{"id":4224,"date":"2026-04-15T09:30:03","date_gmt":"2026-04-15T06:30:03","guid":{"rendered":"https:\/\/mojaz.ai\/clad-system-compressed-log-anomaly-detection\/"},"modified":"2026-04-15T09:30:03","modified_gmt":"2026-04-15T06:30:03","slug":"clad-system-compressed-log-anomaly-detection","status":"publish","type":"post","link":"https:\/\/mojaz.ai\/staging\/clad-system-compressed-log-anomaly-detection\/","title":{"rendered":"CLAD \u0646\u0638\u0627\u0645 \u0630\u0643\u064a \u064a\u0643\u0634\u0641 \u0623\u062e\u0637\u0627\u0621 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0636\u063a\u0648\u0637\u0629"},"content":{"rendered":"

\u0628\u0642\u0644\u0645: \u0646\u0648\u0631<\/a> | \u0645\u062d\u0631\u0631\u0629 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0648\u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u00b7 \u0635\u0648\u062a \u062a\u062d\u0631\u064a\u0631\u064a \u0628\u0625\u0634\u0631\u0627\u0641 \u0628\u0634\u0631\u064a<\/a><\/p>\n

\n

\u062d\u0642\u0642 \u0628\u0627\u062d\u062b\u0627\u0646 \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0647\u0648\u0646\u063a \u0643\u0648\u0646\u063a \u0627\u062e\u062a\u0631\u0627\u0642\u0627\u064b \u0641\u064a \u0645\u062c\u0627\u0644 \u0643\u0634\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0628\u062a\u0637\u0648\u064a\u0631 CLAD<\/strong>\u060c \u0623\u0648\u0644 \u0646\u0638\u0627\u0645 \u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0636\u063a\u0648\u0637\u0629 \u0645\u0628\u0627\u0634\u0631\u0629. \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0641\u064a ArXiv<\/a><\/strong> \u062a\u064f\u0638\u0647\u0631 \u062f\u0642\u0629 \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 99.09%<\/strong> \u0645\u0639 \u062a\u0641\u0648\u0642 \u0628\u06402.72 \u0646\u0642\u0637\u0629 \u0645\u0626\u0648\u064a\u0629<\/strong> \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 (\u0648\u0641\u0642\u0627\u064b \u0644\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u062d\u062b\u064a\u0629)<\/a>.<\/p>\n

\u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0639\u0627\u0644\u062c\u0647\u0627 \u0628\u0646\u062a\u0634\u0627\u0648 \u062a\u0627\u0646\u063a<\/strong> \u0648\u0634\u064a\u0648 \u064a\u0627\u0646\u063a<\/strong> \u062c\u0648\u0647\u0631\u064a\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0639\u0627\u0635\u0631: \u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0647\u0627\u0626\u0644 \u0641\u064a \u062d\u062c\u0645 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u064a\u062c\u0639\u0644 \u0636\u063a\u0637\u0647\u0627 \u0636\u0631\u0648\u0631\u0629 \u062d\u062a\u0645\u064a\u0629\u060c \u0644\u0643\u0646 \u0623\u0646\u0638\u0645\u0629 \u0643\u0634\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u0641\u0643 \u0636\u063a\u0637 \u0643\u0627\u0645\u0644 \u0642\u0628\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0645\u0645\u0627 \u064a\u062e\u0644\u0642 \u0639\u0642\u062f\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u0643\u0644\u0641\u0629.<\/p>\n

\u0627\u0644\u0641\u0643\u0631\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0640CLAD<\/strong> \u0628\u0633\u064a\u0637\u0629 \u0644\u0643\u0646\u0647\u0627 \u0639\u0628\u0642\u0631\u064a\u0629: \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u062a\u0646\u0636\u063a\u0637 \u0648\u0641\u0642 \u0623\u0646\u0645\u0627\u0637 \u0628\u0627\u064a\u062a \u0645\u0646\u062a\u0638\u0645\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u062a\u0643\u0633\u0631 \u0647\u0630\u0627 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0645 \u0628\u0637\u0631\u064a\u0642\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0643\u0634\u0641. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0641\u0647\u0645 \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0633\u062c\u0644\u0627\u062a\u060c \u064a\u0642\u0631\u0623 \u0627\u0644\u0646\u0638\u0627\u0645 “\u0628\u0635\u0645\u0627\u062a” \u0627\u0644\u0636\u063a\u0637 \u0645\u0628\u0627\u0634\u0631\u0629.<\/p>\n

\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0639\u0644\u0649 \u062b\u0644\u0627\u062b \u0637\u0628\u0642\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629: \u0645\u064f\u0631\u0645\u0650\u0632 \u0628\u0627\u064a\u062a \u0645\u062a\u0648\u0633\u0639 \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0627\u0646\u0637\u0648\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0633\u0639\u0629\u060c \u0646\u0645\u0648\u0630\u062c \u0647\u062c\u064a\u0646 \u064a\u062f\u0645\u062c Transformer<\/strong> \u0645\u0639 mLSTM<\/strong>\u060c \u0648\u0622\u0644\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0631\u0628\u0627\u0639\u064a\u0629 \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u0646 \u0627\u0644\u0628\u0627\u064a\u062a\u0627\u062a \u0627\u0644\u062e\u0627\u0645. \u0647\u0630\u0627 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u0639\u0642\u062f \u064a\u062a\u064a\u062d \u0644\u0644\u0646\u0638\u0627\u0645 \u0631\u0624\u064a\u0629 \u0623\u0646\u0645\u0627\u0637 \u063a\u064a\u0631 \u0645\u0631\u0626\u064a\u0629 \u0644\u0644\u0639\u064a\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u0629.<\/p>\n

\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u062a\u062a\u0628\u0639 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0645\u0631\u062d\u0644\u062a\u064a\u0646 \u0645\u0628\u062a\u0643\u0631\u0629: \u062a\u062f\u0631\u064a\u0628 \u0645\u0633\u0628\u0642 \u0645\u0642\u0646\u0639 \u064a\u0639\u0644\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u062a\u0648\u0642\u0639 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0628\u0627\u064a\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u064a\u062a\u0628\u0639\u0647 \u0636\u0628\u0637 \u062f\u0642\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0628\u0627\u064a\u0646\u064a-\u062a\u0631\u0643\u064a\u0632\u064a \u062a\u0639\u0627\u0644\u062c \u0645\u0634\u0643\u0644\u0629 \u0639\u062f\u0645 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0634\u062f\u064a\u062f \u0628\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0627\u0644\u0634\u0627\u0630\u0629 – \u0645\u0634\u0643\u0644\u0629 \u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u0641\u064a \u0643\u0634\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u062d\u064a\u062b \u062a\u0634\u0643\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0623\u0642\u0644 \u0645\u0646 1% \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u062f\u0629.<\/p>\n

\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0639\u0628\u0631 \u062e\u0645\u0633 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0624\u0643\u062f \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0646\u0647\u062c. \u0645\u062a\u0648\u0633\u0637 F1-score<\/strong> \u0627\u0644\u0628\u0627\u0644\u063a 0.9909<\/strong> \u064a\u0636\u0639 CLAD<\/strong> \u0641\u064a \u0645\u0642\u062f\u0645\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0643\u0634\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0644\u0643\u0646 \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u062a\u0643\u0645\u0646 \u0641\u064a \u0625\u0644\u063a\u0627\u0621 \u062a\u0643\u0627\u0644\u064a\u0641 \u0641\u0643 \u0627\u0644\u0636\u063a\u0637 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 (\u0648\u0641\u0642\u0627\u064b \u0644\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629)<\/a>.<\/p>\n

\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u062a\u0645\u062a\u062f \u0644\u062a\u0634\u0645\u0644 \u0636\u0648\u0627\u063a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0647\u064a\u0643\u0644\u0629 \u0627\u0644\u0645\u062a\u062f\u0641\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0636\u063a\u0637 \u0645\u062a\u0646\u0648\u0639\u0629 \u062f\u0648\u0646 \u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u062c\u0630\u0631\u064a\u0629. \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u062d\u0627\u0633\u0645\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0645\u062a\u0646\u0648\u0639\u0629.<\/p>\n

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ArXiv<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

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