{"id":34072,"date":"2024-01-24T08:09:47","date_gmt":"2024-01-24T08:09:47","guid":{"rendered":"https:\/\/meetcody.ai\/blog\/%d8%a7%d9%84%d9%81%d8%b1%d9%8a%d9%82-%d8%a7%d9%84%d8%a7%d8%b3%d8%aa%d8%b4%d8%a7%d8%b1%d9%8a-%d9%84%d9%84%d8%a7%d8%aa%d8%b5%d8%a7%d9%84%d8%a7%d8%aa-%d8%a7%d9%84%d8%b1%d8%a7%d8%af%d9%8a%d9%88%d9%8a\/"},"modified":"2024-01-24T08:09:47","modified_gmt":"2024-01-24T08:09:47","slug":"%d8%a7%d9%84%d9%81%d8%b1%d9%8a%d9%82-%d8%a7%d9%84%d8%a7%d8%b3%d8%aa%d8%b4%d8%a7%d8%b1%d9%8a-%d9%84%d9%84%d8%a7%d8%aa%d8%b5%d8%a7%d9%84%d8%a7%d8%aa-%d8%a7%d9%84%d8%b1%d8%a7%d8%af%d9%8a%d9%88%d9%8a","status":"publish","type":"post","link":"https:\/\/meetcody.ai\/ar\/blog\/%d8%a7%d9%84%d9%81%d8%b1%d9%8a%d9%82-%d8%a7%d9%84%d8%a7%d8%b3%d8%aa%d8%b4%d8%a7%d8%b1%d9%8a-%d9%84%d9%84%d8%a7%d8%aa%d8%b5%d8%a7%d9%84%d8%a7%d8%aa-%d8%a7%d9%84%d8%b1%d8%a7%d8%af%d9%8a%d9%88%d9%8a\/","title":{"rendered":"\u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629: \u0643\u064a\u0641 \u064a\u0639\u0645\u0644\u061f"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u0647\u0644 \u062a\u0633\u0627\u0621\u0644\u062a \u064a\u0648\u0645\u0627 \u0643\u064a\u0641 \u062a\u062f\u064a\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u062c\u0645\u064a\u0639 \u0645\u0639\u0644\u0648\u0645\u0627\u062a\u0647\u0627 \u0648\u062a\u062a\u062e\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0630\u0643\u064a\u0629\u061f<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u062a\u062f\u062e\u0644 \u0641\u064a\u0647 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG).  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0646\u0647\u0627 \u0623\u062f\u0627\u0629 \u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0633\u062d\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0648\u0625\u0646\u0634\u0627\u0621 \u0623\u0634\u064a\u0627\u0621 \u0645\u0641\u064a\u062f\u0629 \u0645\u0646\u0647\u0627.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062f\u0648\u0631 \u0647\u0630\u0647 \u0627\u0644\u0645\u062f\u0648\u0646\u0629 \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 RAG \u0628\u0633\u062d\u0631\u0647\u0627 \u0641\u064a \u0627\u0644\u0633\u062d\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0633\u0647\u0644\u0629 \u0648\u062d\u064a\u0644 \u0630\u0643\u064a\u0629 \u0644\u062c\u0639\u0644 \u0643\u0644 \u0634\u064a\u0621 \u0623\u0643\u062b\u0631 \u0633\u0644\u0627\u0633\u0629 \u0648\u0623\u0641\u0636\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u063a\u0648\u0635 \u0641\u064a.<\/span><\/p>\n<h2><b>\u0641\u0647\u0645 RAG: \u0645\u0627 \u0647\u0648\u061f  <\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0647\u0648 \u062a\u0642\u0646\u064a\u0629 \u0645\u062a\u0637\u0648\u0631\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0641\u0647\u0648 \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0639\u0645\u0644\u064a\u062a\u064a\u0646 \u0623\u0633\u0627\u0633\u064a\u062a\u064a\u0646: \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f.<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0627\u0633\u062a\u0631\u062f\u0627\u062f<\/b><span style=\"font-weight: 400;\">\u0641\u064a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629\u060c \u062a\u0646\u0637\u0648\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0639\u0644\u0649 \u062c\u0644\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u062e\u0627\u0631\u062c\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0623\u0648 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u0633\u0637\u0648\u062d \u0627\u0644\u0628\u064a\u0646\u064a\u0629 \u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a.: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u060c \u0648\u062a\u0634\u0645\u0644 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0648\u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.\n<p><\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u062c\u064a\u0644<\/b><span style=\"font-weight: 400;\">\u0628\u0645\u062c\u0631\u062f \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629\u060c \u062a\u062a\u0636\u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0625\u0646\u0634\u0627\u0621 \u0625\u0646\u0634\u0627\u0621 \u0623\u0648 \u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0623\u0648 \u0631\u0624\u0649 \u0623\u0648 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0627\u0633\u062a\u0646\u0627\u062f\u0627 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0631\u062c\u0639\u0629.: \u064a\u0643\u0645\u0644 \u0647\u0630\u0627 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0648\u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0635\u0646\u0639 \u0627\u0644\u0642\u0631\u0627\u0631 \u0623\u0648 \u062a\u0642\u062f\u064a\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u062f\u0642\u064a\u0642\u0629.<\/span><\/li>\n<\/ol>\n<h2><b>\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629\u061f  <\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0622\u0646 \u060c \u062f\u0639\u0648\u0646\u0627 \u0646\u0641\u0647\u0645 \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 RAG.<\/span><\/p>\n<h3><b>\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0625\u0644\u0649 \u062a\u0646\u0633\u064a\u0642 \u0642\u0627\u0628\u0644 \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647.<\/span><\/p>\n<h3><b>\u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0639\u062f\u062f\u064a (\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0644\u062c\u0639\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u060c \u064a\u062a\u0645 \u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0631\u0642\u0645\u064a\u0629 \u062a\u0633\u0645\u0649 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0621 \u0647\u0630\u0647 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0629 \u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0637\u0648\u0631\u0629 \u0648\u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0643\u0645\u062a\u062c\u0647\u0627 \u0631\u0642\u0645\u064a \u064a\u0645\u062b\u0644 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0641\u064a \u0627\u0644\u0646\u0635.<\/span><\/p>\n<h3><b>\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646 \u062a\u062e\u0632\u064a\u0646 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u060c \u0648\u0647\u064a \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0631\u0642\u0645\u064a\u0629 \u0644\u0644\u0646\u0635 \u060c \u0641\u064a \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647\u0629 \u0645\u062b\u0644 Chroma \u0623\u0648 Weaviate. \u062a\u062a\u064a\u062d \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0641\u0639\u0627\u0644 \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647.<\/span><\/p>\n<h3><b>\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0646\u0627\u062f\u0627 \u0625\u0644\u0649 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0630\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647 \u0645\u0646 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u060c \u064a\u062a\u0645 \u0625\u062c\u0631\u0627\u0621 \u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u062a\u0636\u0645\u064a\u0646. \u064a\u0647\u062f\u0641 \u0647\u0630\u0627 \u0627\u0644\u0628\u062d\u062b \u0625\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0646\u0635 \u0623\u0648 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0645\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u0639\u062f\u062f\u064a \u0644\u062a\u0636\u0645\u064a\u0646\u0647\u0627.<\/span><\/p>\n<h3><b>\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0633\u064a\u0627\u0642<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0628\u0639\u062f \u062a\u062d\u062f\u064a\u062f \u0646\u0635 \u0645\u0634\u0627\u0628\u0647 \u060c \u062a\u062a\u0645 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u062a\u0645 \u0627\u0633\u062a\u0631\u062f\u0627\u062f\u0647 (\u0645\u0648\u062c\u0647 + \u0646\u0635 \u062a\u0645 \u0625\u062f\u062e\u0627\u0644\u0647) \u0625\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642. \u062b\u0645 \u064a\u062a\u0645 \u0625\u062f\u062e\u0627\u0644 \u0647\u0630\u0627 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0639\u0632\u0632 \u060c \u0627\u0644\u0630\u064a \u064a\u0634\u062a\u0645\u0644 \u0639\u0644\u0649 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0645\u0648\u062c\u0647 \u0627\u0644\u0623\u0635\u0644\u064a \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u060c \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 (LLM).<\/span><\/p>\n<h3><b>\u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0639\u0627\u0644\u062c \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0647 \u0645\u0646 \u062a\u0648\u0644\u064a\u062f \u0645\u062e\u0631\u062c\u0627\u062a \u0623\u0648 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642.<\/span><\/p>\n<p><em><strong>\u0627\u0642\u0631\u0623 \u0627\u0644\u0645\u0632\u064a\u062f: <a href=\"https:\/\/meetcody.ai\/blog\/rag-api-definition-meaning-retrieval-augmented-generation-llm\/\">\u0645\u0627 \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0648\u0643\u064a\u0641 \u064a\u0639\u0645\u0644\u061f<\/a><\/strong><\/em><\/p>\n<h2><b>5 \u062e\u0637\u0648\u0627\u062a \u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0644\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u0648\u064a\u0631\u062f \u0623\u062f\u0646\u0627\u0647 \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0628\u0634\u0623\u0646 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u062d\u0628 \u0627\u0644\u062e\u0627\u0635\u0629:<\/span><\/p>\n<h3><b>1. \u062a\u0642\u064a\u064a\u0645 \u062c\u0627\u0647\u0632\u064a\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0627\u0628\u062f\u0623 \u0628\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629. \u062a\u0642\u064a\u064a\u0645 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0644\u0636\u0645\u0627\u0646 \u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629. \u062a\u062d\u062f\u064a\u062f \u0623\u064a \u0642\u064a\u0648\u062f \u0623\u0648 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0645\u062d\u062a\u0645\u0644\u0629 \u0644\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0644\u0633.<\/span><\/p>\n<h3><b>2. \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u0639\u062f\u0627\u062f\u0647\u0627<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0627\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0646\u0648\u0639\u0629 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0634\u0645\u0644 \u0630\u0644\u0643 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0623\u0643\u062f \u0645\u0646 \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062c\u0645\u0639\u0647\u0627 \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0648\u0625\u0639\u062f\u0627\u062f\u0647\u0627 \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629. \u0648\u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0646\u0633\u0642 \u064a\u0645\u0643\u0646 \u0625\u062f\u062e\u0627\u0644\u0647 \u0628\u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u0646\u0638\u0627\u0645 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0645\u0646 \u0623\u062c\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0648\u0644\u064a\u062f.<\/span><\/p>\n<h3><b>3. \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0629 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0627\u062e\u062a\u0631 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0629 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0648\u062d\u062c\u0645 \u0628\u064a\u0626\u0629 \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u064a\u0645\u0643\u0646 \u0627\u0639\u062a\u0628\u0627\u0631 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 BERT \u0623\u0648 GPT \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627.<\/span><\/p>\n<h3><b>4. \u062a\u0643\u0627\u0645\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0636\u0645\u064a\u0646<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0646\u0641\u064a\u0630 \u0623\u0646\u0638\u0645\u0629 \u0623\u0648 \u0623\u0637\u0631 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0631\u0642\u0645\u064a\u0629 (\u062a\u0636\u0645\u064a\u0646\u0627\u062a). \u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u062a\u0644\u062a\u0642\u0637 \u0628\u062f\u0642\u0629 \u0627\u0644\u0645\u0639\u0646\u0649 \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0648\u0633\u064a\u0627\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0642\u0645 \u0628\u0625\u0639\u062f\u0627\u062f \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u060c Chroma \u0648 Weaviate) \u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0625\u062f\u0627\u0631\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0647\u0630\u0647 \u0628\u0643\u0641\u0627\u0621\u0629 \u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0634\u0627\u0628\u0647.<\/span><\/p>\n<h3><b>5. \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0635\u0627\u0631\u0645\u0629 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0648\u0638\u0627\u0626\u0641 \u0646\u0638\u0627\u0645 RAG \u0627\u0644\u0645\u0637\u0628\u0642 \u0648\u062f\u0642\u062a\u0647 \u0648\u0643\u0641\u0627\u0621\u062a\u0647 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629. \u0627\u062e\u062a\u0628\u0631 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0623\u0648 \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0642\u0645 \u0628\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0623\u0648 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0623\u0648 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0623\u0648 \u062a\u0631\u0642\u064a\u0629 \u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \/ \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u062d\u0633\u0628 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0623\u0641\u0636\u0644.<\/span><\/p>\n<h2><b>6 \u0623\u062f\u0648\u0627\u062a \u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u062d\u0628 \u0627\u0644\u062e\u0627\u0635\u0629<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u062f\u0627\u062e\u0644 \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629:<\/span><\/p>\n<h3><b>1. \u062a\u0636\u0645\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0628\u064a\u0631\u062a  <\/b><span style=\"font-weight: 400;\">(\u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u062b\u0646\u0627\u0626\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0645\u0646 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a): BERT \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0629 \u0642\u0648\u064a \u0645\u062f\u0631\u0628 \u0645\u0633\u0628\u0642\u0627 \u0645\u0635\u0645\u0645 \u0644\u0641\u0647\u0645 \u0633\u064a\u0627\u0642 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0641\u064a \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0628\u062d\u062b. \u064a\u0645\u0643\u0646 \u0636\u0628\u0637\u0647 \u0644\u0645\u0647\u0627\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u062d\u062f\u062f\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u062c\u064a \u0628\u064a \u062a\u064a  <\/b><span style=\"font-weight: 400;\">(\u0645\u062d\u0648\u0644 \u062a\u0648\u0644\u064a\u062f\u064a \u0645\u062f\u0631\u0628 \u0645\u0633\u0628\u0642\u0627): \u062a\u062a\u0641\u0648\u0642 \u0646\u0645\u0627\u0630\u062c GPT \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0646\u0635 \u064a\u0634\u0628\u0647 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0645\u0639\u064a\u0646\u0629. \u0648\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h3><b>2. \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0635\u0641\u0627\u0621<\/b><span style=\"font-weight: 400;\">Chroma \u0647\u0648 \u0645\u062d\u0631\u0643 \u0628\u062d\u062b \u0645\u062a\u062c\u0647 \u0645\u062d\u0633\u0646 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u062b\u0644 \u0627\u0644\u062a\u0636\u0645\u064a\u0646.: \u064a\u0642\u0648\u0645 \u0628\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0628\u0643\u0641\u0627\u0621\u0629 \u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0639\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0646\u0633\u062c<\/b><span style=\"font-weight: 400;\">Weaviate \u0647\u0648 \u0645\u062d\u0631\u0643 \u0628\u062d\u062b \u0645\u062a\u062c\u0647 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0646\u0627\u0633\u0628 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646\u0647\u0627.: \u0648\u0647\u0648 \u064a\u0648\u0641\u0631 \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639\u060c \u0648\u0647\u0648 \u0645\u062b\u0627\u0644\u064a \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/span><\/li>\n<\/ul>\n<h3><b>3. \u0623\u0637\u0631 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062a\u0636\u0645\u064a\u0646<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u062a\u064a\u0646\u0633\u0648\u0631 \u0641\u0644\u0648<\/b><span style=\"font-weight: 400;\">\u064a\u0648\u0641\u0631 TensorFlow \u0623\u062f\u0648\u0627\u062a \u0648\u0645\u0648\u0627\u0631\u062f \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0625\u062f\u0627\u0631\u062a\u0647\u0627.: \u064a\u0648\u0641\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0644\u0625\u0646\u0634\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0648\u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 RAG.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0628\u064a\u062a\u0648\u0631\u0634<\/b><span style=\"font-weight: 400;\">PyTorch \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0634\u0627\u0626\u0639 \u0622\u062e\u0631 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0639\u0631\u0648\u0641 \u0628\u0645\u0631\u0648\u0646\u062a\u0647 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647.: \u0648\u0647\u0648 \u064a\u062f\u0639\u0645 \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0648\u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u062a\u062f\u0641\u0642\u0627\u062a \u0639\u0645\u0644 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h3><b>4\u0645\u0646\u0635\u0627\u062a \u062a\u0643\u0627\u0645\u0644 RAG<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0645\u0639\u0627\u0646\u0642\u0629 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0648\u062c\u0647<\/b><span style=\"font-weight: 400;\">\u062a\u0642\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u0627\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 BERT \u0648GPT\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629.: \u064a\u0648\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0648\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/b> <b>GPT-3 \u0645\u0646 OpenAI<\/b><span style=\"font-weight: 400;\"><b><\/b><\/span><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a OpenAI \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 GPT-3 \u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0642\u062f\u0631\u0627\u062a\u0647\u0627 \u0627\u0644\u0642\u0648\u064a\u0629 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0644\u063a\u0629.: \u0648\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u062f\u0645\u062c GPT-3 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0625\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u062f\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/span><\/li>\n<\/ul>\n<h3><b>5. \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0623\u0648\u0633  <\/b><span style=\"font-weight: 400;\">(Amazon Web Services) \u0623\u0648 Azure: \u064a\u0642\u062f\u0645 \u0645\u0648\u0641\u0631\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RAG \u0648\u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642\u0647\u0627. \u0625\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0645\u0648\u0627\u0631\u062f \u0645\u062b\u0644 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0642\u0648\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u0627 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Google Cloud Platform <\/b> (GCP<span style=\"font-weight: 400;\">): \u062a\u0642\u062f\u0645 GCP \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0646\u0634\u0631 \u0648\u0625\u062f\u0627\u0631\u0629 \u0623\u0646\u0638\u0645\u0629 RAG \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629.<\/span><\/li>\n<\/ul>\n<h3><b>6. \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u062e\u0635\u0635\u0629<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0645\u0643\u062a\u0628\u0627\u062a Python<\/b><span style=\"font-weight: 400;\">: \u062a\u0648\u0641\u0631 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0638\u0627\u0626\u0641 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629 \u0648\u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 \u062d\u0644\u0648\u0644 RAG \u0627\u0644\u0645\u062e\u0635\u0635\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0648\u0627\u062c\u0647\u0627\u062a <\/b> \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629<span style=\"font-weight: 400;\">: \u0627\u0639\u062a\u0645\u0627\u062f\u0627 \u0639\u0644\u0649 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0645\u062d\u062f\u062f\u0629\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0636\u0628\u0637 \u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0648\u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629.<\/span><span style=\"font-weight: 400;\"> <\/span><b><\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0648\u062a\u0624\u062f\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u062f\u0648\u0631\u0627 \u0645\u062d\u0648\u0631\u064a\u0627 \u0641\u064a \u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0636\u0645\u0646\u060c \u0648\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0644\u0623\u0646\u0638\u0645\u0629 RAG \u0636\u0645\u0646 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0622\u0646 \u0628\u0639\u062f \u0623\u0646 \u0639\u0631\u0641\u062a \u0623\u0633\u0627\u0633\u064a\u0627\u062a RAG \u0644\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u060c \u062d\u0627\u0646 \u0627\u0644\u0648\u0642\u062a \u0644\u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647.  <\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0647\u0644 \u062a\u0633\u0627\u0621\u0644\u062a \u064a\u0648\u0645\u0627 \u0643\u064a\u0641 \u062a\u062f\u064a\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u062c\u0645\u064a\u0639 \u0645\u0639\u0644\u0648\u0645\u0627\u062a\u0647\u0627 \u0648\u062a\u062a\u062e\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0630\u0643\u064a\u0629\u061f \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u062a\u062f\u062e\u0644 \u0641\u064a\u0647 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG). \u0625\u0646\u0647\u0627 \u0623\u062f\u0627\u0629 \u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0633\u062d\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0648\u0625\u0646\u0634\u0627\u0621 \u0623\u0634\u064a\u0627\u0621 \u0645\u0641\u064a\u062f\u0629 \u0645\u0646\u0647\u0627. \u062a\u062f\u0648\u0631 \u0647\u0630\u0647 \u0627\u0644\u0645\u062f\u0648\u0646\u0629 \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 RAG \u0628\u0633\u062d\u0631\u0647\u0627 \u0641\u064a \u0627\u0644\u0633\u062d\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0633\u0647\u0644\u0629 \u0648\u062d\u064a\u0644 \u0630\u0643\u064a\u0629<a class=\"excerpt-read-more\" href=\"https:\/\/meetcody.ai\/ar\/blog\/%d8%a7%d9%84%d9%81%d8%b1%d9%8a%d9%82-%d8%a7%d9%84%d8%a7%d8%b3%d8%aa%d8%b4%d8%a7%d8%b1%d9%8a-%d9%84%d9%84%d8%a7%d8%aa%d8%b5%d8%a7%d9%84%d8%a7%d8%aa-%d8%a7%d9%84%d8%b1%d8%a7%d8%af%d9%8a%d9%88%d9%8a\/\" title=\"Read\u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629: \u0643\u064a\u0641 \u064a\u0639\u0645\u0644\u061f\">&#8230; Read more &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":34063,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[212],"tags":[761,306],"class_list":["post-34072","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-212","tag-761","tag-306"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.8 (Yoast SEO v24.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0627\u062f\u064a\u0648\u064a\u0629 \u0644\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629: \u0643\u064a\u0641 \u064a\u0639\u0645\u0644\u061f<\/title>\n<meta name=\"description\" content=\"\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u062f\u0627\u062e\u0644 \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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