{"id":112562,"date":"2026-07-21T14:51:21","date_gmt":"2026-07-21T11:21:21","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/"},"modified":"2026-07-21T14:51:21","modified_gmt":"2026-07-21T11:21:21","slug":"%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/","title":{"rendered":"\u067e\u0634\u062a\u0647 GraphRAG \u0634\u0645\u0627 \u062f\u0648 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627\u06cc\u062f \u06cc\u06a9\u06cc \u0628\u0627\u0634\u0647"},"content":{"rendered":"<p><strong>\u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641: \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631-\u06af\u0631\u0627\u0641 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0631\u0627\u06cc GraphRAG<\/strong><\/p>\n<p>\u0627\u06a9\u062b\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc GraphRAG \u0641\u0639\u0644\u06cc \u0627\u0632 \u062f\u0648 \u0644\u0627\u06cc\u0647 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f: \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (\u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc) \u0648 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641 (\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0631\u0627\u0628\u0637\u0647\u200c\u0627\u06cc). \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u062f\u0648\u7cfb\u7d71\u554f\u984c \u0627\u0633\u0627\u0633\u06cc \u062f\u0627\u0631\u062f: \u0627\u062a\u0635\u0627\u0644 \u0628\u06cc\u0646 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u067e\u06cc\u0645\u0627\u06cc\u0634 \u06af\u0631\u0627\u0641 \u062f\u0631 <strong>\u06a9\u062f \u0628\u0631\u0646\u0627\u0645\u0647<\/strong> \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0646\u0647 \u062f\u0627\u062e\u0644 \u0645\u0648\u062a\u0648\u0631 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0646 \u06a9\u0646\u062a\u0631\u0644 \u067e\u0631\u0633\u200c\u0648\u062c\u0648\u060c \u0639\u062f\u0645 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0645\u0632\u0645\u0627\u0646 \u062c\u0633\u062a\u062c\u0648\/\u067e\u06cc\u0645\u0627\u06cc\u0634\u060c \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u0648 \u06a9\u0627\u0647\u0634 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0648\u0636\u06cc\u062d (Explainability) \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p><strong>\u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641 (Samyama Graph)<\/strong> \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0648\u0645\u06cc Rust \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0648 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u0648\u0627\u062d\u062f \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0634\u0627\u0645\u0644: \u067e\u0631\u0633\u200c\u0648\u062c\u0648\u06cc \u06af\u0631\u0627\u0641 \u0633\u0628\u06a9 OpenCypher\u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc HNSW\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u060c \u067e\u0631\u0648\u062a\u06a9\u0644 \u0633\u0627\u0632\u06af\u0627\u0631 Redis \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062a\u06a9\u200c\u0628\u06cc\u0646\u0627\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<p><strong>\u0645\u0632\u0627\u06cc\u0627\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc:<\/strong><\/p>\n<ol>\n<li><strong>\u06a9\u062f \u0686\u0633\u0628 \u06a9\u0645\u062a\u0631:<\/strong> \u062d\u0630\u0641 \u0645\u0646\u0637\u0642 \u0627\u0646\u062a\u0642\u0627\u0644 \u0634\u0646\u0627\u0633\u0647\/\u0627\u0645\u062a\u06cc\u0627\u0632 \u0628\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627.<\/li>\n<li><strong>\u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631\u06ccinherent:<\/strong> \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u0628\u0647 \u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc \u062f\u0644\u06cc\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f ( \u062d\u06cc\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u067e\u0632\u0634\u06a9\u06cc\u060c \u0645\u0627\u0644\u06cc\u060c \u0627\u0645\u0646\u06cc\u062a).<\/li>\n<li><strong>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647:<\/strong> \u062a\u0631\u06a9\u06cc\u0628 \u0641\u06cc\u0644\u062a\u0631 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u060c \u0631\u062a\u0628\u0647\u200c\u0628\u0646\u062f\u06cc \u0647ibr\u06cc\u062f \u0648 \u067e\u06cc\u0645\u0627\u06cc\u0634 \u062f\u0631 \u0644\u0627\u06cc\u0647 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc.<\/li>\n<li><strong>\u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u0627\u0631\u062a\u0628\u0627\u0637:<\/strong> \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u0646\u0634 \u0632\u06cc\u0633\u062a\u200c\u0645\u00e9d\u06cc\u060c \u062a\u0642\u0644\u0628\u060c \u0632\u0646\u062c\u06cc\u0631\u0647 \u062a\u0627\u0645\u06cc\u0646 \u0648 \u062d\u0627\u0641\u0638\u0647 \u0639\u0627\u0645\u0644\u200c\u0647\u0627.<\/li>\n<\/ol>\n<p>\u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641 \u062f\u0631 \u062d\u0627\u0644 \u062a\u0648\u0633\u0639\u0647 \u0641\u0639\u0627\u0644 \u0627\u0633\u062a (\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc OpenCypher \u0646\u0627\u0642\u0635) \u0648 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0628\u0639\u200c\u0628\u0627\u0632 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646\u06cc \u06a9\u0647 GraphRAG\u060c \u062f\u0627\u0646\u0634\u200c\u0646\u0627\u0645\u0647\u200c\u0647\u0627 \u0648 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u06cc\u200c\u0633\u0627\u0632\u0646\u062f\u060c \u062f\u0631 GitHub \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a.<\/p>\n<div data-article-id=\"4196307\" id=\"article-body\">\n<p>\u0627\u06a9\u062b\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc GraphRAG \u0627\u0645\u0631\u0648\u0632\u0647 \u0628\u0627 \u062d\u062f\u0627\u0642\u0644 \u062f\u0648 \u0644\u0627\u06cc\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0633\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>\u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0633\u06cc\u0633\u062a\u0645 \u062f\u06cc\u06af\u0631\u06cc \u0631\u0648\u0627\u0628\u0637 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<blockquote>\n<p>\u06a9\u062f\u0627\u0645 \u062a\u06a9\u0647 \u0647\u0627\u060c \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u060c \u0627\u0633\u0646\u0627\u062f \u06cc\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0632 \u0646\u0638\u0631 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0646\u0632\u062f\u06cc\u06a9 \u0647\u0633\u062a\u0646\u062f\u061f<\/p>\n<\/blockquote>\n<p>\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641 \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<blockquote>\n<p>\u0627\u06cc\u0646 \u0645\u0648\u062c\u0648\u062f\u0627\u062a \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0647\u0645 \u0645\u0631\u062a\u0628\u0637 \u0647\u0633\u062a\u0646\u062f \u0648 \u0686\u0647 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc\u06cc \u0627\u06cc\u0646 \u0631\u0627\u0628\u0637\u0647 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u0646\u062f\u061f<\/p>\n<\/blockquote>\n<p>\u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0645\u0647\u0645 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<p><strong>\u067e\u06cc\u0648\u0646\u062f \u0628\u06cc\u0646 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06af\u0631\u0627\u0641 \u062f\u0631 \u062e\u0627\u0631\u062c \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f.<\/strong><\/p>\n<p>\u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u06cc\u0646 \u067e\u06cc\u0648\u0633\u062a\u0646 \u062f\u0631 \u06a9\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u060c \u06a9\u062f \u0647\u0645\u0627\u0647\u0646\u06af \u06cc\u0627 \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0639\u0627\u0645\u0644 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc\u200c\u0627\u0641\u062a\u062f. \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0637\u0627\u0628\u0642\u062a \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0622\u0646 \u0634\u0646\u0627\u0633\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641 \u0645\u06cc \u0641\u0631\u0633\u062a\u062f\u060c \u067e\u06cc\u0645\u0627\u06cc\u0634 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f\u060c \u06af\u0631\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u0627\u0632 \u06cc\u06a9 LLM \u0645\u06cc \u062e\u0648\u0627\u0647\u062f \u06a9\u0647 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u0645\u0627 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u0632\u06cc\u0631\u0627 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u062e\u0627\u0631\u062c \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062d\u0631\u06a9\u062a \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u06a9\u0646\u062a\u0631\u0644 \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u062f\u06cc\u06af\u0631 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc\u060c \u067e\u06cc\u0645\u0627\u06cc\u0634 \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646\u060c \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u062f. \u0647\u0631 \u0644\u0627\u06cc\u0647 \u0641\u0642\u0637 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644 \u0631\u0627 \u0645\u06cc \u0628\u06cc\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0628\u0631\u0631\u0633\u06cc \u0622\u0646 \u0647\u0633\u062a\u06cc\u0645 <strong>\u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0627\u0645\u06cc\u0627\u0645\u0627<\/strong>.<\/p>\n<p>Samyama Graph \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0648\u0645\u06cc Rust \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc GraphRAG\u060c \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u0646\u0634\u060c \u062d\u0627\u0641\u0638\u0647 \u0639\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0648\u0627\u0628\u0637 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u06af\u0631\u062f \u0647\u0645 \u0645\u06cc \u0622\u0648\u0631\u062f:<\/p>\n<ul>\n<li>\u067e\u0631\u0633 \u0648 \u062c\u0648 \u06af\u0631\u0627\u0641 \u0628\u0647 \u0633\u0628\u06a9 OpenCypher<\/li>\n<li>\u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631<\/li>\n<li>\u062f\u0633\u062a\u0631\u0633\u06cc \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 Redis<\/li>\n<li>\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 Rust \u062a\u06a9 \u0628\u0627\u06cc\u0646\u0631\u06cc<\/li>\n<\/ul>\n<p>\u0627\u06cc\u062f\u0647 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<blockquote>\n<p>\u067e\u06cc\u0645\u0627\u06cc\u0634 \u0646\u0645\u0648\u062f\u0627\u0631 \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0647\u0645\u06cc\u0634\u0647 \u0646\u0628\u0627\u06cc\u062f \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0632\u0646\u062f\u06af\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0631\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc GraphRAG\u060c \u0622\u0646\u0647\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062a\u0639\u0644\u0642 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<\/blockquote>\n<hr\/>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%DA%86%D8%B1%D8%A7_GraphRAG_%D8%A8%D9%87_%DA%86%DB%8C%D8%B2%DB%8C_%D8%A8%DB%8C%D8%B4_%D8%A7%D8%B2_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88%DB%8C_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1%DB%8C_%D9%86%DB%8C%D8%A7%D8%B2_%D8%AF%D8%A7%D8%B1%D8%AF\" >\u0686\u0631\u0627 GraphRAG \u0628\u0647 \u0686\u06cc\u0632\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%D8%B1%D8%A7%DB%8C%D8%AC_GraphRAG\" >\u0645\u0639\u0645\u0627\u0631\u06cc \u0631\u0627\u06cc\u062c GraphRAG<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%DB%8C%DA%A9_%D8%B4%D8%B1%D8%B7_%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%D9%85%D8%AA%D9%81%D8%A7%D9%88%D8%AA\" >\u06cc\u06a9 \u0634\u0631\u0637 \u0637\u0631\u0627\u062d\u06cc \u0645\u062a\u0641\u0627\u0648\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%DA%86%D8%B1%D8%A7_%DB%8C%DA%A9_%D9%85%D9%88%D8%AA%D9%88%D8%B1_%D9%85%DB%8C_%D8%AA%D9%88%D8%A7%D9%86%D8%AF_%D9%85%D9%81%DB%8C%D8%AF_%D8%A8%D8%A7%D8%B4%D8%AF\" >\u0686\u0631\u0627 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#1_%DA%A9%D8%AF_%D8%A7%D8%B1%DA%A9%D8%B3%D8%AA%D8%B1%D8%A7%D8%B3%DB%8C%D9%88%D9%86_%DA%A9%D9%85%D8%AA%D8%B1\" >1. \u06a9\u062f \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u06a9\u0645\u062a\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#2_%D9%82%D8%A7%D8%A8%D9%84%DB%8C%D8%AA_%D8%AA%D9%88%D8%B6%DB%8C%D8%AD_%D8%A8%D9%87%D8%AA%D8%B1\" >2. \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0648\u0636\u06cc\u062d \u0628\u0647\u062a\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#3_%D9%85%D9%86%D8%A7%D8%B3%D8%A8_%D8%AA%D8%B1_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%B3%D9%86%DA%AF%DB%8C%D9%86_%D8%B1%D8%A7%D8%A8%D8%B7%D9%87\" >3. \u0645\u0646\u0627\u0633\u0628 \u062a\u0631 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0631\u0627\u0628\u0637\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#4_%D8%AA%D8%AC%D8%B1%D8%A8%D9%87_%D8%AA%D9%88%D8%B3%D8%B9%D9%87_%D8%AF%D9%87%D9%86%D8%AF%D9%87_%D8%AA%D9%85%DB%8C%D8%B2%D8%AA%D8%B1\" >4. \u062a\u062c\u0631\u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u062a\u0645\u06cc\u0632\u062a\u0631<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%DA%86%D8%B1%D8%A7_%D8%B2%D9%86%DA%AF%D8%9F\" >\u0686\u0631\u0627 \u0632\u0646\u06af\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%D8%A2%D9%86%DA%86%D9%87_%D8%B3%D8%A7%D9%85%DB%8C%D8%A7%D9%85%D8%A7_%DA%AF%D8%B1%D8%A7%D9%81_%D8%A7%D9%85%D8%B1%D9%88%D8%B2_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86%DB%8C_%D9%85%DB%8C_%DA%A9%D9%86%D8%AF\" >\u0622\u0646\u0686\u0647 \u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641 \u0627\u0645\u0631\u0648\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%D8%AC%D8%A7%DB%8C%DB%8C_%DA%A9%D9%87_%D8%A7%D9%85%D8%B1%D9%88%D8%B2_%DA%A9%D9%85_%D8%A7%D8%B3%D8%AA\" >\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0645\u0631\u0648\u0632 \u06a9\u0645 \u0627\u0633\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%D8%A8%D8%A7_Samyama_Graph_%DA%86%D9%87_%DA%86%DB%8C%D8%B2%DB%8C_%D9%85%DB%8C_%D8%AA%D9%88%D8%A7%D9%86%DB%8C%D8%AF_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF%D8%9F\" >\u0628\u0627 Samyama Graph \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0633\u0627\u0632\u06cc\u062f\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%D8%A2%D9%86_%D8%B1%D8%A7_%D8%A8%D9%87_%D8%B5%D9%88%D8%B1%D8%AA_%D9%85%D8%AD%D9%84%DB%8C_%D8%A7%D9%85%D8%AA%D8%AD%D8%A7%D9%86_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0622\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%DA%86%D8%B1%D8%A7_%D9%85%D8%A7_%D8%A7%DB%8C%D9%86_%D8%B1%D8%A7_%D9%85%DB%8C_%D8%B3%D8%A7%D8%B2%DB%8C%D9%85\" >\u0686\u0631\u0627 \u0645\u0627 \u0627\u06cc\u0646 \u0631\u0627 \u0645\u06cc \u0633\u0627\u0632\u06cc\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/%d9%be%d8%b4%d8%aa%d9%87-graphrag-%d8%b4%d9%85%d8%a7-%d8%af%d9%88-%d9%be%d8%a7%db%8c%da%af%d8%a7%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d8%a7%d8%b3%d8%aa-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9%db%8c-%d8%a8\/#%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2\" >\u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_GraphRAG_%D8%A8%D9%87_%DA%86%DB%8C%D8%B2%DB%8C_%D8%A8%DB%8C%D8%B4_%D8%A7%D8%B2_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88%DB%8C_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1%DB%8C_%D9%86%DB%8C%D8%A7%D8%B2_%D8%AF%D8%A7%D8%B1%D8%AF\"><\/span>\n<p>  \u0686\u0631\u0627 GraphRAG \u0628\u0647 \u0686\u06cc\u0632\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u062f\u0631 \u0634\u0628\u0627\u0647\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u062a\u0646\u060c \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u06cc\u0627 \u0627\u0633\u0646\u0627\u062f\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f \u06a9\u0647 \u00ab\u0627\u062d\u0633\u0627\u0633 \u0646\u0632\u062f\u06cc\u06a9\u06cc\u00bb \u0628\u0647 \u06cc\u06a9 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u062f\u0627\u0631\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc RAG \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<p>\u0627\u0645\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u0631\u0648\u0627\u0628\u0637 \u0631\u0627 \u062f\u0631\u06a9 \u0646\u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0628\u067e\u0631\u0633\u062f:<\/p>\n<blockquote>\n<p>\u06a9\u062f\u0627\u0645 \u06a9\u0627\u0631\u0622\u0632\u0645\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u06cc\u0646\u06cc \u0628\u0627 \u06cc\u06a9 \u062f\u0627\u0631\u0648\u060c \u06cc\u06a9 \u0645\u0633\u06cc\u0631\u060c \u0648 \u06cc\u06a9 \u0648\u0636\u0639\u06cc\u062a \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062d\u0645\u0627\u06cc\u062a \u0627\u0632 \u0627\u062f\u0628\u06cc\u0627\u062a \u0632\u06cc\u0633\u062a \u067e\u0632\u0634\u06a9\u06cc \u0645\u0631\u062a\u0628\u0637 \u0647\u0633\u062a\u0646\u062f\u061f<\/p>\n<\/blockquote>\n<p>\u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0633\u0646\u0627\u062f \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u062f. \u0627\u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc \u062c\u0648\u0627\u0628 \u0646\u0645\u06cc \u062f\u0647\u062f:<\/p>\n<ul>\n<li>\u06a9\u062f\u0627\u0645 \u062f\u0627\u0631\u0648 \u0628\u0647 \u0686\u0647 \u0634\u0631\u0627\u06cc\u0637\u06cc \u0645\u0631\u062a\u0628\u0637 \u0627\u0633\u062a\u061f<\/li>\n<li>\u06a9\u062f\u0627\u0645 \u0645\u0633\u06cc\u0631 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0647\u0645 \u067e\u06cc\u0648\u0646\u062f \u0645\u06cc \u062f\u0647\u062f\u061f<\/li>\n<li>\u06a9\u062f\u0627\u0645 \u0645\u0642\u0627\u0644\u0647 \u0627\u06cc\u0646 \u0631\u0627\u0628\u0637\u0647 \u0631\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f\u061f<\/li>\n<li>\u06a9\u062f\u0627\u0645 \u06a9\u0627\u0631\u0622\u0632\u0645\u0627\u06cc\u06cc \u0628\u0627\u0644\u06cc\u0646\u06cc \u0645\u0631\u062a\u0628\u0637 \u0627\u0633\u062a\u061f<\/li>\n<li>\u06a9\u062f\u0627\u0645 \u0645\u0633\u06cc\u0631 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0627\u0646\u0634 \u067e\u0627\u0633\u062e \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u062f\u061f<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646\u0647\u0627 \u0633\u0648\u0627\u0644\u0627\u062a \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627 \u0648 \u0631\u0648\u0627\u0628\u0637 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>Drug -&gt; targets -&gt; Protein\nProtein -&gt; participates_in -&gt; Pathway\nPathway -&gt; associated_with -&gt; Condition\nCondition -&gt; studied_in -&gt; ClinicalTrial\nPaper -&gt; supports -&gt; Relationship\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 GraphRAG \u0627\u0632 RAG \u0627\u0648\u0644\u06cc\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0647 \u062c\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0641\u0642\u0637 \u0645\u062a\u0646 \u0645\u0634\u0627\u0628\u0647\u060c \u0633\u06cc\u0633\u062a\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u0628\u0631 \u0631\u0648\u06cc \u0631\u0648\u0627\u0628\u0637 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06a9\u0646\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%D8%B1%D8%A7%DB%8C%D8%AC_GraphRAG\"><\/span>\n<p>  \u0645\u0639\u0645\u0627\u0631\u06cc \u0631\u0627\u06cc\u062c GraphRAG<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u0631\u0627\u06cc\u062c GraphRAG \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>User query\n   \u2193\nEmbedding model\n   \u2193\nVector database\n   \u2193\nApplication code \/ agent logic\n   \u2193\nGraph database\n   \u2193\nApplication code \/ reranking\n   \u2193\nLLM response\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0627\u06cc\u062f \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u062f:<\/p>\n<ul>\n<li>\u0686\u0646\u062f \u0646\u062a\u06cc\u062c\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0648\u0627\u06a9\u0634\u06cc<\/li>\n<li>\u06a9\u062f\u0627\u0645 \u0634\u0646\u0627\u0633\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u0645<\/li>\n<li>\u0686\u0642\u062f\u0631 \u0628\u0627\u06cc\u062f \u067e\u06cc\u0645\u0648\u062f<\/li>\n<li>\u06a9\u062f\u0627\u0645 \u0645\u0633\u06cc\u0631\u0647\u0627 \u0645\u0647\u0645 \u0627\u0633\u062a<\/li>\n<li>\u0646\u062d\u0648\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u0646\u0645\u0631\u0627\u062a \u0646\u0645\u0648\u062f\u0627\u0631 \u0648 \u0646\u0645\u0631\u0627\u062a \u0628\u0631\u062f\u0627\u0631\u06cc<\/li>\n<li>\u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u0628\u0627\u0641\u062a \u062a\u06a9\u0631\u0627\u0631\u06cc\u060c \u0646\u0627\u0645\u0631\u0628\u0648\u0637 \u06cc\u0627 \u0636\u0639\u06cc\u0641 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645<\/li>\n<li>\u0686\u06af\u0648\u0646\u0647 \u062a\u0648\u0636\u06cc\u062d \u062f\u0647\u06cc\u0645 \u06a9\u0647 \u0686\u0631\u0627 \u0632\u0645\u06cc\u0646\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a<\/li>\n<\/ul>\n<p>\u0628\u0627 \u06af\u0630\u0634\u062a \u0632\u0645\u0627\u0646\u060c \u0644\u0627\u06cc\u0647 \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u0628\u0647 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0627\u0645\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0646\u06cc\u0633\u062a. \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0645\u062f\u0644 \u0647\u0632\u06cc\u0646\u0647\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0648 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u06cc \u0627\u0632 \u0637\u0631\u062d \u062f\u0627\u062f\u0647 \u062f\u0631 \u0647\u0631 \u062f\u0648 \u062d\u0627\u0644\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0646\u062f\u0627\u0631\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0628\u0648\u06cc \u0637\u0631\u0627\u062d\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06af\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u062a\u0635\u0627\u0644 \u0628\u06cc\u0646 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0648 \u067e\u06cc\u0645\u0627\u06cc\u0634 \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f\u060c \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062f\u06cc\u06af\u0631 \u0645\u0634\u06a9\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0627\u0645\u0644 \u0631\u0627 \u062d\u0644 \u0646\u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DB%8C%DA%A9_%D8%B4%D8%B1%D8%B7_%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%D9%85%D8%AA%D9%81%D8%A7%D9%88%D8%AA\"><\/span>\n<p>  \u06cc\u06a9 \u0634\u0631\u0637 \u0637\u0631\u0627\u062d\u06cc \u0645\u062a\u0641\u0627\u0648\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0628\u0647 \u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 \u0648 \u0628\u0631\u062f\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0630\u062e\u06cc\u0631\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u062f\u060c \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0648\u0642\u062a\u06cc \u0647\u0631 \u062f\u0648 \u0628\u062e\u0634\u06cc \u0627\u0632 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f \u0686\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc \u0645\u06cc\u200c\u0627\u0641\u062a\u062f.<\/p>\n<p>\u0647\u062f\u0641 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc<\/li>\n<li>\u062a\u0637\u0628\u06cc\u0642 \u0627\u0644\u06af\u0648\u06cc \u0646\u0645\u0648\u062f\u0627\u0631<\/li>\n<li>\u067e\u06cc\u0645\u0627\u06cc\u0634 \u0631\u0627\u0628\u0637\u0647<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631<\/li>\n<li>\u0641\u06cc\u0644\u062a\u0631 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc<\/li>\n<\/ul>\n<p>\u062f\u0627\u062e\u0644 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645<\/p>\n<p>\u062f\u0631 \u0639\u0645\u0644\u060c \u0627\u06cc\u0646 \u0645\u0647\u0645 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 GraphRAG \u0628\u0647 \u0646\u062f\u0631\u062a \u0641\u0642\u0637 &#8220;\u0646\u0632\u062f\u06cc\u06a9 \u062a\u0631\u06cc\u0646 \u062a\u06a9\u0647 \u0647\u0627&#8221; \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u06cc\u06a9 \u067e\u0631\u0633 \u0648 \u062c\u0648\u06cc \u0645\u0641\u06cc\u062f GraphRAG \u0627\u063a\u0644\u0628 \u0628\u06cc\u0634\u062a\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a:<\/p>\n<blockquote>\n<p>\u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0631\u062a\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f\u060c \u0633\u067e\u0633 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0631\u0648\u0627\u0628\u0637 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u06af\u0633\u062a\u0631\u0634 \u062f\u0647\u06cc\u062f\u060c \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u0648\u0639 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0631 \u0627\u0633\u0627\u0633 \u0633\u0627\u062e\u062a\u0627\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u06cc\u062f.<\/p>\n<\/blockquote>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0628\u0631\u062f\u0627\u0631 \u06af\u0631\u0627\u0641 \u0627\u0633\u062a.<\/p>\n<p>\u0646\u0647 \u0641\u0642\u0637 \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0628\u0631\u062f\u0627\u0631\u06cc.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%DB%8C%DA%A9_%D9%85%D9%88%D8%AA%D9%88%D8%B1_%D9%85%DB%8C_%D8%AA%D9%88%D8%A7%D9%86%D8%AF_%D9%85%D9%81%DB%8C%D8%AF_%D8%A8%D8%A7%D8%B4%D8%AF\"><\/span>\n<p>  \u0686\u0631\u0627 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0646\u0632\u062f\u06cc\u06a9 \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u067e\u06cc\u0645\u0627\u06cc\u0634 \u0646\u0645\u0648\u062f\u0627\u0631 \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0647 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%DA%A9%D8%AF_%D8%A7%D8%B1%DA%A9%D8%B3%D8%AA%D8%B1%D8%A7%D8%B3%DB%8C%D9%88%D9%86_%DA%A9%D9%85%D8%AA%D8%B1\"><\/span>\n<p>  1. \u06a9\u062f \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u06a9\u0645\u062a\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0631\u062f\u0627\u0631 \u0648 \u0646\u0645\u0648\u062f\u0627\u0631 \u0628\u0647 \u0637\u0648\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0632\u0646\u062f\u06af\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u06a9\u062f \u0686\u0633\u0628 \u0632\u06cc\u0627\u062f\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a.<\/p>\n<p>\u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0627\u06cc\u062f \u0645\u0646\u0637\u0642 \u0633\u0641\u0627\u0631\u0634\u06cc \u0628\u0646\u0648\u06cc\u0633\u0646\u062f \u062a\u0627 \u0634\u0646\u0627\u0633\u0647 \u0647\u0627\u060c \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u060c \u0627\u0628\u0631\u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0641\u06cc\u0644\u062a\u0631\u0647\u0627 \u0631\u0627 \u0628\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627 \u062c\u0627\u0628\u062c\u0627 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0622\u0646 \u0633\u0637\u062d \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%D9%82%D8%A7%D8%A8%D9%84%DB%8C%D8%AA_%D8%AA%D9%88%D8%B6%DB%8C%D8%AD_%D8%A8%D9%87%D8%AA%D8%B1\"><\/span>\n<p>  2. \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0648\u0636\u06cc\u062d \u0628\u0647\u062a\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc GraphRAG \u0646\u0647 \u062a\u0646\u0647\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u0646\u062f.<\/p>\n<p>\u0622\u0646\u0647\u0627 \u0628\u0627\u06cc\u062f \u062a\u0648\u0636\u06cc\u062d \u062f\u0647\u0646\u062f \u06a9\u0647 \u0686\u0631\u0627 \u0622\u0646 \u067e\u0627\u0633\u062e \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u0647\u0633\u062a\u0646\u062f \u0632\u06cc\u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0633\u06cc\u0631\u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>Question\n -&gt; matched entity\n -&gt; related concept\n -&gt; supporting source\n -&gt; final answer context\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0631\u0627\u0642\u0628\u062a \u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u0645\u0627\u0644\u06cc\u060c \u0627\u0645\u0646\u06cc\u062a \u0633\u0627\u06cc\u0628\u0631\u06cc\u060c \u0627\u0646\u0637\u0628\u0627\u0642\u060c \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u0646\u0634 \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_%D9%85%D9%86%D8%A7%D8%B3%D8%A8_%D8%AA%D8%B1_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%B3%D9%86%DA%AF%DB%8C%D9%86_%D8%B1%D8%A7%D8%A8%D8%B7%D9%87\"><\/span>\n<p>  3. \u0645\u0646\u0627\u0633\u0628 \u062a\u0631 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0631\u0627\u0628\u0637\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u062e\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0645\u062a\u0635\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f:<\/p>\n<ul>\n<li>\u062f\u0627\u0646\u0634 \u0632\u06cc\u0633\u062a \u067e\u0632\u0634\u06a9\u06cc<\/li>\n<li>\u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0628\u0627\u0644\u06cc\u0646\u06cc<\/li>\n<li>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc<\/li>\n<li>\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u06cc<\/li>\n<li>\u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631<\/li>\n<li>\u0631\u0648\u0627\u0628\u0637 \u0632\u0646\u062c\u06cc\u0631\u0647 \u062a\u0627\u0645\u06cc\u0646<\/li>\n<li>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u0646\u0634 \u0633\u0627\u0632\u0645\u0627\u0646\u06cc<\/li>\n<li>\u062d\u0627\u0641\u0638\u0647 \u0639\u0627\u0645\u0644<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0628\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc\u060c \u0631\u0648\u0627\u0628\u0637 \u0641\u0631\u0627\u062f\u0627\u062f\u0647 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u0646\u06cc\u0633\u062a\u0646\u062f. \u0622\u0646\u0647\u0627 \u0647\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u0645\u0634\u06a9\u0644 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_%D8%AA%D8%AC%D8%B1%D8%A8%D9%87_%D8%AA%D9%88%D8%B3%D8%B9%D9%87_%D8%AF%D9%87%D9%86%D8%AF%D9%87_%D8%AA%D9%85%DB%8C%D8%B2%D8%AA%D8%B1\"><\/span>\n<p>  4. \u062a\u062c\u0631\u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u062a\u0645\u06cc\u0632\u062a\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631 \u06af\u0631\u0627\u0641 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u067e\u0634\u062a\u0647 \u0631\u0627 \u0622\u0633\u0627\u0646 \u062a\u0631 \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u062c\u0627\u06cc \u067e\u0631\u0633\u06cc\u062f\u0646:<\/p>\n<blockquote>\n<p>\u06a9\u062f\u0627\u0645 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627\u0644\u06a9 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u062a\u061f<\/p>\n<\/blockquote>\n<p>\u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u067e\u0631\u0633\u0646\u062f:<\/p>\n<blockquote>\n<p>\u0686\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631 \u06af\u0631\u0627\u0641 \u0631\u0627 \u0628\u0627\u06cc\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u0645\u061f<\/p>\n<\/blockquote>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%B2%D9%86%DA%AF%D8%9F\"><\/span>\n<p>  \u0686\u0631\u0627 \u0632\u0646\u06af\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641 \u0628\u0647 \u0632\u0628\u0627\u0646 Rust \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>Rust \u0628\u0631\u0627\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0642\u0648\u06cc \u0628\u0631 \u062d\u0627\u0641\u0638\u0647\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0647\u0645\u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641-\u0628\u0631\u062f\u0627\u0631\u060c \u0627\u06cc\u0646 \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n<p>\u062d\u062c\u0645 \u06a9\u0627\u0631\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062d\u0627\u0641\u0638\u0647 \u0641\u0634\u0631\u062f\u0647 \u0628\u0627\u0634\u062f. \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0633\u0646\u06af\u06cc\u0646\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u062a\u0631\u06a9\u06cc\u0628 \u0647\u0631 \u062f\u0648 \u062f\u0631 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u0645\u0633\u062a\u0644\u0632\u0645 \u062a\u0648\u062c\u0647 \u062f\u0642\u06cc\u0642 \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0627\u062c\u0631\u0627\u06cc \u0642\u0627\u0628\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0632\u0646\u06af \u0628\u0647 \u0645\u0627 \u06cc\u06a9 \u067e\u0627\u06cc\u0647 \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u062c\u0647\u062a \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A2%D9%86%DA%86%D9%87_%D8%B3%D8%A7%D9%85%DB%8C%D8%A7%D9%85%D8%A7_%DA%AF%D8%B1%D8%A7%D9%81_%D8%A7%D9%85%D8%B1%D9%88%D8%B2_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86%DB%8C_%D9%85%DB%8C_%DA%A9%D9%86%D8%AF\"><\/span>\n<p>  \u0622\u0646\u0686\u0647 \u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641 \u0627\u0645\u0631\u0648\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0628\u0631 \u0631\u0648\u06cc \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\u067e\u0631\u0633 \u0648 \u062c\u0648 \u06af\u0631\u0627\u0641 \u0628\u0647 \u0633\u0628\u06a9 OpenCypher<\/li>\n<li>\u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 HNSW<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631<\/li>\n<li>\u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u067e\u0631\u0648\u062a\u06a9\u0644 \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 Redis<\/li>\n<li>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062a\u06a9 \u0628\u0627\u06cc\u0646\u0631\u06cc<\/li>\n<li>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062d\u0644\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u06a9\u0631<\/li>\n<li>\u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0627\u0646\u0634 \u0648 \u0628\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc \u0628\u0647 \u0633\u0628\u06a9 GraphRAG<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u062a\u0644\u0627\u0634 \u0646\u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0647\u0645\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0647\u062f\u0641 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0635\u0644 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062f\u0627\u0631\u0646\u062f \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AC%D8%A7%DB%8C%DB%8C_%DA%A9%D9%87_%D8%A7%D9%85%D8%B1%D9%88%D8%B2_%DA%A9%D9%85_%D8%A7%D8%B3%D8%AA\"><\/span>\n<p>  \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0645\u0631\u0648\u0632 \u06a9\u0645 \u0627\u0633\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641 \u0647\u0646\u0648\u0632 \u062f\u0631 \u062d\u0627\u0644 \u0631\u0634\u062f \u0627\u0633\u062a \u0648 \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0634\u0641\u0627\u0641 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<p>\u0627\u0645\u0631\u0648\u0632 \u0686\u0646\u062f \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0645\u0647\u0645:<\/p>\n<ul>\n<li>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc OpenCypher \u0647\u0646\u0648\u0632 \u06a9\u0627\u0645\u0644 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a<\/li>\n<li>\u0645\u062d\u0635\u0648\u0644 \u0648 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0647\u0646\u0648\u0632 \u062f\u0631 \u062d\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u0647\u0633\u062a\u0646\u062f<\/li>\n<li>\u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u060c \u0627\u062f\u063a\u0627\u0645 \u0647\u0627 \u0648 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627 \u062f\u0631 \u062d\u0627\u0644 \u06af\u0633\u062a\u0631\u0634 \u0647\u0633\u062a\u0646\u062f<\/li>\n<li>\u0628\u0631\u062e\u06cc \u0627\u062f\u0639\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0628\u0647 \u0633\u0628\u06a9 \u0645\u0639\u06cc\u0627\u0631 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631\u06cc \u0639\u0645\u0648\u0645\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f<\/li>\n<\/ul>\n<p>\u0645\u0627 \u0628\u0631 \u0627\u06cc\u0646 \u0628\u0627\u0648\u0631\u06cc\u0645 \u06a9\u0647 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0632\u0645\u0627\u0646\u06cc \u0627\u0639\u062a\u0645\u0627\u062f \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u062f \u06a9\u0647 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0648 \u0634\u06a9\u0627\u0641 \u0647\u0627\u06cc \u0641\u0639\u0644\u06cc \u0645\u0634\u062e\u0635 \u0628\u0627\u0634\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7_Samyama_Graph_%DA%86%D9%87_%DA%86%DB%8C%D8%B2%DB%8C_%D9%85%DB%8C_%D8%AA%D9%88%D8%A7%D9%86%DB%8C%D8%AF_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF%D8%9F\"><\/span>\n<p>  \u0628\u0627 Samyama Graph \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0633\u0627\u0632\u06cc\u062f\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Samyama Graph \u0632\u0645\u0627\u0646\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0647\u0645 \u0628\u0647 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0635\u0644 \u0648 \u0647\u0645 \u0628\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0645\u062b\u0627\u0644\u0647\u0627 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc GraphRAG \u06a9\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0631\u0627 \u0628\u0627 \u067e\u06cc\u0645\u0627\u06cc\u0634 \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u0646\u062f<\/li>\n<li>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0627\u0646\u0634 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u06cc\u060c \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc\u060c \u0645\u0631\u0627\u0642\u0628\u062a \u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc<\/li>\n<li>\u062d\u0627\u0641\u0638\u0647 \u0639\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u060c \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f<\/li>\n<li>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0632\u06cc\u0633\u062a \u067e\u0632\u0634\u06a9\u06cc \u0648 \u0628\u0627\u0644\u06cc\u0646\u06cc \u062f\u0631 \u0645\u0642\u0627\u0644\u0627\u062a\u060c \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a\u060c \u0645\u0633\u06cc\u0631\u0647\u0627\u060c \u062f\u0627\u0631\u0648\u0647\u0627 \u0648 \u0634\u0631\u0627\u06cc\u0637<\/li>\n<li>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0642\u0644\u0628 \u0648 \u062a\u062d\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u06a9\u0634\u0641 \u0631\u0627\u0628\u0637\u0647 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0644\u06af\u0648<\/li>\n<li>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0627\u062b\u06cc\u0631 \u0648 \u06a9\u0627\u0648\u0634 \u0631\u06cc\u0634\u0647<\/li>\n<li>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u062f\u0627\u062e\u0644\u06cc<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A2%D9%86_%D8%B1%D8%A7_%D8%A8%D9%87_%D8%B5%D9%88%D8%B1%D8%AA_%D9%85%D8%AD%D9%84%DB%8C_%D8%A7%D9%85%D8%AA%D8%AD%D8%A7%D9%86_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f Samyama Graph \u0631\u0627 \u0628\u0627 Docker \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>docker run <span class=\"nt\">-d<\/span> <span class=\"nt\">-p<\/span> 6379:6379 <span class=\"nt\">-p<\/span> 8080:8080 ghcr.io\/samyama-ai\/samyama-graph:latest\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0633\u067e\u0633 \u0628\u0627 \u06cc\u06a9 \u06a9\u0644\u0627\u06cc\u0646\u062a Redis \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>redis-cli <span class=\"nt\">-p<\/span> 6379\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>GRAPH.QUERY mydb <span class=\"s2\">\"CREATE (a:Person {name: 'Alice'})-[:KNOWS]-&gt;(b:Person {name: 'Bob'})\"<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u067e\u0631\u0633 \u0648 \u062c\u0648 \u06a9\u0646:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>GRAPH.QUERY mydb <span class=\"s2\">\"MATCH (a)-[:KNOWS]-&gt;(b) RETURN a.name, b.name\"<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D9%85%D8%A7_%D8%A7%DB%8C%D9%86_%D8%B1%D8%A7_%D9%85%DB%8C_%D8%B3%D8%A7%D8%B2%DB%8C%D9%85\"><\/span>\n<p>  \u0686\u0631\u0627 \u0645\u0627 \u0627\u06cc\u0646 \u0631\u0627 \u0645\u06cc \u0633\u0627\u0632\u06cc\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0645\u0639\u062a\u0642\u062f\u06cc\u0645 \u06a9\u0647 \u0646\u0633\u0644 \u0628\u0639\u062f\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u0686\u06cc\u0632\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u062a\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0622\u0646\u0647\u0627 \u0646\u06cc\u0627\u0632 \u062e\u0648\u0627\u0647\u0646\u062f \u062f\u0627\u0634\u062a:<\/p>\n<ul>\n<li>\u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc<\/li>\n<li>\u0631\u0648\u0627\u0628\u0637 \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647<\/li>\n<li>\u067e\u06cc\u0645\u0627\u06cc\u0634 \u0646\u0645\u0648\u062f\u0627\u0631<\/li>\n<li>\u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d<\/li>\n<li>\u062d\u0627\u0641\u0638\u0647 \u0628\u0631 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627 \u0648 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627<\/li>\n<li>\u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0627\u0632 \u0646\u0638\u0631 \u0634\u0628\u0627\u0647\u062a \u0648 \u0633\u0627\u062e\u062a\u0627\u0631<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0633\u0627\u062e\u062a \u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641 \u0647\u0633\u062a\u06cc\u0645.<\/p>\n<p>\u0646\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 &#8220;\u0641\u0642\u0637 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u062f\u06cc\u06af\u0631.&#8221;<\/p>\n<p>\u0646\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 &#8220;\u0641\u0642\u0637 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641 \u062f\u06cc\u06af\u0631.&#8221;<\/p>\n<p>\u0627\u0645\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641-\u0628\u0631\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646\u06cc \u06a9\u0647 GraphRAG\u060c \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0627\u0646\u0634 \u0648 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0645\u06cc \u0633\u0627\u0632\u0646\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2\"><\/span>\n<p>  \u0645\u0646\u0628\u0639 \u0628\u0627\u0632<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Samyama Graph \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062f\u0631 GitHub \u0627\u0633\u062a:<\/p>\n<p>https:\/\/github.com\/samyama-ai\/samyama-graph<\/p>\n<p>\u0627\u06af\u0631 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0631\u0627\u06cc GraphRAG\u060c \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0627\u0646\u0634 \u06cc\u0627 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u060c \u0633\u062a\u0627\u0631\u0647 GitHub \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u0622\u0646 \u0631\u0627 \u06a9\u0634\u0641 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u0628\u0627\u0632\u062e\u0648\u0631\u062f\u060c \u0645\u0633\u0627\u0626\u0644\u060c \u0645\u062b\u0627\u0644\u200c\u0647\u0627 \u0648 \u0645\u0634\u0627\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646\u06cc \u06a9\u0647 \u0631\u0648\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc\u060c \u0632\u06cc\u0631\u0633\u0627\u062e\u062a Rust\u060c RAG \u0648 \u0639\u0648\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0633\u0627\u0645\u06cc\u0627\u0645\u0627 \u06af\u0631\u0627\u0641: \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631-\u06af\u0631\u0627\u0641 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0631\u0627\u06cc GraphRAG \u0627\u06a9\u062b\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc GraphRAG \u0641\u0639\u0644\u06cc \u0627\u0632 \u062f\u0648 \u0644\u0627\u06cc\u0647 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f: \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc (\u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc) \u0648 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0627\u0641 (\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0631\u0627\u0628\u0637\u0647\u200c\u0627\u06cc). \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u062f\u0648\u7cfb\u7d71\u554f\u984c \u0627\u0633\u0627\u0633\u06cc \u062f\u0627\u0631\u062f: \u0627\u062a\u0635\u0627\u0644 \u0628\u06cc\u0646 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u067e\u06cc\u0645\u0627\u06cc\u0634 \u06af\u0631\u0627\u0641 \u062f\u0631 \u06a9\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0646\u0647 \u062f\u0627\u062e\u0644 \u0645\u0648\u062a\u0648\u0631 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b &hellip;<\/p>\n","protected":false},"author":2,"featured_media":112563,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1200,height=627,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F3v7qjyt5pk7o73rl02t7.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-112562","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/112562","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=112562"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/112562\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/112563"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=112562"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=112562"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=112562"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}