{"id":24705,"date":"2026-05-31T06:25:34","date_gmt":"2026-05-31T06:25:34","guid":{"rendered":"https:\/\/umang.pk\/2026\/05\/31\/%da%a9%d8%b3-%d8%b7%d8%b1%d8%ad-%d8%b3%db%8c%d8%a7%d9%82-%d9%88-%d8%b3%d8%a8%d8%a7%d9%82-%d8%a7%db%8c%d9%85%d8%a8%db%8c%da%88%d9%86%da%af-%d8%a7%d9%88%d8%b1-%db%81%d8%a7%d8%a6%d8%a8%d8%b1%da%88-%d8%aa\/"},"modified":"2026-05-31T06:25:34","modified_gmt":"2026-05-31T06:25:34","slug":"%da%a9%d8%b3-%d8%b7%d8%b1%d8%ad-%d8%b3%db%8c%d8%a7%d9%82-%d9%88-%d8%b3%d8%a8%d8%a7%d9%82-%d8%a7%db%8c%d9%85%d8%a8%db%8c%da%88%d9%86%da%af-%d8%a7%d9%88%d8%b1-%db%81%d8%a7%d8%a6%d8%a8%d8%b1%da%88-%d8%aa","status":"publish","type":"post","link":"https:\/\/umang.pk\/ur\/2026\/05\/31\/%da%a9%d8%b3-%d8%b7%d8%b1%d8%ad-%d8%b3%db%8c%d8%a7%d9%82-%d9%88-%d8%b3%d8%a8%d8%a7%d9%82-%d8%a7%db%8c%d9%85%d8%a8%db%8c%da%88%d9%86%da%af-%d8%a7%d9%88%d8%b1-%db%81%d8%a7%d8%a6%d8%a8%d8%b1%da%88-%d8%aa\/","title":{"rendered":"\u06a9\u0633 \u0637\u0631\u062d \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af \u0627\u0648\u0631 \u06c1\u0627\u0626\u0628\u0631\u0688 \u062a\u0644\u0627\u0634 \u062a\u0644\u0627\u0634 \u06a9\u06cc \u062e\u0631\u0627\u0628\u06cc\u0648\u06ba \u06a9\u0648 \u062f\u0631\u0633\u062a \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4"},"content":{"rendered":"\n
\n

\u0627\u06af\u0631 \u0622\u067e \u067e\u0686\u06be\u0644\u06d2 \u0633\u0627\u0644 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 Retrieval-Augmented Generation (RAG) \u0633\u0633\u0679\u0645 \u0628\u0646\u0627 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e \u0646\u06d2 \u0634\u0627\u06cc\u062f \u0627\u06cc\u06a9 \u062f\u06cc\u0648\u0627\u0631 \u0633\u06d2 \u0679\u06a9\u0631\u0627\u06cc\u0627 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0622\u067e \u06a9\u0627 LLM \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u06d2 \u0633\u0627\u062a\u06be \u063a\u0644\u0637 \u062c\u0648\u0627\u0628\u0627\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u0627\u06cc\u0633\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u06a9\u0627 \u062d\u0648\u0627\u0644\u06c1 \u062f\u06cc\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0645\u0648\u062c\u0648\u062f \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u06cc\u0627 \u0622\u067e \u06a9\u06d2 \u0648\u06cc\u06a9\u0679\u0631 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u0645\u06cc\u06ba \u0645\u062a\u0639\u0644\u0642\u06c1 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 \u0645\u06a9\u0645\u0644 \u0637\u0648\u0631 \u067e\u0631 \u06cc\u0627\u062f \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627\u06d4<\/p>\n

\u0645\u0633\u0626\u0644\u06c1 \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af \u0645\u0627\u0688\u0644 \u06cc\u0627 \u0648\u06cc\u06a9\u0679\u0631 \u0627\u0633\u0679\u0648\u0631 \u06a9\u0627 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 RAG \u0646\u0641\u0627\u0630\u0627\u062a \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0644\u0641\u0627\u0638 \u06a9\u06cc \u062a\u0644\u0627\u0634 \u06a9\u06d2 \u0645\u0633\u0626\u0644\u06d2 \u06a9\u06cc \u0637\u0631\u062d \u0633\u0645\u062c\u06be\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062d\u0627\u0644\u0627\u0646\u06a9\u06c1 \u06cc\u06c1 \u062f\u0631\u062d\u0642\u06cc\u0642\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0644\u0641\u0627\u0638 \u06a9\u06cc \u062a\u0644\u0627\u0634 \u06a9\u0627 \u0645\u0633\u0626\u0644\u06c1 \u06c1\u06d2\u06d4 \u0645\u0637\u0644\u0628 \u0645\u0633\u0626\u0644\u06c1<\/strong>.<\/p>\n

\u0631\u0648\u0627\u06cc\u062a\u06cc RAG \u0679\u06a9\u0691\u0648\u06ba \u0645\u06cc\u06ba \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 LLM \u06a9\u0648 "\u0642\u0631\u06cc\u0628 \u062a\u0631\u06cc\u0646” \u062d\u0635\u06c1 \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u06a9\u0631\u06a9\u06d2 \u06a9\u06be\u0644\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0639\u0645\u0644\u06cc \u0637\u0648\u0631 \u067e\u0631\u060c \u06cc\u06c1 \u062a\u0628 \u0679\u0648\u0679 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u062c\u0628 \u0679\u06a9\u0691\u06d2 \u0627\u067e\u0646\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u06a9\u06d2 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0633\u06d2 \u0645\u062d\u0631\u0648\u0645 \u06c1\u0648 \u062c\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 "\u06cc\u06c1 40% \u0628\u0691\u06be \u06af\u06cc\u0627” \u062c\u06cc\u0633\u0627 \u062c\u0645\u0644\u06c1 \u06cc\u06c1 \u062c\u0627\u0646\u06d2 \u0628\u063a\u06cc\u0631 \u0628\u06cc\u06a9\u0627\u0631 \u06c1\u06d2 \u06a9\u06c1 "\u06cc\u06c1” \u0633\u06d2 \u06a9\u06cc\u0627 \u0645\u0631\u0627\u062f \u06c1\u06d2 \u0627\u0648\u0631 \u06cc\u06c1 \u06a9\u0628 \u06c1\u0648\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u062a\u0644\u0627\u0634 \u06a9\u0631\u06cc\u06ba\u06d4<\/strong> \u06c1\u0631 \u0679\u06a9\u0691\u06d2 \u06a9\u0648 \u0645\u062a\u0646 \u06a9\u06d2 \u0627\u0644\u06af \u062a\u06be\u0644\u06af \u062c\u0632\u06cc\u0631\u06d2 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0633\u0645\u062c\u06be\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u06cc\u06c1 \u0679\u06a9\u0691\u0648\u06ba\u060c \u0627\u0646 \u06a9\u06cc \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u06cc \u0633\u0627\u062e\u062a\u060c \u0627\u0648\u0631 \u0645\u0639\u0646\u0648\u06cc \u0645\u0639\u0646\u06cc \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u062a\u0639\u0644\u0642\u0627\u062a \u06a9\u0648 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u0645\u062d\u0641\u0648\u0638 \u0627\u0648\u0631 \u0627\u0633\u062a\u062d\u0635\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u06cc\u06c1 \u06af\u0627\u0626\u06cc\u0688 \u06cc\u06c1 \u0628\u062a\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 RAG \u0633\u0633\u0679\u0645 \u0645\u06cc\u06ba \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0627 \u06a9\u06cc\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2\u060c \u0633\u0627\u062f\u06c1 \u0686\u0646\u06a9\u0646\u06af \u06a9\u06cc\u0648\u06ba \u0646\u0627\u06a9\u0627\u0645 \u06c1\u0648 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u060c \u0627\u0648\u0631 \u06a9\u0633 \u0637\u0631\u062d \u062c\u062f\u06cc\u062f \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u06a9\u06cc \u062a\u06a9\u0646\u06cc\u06a9 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0688\u06be\u0627\u0646\u0686\u06d2 \u06a9\u0648 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af \u06a9\u06cc\u06d2 \u0628\u063a\u06cc\u0631 \u0627\u0646 \u0645\u0633\u0627\u0626\u0644 \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n

\u0627\u0646\u0688\u06cc\u06a9\u0633<\/h2>\n

\u0622\u0631 \u0627\u06d2 \u062c\u06cc \u0633\u0633\u0679\u0645 \u0645\u06cc\u06ba \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc\u0627 \u06c1\u06d2\u061f<\/h2>\n

\u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06c1 \u06c1\u0645 \u062a\u0644\u0627\u0634 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0628\u0627\u062a \u06a9\u0631\u06cc\u06ba\u060c \u0622\u0626\u06cc\u06d2 \u062f\u06cc\u06a9\u06be\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 \u0622\u0631 \u0627\u06d2 \u062c\u06cc \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0645\u06cc\u06ba "\u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642” \u06a9\u0627 \u0627\u0635\u0644 \u0645\u0637\u0644\u0628 \u06a9\u06cc\u0627 \u06c1\u06d2\u06d4 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0627\u06cc\u06a9 \u0686\u06cc\u0632 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0645\u062a\u0639\u062f\u062f \u067e\u0631\u062a\u06cc\u06ba \u062a\u0639\u0627\u0645\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n

1. \u062d\u0635\u06c1 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 (\u0645\u0642\u0627\u0645\u06cc)<\/h3>\n

\u06cc\u06c1 \u0627\u06cc\u06a9 \u0645\u062e\u0635\u0648\u0635 \u062d\u0635\u06c1 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0641\u0648\u0631\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0627\u0631\u062f \u06af\u0631\u062f \u06a9\u0627 \u0645\u062a\u0646 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u063a\u06cc\u0631\u060c "\u062c\u06cc\u0633\u0627 \u06a9\u06c1 \u0627\u0648\u067e\u0631 \u0628\u062a\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2” \u06cc\u0627 "\u06cc\u06c1 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631” \u062c\u06cc\u0633\u06d2 \u0628\u06cc\u0627\u0646\u0627\u062a \u0628\u06d2 \u0645\u0639\u0646\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n

\u0646\u0627\u06a9\u0627\u0645\u06cc \u0645\u0648\u0688:<\/strong> \u0622\u067e \u06a9\u0627 \u062d\u0635\u06c1 \u06a9\u06c1\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 "\u0644\u06cc\u0679\u0646\u0633\u06cc 60\u066a \u062a\u06a9 \u06a9\u0645 \u06c1\u0648 \u06af\u0626\u06cc \u06c1\u06d2” \u0644\u06cc\u06a9\u0646 \u0622\u067e \u06cc\u06c1 \u0630\u06a9\u0631 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06d2 \u06a9\u06c1 "\u0627\u0633” \u06a9\u0627 \u0645\u0637\u0644\u0628 EBS \u0633\u06d2 \u0645\u0642\u0627\u0645\u06cc NVMe \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06c1\u0648\u0646\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u062f\u0648 \u067e\u06cc\u0631\u0627\u06af\u0631\u0627\u0641 \u067e\u06c1\u0644\u06d2 \u0627\u06cc\u06a9 \u0627\u0648\u0631 \u062d\u0635\u06c1 \u0645\u06cc\u06ba \u06a9\u06cc \u06af\u0626\u06cc \u062a\u06be\u06cc\u06d4<\/p>\n

2. \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u0627 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 (\u0633\u0627\u062e\u062a\u06cc)<\/h3>\n

\u06cc\u06c1 \u0627\u0633 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u06c1\u06d2 \u06a9\u06c1 \u062d\u0635\u06c1 \u06a9\u06c1\u0627\u06ba \u06c1\u06d2: \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u060c \u0633\u06cc\u06a9\u0634\u0646\u060c \u0645\u0648\u0627\u062f \u06a9\u06cc \u0642\u0633\u0645 (API \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u0628\u0645\u0642\u0627\u0628\u0644\u06c1 \u0628\u0644\u0627\u06af)\u060c \u0645\u0642\u0635\u062f\u060c \u0633\u0627\u0645\u0639\u06cc\u0646\u060c \u0648\u063a\u06cc\u0631\u06c1\u06d4<\/p>\n

\u0646\u0627\u06a9\u0627\u0645\u06cc \u0645\u0648\u0688:<\/strong> \u062c\u0628 \u0635\u0627\u0631\u0641\u06cc\u0646 \u0645\u0648\u062c\u0648\u062f\u06c1 2026 \u06a9\u06d2 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u0637\u0631\u06cc\u0642\u0648\u06ba \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u067e\u0648\u0686\u06be\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 LLM 2023 \u0641\u0631\u0633\u0648\u062f\u06af\u06cc \u06a9\u06d2 \u0646\u0648\u0679\u06cc\u0641\u06a9\u06cc\u0634\u0646\u0632 \u0633\u06d2 \u062d\u0635\u06c1 \u062d\u0627\u0635\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0648\u0627\u062f \u06a9\u0628\u06be\u06cc \u0645\u062a\u0639\u0644\u0642\u06c1 \u062a\u06be\u0627\u060c \u0644\u06cc\u06a9\u0646 \u0627\u0633 \u06a9\u06d2 \u0648\u0642\u062a\u06cc \u062a\u0646\u0627\u0638\u0631 \u06a9\u06cc \u0648\u062c\u06c1 \u0633\u06d2\u060c \u0627\u0628 \u06cc\u06c1 \u062e\u0637\u0631\u0646\u0627\u06a9 \u062d\u062f \u062a\u06a9 \u063a\u0644\u0637 \u06c1\u06d2\u06d4<\/p>\n

3. \u0645\u0639\u0646\u0648\u06cc \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 (\u0639\u0627\u0644\u0645\u06cc)<\/h3>\n

\u06cc\u06c1 \u067e\u0648\u0631\u06d2 \u0639\u0644\u0645 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u062a\u0635\u0648\u0631\u0627\u062a \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u062a\u0639\u0644\u0642\u0627\u062a \u06a9\u0627 \u0627\u06cc\u06a9 \u062c\u0627\u0644 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0679\u06a9\u0691\u0627 \u0644\u0641\u0638\u06cc \u0637\u0648\u0631 \u067e\u0631 \u062f\u06cc\u06af\u0631 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u0645\u06cc\u06ba \u062f\u0648\u0633\u0631\u06d2 \u062d\u0635\u0648\u06ba \u0633\u06d2 \u06a9\u06cc\u0633\u06d2 \u0645\u062a\u0639\u0644\u0642 \u06c1\u06d2\u061f<\/p>\n

\u0646\u0627\u06a9\u0627\u0645\u06cc \u0645\u0648\u0688:<\/strong> \u0635\u0627\u0631\u0641\u06cc\u0646 \u067e\u0648\u0686\u06be\u062a\u06d2 \u06c1\u06cc\u06ba\u060c "\u0645\u06cc\u06ba \u0633\u0631\u062f\u06cc \u06a9\u06d2 \u0622\u063a\u0627\u0632 \u06a9\u0648 \u06a9\u06cc\u0633\u06d2 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u0624\u06ba\u061f” \u0633\u0633\u0679\u0645 \u0644\u06cc\u0645\u0628\u0688\u0627 \u0641\u0646\u06a9\u0634\u0646\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0679\u06a9\u0691\u0648\u06ba \u06a9\u06cc \u062a\u0644\u0627\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0648\u06cc \u067e\u06cc \u0633\u06cc \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646\u060c \u067e\u0631\u0648\u0648\u06cc\u0698\u0646\u0688 \u06a9\u0646\u06a9\u0631\u0646\u0633\u06cc\u060c \u0627\u0648\u0631 \u0627\u0633\u0646\u06cc\u067e \u0627\u0633\u0679\u0627\u0631\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06c1\u0645 \u062d\u0635\u06d2 \u0686\u06be\u0648\u0679 \u06af\u0626\u06d2 \u06c1\u06cc\u06ba \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0648\u06c1 \u0645\u0634\u062a\u0631\u06a9\u06c1 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0644\u0641\u0627\u0638 \u06a9\u06d2 \u0628\u063a\u06cc\u0631 \u0645\u062e\u062a\u0644\u0641 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u0645\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4<\/p>\n

\u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 RAG \u0646\u0641\u0627\u0630 \u0635\u0631\u0641 \u067e\u06c1\u0644\u06cc \u0642\u0633\u0645 \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u06a9\u06d2 \u0646\u0638\u0627\u0645 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u062a\u06cc\u0646\u0648\u06ba \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n

\u0628\u0648\u0644\u06cc \u0686\u0646\u06a9\u0646\u06af \u06a9\u0627 \u0645\u0633\u0626\u0644\u06c1<\/h2>\n

\u0631\u0648\u0627\u06cc\u062a\u06cc RAG \u0627\u06cc\u06a9 \u0633\u0627\u062f\u06c1 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u06cc \u067e\u06cc\u0631\u0648\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

    \n
  1. \n

    \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u0648 \u0679\u06a9\u0691\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u06cc\u06ba (\u0645\u0642\u0631\u0631\u06c1 \u0633\u0627\u0626\u0632 \u06a9\u06d2\u060c \u062c\u06cc\u0633\u06d2 50 \u0679\u0648\u06a9\u0646 \u0627\u0648\u0648\u0631 \u0644\u06cc\u067e\u0646\u06af \u06a9\u06d2 \u0633\u0627\u062a\u06be 512 \u0679\u0648\u06a9\u0646)<\/p>\n<\/li>\n

  2. \n

    \u06c1\u0631 \u0679\u06a9\u0691\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0633\u0631\u0627\u06cc\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n

  3. \n

    \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af\u0632 \u06a9\u0648 \u0648\u06cc\u06a9\u0679\u0631 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u0645\u06cc\u06ba \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n

  4. \n

    \u0627\u0633\u062a\u0641\u0633\u0627\u0631 \u06a9\u06d2 \u0648\u0642\u062a: \u0627\u0633\u062a\u0641\u0633\u0627\u0631 \u062f\u0627\u062e\u0644 \u06a9\u0631\u06cc\u06ba\u060c \u0642\u0631\u06cc\u0628\u06cc \u067e\u0691\u0648\u0633\u06cc\u0648\u06ba \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u06cc\u06ba\u060c \u0627\u0648\u067e\u0631 \u06a9\u06d2 \u062d\u0635\u06d2 \u0648\u0627\u067e\u0633 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n

  5. \n

    \u0627\u0633 \u062d\u0635\u06c1 \u06a9\u0648 LLM \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u06cc\u06ba \u0688\u0627\u0644\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<\/ol>\n

    \u0627\u0633 \u0646\u06d2 \u0627\u0628\u062a\u062f\u0627\u0626\u06cc \u0688\u06cc\u0645\u0648 \u0645\u06cc\u06ba \u06a9\u0627\u0641\u06cc \u0627\u0686\u06be\u0627 \u06a9\u0627\u0645 \u06a9\u06cc\u0627\u060c \u0644\u06cc\u06a9\u0646 \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u0645\u06cc\u06ba \u062a\u06cc\u0632\u06cc \u0633\u06d2 \u0627\u0644\u06af \u06c1\u0648 \u06af\u06cc\u0627\u06d4<\/p>\n

    \u0641\u06a9\u0633\u0688 \u0633\u0627\u0626\u0632 \u0686\u0646\u06a9\u0646\u06af \u06a9\u06cc\u0648\u06ba \u0679\u0648\u0679\u06cc \u06c1\u0648\u0626\u06cc \u06c1\u06d2\u06d4<\/h3>\n

    \u062a\u0635\u0648\u0631 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u0622\u067e \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u06a9\u0648 \u06a9\u0645 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u0628\u0648\u0644\u06cc \u0641\u06a9\u0633\u0688 \u0633\u0627\u0626\u0632 \u0686\u0646\u06a9\u0631 \u067e\u06cc\u062f\u0627 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2:<\/p>\n

    \u062d\u0635\u06c1 1:<\/strong><\/p>\n

    our benchmark results on the z3-highmem-14 instance.\nMongoDB was configured with WiredTiger and 100GB cache.\n\nTesting Methodology\nWe used YCSB 0.18.0 with 1 billion records and uniform\ndistribution. Each test ran 2 million operations across\nvarying thread counts.\n<\/code><\/pre>\n
    \u062d\u0635\u06c1 2:<\/strong><\/p>\n
    varying thread counts. Read throughput peaked at 8,000 QPS\nfor MongoDB and 10,000 QPS for FerretDB. However, EloqDoc\nreached 129,000 QPS at 512 threads due to its use of local\nNVMe storage rather than network-attached disks.\n<\/code><\/pre>\n
    \u06a9\u06cc\u0627 \u0622\u067e \u0645\u0633\u0626\u0644\u06c1 \u062f\u06cc\u06a9\u06be\u062a\u06d2 \u06c1\u06cc\u06ba\u061f<\/p>\n
      \n
    • \n
      \u062d\u0635\u06c1 1 \u0633\u06cc\u0679 \u0627\u067e \u06a9\u06cc \u0627\u06c1\u0645 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u067e\u0631 \u0645\u0634\u062a\u0645\u0644 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0627\u0633\u06d2 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u0628\u06cc\u0686 \u0645\u06cc\u06ba \u0686\u06be\u0648\u0679\u0627 \u06a9\u0631 \u062f\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n
    • \n
      \u062d\u0635\u06c1 2 "\u0645\u062a\u063a\u06cc\u0631 \u062f\u06be\u0627\u06af\u0648\u06ba \u06a9\u06cc \u062a\u0639\u062f\u0627\u062f” \u0633\u06d2 \u0634\u0631\u0648\u0639 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 (\u062c\u0648 \u062d\u0635\u06c1 1 \u06a9\u06d2 \u0628\u063a\u06cc\u0631 \u06a9\u0648\u0626\u06cc \u0645\u0639\u0646\u06cc \u0646\u06c1\u06cc\u06ba \u0631\u06a9\u06be\u062a\u0627) \u0627\u0648\u0631 "\u06cc\u06c1” \u06a9\u06cc\u0627 \u06c1\u06d2 \u0627\u0633 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u06cc\u06d2 \u0628\u063a\u06cc\u0631 "\u0645\u0642\u0627\u0645\u06cc NVMe \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644” \u0633\u06d2 \u0645\u0631\u0627\u062f \u06c1\u06d2\u06d4<\/p>\n<\/li>\n
    • \n
      \u0633\u0628 \u0633\u06d2 \u0627\u06c1\u0645 \u062a\u0644\u0627\u0634 (EloqDoc \u067e\u0631 16x \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0627 \u0641\u0627\u0626\u062f\u06c1) \u06a9\u0648 \u0627\u06cc\u0633\u06d2 \u0636\u0645\u06cc\u0631\u0648\u06ba \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0628\u06cc\u0627\u0646 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2 \u062c\u0648 \u0645\u0648\u0627\u062f \u06a9\u06d2 \u0645\u06a9\u0645\u0644 \u0637\u0648\u0631 \u067e\u0631 \u0645\u062e\u062a\u0644\u0641 \u062d\u0635\u0648\u06ba \u06a9\u0627 \u062d\u0648\u0627\u0644\u06c1 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<\/ul>\n
      \u0627\u06af\u0631 \u06a9\u0648\u0626\u06cc "\u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u06a9\u06cc \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0627 \u0645\u0648\u0627\u0632\u0646\u06c1” \u062a\u0644\u0627\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062a\u0648 \u0648\u06c1 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062d\u0635\u06c1 2 \u06a9\u0648 \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u062c\u0648 "129,000 QPS” \u06a9\u06cc \u0646\u0645\u0627\u0626\u0646\u062f\u06af\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0628\u063a\u06cc\u0631 \u06a9\u0633\u06cc \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u06a9\u06c1 \u0648\u06c1 \u06a9\u0633 \u0633\u0633\u0679\u0645 \u06a9\u0627 \u062d\u0648\u0627\u0644\u06c1 \u062f\u06d2 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u060c \u06a9\u0633 \u06a9\u0627\u0645 \u06a9\u06d2 \u0628\u0648\u062c\u06be \u06a9\u0627 \u062a\u062c\u0631\u0628\u06c1 \u06a9\u06cc\u0627 \u06af\u06cc\u0627\u060c \u06cc\u0627 \u0645\u062a\u0628\u0627\u062f\u0644\u0627\u062a \u0633\u06d2 \u0627\u0633 \u06a9\u0627 \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u06cc\u0633\u06d2 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
      \u06a9\u06cc\u0648\u06ba \u0635\u0631\u0641 \u062c\u0632\u0648\u06cc \u0627\u0648\u0648\u0631\u0644\u06cc\u067e \u0645\u0633\u0626\u0644\u06c1 \u06a9\u0648 \u062d\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u0627<\/h3>\n
      \u0628\u06c1\u062a \u0633\u06d2 \u0688\u0648\u06cc\u0644\u067e\u0631 \u0679\u06a9\u0691\u0648\u06ba \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 10-20% \u0627\u0648\u0648\u0631\u0644\u06cc\u067e \u06a9\u0627 \u0627\u0636\u0627\u0641\u06c1 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u06cc\u06c1 \u0641\u0631\u0636 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u06a9\u06c1 \u0627\u0633 \u0633\u06d2 \u0645\u0633\u0626\u0644\u06c1 \u062d\u0644 \u06c1\u0648 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0633\u0686 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u0648\u0648\u0631\u0644\u06cc\u067e \u0645\u062f\u062f \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0633\u0631\u062d\u062f\u06cc \u0688\u0648\u06cc\u0698\u0646<\/strong> (\u062c\u0645\u0644\u06d2 \u06a9\u0648 \u0622\u062f\u06be\u0627 \u0646\u06c1 \u06a9\u0627\u0679\u06cc\u06ba) \u0645\u0639\u0646\u0648\u06cc \u0645\u0633\u062a\u0642\u0644 \u0645\u0632\u0627\u062c\u06cc<\/strong>. \u0627\u06af\u0631 \u0645\u062a\u0639\u0644\u0642\u06c1 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 200 \u06cc\u0627 500 \u0679\u0648\u06a9\u0646\u0632 \u06a9\u06d2 \u0641\u0627\u0635\u0644\u06d2 \u067e\u0631 \u06c1\u0648\u06ba \u062a\u0648 \u0646\u0642\u0644 \u0633\u06d2 \u0645\u062f\u062f \u0646\u06c1\u06cc\u06ba \u0645\u0644\u062a\u06cc\u06d4<\/p>\n
      \u0639\u0627\u0645 \u0646\u0627\u06a9\u0627\u0645\u06cc \u06a9\u06d2 \u0646\u0645\u0648\u0646\u06d2\u06d4<\/h3>\n
      \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 RAG \u0633\u0633\u0679\u0645\u0632 \u0645\u06cc\u06ba \u0639\u0627\u0645 \u0646\u0627\u06a9\u0627\u0645\u06cc \u06a9\u06d2 \u0645\u0648\u0688\u0632 \u062c\u0648 \u0622\u067e \u06a9\u06d2 \u0633\u0633\u0679\u0645 \u067e\u0631 \u0628\u06be\u06cc \u06c1\u0648 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0646 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba:<\/p>\n
        \n
      1. \n
        \u0636\u0645\u06cc\u0631 \u062c\u06c1\u0646\u0645<\/strong>: "\u062f\u0648\u0646\u0648\u06ba \u0637\u0631\u06cc\u0642\u0648\u06ba \u06a9\u06cc \u062d\u0645\u0627\u06cc\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2” – "\u06cc\u06c1” \u06a9\u06cc\u0627 \u06c1\u06d2\u061f<\/p>\n<\/li>\n
      2. \n
        \u06cc\u062a\u06cc\u0645 \u06a9\u0627 \u0645\u0648\u0627\u0632\u0646\u06c1<\/strong>: "\u06cc\u06c1 3 \u06af\u0646\u0627 \u062a\u06cc\u0632 \u06c1\u06d2\u06d4” – \u06a9\u06cc\u0627 \u06cc\u06c1 \u06a9\u0633\u06cc \u0627\u0648\u0631 \u0686\u06cc\u0632 \u0633\u06d2 \u062a\u06cc\u0632 \u06c1\u06d2\u061f<\/p>\n<\/li>\n
      3. \n
        \u062e\u0631\u0627\u0628 \u0637\u0631\u06cc\u0642\u06c1 \u06a9\u0627\u0631<\/strong>: \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u06a9\u0627 \u0645\u0631\u062d\u0644\u06c1 3 \u0645\u0631\u062d\u0644\u06c1 1 \u0627\u0648\u0631 2 \u0633\u06d2 \u0645\u062e\u062a\u0644\u0641 \u062d\u0635\u06c1 \u0645\u06cc\u06ba<\/p>\n<\/li>\n
      4. \n
        \u06a9\u06be\u0648\u0626\u06d2 \u06c1\u0648\u0626\u06d2 \u0648\u0642\u062a \u0645\u0627\u0631\u06a9\u0631<\/strong>: "\u067e\u0686\u06be\u0644\u06cc \u0633\u06c1 \u0645\u0627\u06c1\u06cc \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642” – \u06a9\u0648\u0646 \u0633\u06cc \u0633\u06c1 \u0645\u0627\u06c1\u06cc\u061f<\/p>\n<\/li>\n
      5. \n
        \u0627\u06cc\u06a9 \u0634\u0631\u0637 \u063a\u0627\u0626\u0628 \u06c1\u06d2\u06d4<\/strong>: \u06a9\u0648\u0688 \u062f\u06cc\u06af\u0631 \u062d\u0635\u0648\u06ba \u0645\u06cc\u06ba \u0645\u0630\u06a9\u0648\u0631 \u062f\u0631\u0622\u0645\u062f \u0634\u062f\u06c1 \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc\u0648\u06ba \u06a9\u0648 \u0641\u0631\u0636 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ol>\n
        \u0628\u0646\u06cc\u0627\u062f\u06cc \u0645\u0633\u0626\u0644\u06c1 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0641\u06a9\u0633\u0688 \u0633\u0627\u0626\u0632 \u0686\u0646\u06a9\u0646\u06af \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u06a9\u0648 \u0645\u0646\u0642\u0633\u0645 \u06c1\u0648\u0646\u06d2 \u0648\u0627\u0644\u06cc \u062a\u0627\u0631\u0648\u06ba \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0645\u0627\u0646\u062a\u06cc \u06c1\u06d2\u060c \u0628\u062c\u0627\u0626\u06d2 \u0627\u0633 \u06a9\u06d2 \u06a9\u06c1 \u0633\u06cc\u0645\u0646\u0679\u06a9 \u0628\u0627\u0624\u0646\u0688\u0631\u06cc\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0633\u0627\u062e\u062a\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u06d4<\/p>\n
        \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u062a\u0644\u0627\u0634 \u06a9\u06cc\u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/h2>\n
        \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u0627\u0646 \u0645\u0633\u0627\u0626\u0644 \u06a9\u0648 \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u06a9\u06d2 \u0648\u0642\u062a \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 \u062d\u0635\u06c1 \u062a\u062e\u0644\u06cc\u0642 \u06a9\u06d2 \u0648\u0642\u062a \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06a9\u06d2 \u0627\u0648\u0631 \u0641\u0627\u0626\u062f\u06c1 \u0627\u0679\u06be\u0627 \u06a9\u0631 \u062d\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u06c1\u0645 \u0628\u0635\u06cc\u0631\u062a \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u06be\u0648\u0626\u06d2 \u06c1\u0648\u0626\u06d2 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 \u0628\u0639\u062f \u0645\u06cc\u06ba \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u0646\u06c1\u06cc\u06ba \u06a9\u06cc\u0627 \u062c\u0627\u0633\u06a9\u062a\u0627\u06d4 \u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06c1 \u0622\u067e \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631 \u0633\u06a9\u06cc\u06ba\u060c \u0622\u067e \u06a9\u0648 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 \u062d\u0635\u06c1 \u0645\u06cc\u06ba \u06c1\u06cc \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n
        \u0627\u0633 \u0637\u0631\u062d \u0633\u0648\u0686\u0648\u06d4 \u0628\u0648\u0644\u06cc \u0686\u0646\u06a9\u0646\u06af \u0627\u06cc\u06a9 \u06a9\u062a\u0627\u0628 \u06a9\u06d2 \u0635\u0641\u062d\u0627\u062a \u06a9\u0648 \u0628\u06d2 \u062a\u0631\u062a\u06cc\u0628 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0645\u062a\u0631\u0627\u062f\u0641 \u06c1\u06d2\u06d4 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u0627 \u0627\u06cc\u0633\u06d2 \u06c1\u06d2 \u062c\u06cc\u0633\u06d2 \u0627\u062d\u062a\u06cc\u0627\u0637 \u0633\u06d2 \u062d\u0635\u0648\u06ba \u06a9\u0648 \u0646\u06a9\u0627\u0644\u0646\u0627\u060c \u06c1\u0631 \u0635\u0641\u062d\u06d2 \u067e\u0631 \u06a9\u062a\u0627\u0628 \u06a9\u0627 \u062e\u0644\u0627\u0635\u06c1 \u0644\u06a9\u06be\u0646\u0627 \u062a\u0627\u06a9\u06c1 \u06c1\u0631 \u0635\u0641\u062d\u06c1 \u0622\u0632\u0627\u062f\u0627\u0646\u06c1 \u0637\u0648\u0631 \u067e\u0631 \u0633\u0645\u062c\u06be \u0645\u06cc\u06ba \u0622\u062c\u0627\u0626\u06d2\u06d4<\/p>\n
        \u0627\u0646\u062a\u06be\u0631\u0648\u067e\u06a9 \u06a9\u0627 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0645\u06cc\u06ba \u0633\u0631\u0627\u06cc\u062a \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0637\u0631\u06cc\u0642\u06c1<\/h3>\n
        \u0627\u0646\u062a\u06be\u0631\u0648\u067e\u06a9 \u0646\u06d2 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0679\u06cc\u06a9\u0646\u0627\u0644\u0648\u062c\u06cc\u0632 \u06a9\u0627 \u0627\u0639\u0644\u0627\u0646 \u06a9\u06cc\u0627: \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u062a\u0644\u0627\u0634 \u06a9\u0631\u06cc\u06ba\u06d4<\/strong> \u06cc\u06c1 RAG \u06a9\u06cc \u062f\u0631\u0633\u062a\u06af\u06cc \u06a9\u0648 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0645\u0642\u0635\u062f \u06a9\u06d2 \u0633\u0627\u062a\u06be 2024 \u06a9\u06d2 \u0622\u062e\u0631 \u0645\u06cc\u06ba \u0631\u06cc\u0644\u06cc\u0632 \u06c1\u0648\u0646\u06d2 \u0648\u0627\u0644\u0627 \u06c1\u06d2\u06d4 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u062d\u0635\u06c1 \u06a9\u0648 \u0627\u06cc\u06a9 \u0645\u062e\u062a\u0635\u0631 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u062e\u0644\u0627\u0635\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062c\u0648\u0691\u0627 \u062c\u0627\u0626\u06d2 \u062c\u0648 \u062d\u0635\u06c1 \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u0645\u06cc\u06ba \u0627\u0633 \u062d\u0635\u06d2 \u06a9\u06d2 \u0645\u0648\u0627\u062f \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06d2 \u0645\u0642\u0627\u0645 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
        \u06cc\u06c1\u0627\u06ba \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u06a9\u0633 \u0637\u0631\u062d \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2:<\/p>\n
        \u0628\u0648\u0644\u06cc RAG:<\/strong><\/p>\n
        varying thread counts. Read throughput peaked at 8,000 QPS\nfor MongoDB and 10,000 QPS for FerretDB. However, EloqDoc\nreached 129,000 QPS at 512 threads due to its use of local\nNVMe storage rather than network-attached disks.\n<\/code><\/pre>\n
        \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u0679\u06a9\u0691\u06d2 (\u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 RAG):<\/strong><\/p>\n
        This chunk is from a database performance benchmark comparing\nMongoDB, FerretDB, and EloqDoc on a 1TB dataset with 1 billion\nrecords, conducted in January 2026. The section discusses read\nthroughput results under high concurrency.\n\nvarying thread counts. Read throughput peaked at 8,000 QPS\nfor MongoDB and 10,000 QPS for FerretDB. However, EloqDoc\nreached 129,000 QPS at 512 threads due to its use of local\nNVMe storage rather than network-attached disks.\n<\/code><\/pre>\n
        \u0627\u0628\u060c \u062c\u0628 \u06cc\u06c1 \u062d\u0635\u06c1 \u0634\u0627\u0645\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627\u060c \u062a\u0648 \u0648\u06cc\u06a9\u0679\u0631 \u06a9\u06cc \u0646\u0645\u0627\u0626\u0646\u062f\u06af\u06cc \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u067e\u0631 \u0645\u0634\u062a\u0645\u0644 \u06c1\u0648\u06af\u06cc\u06d4 \u0627\u06af\u0631 \u06a9\u0648\u0626\u06cc \u0635\u0627\u0631\u0641 "\u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u0631\u06cc\u0688 \u067e\u0631\u0641\u0627\u0631\u0645\u0646\u0633 2026” \u062a\u0644\u0627\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u06cc\u06c1 \u062d\u0635\u06c1 \u0632\u06cc\u0627\u062f\u06c1 \u062f\u0631\u0633\u062a \u0645\u06cc\u0686 \u06c1\u0648\u06af\u0627 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af \u0645\u0648\u0627\u062f \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06d2 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u062f\u0648\u0646\u0648\u06ba \u06a9\u0648 \u067e\u06a9\u0691\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n
        LLM \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u062e\u0644\u0627\u0635\u06d2 \u0628\u0646\u0627\u0626\u06cc\u06ba<\/h3>\n
        \u0686\u0627\u0644 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0646 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u062e\u0644\u0627\u0635\u06d2 \u06a9\u0648 \u0645\u0624\u062b\u0631 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u062a\u062e\u0644\u06cc\u0642 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2\u06d4 \u0627\u06cc\u0646\u062a\u06be\u0631\u0648\u067e\u06a9 \u06a9\u0627 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0627\u0634\u0627\u0631\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u0644 \u0627\u06cc\u0644 \u0627\u06cc\u0645 (\u062c\u06cc\u0633\u06d2 \u06a9\u0644\u0627\u0688\u0632) \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2:<\/p>\n
        Here is the document:\n\n{{FULL_DOCUMENT}}\n<\/document>\n\nHere is the chunk we want to situate within the document:\n\n{{CHUNK_CONTENT}}\n<\/chunk>\n\nPlease provide a concise context (2-3 sentences) that explains\nwhat this chunk is about and where it fits in the document.\nThis context will be prepended to the chunk to improve retrieval.\n<\/code><\/pre>\n
        LLM \u067e\u0648\u0631\u06cc \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u0627\u0648\u0631 \u0645\u062e\u0635\u0648\u0635 \u062d\u0635\u0648\u06ba \u06a9\u0648 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u067e\u06be\u0631 \u0627\u06cc\u06a9 \u062e\u0644\u0627\u0635\u06c1 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0679\u06a9\u0691\u0648\u06ba \u06a9\u0648 \u0627\u06cc\u06a9 \u0648\u0633\u06cc\u0639 \u062a\u0646\u0627\u0638\u0631 \u0645\u06cc\u06ba \u0631\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u062e\u0644\u0627\u0635\u06d2 \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u062d\u0635\u06c1 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
        \u06c1\u0627\u0626\u0628\u0631\u0688 \u062a\u0644\u0627\u0634: BM25 + \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af<\/h3>\n
        Anthropic \u06a9\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0645\u06cc\u06ba \u06cc\u06c1 \u0628\u06be\u06cc \u067e\u062a\u06c1 \u0686\u0644\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0631\u0648\u0627\u06cc\u062a\u06cc BM25 (\u0645\u0637\u0644\u0648\u0628\u06c1 \u0627\u0644\u0641\u0627\u0638 \u06a9\u06cc \u062a\u0644\u0627\u0634) \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 \u062c\u0648\u0691\u0646\u0627 \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0637\u0631\u06cc\u0642\u06c1 \u06a9\u0648 \u0646\u0645\u0627\u06cc\u0627\u06ba \u0637\u0648\u0631 \u067e\u0631 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2 (\u062c\u06cc\u0633\u0627 \u06a9\u06c1 \u0627\u0648\u067e\u0631)\u06d4 \u0627\u0633 \u06a9\u06cc \u0648\u062c\u06c1 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af\u0632 \u0645\u0639\u0646\u0648\u06cc \u0645\u0639\u0646\u06cc \u06a9\u0648 \u067e\u06a9\u0691\u062a\u06cc \u06c1\u06d2\u060c \u062c\u0628\u06a9\u06c1 BM25 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0644\u0641\u0627\u0638 \u06a9\u06d2 \u0639\u06cc\u0646 \u0645\u0637\u0627\u0628\u0642 \u0645\u0645\u0627\u062b\u0644\u062a \u062d\u0627\u0635\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
        \u062d\u0642\u06cc\u0642\u062a \u067e\u0633\u0646\u062f\u0627\u0646\u06c1 \u0645\u0646\u0638\u0631\u0646\u0627\u0645\u06d2 \u062c\u0646 \u0645\u06cc\u06ba \u06c1\u0627\u0626\u0628\u0631\u0688 \u062a\u0644\u0627\u0634 \u0645\u0624\u062b\u0631 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u06d2 \u06af\u06cc \u0627\u0646 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba:<\/p>\n
        \u0635\u0627\u0631\u0641 \u06a9\u0627 \u0627\u0633\u062a\u0641\u0633\u0627\u0631<\/strong>: "2026 \u0645\u06cc\u06ba \u06a9\u0644\u0627\u0688 \u0633\u0648\u0646\u06cc\u0679 API \u06a9\u06cc \u0642\u06cc\u0645\u062a \u06a9\u062a\u0646\u06cc \u06c1\u0648\u06af\u06cc\u061f”<\/p>\n
          \n
        • \n
          BM25 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c<\/strong>: \u0627\u06cc\u0633\u06d2 \u0679\u06a9\u0691\u0648\u06ba \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u06cc\u06ba \u062c\u0648 "\u0642\u06cc\u0645\u062a\u0648\u06ba”\u060c "\u06a9\u0644\u0627\u0688 \u0633\u0648\u0646\u06cc\u0679”\u060c "API”\u060c "2026” \u0633\u06d2 \u0628\u0627\u0644\u06a9\u0644 \u0645\u0645\u0627\u062b\u0644 \u06c1\u0648\u06ba\u06d4<\/p>\n<\/li>\n
        • \n
          \u0645\u0639\u0646\u0648\u06cc \u0646\u062a\u0627\u0626\u062c<\/strong>: \u0628\u0644\u0646\u06af\u060c \u0644\u0627\u06af\u062a\u060c \u0627\u0648\u0631 API \u067e\u0644\u0627\u0646\u0632 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0646\u0648\u06af\u06cc\u0679\u0633 \u062a\u0644\u0627\u0634 \u06a9\u0631\u06cc\u06ba\u060c \u0686\u0627\u06c1\u06d2 \u0622\u067e \u0648\u06c1 \u0628\u0627\u0644\u06a9\u0644 \u062f\u0631\u0633\u062a \u0627\u0644\u0641\u0627\u0638 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n
        • \n
          \u06c1\u0627\u0626\u0628\u0631\u0688 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c<\/strong>: \u062f\u0648\u0646\u0648\u06ba \u0627\u0646\u062a\u06c1\u0627\u0626\u06cc \u0648\u0632\u0646\u06cc \u0679\u06a9\u0691\u0648\u06ba \u06a9\u0648 \u06cc\u06a9\u062c\u0627 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u06a9\u06c1 \u0644\u0641\u0638\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0645\u0637\u0627\u0628\u0642\u062a \u0631\u06a9\u06be\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u067e\u0631 \u0645\u0634\u062a\u0645\u0644 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<\/ul>\n
          \u0639\u0645\u0644 \u062f\u0631\u0622\u0645\u062f \u067e\u06cc\u0679\u0631\u0646<\/h3>\n
          \u0627\u0635\u0644 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0622\u0633\u0627\u0646 \u06c1\u06d2\u06d4 \u06cc\u0639\u0646\u06cc \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u06a9\u0648 \u0628\u0627\u0645\u0639\u0646\u06cc\u060c \u0645\u0639\u0646\u0648\u06cc \u062d\u062f\u0648\u062f \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u0646\u0627\u06d4 \u06c1\u0631 \u0627\u06cc\u06a9 \u062d\u0635\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u06c1\u0645 \u0627\u06cc\u06a9 \u0633\u0627\u062f\u06c1 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0627 \u062e\u0644\u0627\u0635\u06c1 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 LLM \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633\u06d2 \u062f\u0627\u062e\u0644 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u062d\u0635\u06c1 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af\u0632 \u0627\u0648\u0631 \u0627\u0635\u0644 \u0679\u06a9\u0691\u0648\u06ba \u06a9\u0648 \u0648\u06cc\u06a9\u0679\u0631 \u0627\u0633\u0679\u0648\u0631 \u0645\u06cc\u06ba \u0627\u0633\u0679\u0648\u0631 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n
          \u062a\u0644\u0627\u0634 \u06a9\u0631\u062a\u06d2 \u0648\u0642\u062a\u060c \u06c1\u0645 BM25 \u0627\u0648\u0631 \u0648\u06cc\u06a9\u0679\u0631 \u06a9\u06cc \u0645\u0645\u0627\u062b\u0644\u062a \u06a9\u0648 \u0645\u0644\u0627 \u06a9\u0631 \u0627\u06cc\u06a9 \u06c1\u0627\u0626\u0628\u0631\u0688 \u0637\u0631\u06cc\u0642\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u067e\u06be\u0631 \u0645\u0637\u0627\u0628\u0642\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u062e\u0635\u0648\u0635 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0622\u062e\u0631 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0628\u063a\u06cc\u0631 \u06a9\u0633\u06cc \u067e\u06cc\u062f\u0627 \u0634\u062f\u06c1 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u0635\u0631\u0641 \u0627\u0635\u0644 \u0679\u06a9\u0691\u0648\u06ba \u06a9\u0648 LLM \u0645\u06cc\u06ba \u0645\u0646\u062a\u0642\u0644 \u06a9\u0631\u06a9\u06d2 \u0641\u0648\u0631\u06cc \u0633\u0627\u0626\u0632 \u06a9\u0648 \u06a9\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0627 \u062e\u0644\u0627\u0635\u06c1 \u062a\u0644\u0627\u0634 \u06a9\u06cc \u062f\u0631\u0633\u062a\u06af\u06cc \u06a9\u0648 \u0628\u0691\u06be\u0627\u062a\u0627 \u06c1\u06d2 \u0644\u06cc\u06a9\u0646 \u062c\u0648\u0627\u0628 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u062e\u0648\u062f LLM \u06a9\u0648 \u0627\u0633 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n
          \u0627\u06cc\u06a9 \u06c1\u0648\u0634\u06cc\u0627\u0631 chunking \u062d\u06a9\u0645\u062a \u0639\u0645\u0644\u06cc<\/h2>\n
          \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u0624\u062b\u0631 \u06c1\u0648\u062a\u06cc \u06c1\u06d2 \u062c\u0628 \u0679\u06a9\u0691\u0648\u06ba \u06a9\u0648 \u0679\u0648\u06a9\u0646 \u06a9\u06cc \u0627\u06cc\u06a9 \u0645\u0642\u0631\u0631\u06c1 \u062a\u0639\u062f\u0627\u062f \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u06cc \u0633\u0627\u062e\u062a \u067e\u0631 \u0645\u0628\u0646\u06cc \u06c1\u0648\u06d4<\/p>\n
          \u0628\u06c1\u062a\u0631 \u0686\u0646\u06a9\u0646\u06af \u06a9\u06d2 \u062a\u06cc\u0646 \u0637\u0631\u06cc\u0642\u06d2<\/h3>\n
          1. \u0633\u06cc\u0645\u0646\u0679\u06a9 \u0686\u0646\u06a9\u0646\u06af<\/strong> \u062c\u0645\u0644\u06d2 \u062f\u0627\u062e\u0644 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u062d\u062f\u0648\u062f \u0628\u0646\u0627\u0626\u06cc\u06ba \u062c\u0628 \u0645\u0645\u0627\u062b\u0644\u062a \u0627\u0646 \u06a9\u0648 \u0645\u0639\u0646\u06cc \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u0626\u06d2 \u06af\u0631 \u062c\u0627\u0626\u06d2\u06d4 LangChain \u062c\u06cc\u0633\u06cc \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc\u0627\u06ba \u0627\u0633\u06d2 \u0628\u0627\u06a9\u0633 \u0633\u06d2 \u0628\u0627\u06c1\u0631 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba (\u0630\u0631\u06cc\u0639\u06c1):<\/p>\n
          from bs4 import Tag\nfrom langchain_text_splitters import HTMLSemanticPreservingSplitter\n\nheaders_to_split_on = [\n    (\"h1\", \"Header 1\"),\n    (\"h2\", \"Header 2\"),\n]\n\ndef code_handler(element: Tag) -> str:\n    data_lang = element.get(\"data-lang\")\n    code_format = f\"{element.get_text()}<\/code:><\/code>\"\n\n    return code_format\n\nsplitter = HTMLSemanticPreservingSplitter(\n    headers_to_split_on=headers_to_split_on,\n    separators=[\"\\n\\n\", \"\\n\", \". \", \"! \", \"? \"],\n    max_chunk_size=50,\n    preserve_images=True,\n    preserve_videos=True,\n    elements_to_preserve=[\"table\", \"ul\", \"ol\", \"code\"],\n    denylist_tags=[\"script\", \"style\", \"head\"],\n    custom_handlers={\"code\": code_handler},\n)\n\ndocuments = splitter.split_text(html_string)\n<\/pre>\n
          2. \u0633\u0627\u062e\u062a\u06cc \u0686\u0646\u06a9\u0646\u06af<\/strong> \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u06cc \u0633\u0627\u062e\u062a (\u06c1\u06cc\u0688\u0631\u060c \u0633\u06cc\u06a9\u0634\u0646\u0632\u060c \u06a9\u0648\u0688 \u0641\u0646\u06a9\u0634\u0646\u0632) \u06a9\u0648 \u0642\u062f\u0631\u062a\u06cc \u0628\u0627\u0624\u0646\u0688\u0631\u06cc (\u0630\u0631\u06cc\u0639\u06c1) \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n
          from langchain_text_splitters import MarkdownHeaderTextSplitter\n\nmarkdown_document = \"# Foo\\n\\n    ## Bar\\n\\nHi this is Jim\\n\\nHi this is Joe\\n\\n ### Boo\\n\\n Hi this is Lance\\n\\n ## Baz\\n\\n Hi this is Molly\"\n\nheaders_to_split_on = [\n    (\"#\", \"Header 1\"),\n    (\"##\", \"Header 2\"),\n    (\"###\", \"Header 3\"),\n]\n\nmarkdown_splitter = MarkdownHeaderTextSplitter(headers_to_split_on)\nmd_header_splits = markdown_splitter.split_text(markdown_document)\n<\/code><\/pre>\n
          3. \u0627\u06cc\u062c\u0646\u0679 \u0686\u0646\u06a9\u0646\u06af<\/strong> \u0645\u0646\u0637\u0642\u06cc \u0628\u0631\u06cc\u06a9 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u06a9\u06cc \u0634\u0646\u0627\u062e\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 LLM \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0645\u06c1\u0646\u06af\u06cc \u0644\u06cc\u06a9\u0646 \u0632\u06cc\u0627\u062f\u06c1 \u062e\u0637\u0631\u06d2 \u0648\u0627\u0644\u06cc \u0627\u06cc\u067e\u0644\u06cc \u06a9\u06cc\u0634\u0646\u0632 (\u0635\u062d\u062a \u06a9\u06cc \u062f\u06cc\u06a9\u06be \u0628\u06be\u0627\u0644\u060c \u0642\u0627\u0646\u0648\u0646\u06cc\u060c \u0645\u0627\u0644\u06cc\u0627\u062a) (\u0630\u0631\u06cc\u0639\u06c1) \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0639\u0644\u06cc\u0670 \u062a\u0631\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u06d2 \u0679\u06a9\u0691\u06d2 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
          \u062f\u0648\u0628\u0627\u0631\u06c1 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc\u060c \u062f\u0648 \u0645\u0631\u0627\u062d\u0644 \u06a9\u06cc \u062a\u0644\u0627\u0634<\/h2>\n
          \u06cc\u06c1\u0627\u06ba \u062a\u06a9 \u06a9\u06c1 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0633\u0631\u0627\u06cc\u062a \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u0633\u0645\u0627\u0631\u0679 \u0686\u0646\u06a9\u0646\u06af \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c \u0635\u0631\u0641 \u0648\u06cc\u06a9\u0679\u0631 \u06a9\u06cc \u0645\u0645\u0627\u062b\u0644\u062a \u06c1\u06cc \u06a9\u0627\u0641\u06cc \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062c\u06af\u06c1 \u0631\u06cc\u0646\u06a9\u0646\u06af<\/strong> \u0627\u0646\u062f\u0631 \u0622\u0648<\/p>\n
          \u0631\u06cc\u0646\u06a9\u0646\u06af \u0627\u06cc\u06a9 \u062f\u0648 \u0642\u062f\u0645\u06cc \u062a\u0644\u0627\u0634 \u06a9\u0627 \u0639\u0645\u0644 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0633\u0628 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0648\u06ba \u06a9\u06d2 \u0627\u06cc\u06a9 \u0628\u0691\u06d2 \u0633\u06cc\u0679 \u06a9\u0648 \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2 (\u0645\u062b\u0644\u0627\u064b \u0633\u0628 \u0633\u06d2 \u0627\u0648\u067e\u0631 100 \u062d\u0635\u06d2)\u060c \u067e\u06be\u0631 \u0627\u0646 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0648\u06ba \u06a9\u0648 \u0627\u06cc\u06a9 \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0688\u0644 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u062f\u0648\u0628\u0627\u0631\u06c1 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0635\u0644 \u0679\u0627\u067e k \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
          \u0627\u0633 \u06a9\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0648\u062c\u06c1 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u067e\u06c1\u0644\u0627 \u0645\u0631\u062d\u0644\u06c1 \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0627 (\u0648\u06cc\u06a9\u0679\u0631 \u06a9\u06cc \u062a\u0644\u0627\u0634) \u062a\u06cc\u0632 \u06c1\u06d2 \u0644\u06cc\u06a9\u0646 \u063a\u0644\u0637 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0648\u0633\u06cc\u0639 \u062c\u0627\u0644 \u0688\u0627\u0644\u06cc\u06ba\u06d4 \u062f\u0648\u0628\u0627\u0631\u06c1 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0646\u06d2 \u0648\u0627\u0644\u0627 \u0633\u0633\u062a \u0644\u06cc\u06a9\u0646 \u062f\u0631\u0633\u062a \u06c1\u06d2\u06d4 \u06c1\u0645 \u0622\u067e \u06a9\u06d2 \u0633\u0648\u0627\u0644 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u06c1\u0631 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u0627 \u0628\u063a\u0648\u0631 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0646\u06c1\u06cc\u06ba \u0645\u0646\u0627\u0633\u0628 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n
          \u0631\u06cc\u0646\u06a9\u0646\u06af \u06a9\u06cc\u0648\u06ba \u0627\u06c1\u0645 \u06c1\u06d2\u06d4<\/h3>\n
          \u0648\u06cc\u06a9\u0679\u0631 \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af \u06a9\u06cc\u067e\u0686\u0631 \u0645\u0639\u0646\u0648\u06cc \u0645\u0645\u0627\u062b\u0644\u062a<\/strong>\u0644\u06cc\u06a9\u0646 \u06cc\u06c1 \u0627\u0633 \u067e\u0631 \u0642\u0628\u0636\u06c1 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0637\u0627\u0628\u0642\u062a<\/strong>. \u0627\u06cc\u06a9 \u062d\u0635\u06c1 \u0644\u0641\u0638\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0633\u0648\u0627\u0644 \u0633\u06d2 \u0645\u0644\u062a\u0627 \u062c\u0644\u062a\u0627 \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u062d\u0642\u06cc\u0642\u062a \u0645\u06cc\u06ba \u0627\u0633 \u06a9\u0627 \u062c\u0648\u0627\u0628 \u062f\u06cc\u06d2 \u0628\u063a\u06cc\u0631\u06d4<\/p>\n
          \u0622\u0626\u06cc\u06d2 \u06a9\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 \u0622\u067e \u067e\u0648\u0686\u06be\u062a\u06d2 \u06c1\u06cc\u06ba\u060c "\u0645\u06cc\u06ba \u0644\u06cc\u0645\u0628\u0688\u0627 \u0645\u06cc\u06ba \u0633\u0631\u062f\u06cc \u06a9\u06d2 \u0622\u063a\u0627\u0632 \u06a9\u0648 \u06a9\u06cc\u0633\u06d2 \u06a9\u0645 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u0648\u06ba\u061f” \u0627\u06cc\u06a9 \u0648\u0633\u06cc\u0639 \u0648\u06cc\u06a9\u0679\u0631 \u06a9\u06cc \u062a\u0644\u0627\u0634 \u0628\u06c1\u062a \u0633\u06d2 \u0679\u06a9\u0691\u0648\u06ba \u06a9\u0648 \u0648\u0627\u067e\u0633 \u06a9\u0631 \u0633\u06a9\u062a\u06cc \u06c1\u06d2\u060c \u062c\u0646 \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0686\u06be \u06a9\u0648\u0644\u0688 \u0627\u0633\u0679\u0627\u0631\u0679 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u062f\u06cc\u06af\u0631 \u062c\u0646 \u0645\u06cc\u06ba \u0644\u06cc\u0645\u0628\u0688\u0627 \u0646\u0627\u0645 \u06a9\u06d2 \u06a9\u0646\u0648\u0646\u0634\u0646\u0632\u060c \u063a\u06cc\u0631 \u0645\u062a\u0639\u0644\u0642\u06c1 \u0628\u06cc\u0646\u0686 \u0645\u0627\u0631\u06a9\u0633\u060c \u06c1\u0645 \u0622\u06c1\u0646\u06af\u06cc \u06a9\u06d2 \u0645\u0631\u0627\u062d\u0644\u060c \u06cc\u0627 \u0645\u062e\u062a\u0635\u0631 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u0646\u06cc\u067e \u0627\u0633\u0679\u0627\u0631\u0679 \u06a9\u0627 \u062d\u0648\u0627\u0644\u06c1 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n
          \u062e\u0627\u0645 \u0648\u06cc\u06a9\u0679\u0631 \u06a9\u06cc \u0645\u0645\u0627\u062b\u0644\u062a \u0645\u0634\u062a\u0631\u06a9\u06c1 \u0627\u0644\u0641\u0627\u0638 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u0646\u062a\u0627\u0626\u062c \u06a9\u06cc \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u0627\u06a9\u062b\u0631 \u0627\u0646 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u0633\u0627\u0648\u06cc \u0633\u0644\u0648\u06a9 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u0631\u06cc \u0631\u06cc\u0646\u06a9\u0631 \u06c1\u0631 \u0627\u0633\u062a\u0641\u0633\u0627\u0631 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u06d2 \u062c\u0648\u0691\u06d2 \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u0642\u0627\u0628\u0644 \u0639\u0645\u0644 \u0645\u0648\u0627\u062f \u06a9\u0648 \u0627\u0648\u067e\u0631 \u0627\u0648\u0631 \u0645\u0628\u06c1\u0645 \u0630\u06a9\u0631 \u06a9\u0648 \u0646\u06cc\u0686\u06d2 \u0644\u06d2 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0633\u0631\u0641\u06c1\u0631\u0633\u062a \u0631\u06cc\u0646\u06a9 \u0634\u062f\u06c1 \u0646\u062a\u0627\u0626\u062c LLM \u06a9\u0648 \u0632\u06cc\u0627\u062f\u06c1 \u062f\u0631\u0633\u062a \u0627\u0646 \u067e\u0679 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062c\u0633 \u0633\u06d2 \u06cc\u06c1 \u0639\u0627\u0645 \u062c\u0648\u0627\u0628\u0627\u062a \u06a9\u0648 \u067e\u0631\u0648\u0648\u06cc\u0698\u0646\u0688 \u06a9\u0646\u06a9\u0631\u0646\u0633\u06cc \u0627\u0648\u0631 SnapStart \u062c\u06cc\u0633\u06cc \u0686\u06cc\u0632\u0648\u06ba \u067e\u0631 \u0645\u062e\u0635\u0648\u0635 \u0631\u06c1\u0646\u0645\u0627\u0626\u06cc \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
          \u06a9\u0648\u0688 \u0645\u06cc\u06ba \u0631\u06cc\u0646\u06a9\u0646\u06af \u06a9\u0627 \u0639\u0645\u0644 \u06a9\u06cc\u0633\u0627 \u0644\u06af\u062a\u0627 \u06c1\u06d2 \u0627\u0633 \u06a9\u06cc \u0627\u06cc\u06a9 \u0645\u062b\u0627\u0644 \u06cc\u06c1 \u06c1\u06d2:<\/p>\n
          from cohere import Client\n\nco = Client(api_key=\"...\")\nquery = \"How do I reduce cold starts in Lambda?\"\n\n# Stage 1: cast a wide net\ncandidates = vector_store.similarity_search(query, k=100)\n\n# Stage 2: rerank for relevance, not just similarity\ndocuments = [chunk.page_content for chunk in candidates]\nreranked = co.rerank(\n    model=\"rerank-english-v3.0\",\n    query=query,\n    documents=documents,\n    top_n=5,\n)\n\ntop_chunks = [candidates[result.index] for result in reranked.results]\n<\/code><\/pre>\n
          Reranker \u06a9\u0648 \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u062a\u0631\u0628\u06cc\u062a \u062f\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u0648\u06c1 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0648\u0631 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u06a9\u0648 \u0627\u06cc\u06a9 \u0633\u0627\u062a\u06be \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0637\u0627\u0628\u0642\u062a \u06a9\u0627 \u0627\u0646\u062f\u0627\u0632\u06c1 \u0644\u06af\u0627 \u0633\u06a9\u06d2\u06d4 \u06cc\u06c1 \u06c1\u0645\u0627\u0631\u06d2 \u0639\u0627\u0645 \u0645\u0642\u0635\u062f \u06a9\u06d2 \u0633\u0631\u0627\u06cc\u062a \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0645\u0627\u0688\u0644 \u0633\u06d2 \u0628\u06c1\u062a \u0628\u06c1\u062a\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062c\u0648 \u0635\u0631\u0641 \u0627\u0634\u0627\u0631\u06cc\u06c1 \u0633\u0627\u0632\u06cc \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u06c1\u0631 \u062d\u0635\u06d2 \u06a9\u0648 \u0627\u0644\u06af \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
          \u06af\u0631\u0627\u0641 \u067e\u0631 \u0645\u0628\u0646\u06cc \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u062a\u0644\u0627\u0634<\/h2>\n
          chunk-based RAG \u06a9\u06d2 \u0646\u0626\u06d2 \u0645\u062a\u0628\u0627\u062f\u0644 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba: \u06af\u0631\u0627\u0641 \u067e\u0631 \u0645\u0628\u0646\u06cc \u062a\u0644\u0627\u0634<\/strong>\u06c1\u0633\u062a\u06cc\u0648\u06ba \u0627\u0648\u0631 \u062a\u0639\u0644\u0642\u0627\u062a \u06a9\u06d2 \u06af\u0631\u0627\u0641 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0639\u0644\u0645 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u06a9\u0648 \u0645\u0627\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
          \u06af\u0631\u0627\u0641 \u06a9\u06cc\u0648\u06ba \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/h3>\n
          \u0627\u06cc\u06a9 \u062d\u0635\u06c1 \u0627\u06cc\u06a9 \u0627\u0644\u06af \u062a\u06be\u0644\u06af \u0627\u06a9\u0627\u0626\u06cc \u06c1\u06d2 \u0686\u0627\u06c1\u06d2 \u0627\u0633 \u0645\u06cc\u06ba \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0633\u0631\u0627\u06cc\u062a \u06c1\u0648\u06d4 \u06af\u0631\u0627\u0641 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u062a\u0639\u0644\u0642\u0627\u062a \u06a9\u0627 \u0646\u0645\u0648\u0646\u06c1 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n
          \u06c1\u0627\u06ba<\/strong>: "\u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0641\u06cc\u0646\u06a9\u0633”\u060c "\u0633\u0627\u0631\u06c1 \u0686\u0646” (\u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0644\u06cc\u0688\u0631) \u0627\u0648\u0631 "\u0631\u0648\u0688 \u0645\u06cc\u067e \u0628\u0631\u0627\u0626\u06d2 Q4 2025” \u06a9\u06d2 \u0679\u06a9\u0691\u0648\u06ba \u06a9\u06d2 \u0633\u0627\u062a\u06be \u06a9\u0645\u067e\u0646\u06cc \u06a9\u06d2 \u0627\u0646\u062f\u0631\u0648\u0646\u06cc \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0648\u06cc\u06a9\u0679\u0631 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u06a9\u0627 \u0627\u0646 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u06a9\u0648\u0626\u06cc \u062a\u0639\u0644\u0642 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u062c\u0628 \u062a\u06a9 \u06a9\u06c1 \u0648\u06c1 \u0627\u06cc\u06a9 \u062f\u0648\u0633\u0631\u06d2 \u06a9\u0627 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u0630\u06a9\u0631 \u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n
          \u06c1\u0645 \u0646\u0648\u0688\u0633 (\u0627\u06cc\u0646\u0679\u06cc) \u0627\u0648\u0631 \u06a9\u0646\u0627\u0631\u0648\u06ba (\u062a\u0639\u0644\u0642\u0627\u062a) \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06af\u0631\u0627\u0641 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0633\u0627\u0631\u06c1 \u0686\u0646 \u2192 leads<\/code> \u2192 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0641\u06cc\u0646\u06a9\u0633 \u2192 part_of<\/code> \u2192 2025 \u06a9\u06cc \u0686\u0648\u062a\u06be\u06cc \u0633\u06c1 \u0645\u0627\u06c1\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u0631\u0648\u0688 \u0645\u06cc\u067e\u06d4 \u062c\u0628 \u06a9\u0648\u0626\u06cc \u067e\u0648\u0686\u06be\u062a\u0627 \u06c1\u06d2\u060c "\u0633\u0627\u0631\u06c1 \u06a9\u0633 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631 \u0631\u06c1\u06cc \u06c1\u06d2\u061f”\u060c \u062a\u0648 \u06c1\u0645 \u062a\u0645\u0627\u0645 \u0645\u062a\u0639\u0644\u0642\u06c1 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 \u0627\u06cc\u06a9 \u0633\u0648\u0627\u0644 \u0645\u06cc\u06ba \u062c\u0645\u0639 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06af\u0631\u0627\u0641 \u06a9\u0648 \u0639\u0628\u0648\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n
          \u0627\u0633 \u06a9\u0648 \u0648\u06cc\u06a9\u0679\u0631 \u06a9\u06cc \u062a\u0644\u0627\u0634 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062c\u0648\u0691\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u062a\u0627\u06a9\u06c1 \u06cc\u06c1 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u06d2 \u06a9\u06c1 \u06af\u0631\u0627\u0641 \u0633\u0627\u062e\u062a\u06cc \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0633\u0631\u0627\u06cc\u062a\u06cc\u06ba \u0633\u06cc\u0645\u0646\u0679\u06a9 \u0645\u0645\u0627\u062b\u0644\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 \u06c1\u0627\u0626\u0628\u0631\u0688 \u0627\u0633\u062a\u0641\u0633\u0627\u0631 \u06cc\u06c1 \u06c1\u06d2:<\/p>\n
          def retrieve_with_graph(query: str, top_k: int = 5):\n    # Stage 1: vector search finds entry-point entities\n    seed_chunks = vector_store.similarity_search(query, k=20)\n    seed_entities = extract_entities(seed_chunks)\n\n    # Stage 2: expand through the graph\n    related = graph.traverse(\n        start_nodes=seed_entities,\n        max_hops=2,\n        edge_types=[\"leads\", \"part_of\", \"uses\"],\n    )\n\n    # Stage 3: merge graph context with original chunks\n    context_bundle = merge_chunks_and_relationships(seed_chunks, related)\n    return context_bundle[:top_k]\n<\/code><\/pre>\n
          \u0627\u0633 \u0645\u0646\u0638\u0631 \u0646\u0627\u0645\u06d2 \u0645\u06cc\u06ba\u060c \u0648\u06cc\u06a9\u0679\u0631 \u06a9\u06cc \u062a\u0644\u0627\u0634 "\u0633\u0627\u0631\u06c1 \u0686\u0646” \u06c1\u0633\u062a\u06cc \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u062c\u0628\u06a9\u06c1 \u06af\u0631\u0627\u0641 \u0679\u0631\u0627\u0648\u0631\u0633\u0644 \u0645\u062a\u0639\u0644\u0642\u06c1 \u0646\u0648\u0688\u0633 \u062c\u06cc\u0633\u06d2 \u06a9\u06c1 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0641\u06cc\u0646\u06a9\u0633\u060c Q4 \u0631\u0648\u0688 \u0645\u06cc\u067e\u060c \u0627\u0648\u0631 \u06a9\u0628\u0631\u0646\u06cc\u0679\u0633 \u0627\u0633\u0679\u06cc\u06a9 \u062a\u06a9 \u067e\u06be\u06cc\u0644\u0627 \u06c1\u0648\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u063a\u06cc\u0631 \u0633\u0627\u062e\u062a\u06c1 \u0627\u0648\u0631 \u063a\u06cc\u0631 \u0645\u062a\u0639\u0644\u0642\u06c1 \u0645\u062a\u0646 \u06a9\u06d2 \u0679\u06a9\u0691\u0648\u06ba \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 LLM \u06a9\u0648 \u0645\u0646\u0638\u0645 \u0627\u0648\u0631 \u0645\u0631\u0628\u0648\u0637 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
          \u0639\u0627\u0645 \u0646\u0642\u0635\u0627\u0646\u0627\u062a \u0627\u0648\u0631 \u0627\u0646 \u0633\u06d2 \u06a9\u06cc\u0633\u06d2 \u0628\u0686\u0646\u0627 \u06c1\u06d2\u06d4<\/h2>\n
          \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 RAG \u0633\u0633\u0679\u0645 \u0628\u0646\u0627\u062a\u06d2 \u0648\u0642\u062a \u0622\u067e \u062c\u0648 \u063a\u0644\u0637\u06cc\u0627\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0646 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba:<\/p>\n
            \n
          • \n
            \u0627\u0648\u0648\u0631 \u0622\u067e\u0679\u0645\u0627\u0626\u0632\u0688 \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af\u060c \u06a9\u0645 \u0622\u067e\u0679\u0645\u0627\u0626\u0632\u0688 \u0686\u0646\u06a9\u0646\u06af<\/strong>: \u062e\u0648\u0641\u0646\u0627\u06a9 \u0641\u06a9\u0633\u0688 \u0633\u0627\u0626\u0632 \u0686\u0646\u06a9\u0646\u06af \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af \u0645\u0627\u0688\u0644 \u067e\u0631 \u0642\u0627\u0626\u0645 \u0631\u06c1\u0646\u0627\u06d4 \u0686\u0646\u06a9\u0646\u06af \u06a9\u0648\u0627\u0644\u0679\u06cc \u0627\u06c1\u0645 \u06c1\u06d2\u06d4 \u0645\u0632\u06cc\u062f<\/strong> \u0628\u0644\u0679 \u0645\u06cc\u06ba \u0645\u0639\u06cc\u0627\u0631 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba. \u062d\u0644 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0633\u0628 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0633\u06cc\u0645\u0646\u0679\u06a9\/\u0633\u0679\u0631\u06a9\u0686\u0631\u0644 \u0686\u0646\u06a9\u0646\u06af \u0645\u06cc\u06ba \u06a9\u0648\u0634\u0634 \u06a9\u06cc \u062c\u0627\u0626\u06d2\u06d4<\/p>\n<\/li>\n
          • \n
            \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u0646\u0638\u0631 \u0627\u0646\u062f\u0627\u0632 \u06a9\u0631\u06cc\u06ba\u06d4<\/strong>: \u0648\u06cc\u06a9\u0679\u0631 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0641\u0644\u0679\u0631\u0632 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06d2\u060c \u062d\u0627\u0644\u0627\u0646\u06a9\u06c1 \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0641\u0644\u0679\u0631\u0632 \u062f\u0633\u062a\u06cc\u0627\u0628 \u06c1\u06cc\u06ba\u06d4 \u0645\u062e\u062a\u0635\u0631 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0633\u0628 \u0630\u06cc\u0644 \u06c1\u06cc\u06ba: {document_type: \"api_docs\", last_updated: \"2026-03\"}<\/code> \u062a\u0644\u0627\u0634 \u0628\u06c1\u062a \u0628\u06c1\u062a\u0631 \u06c1\u0648\u0633\u06a9\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u062d\u0644 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u0634\u0627\u0645\u0644 \u06a9\u0631\u062a\u06d2 \u0648\u0642\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u06a9\u0679\u06be\u0627 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u0627\u0648\u0631 \u0627\u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u0641\u0644\u0679\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n
          • \n
            \u0633\u0646\u06af\u0644 \u0634\u0627\u0679 \u06a9\u06cc \u062a\u0644\u0627\u0634<\/strong>: \u0632\u06cc\u0627\u062f\u06c1 \u0645\u0648\u062b\u0631 \u0646\u0638\u0627\u0645 \u062a\u06a9\u0631\u0627\u0631\u06cc \u062a\u0644\u0627\u0634\u0648\u06ba \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062c\u0648 \u06a9\u0686\u06be \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0627\u0635\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u06cc\u06a9 \u062c\u0632\u0648\u06cc \u062c\u0648\u0627\u0628 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u067e\u06be\u0631\u060c \u0627\u06af\u0631 \u0636\u0631\u0648\u0631\u06cc \u06c1\u0648 \u062a\u0648\u060c \u062d\u062a\u0645\u06cc \u062c\u0648\u0627\u0628 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u062f\u0648\u0633\u0631\u06cc \u062a\u0644\u0627\u0634 \u06a9\u0631\u06cc\u06ba\u06d4 \u0627\u0633 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u06a9\u0648 \u0641\u0639\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0622\u067e \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0627 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u06cc\u0633\u06d2 \u06a9\u06c1 AutoGPT\u06d4<\/p>\n<\/li>\n
          • \n
            \u06a9\u0648\u0626\u06cc \u0645\u062a\u0628\u0627\u062f\u0644 \u062d\u06a9\u0645\u062a \u0639\u0645\u0644\u06cc \u0646\u06c1\u06cc\u06ba\u06d4<\/strong>: \u0627\u06af\u0631 \u062a\u0644\u0627\u0634 \u0645\u06cc\u06ba \u06a9\u0648\u0626\u06cc \u0645\u062a\u0639\u0644\u0642\u06c1 \u062d\u0635\u06c1 \u0646\u06c1\u06cc\u06ba \u0645\u0644\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0633\u0633\u0679\u0645\u0632 LLM \u06a9\u0648 \u0627\u06cc\u06a9 \u062e\u0627\u0644\u06cc \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u062f\u06d2 \u062f\u06cc\u06ba \u06af\u06d2 \u0627\u0648\u0631 \u067e\u06be\u0631 \u0648\u06c1\u0645 \u06a9\u06cc \u062d\u0627\u0644\u062a \u0645\u06cc\u06ba \u0686\u0644\u06d2 \u062c\u0627\u0626\u06cc\u06ba \u06af\u06d2\u06d4 \u062d\u0644 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u062a\u06be\u0631\u06cc\u0634\u0648\u0644\u0688 \u0645\u0646\u0637\u0642 \u06a9\u0648 \u0644\u0627\u06af\u0648 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2\u06d4 \u06cc\u0639\u0646\u06cc\u060c \u0627\u06af\u0631 \u0633\u06a9\u0648\u0631 < \u062d\u062f\u060c \u062c\u0648\u0627\u0628 \u06c1\u06d2 \"\u06a9\u0627\u0641\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4\"<\/p>\n<\/li>\n<\/ul>\n
            \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0633\u0628 \u06a9\u0686\u06be \u06c1\u06d2\u06d4<\/h2>\n
            \u0627\u06af\u0631 \u0627\u0633 \u06af\u0627\u0626\u06cc\u0688 \u0633\u06d2 \u06a9\u0648\u0626\u06cc \u0641\u0627\u0626\u062f\u06c1 \u0627\u0679\u06be\u0627\u0646\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 RAG \u0633\u0633\u0679\u0645\u0632 \u0645\u06cc\u06ba \u0646\u0627\u067e\u0633\u0646\u062f\u06cc\u062f\u06c1 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u0639\u0644\u06cc\u0670 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u06cc \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u06a9\u0648 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u06c1\u06d2\u06d4<\/strong>.<\/p>\n
            \u062c\u0628 RAG \u0646\u06cc\u0627 \u062a\u06be\u0627 \u0627\u0648\u0631 \u062a\u0648\u0642\u0639\u0627\u062a \u06a9\u0645 \u062a\u06be\u06cc\u06ba\u06d4 2026 \u0645\u06cc\u06ba\u060c \u0635\u0627\u0631\u0641\u06cc\u0646 \u0627\u06cc\u0633\u06d2 \u062c\u0648\u0627\u0628\u0627\u062a \u06a9\u06cc \u062a\u0648\u0642\u0639 \u06a9\u0631\u06cc\u06ba \u06af\u06d2 \u062c\u0648 \u062f\u0631\u0633\u062a\u060c \u0645\u06a9\u0645\u0644 \u0627\u0648\u0631 \u062d\u0642\u06cc\u0642\u06cc \u0688\u06cc\u0679\u0627 \u067e\u0631 \u0645\u0628\u0646\u06cc \u06c1\u0648\u06ba\u06d4 \u0641\u06a9\u0633\u0688 \u0633\u0627\u0626\u0632 \u06a9\u06d2 \u0679\u06a9\u0691\u0648\u06ba \u0627\u0648\u0631 \u0633\u0627\u062f\u06c1 \u0642\u0631\u06cc\u0628\u06cc \u067e\u0691\u0648\u0633\u06cc \u06a9\u06cc \u062a\u0644\u0627\u0634 \u0627\u0633\u06d2 \u0641\u0631\u0627\u06c1\u0645 \u0646\u06c1\u06cc\u06ba \u06a9\u0631 \u0633\u06a9\u062a\u06cc\u06d4<\/p>\n
            \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06cc \u0628\u0627\u0632\u06cc\u0627\u0641\u062a\u060c \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u067e\u0631 \u0645\u0628\u0646\u06cc \u0633\u0631\u0627\u06cc\u062a\u060c \u06af\u0631\u0627\u0641 \u067e\u0631 \u0645\u0628\u0646\u06cc \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631\u060c \u06cc\u0627 \u06c1\u0627\u0626\u0628\u0631\u0688 \u0637\u0631\u06cc\u0642\u0648\u06ba \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2\u060c \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u062d\u0635\u0648\u06ba\u060c \u0627\u0646 \u06a9\u06cc \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u06cc \u0633\u0627\u062e\u062a\u060c \u0627\u0648\u0631 \u0645\u0639\u0646\u0648\u06cc \u0645\u0639\u0646\u06cc \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u062a\u0639\u0644\u0642\u0627\u062a \u06a9\u0648 \u0645\u062d\u0641\u0648\u0638 \u0627\u0648\u0631 \u0627\u0633\u062a\u062d\u0635\u0627\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n
            \u0622\u067e \u0645\u0648\u062c\u0648\u062f\u06c1 \u0679\u06a9\u0691\u0648\u06ba \u0645\u06cc\u06ba \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u0645\u0628\u06cc\u0688\u0646\u06af\u0632 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06a9\u06d2\u060c \u0631\u06cc \u0631\u06cc\u0646\u06a9\u0631 \u0645\u06cc\u06ba \u067e\u0631\u062a\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06a9\u0631\u06a9\u06d2\u060c \u0627\u0648\u0631 \u0641\u06a9\u0633\u0688 \u0633\u0627\u0626\u0632 \u0633\u06d2 \u0633\u06cc\u0645\u0646\u0679\u06a9 \u0679\u06a9\u0691\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u06a9\u06d2 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0635\u0631\u0641 \u06cc\u06c1 \u062a\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba \u0622\u067e \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u06cc \u0646\u0627\u06a9\u0627\u0645\u06cc\u0648\u06ba \u06a9\u0648 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u0631\u06cc\u06ba \u06af\u06cc\u06d4<\/p>\n
            \u062a\u0644\u0627\u0634 \u0627\u0633 \u0628\u0627\u062a \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u062c\u0648 \u0627\u06cc\u062c\u0646\u0679 \u062c\u0627\u0646\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0648\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u0627\u0633 \u0622\u0624\u0679 \u067e\u0679 \u067e\u0631 \u0627\u0634\u062a\u06c1\u0627\u0631 \u062a\u062e\u0644\u06cc\u0642\u06cc \u06cc\u0627 \u0633\u0645\u0627\u062c\u06cc \u0627\u062b\u0627\u062b\u06d2 \u0628\u06be\u06cc \u0628\u06be\u06cc\u062c \u0631\u06c1\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0627\u0646\u06c1\u06cc\u06ba \u0627\u0633 \u062d\u0642\u06cc\u0642\u062a \u06a9\u0648 \u067e\u06cc\u0634 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u06af\u06cc\u06d4 \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679 \u067e\u0631 \u0645\u0628\u0646\u06cc \u0645\u0648\u0627\u062f \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645\u0632 REST \u06cc\u0627 MCP \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631\u0627\u0626\u0632\u0688 \u0679\u06cc\u0645\u067e\u0644\u06cc\u0679\u0633 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u0633 \u0642\u062f\u0645 \u06a9\u0627 \u0627\u062d\u0627\u0637\u06c1 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"
            \u0627\u06af\u0631 \u0622\u067e \u067e\u0686\u06be\u0644\u06d2 \u0633\u0627\u0644 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 Retrieval-Augmented Generation (RAG) \u0633\u0633\u0679\u0645 \u0628\u0646\u0627 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e \u0646\u06d2 \u0634\u0627\u06cc\u062f \u0627\u06cc\u06a9 \u062f\u06cc\u0648\u0627\u0631 \u0633\u06d2 \u0679\u06a9\u0631\u0627\u06cc\u0627 \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0622\u067e \u06a9\u0627 LLM \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u06d2 \u0633\u0627\u062a\u06be \u063a\u0644\u0637 \u062c\u0648\u0627\u0628\u0627\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u0627\u06cc\u0633\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u06a9\u0627 \u062d\u0648\u0627\u0644\u06c1 \u062f\u06cc\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0645\u0648\u062c\u0648\u062f \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u06cc\u0627 \u0622\u067e \u06a9\u06d2 \u0648\u06cc\u06a9\u0679\u0631 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u0645\u06cc\u06ba \u0645\u062a\u0639\u0644\u0642\u06c1 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 […]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-24705","post","type-post","status-publish","format-standard","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/umang.pk\/ur\/wp-json\/wp\/v2\/posts\/24705","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umang.pk\/ur\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umang.pk\/ur\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umang.pk\/ur\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/umang.pk\/ur\/wp-json\/wp\/v2\/comments?post=24705"}],"version-history":[{"count":0,"href":"https:\/\/umang.pk\/ur\/wp-json\/wp\/v2\/posts\/24705\/revisions"}],"wp:attachment":[{"href":"https:\/\/umang.pk\/ur\/wp-json\/wp\/v2\/media?parent=24705"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umang.pk\/ur\/wp-json\/wp\/v2\/categories?post=24705"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umang.pk\/ur\/wp-json\/wp\/v2\/tags?post=24705"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}