{"id":76775,"date":"2024-09-15T02:34:04","date_gmt":"2024-09-14T23:04:04","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/"},"modified":"2024-09-15T02:34:04","modified_gmt":"2024-09-14T23:04:04","slug":"deploy-your-llm-on-aws-ec2-2ig3","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/","title":{"rendered":"LLM \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 AWS EC2 \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u062f"},"content":{"rendered":"<p>Summarize this content to 400 words in Persian Lang<br \/>\n            \u0622\u06cc\u0627 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u062e\u0648\u062f \u0647\u06cc\u062c\u0627\u0646 \u0632\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u06cc\u0646\u06a9\u0647 \u0644\u067e \u062a\u0627\u067e \u0634\u0645\u0627 \u0627\u0632 \u0639\u0647\u062f\u0647 \u0648\u0638\u0627\u06cc\u0641\u0634 \u0628\u0631 \u0646\u0645\u06cc \u0622\u06cc\u062f\u060c \u0628\u0647 \u062f\u06cc\u0648\u0627\u0631 \u0628\u0631\u062e\u0648\u0631\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f\u061f \u0645\u0646 \u062f\u0642\u06cc\u0642\u0627 \u0645\u06cc \u062f\u0627\u0646\u0645 \u06a9\u0647 \u0686\u0647 \u0627\u062d\u0633\u0627\u0633\u06cc \u062f\u0627\u0631\u062f. LLM \u0647\u0627 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u2013 \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0627\u06a9\u062b\u0631 \u0645\u0627 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0646\u062f\u0627\u0631\u06cc\u0645.<\/p>\n<p>\u0645\u0646 \u062e\u0648\u062f\u0645 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0628\u0631\u062e\u0648\u0631\u062f\u0645 \u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0633\u062a\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LLM \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062c\u0627\u0644\u0628 \u0628\u0633\u0627\u0632\u0645 \u06a9\u0647 \u062f\u0648\u0633\u062a\u0627\u0646\u0645 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f\u060c \u0627\u0645\u0627 \u0627\u06cc\u062f\u0647 \u062e\u0631\u06cc\u062f \u06cc\u06a9 GPU \u06af\u0631\u0627\u0646 \u0642\u06cc\u0645\u062a \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u06a9\u0631\u062f \u0622\u0646 \u0645\u0646\u062a\u0641\u06cc \u0628\u0648\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0645\u0646 \u0634\u0631\u0648\u0639 \u0628\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0631\u0627\u0647 \u062d\u0644 \u06a9\u0631\u062f\u0645. \u0622\u0646 \u0645\u0648\u0642\u0639 \u0628\u0648\u062f \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0627 AWS \u0628\u0631\u062e\u0648\u0631\u062f \u06a9\u0631\u062f\u0645.<\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 AWS \u06cc\u06a9 \u0646\u062c\u0627\u062a \u062f\u0647\u0646\u062f\u0647 \u0628\u0648\u062f. \u0645\u0646 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0633\u0631\u0645\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0631\u0648\u06cc \u0647\u06cc\u0686 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0641\u0627\u0646\u062a\u0632\u06cc \u0646\u062f\u0627\u0634\u062a\u0645. \u062f\u0631 \u0639\u0648\u0636\u060c AWS \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0622\u0646\u0686\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u062f. \u0627\u06a9\u0646\u0648\u0646\u060c \u0645\u0646 \u0633\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u062e\u062a\u0644\u0641 LLM \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0627\u0628\u0631\u06cc \u062f\u0627\u0631\u0645\u060c \u0648 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062e\u0631\u062c \u06a9\u0631\u062f\u0646 \u067e\u0648\u0644 \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0647\u06cc\u0632\u0627\u062a \u0646\u062f\u0627\u0631\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a\u060c \u0645\u0646 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u0646\u062d\u0648\u0647 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc LLM \u062e\u0648\u062f \u062f\u0631 \u0641\u0636\u0627\u06cc \u0627\u0628\u0631\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0645 \u0648 \u0646\u06a9\u0627\u062a\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0635\u0631\u0641\u0647\u200c\u062c\u0648\u06cc\u06cc \u062f\u0631 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u0645. \u0627\u06af\u0631 \u0645\u0646 \u0628\u062a\u0648\u0627\u0646\u0645 \u0622\u0646 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0645\u060c \u0634\u0645\u0627 \u0647\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f!<\/p>\n<p>  \u0634\u0631\u0648\u0639 \u0628\u0647 \u06a9\u0627\u0631<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 AWS\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 LLM \u0686\u06af\u0648\u0646\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u06a9\u062f\u0627\u0645 \u0646\u0645\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u0627 \u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0645\u0646 \u0627\u0632 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 RAG \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 LLM \u06a9\u0647 \u0628\u0627 Streamlit \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 LLama2-7B \u0627\u0632 Meta \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f.<\/p>\n<p>  1. \u062f\u0631\u06a9 \u0645\u0646\u0628\u0639 \u062f\u0631\u0633\u062a<\/p>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0631 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u062a\u0639\u062f\u0627\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u062f\u0627\u0631\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u062f\u0642\u062a \u0639\u062f\u062f\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f\u060c \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0628\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc GPU \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u06cc\u06a9 \u0642\u0627\u0646\u0648\u0646 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u062d\u0627\u0641\u0638\u0647 GPU \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u062f\u0631 \u0637\u0648\u0644 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0647\u0631 LLM \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p>\u062d\u0627\u0641\u0638\u0647 GPU (\u0628\u0631 \u062d\u0633\u0628 \u0628\u0627\u06cc\u062a) = \u062a\u0639\u062f\u0627\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u00d7 \u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u00f7 8 (\u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u0628\u0627\u06cc\u062a)<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 7 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u0645\u0645\u06cc\u0632 \u0634\u0646\u0627\u0648\u0631 32 \u0628\u06cc\u062a\u06cc:<\/p>\n<p>\u062d\u0627\u0641\u0638\u0647 GPU = 7,000,000,000 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u00d7 32 \u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u00f7 8 \u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u0628\u0627\u06cc\u062a\u062d\u0627\u0641\u0638\u0647 GPU = 28,000,000,000 \u0628\u0627\u06cc\u062a\u062d\u0627\u0641\u0638\u0647 GPU = 28 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0646\u06cc\u0627\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0631\u062f\u067e\u0627\u06cc \u062d\u0627\u0641\u0638\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 4 \u0628\u06cc\u062a\u06cc:<\/p>\n<p>\u062d\u0627\u0641\u0638\u0647 GPU = 7,000,000,000 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u00d7 4 \u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u00f7 8 \u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u0628\u0627\u06cc\u062a\u062d\u0627\u0641\u0638\u0647 GPU = 3,500,000,000 \u0628\u0627\u06cc\u062a\u062d\u0627\u0641\u0638\u0647 GPU = 3.5 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u06a9\u0645\u06cc \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644 \u0628\u0647 4 \u0628\u06cc\u062a\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 GPU \u0631\u0627 \u0628\u0647 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 3.5 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>  2. \u06a9\u062f\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645\u061f<\/p>\n<p>\u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc AWS \u0645\u0627\u0646\u0646\u062f g4\u060c g5\u060c p3 \u0648 p4 \u0622\u062e\u0631\u06cc\u0646 \u0646\u0633\u0644 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 GPU \u0647\u0633\u062a\u0646\u062f \u0648 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0631 Amazon EC2 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 (HPC) \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p>\u0646\u0648\u0639 \u0646\u0645\u0648\u0646\u0647<br \/>\n\u0646\u0648\u0639 GPU<br \/>\n\u062d\u0627\u0641\u0638\u0647 GPU (GB)<br \/>\nvCPU \u0647\u0627<br \/>\n\u0642\u06cc\u0645\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u06cc (\u062f\u0631 \u0633\u0627\u0639\u062a)<\/p>\n<p>g4dn.xlarge<br \/>\nNVIDIA T4<br \/>\n16<br \/>\n4<br \/>\n0.526 \u062f\u0644\u0627\u0631<\/p>\n<p>g5.xlarge<br \/>\nNVIDIA A10G<br \/>\n24<br \/>\n4<br \/>\n1.006 \u062f\u0644\u0627\u0631<\/p>\n<p>p3.2xlarge<br \/>\nNVIDIA V100<br \/>\n16<br \/>\n8<br \/>\n3.06 \u062f\u0644\u0627\u0631<\/p>\n<p>g4dn.12xlarge<br \/>\nNVIDIA T4<br \/>\n192<br \/>\n48<br \/>\n4.344 \u062f\u0644\u0627\u0631<\/p>\n<p>g5.8xlarge<br \/>\nNVIDIA A10G<br \/>\n96<br \/>\n32<br \/>\n8.288 \u062f\u0644\u0627\u0631<\/p>\n<p>p3.8xlarge<br \/>\nNVIDIA V100<br \/>\n64<br \/>\n32<br \/>\n12.24 \u062f\u0644\u0627\u0631<\/p>\n<p>p4d.24xlarge<br \/>\nNVIDIA A100<br \/>\n320<br \/>\n96<br \/>\n32.77 \u062f\u0644\u0627\u0631<\/p>\n<p>  \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<\/p>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u062a\u0645\u0627\u0645 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062e\u0648\u062f \u0622\u06af\u0627\u0647 \u0647\u0633\u062a\u06cc\u0645\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 LLM \u062f\u0631 AWS \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 1<\/p>\n<p>EC2 \u0631\u0627 \u062f\u0631 \u06a9\u0646\u0633\u0648\u0644 AWS \u062e\u0648\u062f \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u062f. \u0635\u0641\u062d\u0647 \u0645\u0634\u0627\u0628\u0647\u06cc \u0628\u0631\u0627\u06cc EC2 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f.<\/p>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 2<\/p>\n<p>\u0627\u0632 \u0646\u0648\u0627\u0631 \u06a9\u0646\u0627\u0631\u06cc \u0631\u0648\u06cc Instance \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0631\u0648\u06cc Launch Instance \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f<\/p>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 3<\/p>\n<p>\u0646\u0645\u0648\u0646\u0647 EC2 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0632\u06cc\u0631 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u062c\u062f\u06cc\u062f \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f. <\/p>\n<p>\u0646\u0627\u0645: \u0646\u0627\u0645 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627\u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u0634\u06cc\u0646 \u0622\u0645\u0627\u0632\u0648\u0646 (AMI): \u0627\u0648\u0628\u0648\u0646\u062a\u0648-\u062c\u062f\u06cc\u062f\u062a\u0631\u06cc\u0646\u0646\u0648\u0639 \u0646\u0645\u0648\u0646\u0647: g4dn.xlarge\u062c\u0641\u062a \u06a9\u0644\u06cc\u062f: \u06cc\u06a9 \u062c\u0641\u062a \u06a9\u0644\u06cc\u062f \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0634\u0628\u06a9\u0647: \u0627\u0632 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0628\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f &#8220;Allow HTTPS traffic from the internet&#8221; &#038; &#8220;Allow HTTP traffic from the internet&#8221;\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc: 16 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a<\/p>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 4 (\u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 Streamlit)<\/p>\n<p>\u0628\u0647 \u0646\u0645\u0648\u0646\u0647 \u062c\u062f\u06cc\u062f\u06cc \u06a9\u0647 \u0627\u062e\u06cc\u0631\u0627\u064b \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0628\u0631\u0648\u06cc\u062f \u0648 \u0686\u0646\u062f \u0646\u0642\u0634 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a\u0631\u06cc\u0645 \u0644\u06cc\u062a \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0631\u0648\u06cc \u067e\u0648\u0631\u062a \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f. 8501\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0642\u0627\u0646\u0648\u0646 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0631\u0648\u06cc \u00ab\u0648\u06cc\u0631\u0627\u06cc\u0634 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0648\u0631\u0648\u062f\u06cc\u00bb \u06a9\u0644\u06cc\u06a9 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0646\u0642\u0634 \u0633\u0641\u0627\u0631\u0634\u06cc TCP \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u067e\u0648\u0631\u062a \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 8501 \u0648 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0642\u0648\u0627\u0646\u06cc\u0646 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 5<\/p>\n<p>\u0628\u0647 \u0635\u0641\u062d\u0647 EC2 \u06a9\u0647 \u0627\u062e\u06cc\u0631\u0627\u064b \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0628\u0631\u0648\u06cc\u062f \u0648 \u0631\u0648\u06cc \u062f\u06a9\u0645\u0647 \u0627\u062a\u0635\u0627\u0644 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0646\u0645\u0648\u0646\u0647 \u0627\u062e\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0645\u062a\u0635\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 6<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062a\u0635\u0627\u0644\u060c \u062a\u0631\u0645\u06cc\u0646\u0627\u0644\u06cc \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0627\u06cc\u062f \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0633\u062a\u0648\u0631\u0627\u062a:<\/p>\n<p>sudo apt update<br \/>\nsudo apt-get update<br \/>\nsudo apt upgrade -y<br \/>\nsudo apt install git curl unzip tar make sudo vim wget -y<br \/>\nsudo apt install python3-pip<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 7<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u062f\u0627\u0646\u0644\u0648\u062f \u062a\u0645\u0627\u0645 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u060c \u0628\u0627\u06cc\u062f \u0628\u0627 GitHub \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a\u0631\u06cc\u0645 \u0644\u06cc\u062a \u062e\u0648\u062f \u0648 \u0627\u0644\u0632\u0627\u0645\u0627\u062a \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0645\u062e\u0632\u0646 GitHub \u06a9\u0644\u0648\u0646 \u06a9\u0646\u06cc\u062f (\u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f).<\/p>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062e\u0632\u0646 \u062e\u0648\u062f \u0631\u0627 \u06a9\u0644\u0648\u0646 \u06a9\u0646\u06cc\u062f:<\/p>\n<p>git clone &#8220;Your-repository&#8221;<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u06a9\u0644\u0648\u0646 \u0633\u0627\u0632\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0645\u062e\u0632\u0646 \u062e\u0648\u062f \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<p>cd &#8220;Your-repository&#8221;<\/p>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 8<\/p>\n<p>\u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u0645 \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 Streamlit \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0627\u06cc\u0632\u0648\u0644\u0647 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062f\u0631\u06af\u06cc\u0631\u06cc \u0628\u0627 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u0633\u06cc\u0633\u062a\u0645 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>sudo apt install python3-venv<br \/>\npython3 -m venv venv<br \/>\nsource venv\/bin\/activate<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0647\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 Streamlit \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f pip \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 requirements.txt \u062a\u0645\u0627\u0645\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062f\u0631 \u0622\u0646 \u0641\u0627\u06cc\u0644 \u0631\u0627 \u0641\u0627\u06cc\u0644 \u0648 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p>pip install -r requirements.txt<\/p>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 9<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0646\u0635\u0628 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0634\u062f\u060c \u0646\u0648\u0628\u062a \u0628\u0647 \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 LLM \u0645\u06cc \u0631\u0633\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<p>python3 -m streamlit run<br \/>\npython3 -m streamlit run app.py<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0631\u0648\u06cc \u067e\u06cc\u0648\u0646\u062f \u062e\u0627\u0631\u062c\u06cc \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a\u0631\u06cc\u0645 \u0644\u06cc\u062a \u0634\u0645\u0627 \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc \u0634\u0648\u062f. \u0648 \u0627\u06cc\u0646 \u067e\u06cc\u0648\u0646\u062f \u0639\u0645\u0648\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u062f\u0648\u0633\u062a\u0627\u0646 \u062e\u0648\u062f \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0644\u0630\u062a \u0628\u0628\u0631\u0646\u062f.<\/p>\n<p>\u0648\u0627\u06cc\u0644\u0627!!!<\/p>\n<p>\u062f\u0633\u062a\u0648\u0631 \u0628\u0627\u0644\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0634\u0645\u0627 \u0645\u062a\u0635\u0644 \u0634\u0648\u062f \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u067e\u0633 \u0627\u0632 \u0628\u0633\u062a\u0647 \u0634\u062f\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u06cc\u0632 \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0646\u062f. <\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a \u0642\u0637\u0639 \u0634\u062f\u0646 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0628\u0647 \u06a9\u0627\u0631 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0628\u0627\u06cc\u062f \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>nohup python3 -m streamlit run app.py<\/p>\n<p>\u0627\u06cc\u0646 nohup \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u062d\u062a\u06cc \u0627\u06af\u0631 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f \u06cc\u0627 \u062c\u0644\u0633\u0647 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0628\u062f\u0647\u06cc\u062f\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>  \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/p>\n<p>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 LLM \u0647\u0627 \u0646\u0628\u0627\u06cc\u062f \u062a\u0648\u0633\u0637 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0634\u0645\u0627 \u0645\u062d\u062f\u0648\u062f \u0634\u0648\u062f. AWS \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u0646\u0639\u0637\u0641 \u0648 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u062f\u0631\u062a LLM \u0647\u0627 \u0628\u062f\u0648\u0646 \u0633\u0631\u0645\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u06af\u0631\u0627\u0646 \u0642\u06cc\u0645\u062a \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0645\u0646\u0627\u0633\u0628 \u0648 \u0628\u0631\u062e\u06cc \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0627\u0646\u0646\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u06a9\u0631\u062f\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0627\u0628\u0631\u06cc \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0628\u0627 \u067e\u06cc\u0631\u0648\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0627\u06a9\u0646\u0648\u0646 \u0645\u062c\u0647\u0632 \u0628\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 LLM \u062e\u0648\u062f \u0647\u0633\u062a\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u062f\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0628\u0631\u06cc \u063a\u0648\u0637\u0647 \u0648\u0631 \u0634\u0648\u06cc\u062f\u060c \u0646\u0648\u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u062f\u0648\u0646 \u0632\u062d\u0645\u062a \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0648 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0628\u0647 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0628\u0631\u0633\u062f!<\/p>\n<p>  \u0645\u0631\u062c\u0639:<\/p>\n<p>https:\/\/aws.amazon.com\/ec2\/instance-types\/<br \/>\nhttps:\/\/docs.aws.amazon.com\/ec2\/index.html<br \/>\nhttps:\/\/docs.streamlit.io\/<\/p>\n<div data-article-id=\"2000999\" id=\"article-body\">\n<p>\u0622\u06cc\u0627 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u062e\u0648\u062f \u0647\u06cc\u062c\u0627\u0646 \u0632\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u06cc\u0646\u06a9\u0647 \u0644\u067e \u062a\u0627\u067e \u0634\u0645\u0627 \u0627\u0632 \u0639\u0647\u062f\u0647 \u0648\u0638\u0627\u06cc\u0641\u0634 \u0628\u0631 \u0646\u0645\u06cc \u0622\u06cc\u062f\u060c \u0628\u0647 \u062f\u06cc\u0648\u0627\u0631 \u0628\u0631\u062e\u0648\u0631\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f\u061f \u0645\u0646 \u062f\u0642\u06cc\u0642\u0627 \u0645\u06cc \u062f\u0627\u0646\u0645 \u06a9\u0647 \u0686\u0647 \u0627\u062d\u0633\u0627\u0633\u06cc \u062f\u0627\u0631\u062f. LLM \u0647\u0627 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u2013 \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0627\u06a9\u062b\u0631 \u0645\u0627 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0646\u062f\u0627\u0631\u06cc\u0645.<\/p>\n<p>\u0645\u0646 \u062e\u0648\u062f\u0645 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0628\u0631\u062e\u0648\u0631\u062f\u0645 \u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0633\u062a\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LLM \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062c\u0627\u0644\u0628 \u0628\u0633\u0627\u0632\u0645 \u06a9\u0647 \u062f\u0648\u0633\u062a\u0627\u0646\u0645 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f\u060c \u0627\u0645\u0627 \u0627\u06cc\u062f\u0647 \u062e\u0631\u06cc\u062f \u06cc\u06a9 GPU \u06af\u0631\u0627\u0646 \u0642\u06cc\u0645\u062a \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u06a9\u0631\u062f \u0622\u0646 \u0645\u0646\u062a\u0641\u06cc \u0628\u0648\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0645\u0646 \u0634\u0631\u0648\u0639 \u0628\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0631\u0627\u0647 \u062d\u0644 \u06a9\u0631\u062f\u0645. \u0622\u0646 \u0645\u0648\u0642\u0639 \u0628\u0648\u062f \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0627 AWS \u0628\u0631\u062e\u0648\u0631\u062f \u06a9\u0631\u062f\u0645.<\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 AWS \u06cc\u06a9 \u0646\u062c\u0627\u062a \u062f\u0647\u0646\u062f\u0647 \u0628\u0648\u062f. \u0645\u0646 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0633\u0631\u0645\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0631\u0648\u06cc \u0647\u06cc\u0686 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0641\u0627\u0646\u062a\u0632\u06cc \u0646\u062f\u0627\u0634\u062a\u0645. \u062f\u0631 \u0639\u0648\u0636\u060c AWS \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0622\u0646\u0686\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u062f. \u0627\u06a9\u0646\u0648\u0646\u060c \u0645\u0646 \u0633\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u062e\u062a\u0644\u0641 LLM \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0627\u0628\u0631\u06cc \u062f\u0627\u0631\u0645\u060c \u0648 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062e\u0631\u062c \u06a9\u0631\u062f\u0646 \u067e\u0648\u0644 \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0647\u06cc\u0632\u0627\u062a \u0646\u062f\u0627\u0631\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a\u060c \u0645\u0646 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u0646\u062d\u0648\u0647 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc LLM \u062e\u0648\u062f \u062f\u0631 \u0641\u0636\u0627\u06cc \u0627\u0628\u0631\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0645 \u0648 \u0646\u06a9\u0627\u062a\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0635\u0631\u0641\u0647\u200c\u062c\u0648\u06cc\u06cc \u062f\u0631 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u0645. \u0627\u06af\u0631 \u0645\u0646 \u0628\u062a\u0648\u0627\u0646\u0645 \u0622\u0646 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0645\u060c \u0634\u0645\u0627 \u0647\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f!<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D8%B4%D8%B1%D9%88%D8%B9_%D8%A8%D9%87_%DA%A9%D8%A7%D8%B1\" >\u0634\u0631\u0648\u0639 \u0628\u0647 \u06a9\u0627\u0631<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#1_%D8%AF%D8%B1%DA%A9_%D9%85%D9%86%D8%A8%D8%B9_%D8%AF%D8%B1%D8%B3%D8%AA\" >1. \u062f\u0631\u06a9 \u0645\u0646\u0628\u0639 \u062f\u0631\u0633\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#2_%DA%A9%D8%AF%D8%A7%D9%85_%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D9%87_%D8%B1%D8%A7_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%DA%A9%D9%86%DB%8C%D9%85%D8%9F\" >2. \u06a9\u062f\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645\u061f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D8%B1%D8%A7%D9%87%D9%86%D9%85%D8%A7%DB%8C_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85\" >\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_1\" >\u0645\u0631\u062d\u0644\u0647 &#8211; 1<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_2\" >\u0645\u0631\u062d\u0644\u0647 &#8211; 2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_3\" >\u0645\u0631\u062d\u0644\u0647 &#8211; 3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_4_%D9%81%D9%82%D8%B7_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_Streamlit\" >\u0645\u0631\u062d\u0644\u0647 &#8211; 4 (\u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 Streamlit)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_5\" >\u0645\u0631\u062d\u0644\u0647 &#8211; 5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_6\" >\u0645\u0631\u062d\u0644\u0647 &#8211; 6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_7\" >\u0645\u0631\u062d\u0644\u0647 &#8211; 7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_8\" >\u0645\u0631\u062d\u0644\u0647 &#8211; 8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_9\" >\u0645\u0631\u062d\u0644\u0647 &#8211; 9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\" >\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/deploy-your-llm-on-aws-ec2-2ig3\/#%D9%85%D8%B1%D8%AC%D8%B9\" >\u0645\u0631\u062c\u0639:<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B4%D8%B1%D9%88%D8%B9_%D8%A8%D9%87_%DA%A9%D8%A7%D8%B1\"><\/span>\n<p>  \u0634\u0631\u0648\u0639 \u0628\u0647 \u06a9\u0627\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 AWS\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 LLM \u0686\u06af\u0648\u0646\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u06a9\u062f\u0627\u0645 \u0646\u0645\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u0627 \u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0645\u0646 \u0627\u0632 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 RAG \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 LLM \u06a9\u0647 \u0628\u0627 Streamlit \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 LLama2-7B \u0627\u0632 Meta \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%AF%D8%B1%DA%A9_%D9%85%D9%86%D8%A8%D8%B9_%D8%AF%D8%B1%D8%B3%D8%AA\"><\/span>\n<p>  1. \u062f\u0631\u06a9 \u0645\u0646\u0628\u0639 \u062f\u0631\u0633\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0631 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u062a\u0639\u062f\u0627\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u062f\u0627\u0631\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u062f\u0642\u062a \u0639\u062f\u062f\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f\u060c \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0628\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc GPU \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u06cc\u06a9 \u0642\u0627\u0646\u0648\u0646 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u062d\u0627\u0641\u0638\u0647 GPU \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u062f\u0631 \u0637\u0648\u0644 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0647\u0631 LLM \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<blockquote>\n<p>\u062d\u0627\u0641\u0638\u0647 GPU (\u0628\u0631 \u062d\u0633\u0628 \u0628\u0627\u06cc\u062a) = \u062a\u0639\u062f\u0627\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u00d7 \u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u00f7 8 (\u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u0628\u0627\u06cc\u062a)<\/p>\n<\/blockquote>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 7 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u0645\u0645\u06cc\u0632 \u0634\u0646\u0627\u0648\u0631 32 \u0628\u06cc\u062a\u06cc:<\/p>\n<p><strong>\u062d\u0627\u0641\u0638\u0647 GPU<\/strong> = 7,000,000,000 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u00d7 32 \u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u00f7 8 \u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u0628\u0627\u06cc\u062a<br \/><strong>\u062d\u0627\u0641\u0638\u0647 GPU<\/strong> = 28,000,000,000 \u0628\u0627\u06cc\u062a<br \/><strong>\u062d\u0627\u0641\u0638\u0647 GPU<\/strong> = 28 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0646\u06cc\u0627\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0631\u062f\u067e\u0627\u06cc \u062d\u0627\u0641\u0638\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 4 \u0628\u06cc\u062a\u06cc:<\/p>\n<p><strong>\u062d\u0627\u0641\u0638\u0647 GPU<\/strong> = 7,000,000,000 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u00d7 4 \u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u00f7 8 \u0628\u06cc\u062a \u062f\u0631 \u0647\u0631 \u0628\u0627\u06cc\u062a<br \/><strong>\u062d\u0627\u0641\u0638\u0647 GPU<\/strong> = 3,500,000,000 \u0628\u0627\u06cc\u062a<br \/><strong>\u062d\u0627\u0641\u0638\u0647 GPU<\/strong> = 3.5 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a<\/p>\n<p><strong>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u06a9\u0645\u06cc \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644 \u0628\u0647 4 \u0628\u06cc\u062a\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 GPU \u0631\u0627 \u0628\u0647 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 3.5 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/strong><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%AF%D8%A7%D9%85_%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D9%87_%D8%B1%D8%A7_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%DA%A9%D9%86%DB%8C%D9%85%D8%9F\"><\/span>\n<p>  2. \u06a9\u062f\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc AWS \u0645\u0627\u0646\u0646\u062f g4\u060c g5\u060c p3 \u0648 p4 \u0622\u062e\u0631\u06cc\u0646 \u0646\u0633\u0644 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 GPU \u0647\u0633\u062a\u0646\u062f \u0648 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0631 Amazon EC2 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 (HPC) \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<div class=\"table-wrapper-paragraph\">\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 \u0646\u0645\u0648\u0646\u0647<\/th>\n<th>\u0646\u0648\u0639 GPU<\/th>\n<th>\u062d\u0627\u0641\u0638\u0647 GPU (GB)<\/th>\n<th>vCPU \u0647\u0627<\/th>\n<th>\u0642\u06cc\u0645\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u06cc (\u062f\u0631 \u0633\u0627\u0639\u062a)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>g4dn.xlarge<\/td>\n<td>NVIDIA T4<\/td>\n<td>16<\/td>\n<td>4<\/td>\n<td>0.526 \u062f\u0644\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>g5.xlarge<\/td>\n<td>NVIDIA A10G<\/td>\n<td>24<\/td>\n<td>4<\/td>\n<td>1.006 \u062f\u0644\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>p3.2xlarge<\/td>\n<td>NVIDIA V100<\/td>\n<td>16<\/td>\n<td>8<\/td>\n<td>3.06 \u062f\u0644\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>g4dn.12xlarge<\/td>\n<td>NVIDIA T4<\/td>\n<td>192<\/td>\n<td>48<\/td>\n<td>4.344 \u062f\u0644\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>g5.8xlarge<\/td>\n<td>NVIDIA A10G<\/td>\n<td>96<\/td>\n<td>32<\/td>\n<td>8.288 \u062f\u0644\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>p3.8xlarge<\/td>\n<td>NVIDIA V100<\/td>\n<td>64<\/td>\n<td>32<\/td>\n<td>12.24 \u062f\u0644\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>p4d.24xlarge<\/td>\n<td>NVIDIA A100<\/td>\n<td>320<\/td>\n<td>96<\/td>\n<td>32.77 \u062f\u0644\u0627\u0631<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B1%D8%A7%D9%87%D9%86%D9%85%D8%A7%DB%8C_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85\"><\/span>\n<p>  \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u062a\u0645\u0627\u0645 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062e\u0648\u062f \u0622\u06af\u0627\u0647 \u0647\u0633\u062a\u06cc\u0645\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 LLM \u062f\u0631 AWS \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_1\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 1<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>EC2 \u0631\u0627 \u062f\u0631 \u06a9\u0646\u0633\u0648\u0644 AWS \u062e\u0648\u062f \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u062f. \u0635\u0641\u062d\u0647 \u0645\u0634\u0627\u0628\u0647\u06cc \u0628\u0631\u0627\u06cc EC2 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f.<\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_2\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 2<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0632 \u0646\u0648\u0627\u0631 \u06a9\u0646\u0627\u0631\u06cc \u0631\u0648\u06cc Instance \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0631\u0648\u06cc Launch Instance \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4ayomkwurjfqqbimdyhh.png\" alt=\"\u0646\u0645\u0648\u0646\u0647 EC2\" loading=\"lazy\" width=\"800\" height=\"431\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_3\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 3<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0646\u0645\u0648\u0646\u0647 EC2 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0632\u06cc\u0631 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u062c\u062f\u06cc\u062f \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f. <\/p>\n<p><strong>\u0646\u0627\u0645:<\/strong> \u0646\u0627\u0645 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627<br \/><strong>\u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u0634\u06cc\u0646 \u0622\u0645\u0627\u0632\u0648\u0646 (AMI):<\/strong> \u0627\u0648\u0628\u0648\u0646\u062a\u0648-\u062c\u062f\u06cc\u062f\u062a\u0631\u06cc\u0646<br \/><strong>\u0646\u0648\u0639 \u0646\u0645\u0648\u0646\u0647:<\/strong> g4dn.xlarge<br \/><strong>\u062c\u0641\u062a \u06a9\u0644\u06cc\u062f:<\/strong> \u06cc\u06a9 \u062c\u0641\u062a \u06a9\u0644\u06cc\u062f \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<br \/><strong>\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0634\u0628\u06a9\u0647:<\/strong> \u0627\u0632 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0628\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>\"Allow HTTPS traffic from the internet\"<\/code> &#038; <code>\"Allow HTTP traffic from the internet\"<\/code><br \/><strong>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc:<\/strong> 16 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fum1u3idwz9ta7dvs2zll.png\" alt=\"\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc-EC2-1\" loading=\"lazy\" width=\"800\" height=\"935\" title=\"\"><br \/><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fs413llg1st1wwd6ibzac.png\" alt=\"\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc-EC2-2\" loading=\"lazy\" width=\"782\" height=\"1230\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_4_%D9%81%D9%82%D8%B7_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_Streamlit\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 4 (\u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 Streamlit)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0647 \u0646\u0645\u0648\u0646\u0647 \u062c\u062f\u06cc\u062f\u06cc \u06a9\u0647 \u0627\u062e\u06cc\u0631\u0627\u064b \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0628\u0631\u0648\u06cc\u062f \u0648 \u0686\u0646\u062f \u0646\u0642\u0634 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a\u0631\u06cc\u0645 \u0644\u06cc\u062a \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0631\u0648\u06cc \u067e\u0648\u0631\u062a \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f. <strong>8501<\/strong>\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0642\u0627\u0646\u0648\u0646 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmehlxft6i29ue6plgni9.png\" alt=\"\u062a\u063a\u06cc\u06cc\u0631 \u067e\u0648\u0631\u062a\" loading=\"lazy\" width=\"800\" height=\"429\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0631\u0648\u06cc \u00ab\u0648\u06cc\u0631\u0627\u06cc\u0634 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0648\u0631\u0648\u062f\u06cc\u00bb \u06a9\u0644\u06cc\u06a9 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0646\u0642\u0634 \u0633\u0641\u0627\u0631\u0634\u06cc TCP \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u067e\u0648\u0631\u062a \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <strong>8501<\/strong> \u0648 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0642\u0648\u0627\u0646\u06cc\u0646 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F7zvsm37sz2y2mw8km4r6.png\" alt=\"\u062a\u063a\u06cc\u06cc\u0631 \u067e\u0648\u0631\u062a 2\" loading=\"lazy\" width=\"800\" height=\"415\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_5\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 5<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0647 \u0635\u0641\u062d\u0647 EC2 \u06a9\u0647 \u0627\u062e\u06cc\u0631\u0627\u064b \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0628\u0631\u0648\u06cc\u062f \u0648 \u0631\u0648\u06cc \u062f\u06a9\u0645\u0647 \u0627\u062a\u0635\u0627\u0644 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0646\u0645\u0648\u0646\u0647 \u0627\u062e\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0645\u062a\u0635\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ft39sflxxjzxcogi9myda.png\" alt=\"EC2 Conf\" loading=\"lazy\" width=\"800\" height=\"475\" title=\"\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2h9ylz65udr3mpbt14l5.png\" alt=\"EC2 Conf\" loading=\"lazy\" width=\"800\" height=\"810\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_6\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 6<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062a\u0635\u0627\u0644\u060c \u062a\u0631\u0645\u06cc\u0646\u0627\u0644\u06cc \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0627\u06cc\u062f \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u062f\u0633\u062a\u0648\u0631\u0627\u062a:<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>sudo apt update\nsudo apt-get update\nsudo apt upgrade -y\nsudo apt install git curl unzip tar make sudo vim wget -y\nsudo apt install python3-pip\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F7ljv9fk9k4pcjjqi6wr7.png\" alt=\"\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\" loading=\"lazy\" width=\"800\" height=\"428\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_7\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 7<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0633 \u0627\u0632 \u062f\u0627\u0646\u0644\u0648\u062f \u062a\u0645\u0627\u0645 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u060c \u0628\u0627\u06cc\u062f \u0628\u0627 GitHub \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a\u0631\u06cc\u0645 \u0644\u06cc\u062a \u062e\u0648\u062f \u0648 \u0627\u0644\u0632\u0627\u0645\u0627\u062a \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0645\u062e\u0632\u0646 GitHub \u06a9\u0644\u0648\u0646 \u06a9\u0646\u06cc\u062f (\u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f).<\/p>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062e\u0632\u0646 \u062e\u0648\u062f \u0631\u0627 \u06a9\u0644\u0648\u0646 \u06a9\u0646\u06cc\u062f:<\/p>\n<p><code>git clone \"Your-repository\"<\/code><\/p>\n<p>\u067e\u0633 \u0627\u0632 \u06a9\u0644\u0648\u0646 \u0633\u0627\u0632\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0645\u062e\u0632\u0646 \u062e\u0648\u062f \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<p><code>cd \"Your-repository\"<\/code><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fwx39n32rc0xcuyur08f6.png\" alt=\"GitHub Repo Clone\" loading=\"lazy\" width=\"800\" height=\"320\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_8\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 8<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u0645 \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 Streamlit \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0627\u06cc\u0632\u0648\u0644\u0647 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062f\u0631\u06af\u06cc\u0631\u06cc \u0628\u0627 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u0633\u06cc\u0633\u062a\u0645 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>sudo apt install python3-venv\npython3 -m venv venv\nsource venv\/bin\/activate\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0647\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 Streamlit \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>pip<\/code> \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 <code>requirements.txt<\/code> \u062a\u0645\u0627\u0645\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062f\u0631 \u0622\u0646 \u0641\u0627\u06cc\u0644 \u0631\u0627 \u0641\u0627\u06cc\u0644 \u0648 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p><code>pip install -r requirements.txt<\/code><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhr2ugzfykjdpiw1xz6ot.png\" alt=\"\u0627\u0644\u0632\u0627\u0645\u0627\u062a\" loading=\"lazy\" width=\"800\" height=\"431\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%E2%80%93_9\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 &#8211; 9<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0646\u0635\u0628 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0634\u062f\u060c \u0646\u0648\u0628\u062a \u0628\u0647 \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 LLM \u0645\u06cc \u0631\u0633\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>python3 -m streamlit run <your-application-name>\npython3 -m streamlit run app.py\n<\/your-application-name><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0e5xgmkopm34w2ajb4ok.png\" alt=\"\u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 LLM\" loading=\"lazy\" width=\"800\" height=\"429\" title=\"\"><\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0631\u0648\u06cc \u067e\u06cc\u0648\u0646\u062f \u062e\u0627\u0631\u062c\u06cc \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0633\u062a\u0631\u06cc\u0645 \u0644\u06cc\u062a \u0634\u0645\u0627 \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc \u0634\u0648\u062f. \u0648 \u0627\u06cc\u0646 \u067e\u06cc\u0648\u0646\u062f \u0639\u0645\u0648\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u062f\u0648\u0633\u062a\u0627\u0646 \u062e\u0648\u062f \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0644\u0630\u062a \u0628\u0628\u0631\u0646\u062f.<\/p>\n<p><strong>\u0648\u0627\u06cc\u0644\u0627!!!<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fgj50m5to6hfx4dzcewl5.png\" alt=\"\u0628\u0631\u0646\u0627\u0645\u0647 Streamlit\" loading=\"lazy\" width=\"800\" height=\"679\" title=\"\"><\/p>\n<p>\u062f\u0633\u062a\u0648\u0631 \u0628\u0627\u0644\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0634\u0645\u0627 \u0645\u062a\u0635\u0644 \u0634\u0648\u062f \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u067e\u0633 \u0627\u0632 \u0628\u0633\u062a\u0647 \u0634\u062f\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u06cc\u0632 \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0646\u062f. <\/p>\n<blockquote>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a \u0642\u0637\u0639 \u0634\u062f\u0646 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0628\u0647 \u06a9\u0627\u0631 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0628\u0627\u06cc\u062f \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/blockquote>\n<p><code>nohup python3 -m streamlit run app.py<\/code><\/p>\n<p>\u0627\u06cc\u0646 <code>nohup<\/code> \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u062d\u062a\u06cc \u0627\u06af\u0631 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f \u06cc\u0627 \u062c\u0644\u0633\u0647 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0628\u062f\u0647\u06cc\u062f\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span>\n<p>  \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 LLM \u0647\u0627 \u0646\u0628\u0627\u06cc\u062f \u062a\u0648\u0633\u0637 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0634\u0645\u0627 \u0645\u062d\u062f\u0648\u062f \u0634\u0648\u062f. AWS \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u0646\u0639\u0637\u0641 \u0648 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u062f\u0631\u062a LLM \u0647\u0627 \u0628\u062f\u0648\u0646 \u0633\u0631\u0645\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u06af\u0631\u0627\u0646 \u0642\u06cc\u0645\u062a \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0645\u0646\u0627\u0633\u0628 \u0648 \u0628\u0631\u062e\u06cc \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0627\u0646\u0646\u062f \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u06a9\u0631\u062f\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0627\u0628\u0631\u06cc \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0628\u0627 \u067e\u06cc\u0631\u0648\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0627\u06a9\u0646\u0648\u0646 \u0645\u062c\u0647\u0632 \u0628\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 LLM \u062e\u0648\u062f \u0647\u0633\u062a\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u062f\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0628\u0631\u06cc \u063a\u0648\u0637\u0647 \u0648\u0631 \u0634\u0648\u06cc\u062f\u060c \u0646\u0648\u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u062f\u0648\u0646 \u0632\u062d\u0645\u062a \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0648 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0628\u0647 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0628\u0631\u0633\u062f!<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AC%D8%B9\"><\/span>\n<p>  \u0645\u0631\u062c\u0639:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>https:\/\/aws.amazon.com\/ec2\/instance-types\/<\/li>\n<li>https:\/\/docs.aws.amazon.com\/ec2\/index.html<\/li>\n<li>https:\/\/docs.streamlit.io\/<\/li>\n<\/ol><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Summarize this content to 400 words in Persian Lang \u0622\u06cc\u0627 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u062e\u0648\u062f \u0647\u06cc\u062c\u0627\u0646 \u0632\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u06cc\u0646\u06a9\u0647 \u0644\u067e \u062a\u0627\u067e \u0634\u0645\u0627 \u0627\u0632 \u0639\u0647\u062f\u0647 \u0648\u0638\u0627\u06cc\u0641\u0634 \u0628\u0631 \u0646\u0645\u06cc \u0622\u06cc\u062f\u060c \u0628\u0647 \u062f\u06cc\u0648\u0627\u0631 \u0628\u0631\u062e\u0648\u0631\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f\u061f \u0645\u0646 \u062f\u0642\u06cc\u0642\u0627 \u0645\u06cc \u062f\u0627\u0646\u0645 \u06a9\u0647 \u0686\u0647 \u0627\u062d\u0633\u0627\u0633\u06cc \u062f\u0627\u0631\u062f. LLM &hellip;<\/p>\n","protected":false},"author":2,"featured_media":76779,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-76775","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/76775","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=76775"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/76775\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/76779"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=76775"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=76775"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=76775"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}