{"id":2399,"date":"2025-03-22T15:09:15","date_gmt":"2025-03-22T11:39:15","guid":{"rendered":"https:\/\/binavira.ir\/blog\/?p=2399"},"modified":"2025-03-26T15:29:04","modified_gmt":"2025-03-26T11:59:04","slug":"create-custom-chatbot-with-rag","status":"publish","type":"post","link":"https:\/\/binavira.ir\/blog\/articles\/create-custom-chatbot-with-rag\/","title":{"rendered":"\u0622\u0645\u0648\u0632\u0634 \u0633\u0627\u062e\u062a \u0686\u062a \u0628\u0627\u062a \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0627 RAG"},"content":{"rendered":"<p>\u0686\u062a \u0628\u0627\u062a \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0645\u0631\u0648\u0632\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u0627\u0646\u06a9\u0627\u0631 \u0648 \u0636\u0631\u0648\u0631\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<br \/>\n\u0627\u06cc\u0646 \u0686\u062a \u0628\u0627\u062a \u0647\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0642\u062f\u0631\u062a \u0641\u0647\u0645\u060c \u062f\u0631\u06a9 \u0645\u0639\u0646\u0627\u06cc\u06cc\u060c \u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647 \u0628\u0648\u062f\u0646\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u0631\u0627\u062d\u062a \u0648 \u0647\u0645\u06cc\u0634\u06af\u06cc\u060c \u0645\u0642\u0627\u06cc\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u062e\u062f\u0645\u0627\u062a \u062f\u0631 \u0647\u0631 \u0633\u0627\u0639\u062a \u0648 \u0628\u0647 \u0647\u0631 \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u0648 &#8230; \u0628\u0647 \u06af\u0632\u06cc\u0646\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u0627\u0646 \u0648 \u0635\u0627\u062d\u0628\u0627\u0646 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631 \u0647\u0627\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062f\u0633\u062a\u06cc\u0627\u0631 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u0647 \u062e\u062f\u0645\u062a \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0647 \u062c\u0627\u0645\u0639\u0647 \u0647\u062f\u0641 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0648 \u062e\u062f\u0645\u062a \u06af\u06cc\u0631\u0627\u0646 \u06cc\u06a9 \u0633\u0627\u0632\u0645\u0627\u0646 \u06cc\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.<br \/>\n\u0686\u0627\u0644\u0634\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0686\u062a \u0628\u0627\u062a \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0639\u0645\u0648\u0645\u06cc \u062f\u0627\u0631\u0627 \u0645\u06cc \u0628\u0627\u0634\u0646\u062f \u062c\u0627\u0645\u0639\u06cc\u062a \u062f\u0627\u0646\u0634 \u0648 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u06a9\u0644\u06cc \u0648 \u0639\u0645\u0648\u0645\u06cc \u0645\u06cc \u0628\u0627\u0634\u062f.<br \/>\n\u062d\u0627\u0644 \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0686\u062a \u0628\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0645\u0627\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062d\u0648\u0632\u0647 \u0641\u0639\u0627\u0644\u06cc\u062a \u0634\u0645\u0627 \u0648 \u0633\u0627\u0632\u0645\u0627\u0646 \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u0648 \u0635\u0631\u0641\u0627 \u0628\u0647 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0633\u0648\u0627\u0644\u0627\u062a \u062f\u0631 \u0686\u0647\u0627\u0631\u0686\u0648\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc\u06a9\u0646\u06cc\u062f \u0628\u067e\u0631\u062f\u0627\u0632\u062f.<br \/>\n\u0627\u06cc\u0646 \u0646\u06cc\u0627\u0632 \u0632\u0645\u06cc\u0646\u0647 \u0633\u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u0645\u0639\u0645\u0627\u0631\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 \u0686\u062a \u0628\u0627\u062a \u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9 RAG (Retrieval-Augmented Generation) \u0645\u06cc \u0628\u0627\u0634\u062f.<br \/>\n\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0628\u06cc\u0646\u0627 \u0648\u06cc\u0631\u0627 <strong>\u0622\u0645\u0648\u0632\u0634 \u0633\u0627\u062e\u062a \u0686\u062a \u0628\u0627\u062a \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0627 RAG<\/strong> \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<h2>\u062a\u0639\u0631\u06cc\u0641 RAG<\/h2>\n<p>\u0631\u0648\u0634 RAG \u06cc\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u067e\u0627\u0633\u062e\u200c\u062f\u0647\u06cc \u062f\u0631 \u0686\u062a \u0628\u0627\u062a \u0647\u0627 \u0628\u0627 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u06cc\u0631\u0647 \u067e\u0627\u0633\u062e \u062f\u0647\u06cc \u0686\u062a \u0628\u0627\u062a \u0628\u0627 \u062f\u0627\u0646\u0634\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0622\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<br \/>\n\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0647 \u0686\u062a \u0628\u0627\u062a\u200c\u0647\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0628\u0647\u200c\u0637\u0648\u0631 \u0645\u0624\u062b\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f \u0648 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<br \/>\nRAG \u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u0686\u062a \u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<p><a class=\"custom-link\" href=\"https:\/\/binavira.ir\/chat\">\u0686\u062a \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a><\/p>\n<div class=\"vue-recycle-scroller__item-view\">\n<div class=\"chat-message-content\" data-index=\"7\">\n<div class=\"chat-index-message-wrapper-assistant collapsible-container non-inverted\">\n<div class=\"markdown-body\" role=\"textbox\" aria-readonly=\"true\">\n<h2 dir=\"auto\">\u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 RAG<\/h2>\n<p dir=\"auto\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 RAG (\u062a\u0648\u0644\u06cc\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc) \u062f\u0631 \u0633\u0627\u062e\u062a \u0686\u062a \u0628\u0627\u062a\u200c\u0647\u0627\u060c \u0645\u0632\u0627\u06cc\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062d\u0644 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627\u060c \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627 \u0648 \u0646\u0647\u0627\u062f\u0647\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u0648 \u0645\u0631\u062a\u0628\u0637<\/strong><\/h3>\n<p dir=\"auto\">\u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0632\u0631\u06af\u200c\u062a\u0631\u06cc\u0646 \u0645\u0632\u0627\u06cc\u0627\u06cc RAG\u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u0639\u062a\u0628\u0631 \u0648 \u0645\u0631\u062a\u0628\u0637\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0686\u062a \u0628\u0627\u062a \u0642\u0631\u0627\u0631 \u0645\u06cc\u062f\u0647\u06cc\u062f.<br \/>\n\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0647 \u0686\u062a \u0628\u0627\u062a\u200c\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u062a\u062e\u0635\u0635\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<br \/>\n\u0628\u0647\u200c\u062c\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u06cc\u0627 \u0646\u0627\u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0641\u0639\u0627\u0644\u06cc\u062a\u06cc \u0634\u0645\u0627\u060c RAG \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c \u0647\u0627\u06cc \u062f\u0627\u0646\u0634 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627 \u06cc\u0627 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062e\u0627\u0635\u06cc \u06a9\u0647 \u0634\u0645\u0627\u00a0 \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0628\u0647\u200c\u06a9\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f.<br \/>\n<strong>\u0645\u062b\u0627\u0644:<\/strong> \u0686\u062a \u0628\u0627\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 PDF \u0622\u0645\u0648\u0632\u0634\u06cc \u06cc\u0627 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0627\u06a9\u0633\u0644 \u06cc\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062f\u0627\u062e\u0644\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u062a\u0631\u06a9\u06cc\u0628 \u0642\u062f\u0631\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627<\/strong><\/h3>\n<p>RAG \u0628\u0647\u200c\u0637\u0648\u0631 \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u062f\u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a<\/li>\n<li>\u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628 \u0628\u0647 \u0686\u062a \u0628\u0627\u062a\u200c\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc\u06cc \u0646\u0647 \u062a\u0646\u0647\u0627 \u062f\u0642\u06cc\u0642\u060c \u0628\u0644\u06a9\u0647 \u0631\u0648\u0627\u0646 \u0648 \u0642\u0627\u0628\u0644 \u0641\u0647\u0645 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0642\u0627\u0628\u0644 \u0627\u0631\u0627\u0626\u0647 \u062f\u0631 \u0686\u0646\u062f \u0632\u0628\u0627\u0646 \u0645\u062e\u062a\u0644\u0641 \u0648 \u0628\u0627 \u0644\u062d\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<\/p>\n<p>\u0645\u062b\u0627\u0644: \u0627\u06af\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u06cc\u06a9 \u0645\u0648\u0636\u0648\u0639 \u062e\u0627\u0635 \u0628\u067e\u0631\u0633\u062f\u060c RAG \u0627\u0628\u062a\u062f\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u067e\u0627\u0633\u062e \u0642\u0627\u0628\u0644 \u0641\u0647\u0645 \u0648 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u06a9\u06cc\u0641\u06cc\u062a \u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong><\/h3>\n<p dir=\"auto\">\u0686\u062a \u0628\u0627\u062a\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 RAG \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062a\u062c\u0631\u0628\u0647\u200c\u0627\u06cc \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647 \u0648 \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0627\u0641\u0632\u0627\u06cc\u0634 \u0631\u0636\u0627\u06cc\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<br \/>\n<strong>\u0645\u062b\u0627\u0644:<\/strong> \u062f\u0631 \u06cc\u06a9 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a \u0641\u0631\u0648\u0634 \u0622\u0646\u0644\u0627\u06cc\u0646\u060c \u0686\u062a \u0628\u0627\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647\u200c\u062c\u0627\u06cc \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u062e\u0627\u0635 \u0627\u0632 \u06a9\u0627\u062a\u0627\u0644\u0648\u06af \u06cc\u0627 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627<\/strong><\/h3>\n<p dir=\"auto\">\u0631\u0648\u0634 RAG \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0645\u0646\u0627\u0628\u0639 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0632 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc PDF\u060c \u0627\u06a9\u0633\u0644\u060c \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u060c \u06cc\u0627 \u062d\u062a\u06cc \u0648\u0628\u200c\u0633\u0627\u06cc\u062a\u200c\u0647\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<br \/>\n<strong>\u0645\u062b\u0627\u0644:<\/strong> \u0686\u062a \u0628\u0627\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06cc\u06a9 \u062c\u0632\u0648\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0627\u06a9\u0633\u0644 \u0633\u0648\u0627\u0644 \u0648 \u062c\u0648\u0627\u0628 \u067e\u0627\u0633\u062e \u062f\u0647\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u06a9\u0627\u0647\u0634 \u062e\u0637\u0627 \u062f\u0631 \u067e\u0627\u0633\u062e\u200c\u062f\u0647\u06cc<\/strong><\/h3>\n<p dir=\"auto\">\u0628\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u0639\u062a\u0628\u0631\u060c \u0627\u062d\u062a\u0645\u0627\u0644 \u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u06cc\u0627 \u0646\u0627\u0645\u0631\u062a\u0628\u0637 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0631 \u0686\u062a \u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0686\u062a \u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u067e\u0632\u0634\u06a9\u06cc \u06cc\u0627 \u062d\u0642\u0648\u0642\u06cc\u060c \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a.<br \/>\n<strong>\u0645\u062b\u0627\u0644:<\/strong> \u0686\u062a \u0628\u0627\u062a \u067e\u0632\u0634\u06a9\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0639\u0644\u0645\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u062f \u0648 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u0645\u0639\u062a\u0628\u0631 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af<\/strong><\/h3>\n<p>RAG \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u062e\u0627\u0631\u062c\u06cc \u0648 \u062a\u0631\u06a9\u06cc\u0628 \u0622\u0646\u200c\u0647\u0627 \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646\u060c \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u06cc \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0628\u0647 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u062e\u062f\u0645\u0627\u062a \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<h2 dir=\"auto\">\u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u062f\u0631 RAG<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0631\u0648\u0634 RAG \u0648 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0686\u0646\u062f \u0645\u0641\u0647\u0648\u0645 \u067e\u0627\u06cc\u0647 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u0645.<br \/>\n\u0627\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u0628\u0641\u0647\u0645\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0686\u062a \u0628\u0627\u062a\u200c\u0647\u0627 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u0645\u0631\u062a\u0628\u0637 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u0648\u06a9\u062a\u0648\u0631 (Vector)<\/strong><\/h3>\n<p dir=\"auto\">\u0648\u06a9\u062a\u0648\u0631 \u062f\u0631 \u0639\u0644\u0648\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u0627\u0637\u0644\u0627\u0642 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647\u060c \u0648\u06a9\u062a\u0648\u0631 \u06cc\u06a9 \u0631\u0648\u0634 \u0631\u06cc\u0627\u0636\u06cc \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 (\u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0646\u060c \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u0635\u0648\u062a) \u0628\u0647 \u0635\u0648\u0631\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f.<\/p>\n<h3>\u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647\u200c\u0634\u062f\u0647 (Embedding)<\/h3>\n<p>Embedding \u0628\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc (\u06cc\u0627 \u0647\u0631 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u062f\u06cc\u06af\u0631) \u0628\u0647 \u0648\u06a9\u062a\u0648\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f. \u062f\u0631 NLP\u060c \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u062a\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 \u0639\u062f\u062f\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645\u060c \u0628\u0647\u200c\u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0645\u0639\u0646\u0627 \u0648 \u0627\u0631\u062a\u0628\u0627\u0637 \u06a9\u0644\u0645\u0627\u062a \u062d\u0641\u0638 \u0634\u0648\u062f.<\/p>\n<p>\u0645\u062b\u0627\u0644: \u06a9\u0644\u0645\u0627\u062a \u201c\u06af\u0631\u0628\u0647\u201d \u0648 \u201c\u062d\u06cc\u0648\u0627\u0646\u201d \u062f\u0631 \u0641\u0636\u0627\u06cc \u0648\u06a9\u062a\u0648\u0631\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0647\u0645 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0627\u0634\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u0631\u062a\u0628\u0637 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u0641\u0636\u0627\u06cc \u0648\u06a9\u062a\u0648\u0631\u06cc (Vector Space)<\/strong><\/h3>\n<p dir=\"auto\">\u0641\u0636\u0627\u06cc \u0648\u06a9\u062a\u0648\u0631\u06cc \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0686\u0646\u062f\u0628\u0639\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0648\u06a9\u062a\u0648\u0631\u0647\u0627 \u062f\u0631 \u0622\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f.<br \/>\n\u0647\u0631 \u0648\u06a9\u062a\u0648\u0631 \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0641\u0636\u0627 \u0627\u0633\u062a \u0648 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0648\u06a9\u062a\u0648\u0631\u0647\u0627 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0634\u0628\u0627\u0647\u062a \u06cc\u0627 \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627\u0633\u062a. \u062f\u0631 RAG\u060c \u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a (Retrieval)<\/strong><\/h3>\n<p dir=\"auto\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u0633\u06cc\u0633\u062a\u0645 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0627\u0632 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u0645\u0646\u0628\u0639 \u062e\u0627\u0635 \u0645\u06cc\u200c\u06af\u0631\u062f\u062f.<br \/>\n\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0637\u0628\u06cc\u0642 \u0648\u06a9\u062a\u0648\u0631\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f\u061b \u06cc\u0639\u0646\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0648\u06a9\u062a\u0648\u0631\u0647\u0627 (\u06cc\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627) \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0634\u0628\u0627\u0647\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 (Generation)<\/strong><\/h3>\n<p dir=\"auto\">\u067e\u0633 \u0627\u0632 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0633\u06cc\u0633\u062a\u0645 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 (\u0645\u0627\u0646\u0646\u062f GPT \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u067e\u0627\u0633\u062e \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u200c\u0634\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f.<br \/>\n\u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u200c\u0634\u062f\u0647 \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u062f\u0644 \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u0631\u0648\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<h2 dir=\"auto\">\u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0645\u0633\u06cc\u0631 RAG<\/h2>\n<p dir=\"auto\">\u062d\u0627\u0644\u0627 \u06a9\u0647 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u0645\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0633\u06cc\u0631 \u06a9\u0644\u06cc \u0631\u0648\u0634 RAG \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0647\u06cc\u0645.<br \/>\nRAG \u06cc\u06a9 \u0631\u0648\u0634 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0627\u0635\u0644\u06cc <strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a<\/strong> \u0648 <strong>\u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646<\/strong> \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647\u060c \u0645\u0631\u0627\u062d\u0644 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0641\u0631\u0622\u06cc\u0646\u062f RAG \u0631\u0627 \u0634\u0631\u062d \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645:<\/p>\n<h3 dir=\"auto\"><strong>\u062f\u0631\u06cc\u0627\u0641\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631<\/strong><\/h3>\n<p dir=\"auto\">\u0627\u0628\u062a\u062f\u0627 \u06a9\u0627\u0631\u0628\u0631 \u06cc\u06a9 \u0633\u0648\u0627\u0644 \u06cc\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0631\u0627 \u0645\u0637\u0631\u062d \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0633\u0627\u062f\u0647 \u06cc\u0627 \u06cc\u06a9 \u0633\u0648\u0627\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627\u0634\u062f.<br \/>\n<strong>\u0645\u062b\u0627\u0644:<\/strong> \u06a9\u0627\u0631\u0628\u0631 \u0645\u06cc\u200c\u067e\u0631\u0633\u062f: \u201c\u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u06af\u0631\u0628\u0647 \u0648 \u0633\u06af \u0686\u06cc\u0633\u062a\u061f\u201d<\/p>\n<h3 dir=\"auto\"><strong>\u062a\u0628\u062f\u06cc\u0644 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0647 \u0648\u06a9\u062a\u0648\u0631<\/strong><\/h3>\n<p dir=\"auto\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Embedding (\u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc BERT\u060c Sentence Transformers \u06cc\u0627 OpenAI Embeddings) \u0628\u0647 \u06cc\u06a9 \u0648\u06a9\u062a\u0648\u0631 \u0639\u062f\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0648\u06a9\u062a\u0648\u0631 \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u0645\u0639\u0646\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a.<\/p>\n<h3 dir=\"auto\"><strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u0648\u06a9\u062a\u0648\u0631\u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647<\/strong><\/h3>\n<p dir=\"auto\">\u0633\u06cc\u0633\u062a\u0645 \u0648\u06a9\u062a\u0648\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0627 \u0648\u06a9\u062a\u0648\u0631\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f. \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0634\u0627\u0645\u0644 \u0648\u06a9\u062a\u0648\u0631\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647\u200c\u0634\u062f\u0647 \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062e\u062a\u0644\u0641 (\u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0646\u200c\u0647\u0627\u06cc PDF\u060c \u0627\u06a9\u0633\u0644\u060c \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0645\u0646\u0627\u0628\u0639) \u0627\u0633\u062a.<br \/>\n<strong>\u0645\u062b\u0627\u0644:<\/strong> \u0627\u06af\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u062d\u06cc\u0648\u0627\u0646\u0627\u062a \u0628\u0627\u0634\u062f\u060c \u0633\u06cc\u0633\u062a\u0645 \u0645\u062a\u0646\u200c\u0647\u0627\u06cc\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u06af\u0631\u0628\u0647 \u0648 \u0633\u06af \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637<\/strong><\/h3>\n<p dir=\"auto\">\u067e\u0633 \u0627\u0632 \u062a\u0637\u0628\u06cc\u0642 \u0648\u06a9\u062a\u0648\u0631\u0647\u0627\u060c \u0633\u06cc\u0633\u062a\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 (\u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0646\u200c\u0647\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647 \u06cc\u0627 \u0628\u0644\u0646\u062f) \u0631\u0627 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0647 \u062c\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc\u060c \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u062a\u0628\u0631 \u0648 \u062e\u0627\u0635 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f.<br \/>\n<strong>\u0645\u062b\u0627\u0644:<\/strong> \u0645\u062a\u0646\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u200c\u0634\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0634\u0627\u0645\u0644 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06af\u0631\u0628\u0647 \u0648 \u0633\u06af \u0628\u0627\u0634\u0646\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u062a\u0631\u06a9\u06cc\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u200c\u0634\u062f\u0647<\/strong><\/h3>\n<p dir=\"auto\">\u0633\u06cc\u0633\u062a\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u200c\u0634\u062f\u0647 \u0631\u0627 \u0628\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0632\u0645\u06cc\u0646\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e \u0645\u0646\u0627\u0633\u0628 \u0641\u0631\u0627\u0647\u0645 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0628\u0627\u0634\u062f.<\/p>\n<h3 dir=\"auto\"><strong>\u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc<\/strong><\/h3>\n<p dir=\"auto\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u0645\u062f\u0644 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 (\u0645\u0627\u0646\u0646\u062f GPT) \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u200c\u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0637\u0628\u06cc\u0639\u06cc\u060c \u0631\u0648\u0627\u0646 \u0648 \u0642\u0627\u0628\u0644 \u0641\u0647\u0645 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u062f\u0644 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0645 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062c\u0645\u0644\u0627\u062a \u0645\u0646\u0633\u062c\u0645 \u0648 \u0645\u0641\u06cc\u062f \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<br \/>\n<strong>\u0645\u062b\u0627\u0644:<\/strong> \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0628\u0627\u0634\u062f: \u201c\u06af\u0631\u0628\u0647\u200c\u0647\u0627 \u062d\u06cc\u0648\u0627\u0646\u0627\u062a \u0645\u0633\u062a\u0642\u0644\u200c\u062a\u0631\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0631\u0641\u062a\u0627\u0631 \u0622\u0631\u0627\u0645\u200c\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0633\u06af\u200c\u0647\u0627 \u0627\u062c\u062a\u0645\u0627\u0639\u06cc\u200c\u062a\u0631\u0646\u062f \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u0648\u062c\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f.\u201d<\/p>\n<h3 dir=\"auto\"><strong>\u0627\u0631\u0627\u0626\u0647 \u067e\u0627\u0633\u062e \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631<\/strong><\/h3>\n<p dir=\"auto\">\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u067e\u0627\u0633\u062e \u062a\u0648\u0644\u06cc\u062f\u0634\u062f\u0647 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u067e\u0627\u0633\u062e \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0642\u06cc\u0642\u060c \u0645\u0631\u062a\u0628\u0637 \u0648 \u0628\u0647\u200c\u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0646\u062f.<\/p>\n<p dir=\"auto\"><img fetchpriority=\"high\" decoding=\"async\" class=\" wp-image-2401 aligncenter\" src=\"https:\/\/binavira.ir\/blog\/wp-content\/uploads\/2025\/03\/rag-image-300x180.jpg\" alt=\"\u0686\u062a \u0628\u0627\u062a \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0627 rag\" width=\"543\" height=\"326\" srcset=\"https:\/\/binavira.ir\/blog\/wp-content\/uploads\/2025\/03\/rag-image-300x180.jpg 300w, https:\/\/binavira.ir\/blog\/wp-content\/uploads\/2025\/03\/rag-image-768x461.jpg 768w, https:\/\/binavira.ir\/blog\/wp-content\/uploads\/2025\/03\/rag-image.jpg 1000w\" sizes=\"(max-width: 543px) 100vw, 543px\" \/><\/p>\n<h2 dir=\"auto\">\u0622\u0645\u0648\u0632\u0634 \u0633\u0627\u062e\u062a \u0686\u062a \u0628\u0627\u062a \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0627 RAG<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0645\u0627 \u0628\u0647 \u0686\u0646\u062f \u0634\u06cc\u0648\u0647 \u0645\u06cc\u062a\u0648\u0627\u0646\u06cc\u0645 \u0639\u0645\u0644 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0647\u0645\u06af\u06cc \u062f\u0631 \u0686\u0647\u0627\u0631\u0686\u0648\u0628 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u0634\u0648\u0646\u062f.<br \/>\n\u062a\u0635\u0645\u06cc\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0646\u06cc\u0627\u0632 \u0645\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc\u0634\u0648\u062f.<\/p>\n<h3>\u0633\u0627\u062e\u062a \u0686\u062a \u0628\u0627\u062a \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0627 pdf<\/h3>\n<p>\u0627\u06af\u0631 \u0646\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u062f\u0627\u0646\u0634\u0646\u0627\u0645\u0647 \u06a9\u0644\u06cc \u0648 \u06a9\u062a\u0627\u0628 \u06af\u0648\u0646\u0647 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062f\u0627\u0631\u06cc\u062f \u06a9\u0647 \u0633\u0648\u0627\u0644 \u06a9\u0627\u0631\u0628\u0631 \u0645\u06cc\u062a\u0648\u0627\u0646\u062f \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628 \u0628\u0627\u0634\u062f \u0631\u0627\u0647 \u062d\u0644 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 RAG \u0628\u0631\u0627\u06cc \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc pdf \u0645\u06cc \u0628\u0627\u0634\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u06a9\u0647 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 pdf \u0631\u0627 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0647\u0627\u06cc Embedding \u0645\u0627\u0646\u0646\u062f text-embedding-3-large \u0628\u0647 \u0648\u06a9\u062a\u0648\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u0647\u0627\u06cc \u0648\u06a9\u062a\u0648\u0631\u06cc \u0645\u0627\u0646\u0646\u062f <strong>FAISS <\/strong>\u0648 \u06cc\u0627 <strong>Chroma\u00a0<\/strong>\u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u06a9\u0646\u062f.<br \/>\n\u062f\u0631 \u06af\u0627\u0645 \u0628\u0639\u062f\u06cc \u0633\u0648\u0627\u0644 \u06a9\u0627\u0631\u0628\u0631 \u0647\u0645 \u0628\u0647 \u0648\u06a9\u062a\u0648\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0648 \u0628\u0627 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0648 \u0634\u0628\u0627\u0647\u062a \u0633\u0646\u062c\u06cc \u0645\u06cc\u0634\u0648\u062f.<br \/>\n\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0628\u062e\u0634\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0634\u0628\u0627\u0647\u062a \u0631\u0627 \u062f\u0627\u0634\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u0645\u062f\u0644 llm \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0633\u0648\u0627\u0644 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 \u0648 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0646\u0645\u0648\u0646\u0647 \u06a9\u062f \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 RAG \u0628\u0631\u0627\u06cc \u0641\u0627\u06cc\u0644 pdf \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0645\u06cc\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9 \u0632\u06cc\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><a href=\"https:\/\/github.com\/alibinabaji\/rag-pdf\/blob\/main\/pdf.py\">https:\/\/github.com\/alibinabaji\/rag-pdf\/blob\/main\/pdf.py<\/a><\/p>\n<h3>\u0633\u0627\u062e\u062a \u0686\u062a \u0628\u0627\u062a \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0627 excel<\/h3>\n<p>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u062f\u0648\u0645 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0647\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f FAQ \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0686\u062a \u0628\u0627\u062a \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062f\u0627\u0631\u06cc\u062f.<br \/>\n\u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a \u06a9\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0648 \u067e\u0627\u0633\u062e \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0627\u06a9\u0633\u0644 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u06a9\u0646\u06cc\u062f.<br \/>\n\u0635\u0631\u0641\u0627 \u0633\u0648\u0627\u0644\u0627\u062a \u0631\u0627 \u0631\u0627 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0647\u0627\u06cc Embeddings \u0645\u0627\u0646\u0646\u062f text-embedding-3-large \u0628\u0647 \u0648\u06a9\u062a\u0648\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u0647\u0627\u06cc \u0648\u06a9\u062a\u0648\u0631\u06cc \u0645\u0627\u0646\u0646\u062f <strong>FAISS\u00a0 <\/strong>\u0648 \u06cc\u0627 <strong>Chroma\u00a0<\/strong>\u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0633\u067e\u0633 \u0633\u0648\u0627\u0644\u0627 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0628\u0647 \u0648\u06a9\u062a\u0648\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0645\u0634\u0627\u0628\u0647 \u0631\u0648\u0634 PDF \u0634\u0628\u0627\u0647\u062a \u0633\u0646\u062c\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u067e\u0627\u0633\u062e \u0633\u0648\u0627\u0644\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0634\u0628\u0627\u0647\u062a \u0631\u0627 \u062f\u0627\u0634\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0631\u0633\u0627\u0644 \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/p>\n<p>\u0646\u0645\u0648\u0646\u0647 \u06a9\u062f \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 RAG \u0628\u0631\u0627\u06cc \u0641\u0627\u06cc\u0644 excel \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0645\u06cc\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9 \u0632\u06cc\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><a href=\"https:\/\/github.com\/alibinabaji\/rag-excel\/blob\/main\/excel.py\">https:\/\/github.com\/alibinabaji\/rag-excel\/blob\/main\/excel.py<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0686\u062a \u0628\u0627\u062a \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0645\u0631\u0648\u0632\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u0627\u0646\u06a9\u0627\u0631 \u0648 \u0636\u0631\u0648\u0631\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0686\u062a \u0628\u0627\u062a \u0647\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a\u06cc &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/binavira.ir\/blog\/articles\/create-custom-chatbot-with-rag\/\"> <span class=\"screen-reader-text\">\u0622\u0645\u0648\u0632\u0634 \u0633\u0627\u062e\u062a \u0686\u062a \u0628\u0627\u062a \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0627 RAG<\/span> \u0627\u062f\u0627\u0645\u0647 \u0645\u0637\u0644\u0628 \u00bb<\/a><\/p>\n","protected":false},"author":2,"featured_media":2403,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-2399","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ 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