/span><\/h3>\n
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                                $ java -jar appcrawler.jar --config appcrawler_config.yml --output .\/reports\/run1\/<\/span><\/code>[INFO<\/span>] AppCrawler v2.1.0<\/span> starting...<\/span><\/code>[INFO<\/span>] Platform: Android | App: com.example.myapp<\/span><\/code>[INFO<\/span>] Strategy: depth-first | MaxDepth: 8<\/span> | MaxSteps: 5000<\/span><\/span><\/code>[INFO<\/span>] Connecting to device: 8<\/span>a9c5b4e (Pixel 6<\/span>, Android 13<\/span>)<\/span><\/code>[INFO<\/span>] UIAutomator2 service: OK (v2.2.8<\/span>)<\/span><\/code>[INFO<\/span>] App launched: com.example.myapp\/.MainActivity<\/span><\/code>[INFO<\/span>] Current screen: MainActivity (depth=0<\/span>)<\/span><\/code>[INFO<\/span>] Found 12<\/span> clickable elements, 8<\/span> enabled<\/span><\/code>[STEP 001<\/span>] depth=0<\/span> | Activity=MainActivity<\/span><\/code>  [CLICK<\/span>] android.widget.Button[id=user_avatar] -> ProfileActivity<\/span><\/code>  ->  Progress: 1<\/span>\/5000<\/span> | Coverage: 3.2<\/span>% | Memory: 142<\/span>MB<\/span><\/code>[STEP 002<\/span>] depth=1<\/span> | Activity=ProfileActivity<\/span><\/code>  [CLICK<\/span>] android.widget.LinearLayout[id=settings_btn] -> SettingsActivity<\/span><\/code>  ->  Progress: 2<\/span>\/5000<\/span> | Coverage: 6.1<\/span>% | Memory: 155<\/span>MB | CPU: 12<\/span>%<\/span><\/code>[STEP 005<\/span>] depth=3<\/span> | Activity=AccountSecurityActivity<\/span><\/code>  [ERROR<\/span>] java.lang.NullPointerException at ProfileManager.java:142<\/span><\/span><\/code>  ->  [CRASH] Native crash captured | HPROF saved: crash_005.hprof<\/span><\/code>  ->  [SCREENSHOT] crash_screenshot_005.png<\/span><\/code>  ->  [BACK] Returning to previous activity...<\/span><\/code>[STEP 050<\/span>] depth=4<\/span> | Activity=OrderDetailActivity<\/span><\/code>  [PERF<\/span>] Memory leak suspected: PSS 245<\/span>MB (+15<\/span>MB in<\/span> 20<\/span> steps)<\/span><\/code>  ->  [WARNING] Memory growing trend detected<\/span><\/code>  ->  Progress: 50<\/span>\/5000<\/span> | Coverage: 41.3<\/span>%<\/span><\/code>[STEP 200<\/span>] Summary Report<\/span><\/code>  ->  Total Steps: 200<\/span> | Duration: 45<\/span>min<\/span><\/code>  ->  Activities Found: 23<\/span>\/28<\/span> (82.1<\/span>%)<\/span><\/code>  ->  Fragments Found: 15<\/span>\/22<\/span> (68.2<\/span>%)<\/span><\/code>  ->  Crashes: 2<\/span> (1<\/span> Java crash, 1<\/span> ANR)<\/span><\/code>  ->  Report saved: .\/reports\/run1\/summary.html<\/span><\/code><\/pre>\n<\/section>\n
                                \u5173\u952e\u6307\u6807\u89e3\u8bfb\uff1a<\/span><\/span><\/strong>\u65e5\u5fd7\u4e2d\u7684\u8986\u76d6\u7387\u662f\u7d2f\u79ef\u8986\u76d6\u7387\uff08\u5df2\u8986\u76d6Activity\u6570\/\u603bActivity\u6570\uff09\uff0c\u6301\u7eed\u89c2\u5bdf\u5b83\u7684\u589e\u957f\u8d8b\u52bf\u3002\u5982\u679c\u67d0\u4e2a\u9636\u6bb5\u8986\u76d6\u7387\u505c\u6ede\u4e0d\u52a8\uff0c\u8bf4\u660e\u904d\u5386\u9677\u5165\u4e86\u67d0\u4e2a\u91cd\u590d\u533a\u57df\uff0c\u9700\u8981\u8c03\u6574\u904d\u5386\u7b56\u7565\u3002<\/span><\/span><\/span><\/span><\/span><\/section>\n
                                8.2 \u8986\u76d6\u7387\u62a5\u544a\u89e3\u8bfb<\/span><\/h3>\n\n\n\n\n\n\n\n\n\n
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                                \u6982\u89c8\u4eea\u8868\u76d8<\/span><\/section>\n<\/td>\n
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                                \u8fd0\u884c\u65f6\u957f\u3001\u6b65\u6570\u3001\u5d29\u6e83\u6570\u3001ANR\u6570<\/span><\/section>\n<\/td>\n
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                                \u8986\u76d6Activity 23\/28 = 82.1%<\/span><\/section>\n<\/td>\n<\/tr>\n
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                                Activity\u8986\u76d6\u77e9\u9635<\/span><\/section>\n<\/td>\n
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                                ANR\u8bb0\u5f55<\/span><\/section>\n<\/td>\n
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                                ANR\u53d1\u751f\u7684trace\u6587\u4ef6\u3001\u963b\u585e\u4e3b\u7ebf\u7a0b\u7684\u64cd\u4f5c<\/span><\/section>\n<\/td>\n
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                                trace.txt\u8def\u5f84\u3001\u963b\u585e\u65f6\u957f<\/span><\/section>\n<\/td>\n<\/tr>\n
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                                \u6027\u80fd\u8d8b\u52bf\u56fe<\/span><\/section>\n<\/td>\n
                                		\n
                                CPU\/\u5185\u5b58\/FPS\u968f\u65f6\u95f4\u7684\u53d8\u5316\u66f2\u7ebf<\/span><\/section>\n<\/td>\n
                                		\n
                                \u5185\u5b58\u6cc4\u6f0f\u53ef\u7591\u70b9\uff08\u6301\u7eed\u4e0a\u5347\u66f2\u7ebf\uff09<\/span><\/section>\n<\/td>\n<\/tr>\n
                                \n
                                \u64cd\u4f5c\u8f68\u8ff9\u56fe<\/span><\/section>\n<\/td>\n
                                		\n
                                \u4ee5\u6d41\u7a0b\u56fe\u5f62\u5f0f\u5c55\u793a\u904d\u5386\u7684\u9875\u9762\u8df3\u8f6c\u8def\u5f84<\/span><\/section>\n<\/td>\n
                                		\n
                                \u6df1\u5ea6\u3001\u91cd\u590d\u7387\u3001\u8986\u76d6\u5206\u652f\u6570<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                                8.3 Monkey vs \u667a\u80fd\u904d\u5386\u5bf9\u6bd4\u6570\u636e<\/span><\/h3>\n
                                \u5728\u771f\u5b9e\u9879\u76ee\u4e2d\u7684\u5178\u578b\u5bf9\u6bd4\u7ed3\u679c\uff1a<\/span><\/p>\n\n\n\n\n\n\n\n\n\n
                                \n
                                \u6307\u6807<\/span><\/span><\/section>\n<\/th>\n
                                		\n
                                Monkey\uff0810\u4e07\u6b65\uff09<\/span><\/span><\/section>\n<\/th>\n
                                		\n
                                AppCrawler\u667a\u80fd\u904d\u5386\uff085000\u6b65\uff09<\/span><\/span><\/section>\n<\/th>\n
                                		\n
                                \u63d0\u5347<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
                                \n
                                \u5d29\u6e83\uff08Java\u5c42\uff09\u53d1\u73b0\u6570<\/span><\/section>\n<\/td>\n
                                		\n
                                3<\/span><\/section>\n<\/td>\n
                                		\n
                                7<\/span><\/section>\n<\/td>\n
                                		\n
                                2.3x<\/span><\/section>\n<\/td>\n<\/tr>\n
                                \n
                                ANR\u53d1\u73b0\u6570<\/span><\/section>\n<\/td>\n
                                		\n
                                1<\/span><\/section>\n<\/td>\n
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                                5<\/span><\/section>\n<\/td>\n
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                                5.0x<\/span><\/section>\n<\/td>\n<\/tr>\n
                                \n
                                \u5185\u5b58\u6cc4\u6f0f\u7591\u4f3c\u6848\u4f8b<\/span><\/section>\n<\/td>\n
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                                0<\/span><\/section>\n<\/td>\n
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                                2<\/span><\/section>\n<\/td>\n
                                		\n
                                N\/A<\/span><\/section>\n<\/td>\n<\/tr>\n
                                \n
                                Activity\u8986\u76d6\u7387<\/span><\/section>\n<\/td>\n
                                		\n
                                ~35%<\/span><\/section>\n<\/td>\n
                                		\n
                                82.1%<\/span><\/section>\n<\/td>\n
                                		\n
                                +47.1pp<\/span><\/section>\n<\/td>\n<\/tr>\n
                                \n
                                \u5e73\u5747\u904d\u5386\u6df1\u5ea6<\/span><\/section>\n<\/td>\n
                                		\n
                                2.1\u5c42<\/span><\/section>\n<\/td>\n
                                		\n
                                5.7\u5c42<\/span><\/section>\n<\/td>\n
                                		\n
                                2.7x<\/span><\/section>\n<\/td>\n<\/tr>\n
                                \n
                                \u5d29\u6e83\u53d1\u73b0\u6548\u7387\uff08\u6bcf\u4e07\u6b65\uff09<\/span><\/section>\n<\/td>\n
                                		\n
                                0.30<\/span><\/section>\n<\/td>\n
                                		\n
                                14.0<\/span><\/section>\n<\/td>\n
                                		\n
                                46.7x<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                                \u6ce8\u610f\uff1a<\/span><\/span><\/strong>“46.7x\u6548\u7387\u63d0\u5347”<\/span>\u662f\u5355\u4f4d\u6b65\u6570\u4e0b\u7684\u5d29\u6e83\u53d1\u73b0\u6548\u7387\uff0c\u4e0d\u662f\u7edd\u5bf9\u6570\u91cf\u3002\u667a\u80fd\u904d\u5386\u6b65\u6570\u5c11\u4f46\u8986\u76d6\u6df1\uff0cMonkey\u6b65\u6570\u591a\u4f46\u5927\u91cf\u6d6a\u8d39\u5728\u91cd\u590d\u533a\u57df\u3002\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0c\u5efa\u8bae\u667a\u80fd\u904d\u5386\u4e3a\u4e3b\uff08\u8986\u76d6\u4e3b\u8981\u8def\u5f84\uff09\uff0cMonkey\u4f5c\u4e3a\u8865\u5145\uff08\u538b\u529b\u573a\u666f\uff09\u3002<\/span><\/span><\/p>\n

                                <\/span><\/span><\/span><\/span><\/section>\n
                                \n
                                \u4e5d<\/span><\/span>\u5b9e\u6218\u4e09\uff1aPython\u5206\u6790crash\u65e5\u5fd7 + AI\u8f85\u52a9\u6839\u56e0\u63a8\u65ad<\/span><\/h2>\n
                                9.1 \u5d29\u6e83\u65e5\u5fd7\u7684\u81ea\u52a8\u5316\u63d0\u53d6\u4e0e\u5206\u7c7b<\/span><\/h3>\n
                                AppCrawler\u751f\u6210\u7684\u5d29\u6e83\u65e5\u5fd7\u901a\u5e38\u662f\u5206\u6563\u7684\u6587\u672c\u6587\u4ef6\uff0c\u624b\u5de5\u5f52\u7c7b\u8017\u65f6\u4e14\u5bb9\u6613\u9057\u6f0f\u3002\u4ee5\u4e0bPython\u811a\u672c\u5b9e\u73b0\u5d29\u6e83\u65e5\u5fd7\u7684\u5168\u81ea\u52a8\u63d0\u53d6\u3001\u5206\u7c7b\u548c\u53ef\u89c6\u5316\u5206\u6790\uff1a<\/span><\/p>\n
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                                  import<\/span> os<\/span><\/code>import<\/span> re<\/span><\/code>import<\/span> json<\/span><\/code>import<\/span> glob<\/span><\/code>from<\/span> collections import<\/span> Counter<\/span><\/code>from<\/span> datetime import<\/span> datetime<\/span><\/code>class<\/span> CrashAnalyzer<\/span>:<\/span><\/code>    \"\"\"App\u7a33\u5b9a\u6027\u6d4b\u8bd5\u5d29\u6e83\u65e5\u5fd7\u81ea\u52a8\u5206\u6790\u5de5\u5177\"\"\"<\/span><\/span><\/code>    def<\/span> __init__<\/span>(self, log_dir: <\/span>str<\/span><\/span>):<\/span><\/code>        self<\/span>.log_dir = log_dir<\/span><\/code>        self<\/span>.crashes = []<\/span><\/code>        self<\/span>.anrs = []<\/span><\/code>    def<\/span> scan_and_parse<\/span>(self<\/span>) -> dict<\/span>:<\/span><\/code>        \"\"\"\u626b\u63cf\u76ee\u5f55\uff0c\u89e3\u6790\u6240\u6709\u5d29\u6e83\u548cANR\u65e5\u5fd7\"\"\"<\/span><\/span><\/code>        crash_files = glob.glob(<\/span><\/code>            os.path.join(self<\/span>.log_dir, \"**\/crash*.txt\"<\/span>), recursive=True<\/span><\/span><\/code>        )<\/span><\/code>        anr_files = glob.glob(<\/span><\/code>            os.path.join(self<\/span>.log_dir, \"**\/anr*.txt\"<\/span>), recursive=True<\/span><\/span><\/code>        )<\/span><\/code>        for<\/span> fpath in<\/span> crash_files:<\/span><\/code>            crash = self<\/span>._parse_crash_file(fpath)<\/span><\/code>            if<\/span> crash:<\/span><\/code>                self<\/span>.crashes.append(crash)<\/span><\/code>        for<\/span> fpath in<\/span> anr_files:<\/span><\/code>            anr = self<\/span>._parse_anr_file(fpath)<\/span><\/code>            if<\/span> anr:<\/span><\/code>                self<\/span>.anrs.append(anr)<\/span><\/code>        return<\/span> self<\/span>._generate_summary()<\/span><\/code>    def<\/span> _parse_crash_file<\/span>(self, fpath: <\/span>str<\/span><\/span>) -> dict<\/span>:<\/span><\/code>        \"\"\"\u89e3\u6790\u5355\u4e2a\u5d29\u6e83\u65e5\u5fd7\u6587\u4ef6\"\"\"<\/span><\/span><\/code>        with<\/span> open<\/span>(fpath, encoding=\"utf-8\"<\/span>, errors=\"ignore\"<\/span>) as<\/span> f:<\/span><\/code>            content = f.read()<\/span><\/code>        crash_type = self<\/span>._classify_crash_type(content)<\/span><\/code>        stack_trace = self<\/span>._extract_stack_trace(content)<\/span><\/code>        classes = re.findall(r'(com\\.[\\w\\.]+)\\.([\\w\\$]+)'<\/span>, stack_trace)<\/span><\/code>        classes = list<\/span>(set<\/span>([c[0<\/span>] for<\/span> c in<\/span> classes]))[:5<\/span>]<\/span><\/code>        return<\/span> {<\/span><\/code>            \"file\"<\/span>: os.path.basename(fpath),<\/span><\/code>            \"type\"<\/span>: crash_type,<\/span><\/code>            \"timestamp\"<\/span>: self<\/span>._extract_timestamp(content),<\/span><\/code>            \"exception\"<\/span>: self<\/span>._extract_exception_name(content),<\/span><\/code>            \"message\"<\/span>: self<\/span>._extract_exception_message(content),<\/span><\/code>            \"stack_trace\"<\/span>: stack_trace[:500<\/span>],<\/span><\/code>            \"involved_classes\"<\/span>: classes,<\/span><\/code>            \"package\"<\/span>: self<\/span>._extract_package(content)<\/span><\/code>        }<\/span><\/code>    def<\/span> _classify_crash_type<\/span>(self, content: <\/span>str<\/span><\/span>) -> str<\/span>:<\/span><\/code>        \"\"\"\u6839\u636e\u5f02\u5e38\u7c7b\u578b\u5206\u7c7b\"\"\"<\/span><\/span><\/code>        if<\/span> \"NullPointerException\"<\/span> in<\/span> content: return<\/span> \"NullPointer\"<\/span><\/span><\/code>        if<\/span> \"IndexOutOfBoundsException\"<\/span> in<\/span> content: return<\/span> \"IndexOutOfBounds\"<\/span><\/span><\/code>        if<\/span> \"OutOfMemoryError\"<\/span> in<\/span> content or<\/span> \"OOM\"<\/span> in<\/span> content: return<\/span> \"OOM\"<\/span><\/span><\/code>        if<\/span> \"IllegalStateException\"<\/span> in<\/span> content: return<\/span> \"IllegalState\"<\/span><\/span><\/code>        if<\/span> \"ClassNotFoundException\"<\/span> in<\/span> content: return<\/span> \"ClassNotFound\"<\/span><\/span><\/code>        if<\/span> \"SecurityException\"<\/span> in<\/span> content: return<\/span> \"Security\"<\/span><\/span><\/code>        if<\/span> \"NetworkOnMainThreadException\"<\/span> in<\/span> content: return<\/span> \"NetworkOnMainThread\"<\/span><\/span><\/code>        return<\/span> \"Unknown\"<\/span><\/span><\/code>    def<\/span> _extract_stack_trace<\/span>(self, content: <\/span>str<\/span><\/span>) -> str<\/span>:<\/span><\/code>        match<\/span> = re.search(r'at (.+?\\.java:\\d+)'<\/span>, content)<\/span><\/code>        return<\/span> match<\/span>.group(0<\/span>) if<\/span> match<\/span> else<\/span> \"\"<\/span><\/span><\/code>    def<\/span> _extract_exception_name<\/span>(self, content: <\/span>str<\/span><\/span>) -> str<\/span>:<\/span><\/code>        match<\/span> = re.search(r'(Exception|Error|Throwable): (.+)'<\/span>, content)<\/span><\/code>        return<\/span> match<\/span>.group(1<\/span>) if<\/span> match<\/span> else<\/span> \"Unknown\"<\/span><\/span><\/code>    def<\/span> _extract_exception_message<\/span>(self, content: <\/span>str<\/span><\/span>) -> str<\/span>:<\/span><\/code>        match<\/span> = re.search(r'(Exception|Error|Throwable): (.+)'<\/span>, content)<\/span><\/code>        return<\/span> match<\/span>.group(2<\/span>).strip() if<\/span> match<\/span> else<\/span> \"\"<\/span><\/span><\/code>    def<\/span> _extract_timestamp<\/span>(self, content: <\/span>str<\/span><\/span>) -> str<\/span>:<\/span><\/code>        match<\/span> = re.search(r'(\\d{4}-\\d{2}-\\d{2} \\d{2}:\\d{2}:\\d{2})'<\/span>, content)<\/span><\/code>        return<\/span> match<\/span>.group(1<\/span>) if<\/span> match<\/span> else<\/span> \"\"<\/span><\/span><\/code>    def<\/span> _extract_package<\/span>(self, content: <\/span>str<\/span><\/span>) -> str<\/span>:<\/span><\/code>        match<\/span> = re.search(r'com\\.[\\w\\.]+'<\/span>, content)<\/span><\/code>        return<\/span> match<\/span>.group(0<\/span>) if<\/span> match<\/span> else<\/span> \"\"<\/span><\/span><\/code>    def<\/span> _parse_anr_file<\/span>(self, fpath: <\/span>str<\/span><\/span>) -> dict<\/span>:<\/span><\/code>        \"\"\"\u89e3\u6790ANR\u65e5\u5fd7\"\"\"<\/span><\/span><\/code>        with<\/span> open<\/span>(fpath, encoding=\"utf-8\"<\/span>, errors=\"ignore\"<\/span>) as<\/span> f:<\/span><\/code>            content = f.read()<\/span><\/code>        blocked_thread = re.search(r'\".*\" \\(tid=\\d+\\)'<\/span>, content)<\/span><\/code>        return<\/span> {<\/span><\/code>            \"file\"<\/span>: os.path.basename(fpath),<\/span><\/code>            \"type\"<\/span>: \"ANR\"<\/span>,<\/span><\/code>            \"blocked_thread\"<\/span>: blocked_thread.group(0<\/span>) if<\/span> blocked_thread else<\/span> \"\"<\/span>,<\/span><\/code>            \"trace\"<\/span>: content[:600<\/span>]<\/span><\/code>        }<\/span><\/code>    def<\/span> _generate_summary<\/span>(self<\/span>) -> dict<\/span>:<\/span><\/code>        crash_types = Counter([c[\"type\"<\/span>] for<\/span> c in<\/span> self<\/span>.crashes])<\/span><\/code>        return<\/span> {<\/span><\/code>            \"total_crashes\"<\/span>: len<\/span>(self<\/span>.crashes),<\/span><\/code>            \"total_anrs\"<\/span>: len<\/span>(self<\/span>.anrs),<\/span><\/code>            \"crash_by_type\"<\/span>: dict<\/span>(crash_types),<\/span><\/code>            \"crash_files\"<\/span>: [c[\"file\"<\/span>] for<\/span> c in<\/span> self<\/span>.crashes],<\/span><\/code>            \"anr_files\"<\/span>: [a[\"file\"<\/span>] for<\/span> a in<\/span> self<\/span>.anrs],<\/span><\/code>            \"top_exception\"<\/span>: crash_types.most_common(1<\/span>)[0<\/span>] if<\/span> crash_types else<\/span> (\"N\/A\"<\/span>, 0<\/span>)<\/span><\/code>        }<\/span><\/code>    def<\/span> export_json<\/span>(self, output_path: <\/span>str<\/span><\/span>):<\/span><\/code>        data = {<\/span><\/code>            \"generated_at\"<\/span>: datetime.now().isoformat(),<\/span><\/code>            \"crashes\"<\/span>: self<\/span>.crashes,<\/span><\/code>            \"anrs\"<\/span>: self<\/span>.anrs,<\/span><\/code>            \"summary\"<\/span>: self<\/span>.scan_and_parse()<\/span><\/code>        }<\/span><\/code>        with<\/span> open<\/span>(output_path, \"w\"<\/span>, encoding=\"utf-8\"<\/span>) as<\/span> f:<\/span><\/code>            json.dump(data, f, ensure_ascii=False<\/span>, indent=2<\/span>)<\/span><\/code>        print<\/span>(f\"Exported to <\/span>{output_path}<\/span><\/span>\"<\/span>)<\/span><\/code>if<\/span> __name__ == \"__main__\"<\/span>:<\/span><\/code>    analyzer = CrashAnalyzer(\".\/reports\/appcrawler\/run1\/crashes\/\"<\/span>)<\/span><\/code>    summary = analyzer.scan_and_parse()<\/span><\/code>    print<\/span>(f\"\\nTotal Crashes: <\/span>{summary[<\/span><\/span>'total_crashes'<\/span><\/span><\/span>]}<\/span><\/span>\"<\/span>)<\/span><\/code>    print<\/span>(f\"Total ANRs:   <\/span>{summary[<\/span><\/span>'total_anrs'<\/span><\/span><\/span>]}<\/span><\/span>\"<\/span>)<\/span><\/code>    print<\/span>(f\"Top Exception: <\/span>{summary[<\/span><\/span>'top_exception'<\/span><\/span><\/span>]}<\/span><\/span>\"<\/span>)<\/span><\/code>    analyzer.export_json(\".\/reports\/crash_analysis.json\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n
                                  9.2 AI\u8f85\u52a9\u6839\u56e0\u5206\u6790\uff1a\u5d29\u6e83\u81ea\u52a8\u5f52\u56e0<\/span><\/h3>\n
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                                  \"\u5fae\u4fe1\u516c\u4f17\u53f7\u4e8c\u7ef4\u7801\"\u56fe\u7247\u5f15\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7\uff0c\u626b\u7801\u5173\u6ce8\u9605\u8bfb\u539f\u6587<\/span><\/figcaption><\/figure>\n<\/section>\n
                                  AI\u8f85\u52a9\u5d29\u6e83\u6839\u56e0\u5206\u6790\u5de5\u4f5c\u6d41<\/span><\/span><\/span><\/span><\/span><\/section>\n
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                                    # ai_crash_analyzer.py<\/span><\/span><\/code>import<\/span> json<\/span><\/code>import<\/span> os<\/span><\/code>import<\/span> urllib.request<\/span><\/code>import<\/span> urllib.error<\/span><\/code>def<\/span> analyze_crash_with_ai<\/span>(crash_data: <\/span>dict<\/span><\/span>, api_key: <\/span>str<\/span><\/span>) -> str<\/span>:<\/span><\/code>    \"\"\"<\/span><\/span><\/code>    \u5c06\u5d29\u6e83\u6570\u636e\u53d1\u9001\u7ed9LLM\u8fdb\u884c\u6839\u56e0\u5206\u6790<\/span><\/code>    \u652f\u6301\uff1aOpenAI GPT-4 \/ \u667a\u8c31GLM \/ \u963f\u91cc\u901a\u4e49\u5343\u95ee<\/span><\/code>    \"\"\"<\/span><\/code>    prompt = f\"\"\"\u4f60\u662f\u4e00\u4f4d\u8d44\u6df1Android\u6d4b\u8bd5\u5de5\u7a0b\u5e08\u548c\u79fb\u52a8\u7aef\u5f00\u53d1\u4e13\u5bb6\u3002\u8bf7\u5206\u6790\u4ee5\u4e0b\u5d29\u6e83\u4fe1\u606f\uff0c\u5e76\u8f93\u51fa\u7ed3\u6784\u5316\u7684\u7f3a\u9677\u62a5\u544a\u3002<\/span><\/span><\/code>## \u5d29\u6e83\u57fa\u672c\u4fe1\u606f<\/span><\/code>- \u5d29\u6e83\u7c7b\u578b\uff1a{crash_data.get(<\/span>'type'<\/span><\/span>, <\/span>'Unknown'<\/span><\/span>)}<\/span><\/span><\/code>- \u5f02\u5e38\u540d\u79f0\uff1a{crash_data.get(<\/span>'exception'<\/span><\/span>, <\/span>'Unknown'<\/span><\/span>)}<\/span><\/span><\/code>- \u5f02\u5e38\u4fe1\u606f\uff1a{crash_data.get(<\/span>'message'<\/span><\/span>, <\/span>'N\/A'<\/span><\/span>)}<\/span><\/span><\/code>- \u76f8\u5173\u7c7b\uff1a{<\/span>', '<\/span><\/span>.join(crash_data.get(<\/span>'involved_classes'<\/span><\/span>, []))}<\/span><\/span><\/code>## \u5806\u6808\u8ddf\u8e2a<\/span><\/code>```<\/span><\/code>{crash_data.get(<\/span>'stack_trace'<\/span><\/span>, <\/span>'N\/A'<\/span><\/span>)}<\/span><\/span><\/code>```<\/span><\/code>## \u8bf7\u6309\u4ee5\u4e0b\u683c\u5f0f\u8f93\u51fa\u5206\u6790\u62a5\u544a\uff1a<\/span><\/code>### 1. \u6839\u56e0\u5206\u6790\uff08\u4e0d\u8d85\u8fc73\u53e5\u8bdd\uff09<\/span><\/code>### 2. \u89e6\u53d1\u6761\u4ef6<\/span><\/code>### 3. \u4fee\u590d\u5efa\u8bae\uff08\u81f3\u5c112\u6761\uff09<\/span><\/code>### 4. \u6d4b\u8bd5\u8986\u76d6\u5efa\u8bae<\/span><\/code>### 5. \u5f71\u54cd\u8bc4\u4f30\uff08\u4e25\u91cd\u7a0b\u5ea6\uff1a\u9ad8\/\u4e2d\/\u4f4e\uff09<\/span><\/code>\"\"\"<\/span><\/code>    # \u4ee5\u667a\u8c31GLM\u4e3a\u4f8b<\/span><\/span><\/code>    url = \"https:\/\/open.bigmodel.cn\/api\/paas\/v4\/chat\/completions\"<\/span><\/span><\/code>    headers = {<\/span><\/code>        \"Authorization\"<\/span>: f\"Bearer <\/span>{api_key}<\/span><\/span>\"<\/span>,<\/span><\/code>        \"Content-Type\"<\/span>: \"application\/json\"<\/span><\/span><\/code>    }<\/span><\/code>    payload = {<\/span><\/code>        \"model\"<\/span>: \"glm-4-flash\"<\/span>,<\/span><\/code>        \"messages\"<\/span>: [{\"role\"<\/span>: \"user\"<\/span>, \"content\"<\/span>: prompt}],<\/span><\/code>        \"temperature\"<\/span>: 0.3<\/span>,<\/span><\/code>        \"max_tokens\"<\/span>: 800<\/span><\/span><\/code>    }<\/span><\/code>    req = urllib.request.Request(<\/span><\/code>        url, data=json.dumps(payload).encode(\"utf-8\"<\/span>),<\/span><\/code>        headers=headers, method=\"POST\"<\/span><\/span><\/code>    )<\/span><\/code>    try<\/span>:<\/span><\/code>        with<\/span> urllib.request.urlopen(req, timeout=30<\/span>) as<\/span> resp:<\/span><\/code>            result = json.loads(resp.read().decode(\"utf-8\"<\/span>))<\/span><\/code>            return<\/span> result[\"choices\"<\/span>][0<\/span>][\"message\"<\/span>][\"content\"<\/span>]<\/span><\/code>    except<\/span> Exception as<\/span> e:<\/span><\/code>        return<\/span> f\"[Error] <\/span>{<\/span><\/span>str<\/span><\/span><\/span>(e)}<\/span><\/span>\"<\/span><\/span><\/code>if<\/span> __name__ == \"__main__\"<\/span>:<\/span><\/code>    api_key = os.environ.get(\"GLM_API_KEY\"<\/span>, \"YOUR_API_KEY_HERE\"<\/span>)<\/span><\/code>    # \u52a0\u8f7d\u5d29\u6e83\u6570\u636e\u5e76\u5206\u6790<\/span><\/span><\/code>    with<\/span> open<\/span>(\".\/reports\/crash_analysis.json\"<\/span>, encoding=\"utf-8\"<\/span>) as<\/span> f:<\/span><\/code>        data = json.load(f)<\/span><\/code>    for<\/span> i, crash in<\/span> enumerate<\/span>(data.get(\"crashes\"<\/span>, [])):<\/span><\/code>        print<\/span>(f\"Analyzing <\/span>{i+<\/span><\/span>1<\/span><\/span><\/span>}<\/span><\/span>: <\/span>{crash[<\/span><\/span>'exception'<\/span><\/span><\/span>]}<\/span><\/span>...\"<\/span>)<\/span><\/code>        analysis = analyze_crash_with_ai(crash, api_key)<\/span><\/code>        print<\/span>(analysis)<\/span><\/code><\/pre>\n<\/section>\n

                                    <\/span><\/span><\/span><\/span><\/section>\n
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                                    \u5341<\/span><\/span>\u8fdb\u9636\uff1aANR\u76d1\u63a7\u4e0e\u5185\u5b58\u6cc4\u6f0f\u667a\u80fd\u68c0\u6d4b<\/span><\/h2>\n
                                    10.1 ANR\u7684\u667a\u80fd\u68c0\u6d4b\u65b9\u6848<\/span><\/h3>\n
                                    ANR\u662fApp\u7a33\u5b9a\u6027\u6d4b\u8bd5\u4e2d\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u3001\u4f46\u5bf9\u7528\u6237\u4f53\u9a8c\u5f71\u54cd\u6700\u5927\u7684\u7f3a\u9677\u4e4b\u4e00\u3002\u667a\u80fd\u904d\u5386\u6846\u67b6\u53ef\u4ee5\u5728\u904d\u5386\u8fc7\u7a0b\u4e2d\u81ea\u52a8\u76d1\u63a7ANR\u4fe1\u53f7\u3002<\/span><\/p>\n
                                    ANR\u76d1\u63a7\u7684\u6838\u5fc3\u673a\u5236\uff1a<\/span><\/strong><\/p>\n
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                                    • Watchdog\u673a\u5236<\/span><\/strong>
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                                      \uff1aAndroid\u7cfb\u7edf\u7ea7\u770b\u95e8\u72d7\uff0c\u68c0\u6d4b\u4e3b\u7ebf\u7a0b\u963b\u585e\u8d85\u8fc7\u9608\u503c\uff08\u901a\u5e385\u79d2\uff09<\/span><\/section>\n<\/li>\n
                                    • \u667a\u80fd\u904d\u5386\u76d1\u63a7<\/span><\/strong>
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                                      \uff1aAppCrawler\/Maxim\u5728\u904d\u5386\u8fc7\u7a0b\u4e2d\u5b9a\u671f\u68c0\u67e5\u8bbe\u5907\u78c1\u76d8\u5199\u5165\u901f\u5ea6\u3001App\u54cd\u5e94\u65f6\u95f4\u3001\u4e3b\u7ebf\u7a0b\u5806\u6808<\/span><\/section>\n<\/li>\n<\/ul>\n
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                                        # anr_monitor.py - Android ANR\u5b9e\u65f6\u76d1\u63a7\u811a\u672c<\/span><\/span><\/code>import<\/span> os<\/span><\/code>import<\/span> time<\/span><\/code>import<\/span> subprocess<\/span><\/code>import<\/span> re<\/span><\/code>import<\/span> threading<\/span><\/code>from<\/span> datetime import<\/span> datetime<\/span><\/code>class<\/span> ANRMonitor<\/span>:<\/span><\/code>    \"\"\"Android ANR\u5b9e\u65f6\u76d1\u63a7\u5668\"\"\"<\/span><\/span><\/code>    def<\/span> __init__<\/span>(self, device_id: <\/span>str<\/span><\/span>, app_package: <\/span>str<\/span><\/span>, interval: <\/span>float<\/span><\/span> = <\/span>2.0<\/span><\/span>):<\/span><\/code>        self<\/span>.device_id = device_id<\/span><\/code>        self<\/span>.app_package = app_package<\/span><\/code>        self<\/span>.interval = interval<\/span><\/code>        self<\/span>.anr_detected = []<\/span><\/code>        self<\/span>.running = False<\/span><\/span><\/code>    def<\/span> _exec<\/span>(self, cmd: <\/span>str<\/span><\/span>) -> str<\/span>:<\/span><\/code>        result = subprocess.run(<\/span><\/code>            f\"adb -s <\/span>{self.device_id}<\/span><\/span> shell <\/span>{cmd}<\/span><\/span>\"<\/span>,<\/span><\/code>            shell=True<\/span>, capture_output=True<\/span>, text=True<\/span><\/span><\/code>        )<\/span><\/code>        return<\/span> result.stdout<\/span><\/code>    def<\/span> get_anr_traces<\/span>(self<\/span>) -> list<\/span>:<\/span><\/code>        \"\"\"\u68c0\u67e5\/data\/anr\/\u76ee\u5f55\u4e0b\u7684\u6700\u65b0ANR trace\u6587\u4ef6\"\"\"<\/span><\/span><\/code>        files = self<\/span>._exec<\/span>(\"ls -lt \/data\/anr\/ | head -10\"<\/span>)<\/span><\/code>        traces = []<\/span><\/code>        for<\/span> line in<\/span> files.split(\"\\n\"<\/span>):<\/span><\/code>            parts = line.split()<\/span><\/code>            if<\/span> len<\/span>(parts) >= 8<\/span>:<\/span><\/code>                fname = parts[-1<\/span>]<\/span><\/code>                if<\/span> fname.startswith(\"trace_\"<\/span>):<\/span><\/code>                    traces.append(fname)<\/span><\/code>        anr_details = []<\/span><\/code>        for<\/span> fname in<\/span> traces[:3<\/span>]:<\/span><\/code>            content = self<\/span>._exec<\/span>(f\"cat \/data\/anr\/<\/span>{fname}<\/span><\/span>\"<\/span>)<\/span><\/code>            if<\/span> self<\/span>.app_package in<\/span> content:<\/span><\/code>                anr_details.append({<\/span><\/code>                    \"file\"<\/span>: fname,<\/span><\/code>                    \"timestamp\"<\/span>: datetime.now().isoformat(),<\/span><\/code>                    \"content\"<\/span>: content[:2000<\/span>]<\/span><\/code>                })<\/span><\/code>        return<\/span> anr_details<\/span><\/code>    def<\/span> monitor_loop<\/span>(self<\/span>):<\/span><\/code>        \"\"\"\u76d1\u63a7\u4e3b\u5faa\u73af\"\"\"<\/span><\/span><\/code>        while<\/span> self<\/span>.running:<\/span><\/code>            try<\/span>:<\/span><\/code>                anrs = self<\/span>.get_anr_traces()<\/span><\/code>                for<\/span> anr in<\/span> anrs:<\/span><\/code>                    print<\/span>(f\"[ANR DETECTED] <\/span>{anr[<\/span><\/span>'file'<\/span><\/span><\/span>]}<\/span><\/span>\"<\/span>)<\/span><\/code>                    self<\/span>.anr_detected.append(anr)<\/span><\/code>                    trace_file = f\".\/reports\/anr_<\/span>{<\/span><\/span>len<\/span><\/span><\/span>(self.anr_detected)}<\/span><\/span>.txt\"<\/span><\/span><\/code>                    with<\/span> open<\/span>(trace_file, \"w\"<\/span>, encoding=\"utf-8\"<\/span>) as<\/span> f:<\/span><\/code>                        f.write(anr[\"content\"<\/span>])<\/span><\/code>            except<\/span> Exception as<\/span> e:<\/span><\/code>                print<\/span>(f\"[Monitor Error] <\/span>{e}<\/span><\/span>\"<\/span>)<\/span><\/code>            time.sleep(self<\/span>.interval)<\/span><\/code>    def<\/span> start<\/span>(self<\/span>):<\/span><\/code>        self<\/span>.running = True<\/span><\/span><\/code>        self<\/span>.thread = threading.Thread(target=self<\/span>.monitor_loop, daemon=True<\/span>)<\/span><\/code>        self<\/span>.thread.start()<\/span><\/code>        print<\/span>(f\"ANR Monitor started (interval: <\/span>{self.interval}<\/span><\/span>s)\"<\/span>)<\/span><\/code>    def<\/span> stop<\/span>(self<\/span>):<\/span><\/code>        self<\/span>.running = False<\/span><\/span><\/code>        print<\/span>(f\"Total ANRs detected: <\/span>{<\/span><\/span>len<\/span><\/span><\/span>(self.anr_detected)}<\/span><\/span>\"<\/span>)<\/span><\/code>        return<\/span> self<\/span>.anr_detected<\/span><\/code>if<\/span> __name__ == \"__main__\"<\/span>:<\/span><\/code>    monitor = ANRMonitor(\"8a9c5b4e\"<\/span>, \"com.example.myapp\"<\/span>, 3.0<\/span>)<\/span><\/code>    monitor.start()<\/span><\/code>    time.sleep(3600<\/span>)  # \u8fd0\u884c1\u5c0f\u65f6<\/span><\/span><\/code>    anrs = monitor.stop()<\/span><\/code><\/pre>\n<\/section>\n
                                        10.2 \u5185\u5b58\u6cc4\u6f0f\u7684\u6e10\u8fdb\u5f0f\u68c0\u6d4b<\/span><\/h3>\n
                                        \u5185\u5b58\u6cc4\u6f0f\u662fANR\u7684\u91cd\u8981\u8bf1\u56e0\u4e4b\u4e00\uff0c\u667a\u80fd\u904d\u5386\u7684\u4f18\u52bf\u5728\u4e8e<\/span>\u8de8\u9875\u9762\u3001\u957f\u65f6\u95f4\u8fd0\u884c<\/span><\/strong>\uff0c\u5929\u7136\u9002\u5408\u6355\u6349\u6e10\u8fdb\u5f0f\u5185\u5b58\u589e\u957f\u3002<\/span><\/p>\n
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                                          # memory_leak_detector.py<\/span><\/span><\/code>import<\/span> subprocess<\/span><\/code>import<\/span> time<\/span><\/code>import<\/span> re<\/span><\/code>class<\/span> MemoryLeakDetector<\/span>:<\/span><\/code>    \"\"\"\u5185\u5b58\u6cc4\u6f0f\u68c0\u6d4b\u5668\uff1a\u76d1\u63a7PSS\u5185\u5b58\u53d8\u5316\u8d8b\u52bf\"\"\"<\/span><\/span><\/code>    def<\/span> __init__<\/span>(self, device_id: <\/span>str<\/span><\/span>, app_package: <\/span>str<\/span><\/span>):<\/span><\/code>        self<\/span>.device_id = device_id<\/span><\/code>        self<\/span>.app_package = app_package<\/span><\/code>        self<\/span>.samples = []<\/span><\/code>    def<\/span> get_memory_info<\/span>(self<\/span>) -> dict<\/span>:<\/span><\/code>        \"\"\"\u83b7\u53d6App\u5185\u5b58\u4fe1\u606f\uff08PSS = Proportional Set Size\uff09\"\"\"<\/span><\/span><\/code>        output = subprocess.run(<\/span><\/code>            f\"adb -s <\/span>{self.device_id}<\/span><\/span> shell dumpsys meminfo <\/span>{self.app_package}<\/span><\/span>\"<\/span>,<\/span><\/code>            shell=True<\/span>, capture_output=True<\/span>, text=True<\/span><\/span><\/code>        ).stdout<\/span><\/code>        mem_info = {}<\/span><\/code>        match<\/span> = re.search(r'TOTAL\\s+(\\d+)'<\/span>, output)<\/span><\/code>        if<\/span> match<\/span>:<\/span><\/code>            mem_info[\"pss_mb\"<\/span>] = round<\/span>(int<\/span>(match<\/span>.group(1<\/span>)) \/ 1024<\/span>, 2<\/span>)<\/span><\/code>        java_match = re.search(r'Java Heap:\\s+(\\d+)'<\/span>, output)<\/span><\/code>        native_match = re.search(r'Native Heap:\\s+(\\d+)'<\/span>, output)<\/span><\/code>        if<\/span> java_match:<\/span><\/code>            mem_info[\"java_heap_mb\"<\/span>] = round<\/span>(int<\/span>(java_match.group(1<\/span>)) \/ 1024<\/span>, 2<\/span>)<\/span><\/code>        if<\/span> native_match:<\/span><\/code>            mem_info[\"native_heap_mb\"<\/span>] = round<\/span>(int<\/span>(native_match.group(1<\/span>)) \/ 1024<\/span>, 2<\/span>)<\/span><\/code>        return<\/span> mem_info<\/span><\/code>    def<\/span> run_session<\/span>(self, duration_sec: <\/span>int<\/span><\/span> = <\/span>1800<\/span><\/span>, interval_sec: <\/span>int<\/span><\/span> = <\/span>10<\/span><\/span>) -> dict<\/span>:<\/span><\/code>        \"\"\"\u8fd0\u884c\u5185\u5b58\u76d1\u63a7\u4f1a\u8bdd\"\"\"<\/span><\/span><\/code>        start_time = time.time()<\/span><\/code>        end_time = start_time + duration_sec<\/span><\/code>        print<\/span>(f\"Memory monitoring started for <\/span>{duration_sec}<\/span><\/span>s...\"<\/span>)<\/span><\/code>        print<\/span>(f\"<\/span>{<\/span><\/span>'Time'<\/span><\/span><\/span>:<<\/span><\/span>10<\/span><\/span><\/span>}<\/span><\/span> <\/span>{<\/span><\/span>'PSS(MB)'<\/span><\/span><\/span>:<<\/span><\/span>12<\/span><\/span><\/span>}<\/span><\/span> <\/span>{<\/span><\/span>'JavaHeap(MB)'<\/span><\/span><\/span>:<<\/span><\/span>15<\/span><\/span><\/span>}<\/span><\/span> <\/span>{<\/span><\/span>'NativeHeap(MB)'<\/span><\/span><\/span>:<<\/span><\/span>15<\/span><\/span><\/span>}<\/span><\/span>\"<\/span>)<\/span><\/code>        print<\/span>(\"-\"<\/span> * 55<\/span>)<\/span><\/code>        while<\/span> time.time() < end_time:<\/span><\/code>            mem = self<\/span>.get_memory_info()<\/span><\/code>            timestamp = time.strftime(\"%H:%M:%S\"<\/span>)<\/span><\/code>            pss = mem.get(\"pss_mb\"<\/span>, 0<\/span>)<\/span><\/code>            java = mem.get(\"java_heap_mb\"<\/span>, 0<\/span>)<\/span><\/code>            native = mem.get(\"native_heap_mb\"<\/span>, 0<\/span>)<\/span><\/code>            self<\/span>.samples.append({<\/span><\/code>                \"timestamp\"<\/span>: timestamp,<\/span><\/code>                \"time_sec\"<\/span>: int<\/span>(time.time() - start_time),<\/span><\/code>                \"pss_mb\"<\/span>: pss,<\/span><\/code>                \"java_heap_mb\"<\/span>: java,<\/span><\/code>                \"native_heap_mb\"<\/span>: native<\/span><\/code>            })<\/span><\/code>            print<\/span>(f\"<\/span>{timestamp:<<\/span><\/span>10<\/span><\/span><\/span>}<\/span><\/span> <\/span>{pss:<<\/span><\/span>12<\/span><\/span><\/span>}<\/span><\/span> <\/span>{java:<<\/span><\/span>15<\/span><\/span><\/span>}<\/span><\/span> <\/span>{native:<<\/span><\/span>15<\/span><\/span><\/span>}<\/span><\/span>\"<\/span>)<\/span><\/code>            time.sleep(interval_sec)<\/span><\/code>        return<\/span> self<\/span>.analyze_trend()<\/span><\/code>    def<\/span> analyze_trend<\/span>(self<\/span>) -> dict<\/span>:<\/span><\/code>        \"\"\"\u5206\u6790\u5185\u5b58\u589e\u957f\u8d8b\u52bf\uff0c\u68c0\u6d4b\u6cc4\u6f0f\"\"\"<\/span><\/span><\/code>        if<\/span> len<\/span>(self<\/span>.samples) < 5<\/span>:<\/span><\/code>            return<\/span> {\"leak_suspected\"<\/span>: False<\/span>, \"reason\"<\/span>: \"\u6837\u672c\u4e0d\u8db3\"<\/span>}<\/span><\/code>        pss_values = [s[\"pss_mb\"<\/span>] for<\/span> s in<\/span> self<\/span>.samples]<\/span><\/code>        first_half_avg = sum<\/span>(pss_values[:len<\/span>(pss_values)\/\/2<\/span>]) \/ (len<\/span>(pss_values)\/\/2<\/span>)<\/span><\/code>        second_half_avg = sum<\/span>(pss_values[len<\/span>(pss_values)\/\/2<\/span>:]) \/ (len<\/span>(pss_values) - len<\/span>(pss_values)\/\/2<\/span>)<\/span><\/code>        growth_pct = (second_half_avg - first_half_avg) \/ first_half_avg * 100<\/span><\/span><\/code>        return<\/span> {<\/span><\/code>            \"samples\"<\/span>: len<\/span>(self<\/span>.samples),<\/span><\/code>            \"first_half_avg_pss_mb\"<\/span>: round<\/span>(first_half_avg, 2<\/span>),<\/span><\/code>            \"second_half_avg_pss_mb\"<\/span>: round<\/span>(second_half_avg, 2<\/span>),<\/span><\/code>            \"growth_pct\"<\/span>: round<\/span>(growth_pct, 2<\/span>),<\/span><\/code>            \"leak_suspected\"<\/span>: growth_pct > 10<\/span>,<\/span><\/code>            \"max_pss_mb\"<\/span>: max<\/span>(pss_values),<\/span><\/code>            \"min_pss_mb\"<\/span>: min<\/span>(pss_values),<\/span><\/code>            \"recommendation\"<\/span>: (<\/span><\/code>                f\"\u68c0\u6d4b\u5230\u5185\u5b58\u589e\u957f <\/span>{growth_pct:<\/span><\/span>.1<\/span><\/span><\/span>f}<\/span><\/span>%\uff0c\u5efa\u8bae\u901a\u8fc7 heap dump \u8fdb\u4e00\u6b65\u5206\u6790\"<\/span><\/span><\/code>                if<\/span> growth_pct > 10<\/span><\/span><\/code>                else<\/span> \"\u5185\u5b58\u589e\u957f\u5728\u6b63\u5e38\u8303\u56f4\u5185\"<\/span><\/span><\/code>            )<\/span><\/code>        }<\/span><\/code>if<\/span> __name__ == \"__main__\"<\/span>:<\/span><\/code>    detector = MemoryLeakDetector(\"8a9c5b4e\"<\/span>, \"com.example.myapp\"<\/span>)<\/span><\/code>    result = detector.run_session(duration_sec=1800<\/span>, interval_sec=10<\/span>)<\/span><\/code>    print<\/span>(f\"\\nLeak suspected: <\/span>{result[<\/span><\/span>'leak_suspected'<\/span><\/span><\/span>]}<\/span><\/span>\"<\/span>)<\/span><\/code>    print<\/span>(f\"Recommendation: <\/span>{result.get(<\/span><\/span>'recommendation'<\/span><\/span><\/span>, <\/span><\/span>'N\/A'<\/span><\/span><\/span>)}<\/span><\/span>\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n

                                          <\/span><\/span><\/span><\/span><\/section>\n
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                                          \u5341\u4e00<\/span><\/span>iOS\u4e0e\u9e3f\u8499\u7684\u667a\u80fd\u904d\u5386\u65b9\u6848<\/span><\/h2>\n
                                          11.1 iOS\uff1aSwift Monkey + \u667a\u80fd\u589e\u5f3a<\/span><\/h3>\n
                                          iOS\u7aef\u6ca1\u6709\u50cfAppCrawler\u90a3\u6837\u6210\u719f\u7684\u667a\u80fd\u904d\u5386\u5de5\u5177\uff0c\u76ee\u524d\u6700\u53ef\u884c\u7684\u65b9\u6848\u662f\u5728<\/span>Swift Monkey<\/span><\/strong>\u57fa\u7840\u4e0a\u81ea\u7814\u9875\u9762\u611f\u77e5\u80fd\u529b\u3002<\/span><\/p>\n
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                                            \/\/ SwiftSmartMonkey.swift - \u667a\u80fd\u589e\u5f3a\u7248<\/span><\/span><\/code>class<\/span> SwiftSmartMonkey<\/span>: NSObject<\/span> {<\/span><\/code>    private<\/span> weak<\/span> var<\/span> application: XCUIApplication<\/span>!<\/span><\/code>    private<\/span> var<\/span> visitedScreens: Set<\/span><\/span><\/code> =<\/span> []<\/span><\/code>    private<\/span> var<\/span> screenDepth: Int<\/span> =<\/span> 0<\/span><\/span><\/code>    \/\/ \u9875\u9762\u7279\u5f81\u63d0\u53d6\uff1a\u7528\u4e8e\u8bc6\u522b\u5f53\u524d\u9875\u9762\u662f\u5426\u5df2\u8bbf\u95ee\u8fc7<\/span><\/span><\/code>    private<\/span> func<\/span> currentScreenSignature<\/span>() -> String<\/span> {<\/span><\/code>        let<\/span> elements =<\/span> application.descendants(matching: .any)<\/span><\/code>        var<\/span> identifiers: [String<\/span>] =<\/span> []<\/span><\/code>        for<\/span> i in<\/span> 0<\/span>..<\/span><\/span><\/code> (() -> Void<\/span>) {<\/span><\/code>        let<\/span> signature =<\/span> currentScreenSignature()<\/span><\/code>        if<\/span> visitedScreens.contains(signature) {<\/span><\/code>            \/\/ \u5df2\u8bbf\u95ee\u8fc7\u7684\u9875\u9762\uff1a\u4f18\u5148\u70b9\u51fb\u672a\u70b9\u51fb\u7684\u5143\u7d20<\/span><\/span><\/code>            return<\/span> { [weak<\/span> self<\/span>] in<\/span><\/span><\/code>                self<\/span>?<\/span>.clickDeepestUnvisitedElement()<\/span><\/code>            }<\/span><\/code>        } else<\/span> {<\/span><\/code>            \/\/ \u65b0\u9875\u9762\uff1a\u8bb0\u5f55\u5e76\u5168\u9762\u63a2\u7d22<\/span><\/span><\/code>            visitedScreens.insert(signature)<\/span><\/code>            return<\/span> { [weak<\/span> self<\/span>] in<\/span><\/span><\/code>                self<\/span>?<\/span>.exploreAllElements()<\/span><\/code>            }<\/span><\/code>        }<\/span><\/code>    }<\/span><\/code>    private<\/span> func<\/span> clickDeepestUnvisitedElement<\/span>() {<\/span><\/code>        let<\/span> tables =<\/span> application.descendants(matching: .table)<\/span><\/code>        for<\/span> cell in<\/span> tables.cells.allElementsBoundByIndex {<\/span><\/code>            cell.tap()<\/span><\/code>            return<\/span><\/span><\/code>        }<\/span><\/code>        application.navigationBars.buttons.firstMatch.tap()<\/span><\/code>    }<\/span><\/code>    private<\/span> func<\/span> exploreAllElements<\/span>() {<\/span><\/code>        let<\/span> buttons =<\/span> application.buttons.allElementsBoundByIndex<\/span><\/code>        for<\/span> button in<\/span> buttons {<\/span><\/code>            if<\/span> button.isHittable {<\/span><\/code>                button.tap()<\/span><\/code>                Thread<\/span>.sleep(forTimeInterval: 0.5<\/span>)<\/span><\/code>            }<\/span><\/code>        }<\/span><\/code>    }<\/span><\/code>    func<\/span> runSmart<\/span>(steps<\/span>: Int<\/span> =<\/span> 5000<\/span>, maxDepth<\/span>: Int<\/span> =<\/span> 8<\/span>) {<\/span><\/code>        var<\/span> stepCount =<\/span> 0<\/span><\/span><\/code>        while<\/span> stepCount <<\/span> steps &&<\/span> screenDepth <<\/span> maxDepth {<\/span><\/code>            let<\/span> action =<\/span> smartNextAction()<\/span><\/code>            action()<\/span><\/code>            Thread<\/span>.sleep(forTimeInterval: 0.3<\/span>)<\/span><\/code>            stepCount +=<\/span> 1<\/span><\/span><\/code>            if<\/span> application.navigationBars.count ><\/span> 0<\/span> {<\/span><\/code>                screenDepth +=<\/span> 1<\/span><\/span><\/code>            }<\/span><\/code>        }<\/span><\/code>        print<\/span>(\"Smart traversal: <\/span>\\(stepCount)<\/span><\/span> steps, <\/span>\\(visitedScreens.count)<\/span><\/span> screens\"<\/span>)<\/span><\/code>    }<\/span><\/code>}<\/span><\/code><\/pre>\n<\/section>\n
                                            11.2 \u9e3f\u8499HarmonyOS\uff1aHypium\u904d\u5386 + Wukong<\/span><\/h3>\n
                                            \u9e3f\u8499\u7cfb\u7edf\u7684\u667a\u80fd\u904d\u5386\u76ee\u524d\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5\uff0c\u63a8\u8350”<\/span>Hypium\u529f\u80fd\u904d\u5386 + Wukong\u538b\u529b\u8865\u6d4b<\/span><\/strong>“\u7684\u7ec4\u5408\u65b9\u6848\uff1a<\/span><\/p>\n\n\n\n\n\n\n\n\n
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                                            \u7ef4\u5ea6<\/span><\/span><\/section>\n<\/th>\n
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                                            Hypium\u904d\u5386<\/span><\/span><\/section>\n<\/th>\n
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                                            Wukong\u538b\u529b\u6d4b\u8bd5<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
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                                            \u5b9a\u4f4d<\/span><\/section>\n<\/td>\n
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                                            \u57fa\u4e8eArkTS\u7684\u529f\u80fd\u904d\u5386<\/span><\/section>\n<\/td>\n
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                                            \u7cfb\u7edf\u7ea7\u968f\u673a\u4e8b\u4ef6\u6ce8\u5165<\/span><\/section>\n<\/td>\n<\/tr>\n
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                                            \u8986\u76d6\u7387<\/span><\/section>\n<\/td>\n
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                                            \u652f\u6301\uff08AppStorage\u6ce8\u5165\uff09<\/span><\/section>\n<\/td>\n
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                                            ANR\u68c0\u6d4b<\/span><\/section>\n<\/td>\n
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                                            \u9700\u914d\u7f6eWatchdog<\/span><\/section>\n<\/td>\n
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                                            \u4e0d\u652f\u6301<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
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                                              \/\/ Hypium\u904d\u5386\u793a\u4f8b - ArkTS<\/span><\/span><\/code>import<\/span> { describe, it, expect } from<\/span> '@ohs\/hypium'<\/span>;<\/span><\/code>import<\/span> { Driver<\/span>, ON<\/span> } from<\/span> '@ohos.UiTest'<\/span>;<\/span><\/code>export<\/span> default<\/span> function<\/span> stabilityTest<\/span>() {<\/span><\/code>  describe<\/span>('StabilityTest'<\/span>, () =><\/span> {<\/span><\/code>    it<\/span>('smartTraversal'<\/span>, 0<\/span>, async<\/span> (done<\/span>: Function<\/span>) => {<\/span><\/code>      const<\/span> driver = Driver<\/span>.create<\/span>();<\/span><\/code>      await<\/span> driver.delayMs<\/span>(1000<\/span>);<\/span><\/code>      \/\/ \u904d\u5386\u4e3b\u9875\u6240\u6709\u53ef\u70b9\u51fb\u7ec4\u4ef6<\/span><\/span><\/code>      const<\/span> components = await<\/span> driver.findComponents<\/span>(ON<\/span>.clickable<\/span>());<\/span><\/code>      console<\/span>.info<\/span>(`Found <\/span>${components.length}<\/span><\/span> clickable components`<\/span>);<\/span><\/code>      for<\/span> (let<\/span> i = 0<\/span>; i < components.length<\/span>; i++) {<\/span><\/code>        await<\/span> components[i].click<\/span>();<\/span><\/code>        await<\/span> driver.delayMs<\/span>(500<\/span>);<\/span><\/code>        \/\/ \u68c0\u67e5\u662f\u5426\u5d29\u6e83<\/span><\/span><\/code>        const<\/span> currentWindow = await<\/span> driver.findWindow<\/span>({<\/span><\/code>          filter<\/span>: (<\/span>win<\/span><\/span>) =><\/span> win.isFocused<\/span><\/span><\/code>        });<\/span><\/code>        console<\/span>.info<\/span>(`Step <\/span>${i}<\/span><\/span>: Window=<\/span>${currentWindow.title}<\/span><\/span>`<\/span>);<\/span><\/code>        \/\/ \u8fd4\u56de\u4e0a\u4e00\u9875<\/span><\/span><\/code>        await<\/span> driver.pressBack<\/span>();<\/span><\/code>        await<\/span> driver.delayMs<\/span>(300<\/span>);<\/span><\/code>      }<\/span><\/code>      done<\/span>();<\/span><\/code>    });<\/span><\/code>  });<\/span><\/code>}<\/span><\/code><\/pre>\n<\/section>\n
                                              11.3 \u4e09\u7cfb\u7edf\u667a\u80fd\u904d\u5386\u6210\u719f\u5ea6\u5bf9\u6bd4<\/span><\/h3>\n\n\n\n\n\n\n\n\n
                                              \n
                                              \u7ef4\u5ea6<\/span><\/span><\/section>\n<\/th>\n
                                              		\n
                                              Android<\/span><\/span><\/section>\n<\/th>\n
                                              		\n
                                              iOS<\/span><\/span><\/section>\n<\/th>\n
                                              		\n
                                              HarmonyOS<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n
                                              \n
                                              \u6210\u719f\u667a\u80fd\u904d\u5386\u5de5\u5177<\/span><\/section>\n<\/td>\n
                                              		\n
                                              4+\uff08AppCrawler\u7b49\uff09<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u9700\u81ea\u7814<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u6682\u65e0<\/span><\/section>\n<\/td>\n<\/tr>\n
                                              \n
                                              \u968f\u673a\u538b\u529b\u6d4b\u8bd5<\/span><\/section>\n<\/td>\n
                                              		\n
                                              Monkey<\/span><\/section>\n<\/td>\n
                                              		\n
                                              Swift Monkey<\/span><\/section>\n<\/td>\n
                                              		\n
                                              Wukong<\/span><\/section>\n<\/td>\n<\/tr>\n
                                              \n
                                              \u8986\u76d6\u7387\u62a5\u544a<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u5b8c\u6574<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u90e8\u5206<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u65e0<\/span><\/section>\n<\/td>\n<\/tr>\n
                                              \n
                                              ANR\u76d1\u63a7<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u81ea\u52a8\u91c7\u96c6<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u9700\u81ea\u5b9a\u4e49<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u9700\u914d\u7f6e<\/span><\/section>\n<\/td>\n<\/tr>\n
                                              \n
                                              \u793e\u533a\u751f\u6001<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u2605\u2605\u2605\u2605\u2605<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u2605\u2605\u2605<\/span><\/section>\n<\/td>\n
                                              		\n
                                              \u2605\u2605\uff08\u5feb\u901f\u53d1\u5c55\u4e2d\uff09<\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                                              <\/span><\/span><\/span><\/span><\/section>\n
                                              \n
                                              \u5341\u4e8c<\/span><\/span>\u603b\u7ed3\uff1a\u667a\u80fd\u904d\u5386\u7684\u5b8c\u6574\u843d\u5730\u8def\u5f84<\/span><\/h2>\n
                                              12.1 \u843d\u5730\u8def\u7ebf\u56fe\uff1a\u4e09\u6b65\u8d70<\/span><\/h3>\n
                                              \u7b2c\u4e00\u9636\u6bb5\uff08\u7b2c1-2\u5468\uff09\uff1a\u5de5\u5177\u5f15\u5165<\/span><\/strong>
                                              <\/span>\u5728\u6d4b\u8bd5\u8bbe\u5907\u4e0a\u5b89\u88c5AppCrawler\/Maxim\uff0c\u7528\u6700\u5c0f\u914d\u7f6e\u8dd1\u901a\u9996\u6b21\u904d\u5386\u3002\u76ee\u6807\uff1a\u786e\u8ba4\u5de5\u5177\u53ef\u7528\uff0c\u8bbe\u5907\u8fde\u63a5\u6b63\u5e38\u3002<\/span><\/p>\n
                                              \u7b2c\u4e8c\u9636\u6bb5\uff08\u7b2c3-4\u5468\uff09\uff1a\u914d\u7f6e\u4f18\u5316<\/span><\/strong>
                                              <\/span>\u914d\u7f6e\u767b\u5f55\u6001\u3001\u9ed1\u540d\u5355\u3001\u767b\u5f55\u6001\u68c0\u67e5\u673a\u5236\u3002\u76ee\u6807\uff1a\u8986\u76d6\u7387\u63d0\u5347\u523080%\u4ee5\u4e0a\uff0c\u5d29\u6e83\u53d1\u73b0\u6548\u7387\u663e\u8457\u9ad8\u4e8eMonkey\u3002<\/span><\/p>\n
                                              \u7b2c\u4e09\u9636\u6bb5\uff08\u7b2c5-6\u5468\uff09\uff1aCI\u96c6\u6210 + \u6301\u7eed\u8fd0\u8425<\/span><\/strong>
                                              <\/span>\u96c6\u6210\u5230Jenkins\/GitHub Actions\u6d41\u6c34\u7ebf\uff0c\u8bbe\u7f6e\u8986\u76d6\u7387\u95e8\u7981\uff0c\u5efa\u7acb\u5b9a\u671f\u62a5\u544a\u673a\u5236\u3002\u76ee\u6807\uff1a\u6bcf\u6b21\u6784\u5efa\u81ea\u52a8\u8fd0\u884c\uff0c\u7a33\u5b9a\u53d1\u73b0\u95ee\u9898\u3002<\/span><\/p>\n
                                              12.2 \u7ed9\u6d4b\u8bd5\u56e2\u961f\u7684\u5efa\u8bae<\/span><\/h3>\n
                                                \n
                                              • \u4e0d\u8981\u5b8c\u5168\u629b\u5f03Monkey<\/span><\/strong>
                                                \n
                                                \uff1aMonkey\u4ecd\u7136\u662f\u4f4e\u6210\u672c\u538b\u529b\u6d4b\u8bd5\u7684\u597d\u5de5\u5177\uff0c\u667a\u80fd\u904d\u5386+Monkey\u5f62\u6210\u4e92\u8865<\/span><\/section>\n<\/li>\n
                                              • \u4ece\u5173\u952e\u8def\u5f84\u5f00\u59cb<\/span><\/strong>
                                                \n
                                                \uff1a\u5148\u5bf9\u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b\uff08\u767b\u5f55\u3001\u652f\u4ed8\u3001\u6838\u5fc3\u529f\u80fd\uff09\u505a\u667a\u80fd\u904d\u5386\uff0c\u518d\u9010\u6b65\u6269\u5927\u8303\u56f4<\/span><\/section>\n<\/li>\n
                                              • \u5173\u6ce8ANR\u6bd4\u5173\u6ce8\u5d29\u6e83\u66f4\u91cd\u8981<\/span><\/strong>
                                                \n
                                                \uff1aANR\u4e0d\u5d29\u6e83\u4f46\u5f71\u54cd\u4f53\u9a8c\uff0c\u4e14Monkey\u51e0\u4e4e\u6d4b\u4e0d\u51fa\u6765<\/span><\/section>\n<\/li>\n
                                              • \u5efa\u7acb\u8986\u76d6\u7387\u57fa\u7ebf<\/span><\/strong>
                                                \n
                                                \uff1a\u8bb0\u5f55\u6bcf\u6b21\u7248\u672c\u8fed\u4ee3\u7684\u8986\u76d6\u7387\u53d8\u5316\u8d8b\u52bf\uff0c\u8986\u76d6\u7387\u4e0b\u964d\u5373\u9884\u8b66<\/span><\/section>\n<\/li>\n
                                              • AI\u8f85\u52a9\u662f\u8d8b\u52bf<\/span><\/strong>
                                                \n
                                                \uff1a\u7528LLM\u5206\u6790\u5d29\u6e83\u5806\u6808\u5df2\u662f\u6210\u719f\u5b9e\u8df5\uff0c\u5efa\u8bae\u5c3d\u65e9\u5f15\u5165<\/span><\/section>\n<\/li>\n
                                              • \u9e3f\u8499\u4e0d\u8981\u7167\u642cAndroid\u65b9\u6848<\/span><\/strong>
                                                \n
                                                \uff1aWukong+Hypium\u662f\u9e3f\u8499\u7684\u6b63\u786e\u7ec4\u5408\uff0c\u4e0d\u8981\u8bd5\u56fe\u5728\u9e3f\u8499\u4e0a\u8dd1AppCrawler<\/span><\/section>\n<\/li>\n<\/ul>\n

                                                <\/span><\/strong><\/p>\n
                                                \u6700\u540e\u4e00\u53e5\u8bdd\uff1a<\/span><\/span><\/strong>\u667a\u80fd\u904d\u5386\u7684\u672c\u8d28\uff0c\u662f\u8ba9\u6d4b\u8bd5\u4ece”\u78b0\u8fd0\u6c14”\u53d8\u6210”\u6709\u7b56\u7565\u5730\u627e\u95ee\u9898”\u3002Monkey\u9760\u6982\u7387\uff0c\u667a\u80fd\u904d\u5386\u9760\u7b97\u6cd5\u3002\u5728App\u590d\u6742\u5ea6\u6301\u7eed\u589e\u957f\u7684\u4eca\u5929\uff0c\u5347\u7ea7\u6d4b\u8bd5\u65b9\u6cd5\u8bba\u4e0d\u662f\u53ef\u9009\u9879\uff0c\u800c\u662f\u5fc5\u9009\u9879\u3002<\/span><\/span><\/p>\n

                                                <\/span><\/h3>\n

                                                <\/span><\/span><\/span><\/span><\/section>\n
                                                <\/mp-style-type><\/p>\n","protected":false},"excerpt":{"rendered":"
                                                \u261e \u5bfc\u8bfb \u5927\u591a\u6570\u6d4b\u8bd5\u56e2\u961f\u505aApp\u7a33\u5b9a\u6027\u6d4b\u8bd5\uff0c\u7b2c\u4e00\u6b65\u5c31\u662f\u638f\u51faMonkey\u2014\u2014\u968f\u673a\u70b9\u51fb\u5c4f\u5e55\uff0c\u7b49\u7740App\u5d29 […]<\/p>\n","protected":false},"author":3,"featured_media":114,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-115","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/posts\/115","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/comments?post=115"}],"version-history":[{"count":2,"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/posts\/115\/revisions"}],"predecessor-version":[{"id":209,"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/posts\/115\/revisions\/209"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/media\/114"}],"wp:attachment":[{"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/media?parent=115"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/categories?post=115"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.deartester.com\/index.php\/wp-json\/wp\/v2\/tags?post=115"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}