- \n
- \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u062d\u0633\u0627\u0628 AWS \u0641\u0639\u0627\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0627\u06af\u0631 \u0646\u062f\u0627\u0631\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0648\u0628 \u0633\u0627\u06cc\u062a AWS \u062b\u0628\u062a \u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f.<\/li>\n
- \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0631\u0627\u0628\u0637 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 AWS (CLI) \u0631\u0627 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u062d\u0644\u06cc \u062e\u0648\u062f \u0646\u0635\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f\u060c \u0648 \u0628\u0627\u06cc\u062f \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u0627 \u0627\u0639\u062a\u0628\u0627\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0648 \u0645\u0646\u0637\u0642\u0647 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0628\u0627\u0634\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 aws configure \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n
- Docker Engine \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f. \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u0646\u0635\u0628 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u062e\u0627\u0635 \u062e\u0648\u062f \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n
\u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0628\u0633\u0627\u0632\u06cc\u0645\u061f<\/h2>\n
\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0645\u0634\u06a9\u0644\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0634\u0631\u06a9\u062a \u0647\u0627 \u0628\u0627 \u0622\u0646 \u0645\u0648\u0627\u062c\u0647 \u0647\u0633\u062a\u0646\u062f\u060c \u062a\u0642\u0644\u06cc\u062f \u06a9\u0646\u06cc\u0645. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u0646\u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u0646\u062f\u0627\u0631\u0646\u062f \u0648 \u0628\u0647 \u0634\u06a9\u0644 \u0631\u0648\u0646\u0648\u0634\u062a\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0648 \u062a\u0635\u0648\u06cc\u0631\u06cc\u060c \u0627\u0633\u0646\u0627\u062f PDF \u0648 Word\u060c \u06a9\u062a\u0627\u0628\u0686\u0647\u200c\u0647\u0627\u06cc \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u0627\u0633\u06a9\u0646\u200c\u0634\u062f\u0647\u060c \u0631\u0648\u0646\u0648\u0634\u062a\u200c\u0647\u0627\u06cc \u0631\u0633\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0647\u0633\u062a\u0646\u062f. \u0645\u0627 \u0627\u0632 \u0645\u062f\u0644 Flan-T5 XXL \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 LLM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062e\u0644\u0627\u0635\u0647 \u0648 \u067e\u0627\u0633\u062e \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0631\u0627 \u0627\u0632 \u0645\u062a\u0648\u0646 \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f. \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n
\n\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0627\u0635\u0648\u0644 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645<\/h2>\n\u0645\u0627 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0628\u0647 \u0646\u0627\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631\u0648\u0646 \u0645\u062a\u0646\u06cc \u0628\u0631\u0627\u06cc \u062a\u0632\u0631\u06cc\u0642 \u062f\u0627\u0645\u0646\u0647 \u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 “Context” \u062e\u0627\u0635 \u0645\u0648\u0631\u062f\u06cc \u0628\u0647 LLM \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f\u060c \u0645\u0627 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u0686\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc PDF \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u0632 \u06cc\u06a9 \u062e\u0648\u062f\u0631\u0648 \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u00abContext\u00bb \u0628\u0631\u0627\u06cc LLM \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 LLM \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u067e\u0627\u0633\u062e \u062f\u0647\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0627\u062f\u06af\u06cc! \u0647\u062f\u0641 \u0645\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 API \u0628\u06cc\u200c\u062f\u0631\u0646\u06af \u06a9\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0628\u0627\u0637\u0646 \u0645\u0627 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0631\u0628\u0627\u062a \u0686\u062a \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062a\u0639\u0628\u06cc\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0633\u062a\u060c \u0642\u062f\u0645\u06cc \u0641\u0631\u0627\u062a\u0631 \u0628\u06af\u0630\u0627\u0631\u06cc\u0645. \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u06a9\u0644 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u0645 \u0648 \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u0637\u0648\u0644 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645.<\/p>\n
- \n
- \u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631\u0648\u0646 \u0645\u062a\u0646\u06cc\u060c \u062c\u0630\u0628 \u0633\u0646\u062f PDF \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0622\u0646 \u0628\u0647 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc\u060c \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0647 \u0646\u0627\u0645 “\u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627” \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0630\u062e\u06cc\u0631\u0647 \u0627\u06cc\u0646 \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0633\u062a.<\/li>\n
- \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u00ab\u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u0627\u0647\u062a\u00bb \u0631\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/li>\n
- Amazon SageMaker JumpStart \u0642\u0627\u0644\u0628\u200c\u0647\u0627\u06cc \u0631\u0627\u0647\u200c\u062d\u0644 \u0627\u062c\u0631\u0627\u06cc\u06cc \u0628\u0627 \u06cc\u06a9 \u06a9\u0644\u06cc\u06a9 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0648 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u0627 \u0627\u0632 Amazon SageMaker JumpStart \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 Embedding \u0648 \u0645\u062f\u0644 Large Language \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/li>\n
- \u0622\u0645\u0627\u0632\u0648\u0646 OpenSearch \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u0646\u0642\u0627\u0637 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ol>\n
\u0646\u0645\u0648\u062f\u0627\u0631: \u062a\u0628\u062f\u06cc\u0644 \u0627\u0632 PDF \u0628\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc<\/h2>\n
\n\u0645\u0631\u062d\u0644\u0647 1\u200a-\u200a\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u062c\u0627\u0633\u0627\u0632\u06cc GPT-J 6B FP16 \u0628\u0627 Amazon SageMaker JumpStart<\/h2>\n\u0645\u0631\u0627\u062d\u0644 \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 Amazon SageMaker Documentation \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f – \u0628\u062e\u0634 JumpStart \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06af\u0631\u0647 Amazon SageMaker JumpStart \u0627\u0632 \u0645\u0646\u0648\u06cc \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc Amazon SageMaker \u0628\u0627\u0632 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u06af\u0632\u06cc\u0646\u0647 Models, notebooks, solutions \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u0648 \u0645\u062f\u0644 \u062c\u0627\u0633\u0627\u0632\u06cc GPT-J 6B Embedding FP16 \u0631\u0627 \u0645\u0637\u0627\u0628\u0642 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f. \u0633\u067e\u0633\u060c \u0631\u0648\u06cc ‘Deploy’ \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u0648 Amazon SageMaker JumpStart \u0627\u0632 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637 SageMaker \u0645\u0631\u0627\u0642\u0628\u062a \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n
\n
\n\u0645\u0631\u062d\u0644\u0647 2\u200a-\u200a\u0627\u0633\u062a\u0642\u0631\u0627\u0631 Flan T5 XXL LLM \u0628\u0627 Amazon SageMaker JumpStart<\/h2>\n\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u062f\u0631 Amazon SageMaker JumpStart\u060c Flan-T5 XXL LLM \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f\u060c \u0648 \u0633\u067e\u0633 \u0631\u0648\u06cc ‘Deploy’ \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0622\u063a\u0627\u0632 \u0634\u0648\u062f \u0648 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0645\u062f\u0644 \u062f\u0631 \u0645\u062d\u06cc\u0637 Amazon SageMaker \u0645\u0633\u062a\u0642\u0631 \u0634\u0648\u062f.<\/p>\n
\n\u0645\u0631\u062d\u0644\u0647 3\u200a-\u200a\u0648\u0636\u0639\u06cc\u062a \u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0645\u062f\u0644 \u0645\u0633\u062a\u0642\u0631 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f<\/h2>\n\u0645\u0627 \u0648\u0636\u0639\u06cc\u062a \u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0645\u062f\u0644 \u0645\u0633\u062a\u0642\u0631 \u0634\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0645\u0631\u062d\u0644\u0647 1 \u0648 \u0645\u0631\u062d\u0644\u0647 2 \u062f\u0631 \u06a9\u0646\u0633\u0648\u0644 \u0622\u0645\u0627\u0632\u0648\u0646 SageMaker \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0646\u0627\u0645 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0632\u06cc\u0631\u0627 \u0627\u0632 \u0622\u0646\u0647\u0627 \u062f\u0631 \u06a9\u062f \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u067e\u0633 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0645\u062f\u0644\u060c \u06a9\u0646\u0633\u0648\u0644 \u0645\u0646 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f.<\/p>\n
\n\u0645\u0631\u062d\u0644\u0647 4 – \u062e\u0648\u0634\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/h2>\nAmazon OpenSearch \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u062c\u0633\u062a\u062c\u0648 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 k-Nearest Neighbors (kNN) \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u0628\u0627\u0647\u062a \u0628\u0633\u06cc\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a \u0648 \u0628\u0647 \u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0627\u0632 OpenSearch \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u06a9\u0627\u0648\u0634 \u0628\u06cc\u0634\u062a\u0631 \u0648 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc Elasticsearch\/OpenSearch \u06a9\u0647 \u0627\u0632 \u0627\u0641\u0632\u0648\u0646\u0647 kNN \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0644\u0637\u0641\u0627\u064b \u0628\u0647 \u067e\u06cc\u0648\u0646\u062f \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f: k-NN Plugin Documentation.<\/p>\n
\u0645\u0627 \u0627\u0632 AWS CLI \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0641\u0627\u06cc\u0644 \u0642\u0627\u0644\u0628 AWS CloudFormation \u0627\u0632 \u0645\u06a9\u0627\u0646 GitHub
Infrastructure\/opensearch-vectordb.yaml<\/code> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u062f\u0633\u062a\u0648\u0631 awscloudformation create-stack<\/code> \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0634\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0642\u0628\u0644 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 \u0628\u0627\u06cc\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u062e\u0648\u062f \u0631\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646username<\/code> \u0648password<\/code> \u06a9\u0646\u06cc\u0645.<\/p>\n\naws cloudformation create-stack --stack-name opensearch-vectordb \\\r\n--template-body file:\/\/opensearch-vectordb.yaml \\\r\n--parameters ParameterKey=ClusterName,ParameterValue=opensearch-vectordb \\\r\nParameterKey=MasterUserName,ParameterValue=<username> \\\r\nParameterKey=MasterUserPassword,ParameterValue=<password> <\/code><\/pre>\n<\/div>\n\u0645\u0631\u062d\u0644\u0647 5 – \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062c\u0630\u0628 \u0648 \u062c\u0627\u0633\u0627\u0632\u06cc \u0633\u0646\u062f \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/h2>\n
\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u062c\u0630\u0628 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u06cc\u06a9 \u0633\u0646\u062f PDF \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u0633\u0637\u0644 \u0633\u0631\u0648\u06cc\u0633 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0633\u0627\u062f\u0647 \u0622\u0645\u0627\u0632\u0648\u0646 (S3) \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f\u060c \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0648\u0638\u0627\u06cc\u0641 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u062f:<\/p>\n
- \n
- \u0645\u062a\u0646 \u0631\u0627 \u0627\u0632 \u0633\u0646\u062f PDF \u062a\u06a9\u0647 \u062a\u06a9\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n
- \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc (\u0646\u0645\u0627\u06cc\u0634 \u0628\u0631\u062f\u0627\u0631\u06cc) \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n
- \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627 \u0631\u0627 \u062f\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ol>\n
\u0627\u0646\u062f\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 PDF \u062f\u0631 \u0633\u0637\u0644 S3 \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0622\u063a\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u06a9\u0627\u0631 AWS Fargate \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0648\u0638\u06cc\u0641\u0647 \u0648\u0638\u06cc\u0641\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc \u0648 \u062f\u0631\u062c \u0622\u0646\u0647\u0627 \u062f\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n
\u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u06cc<\/h5>\n
\u062f\u0631 \u0632\u06cc\u0631 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0627\u0646\u062a\u0642\u0627\u0644 \u0633\u0646\u062f \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0622\u0645\u0627\u0632\u0648\u0646 OpenSearch \u0627\u0633\u062a:<\/p>\n
\n\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u0641\u0627\u06cc\u0644<\/h5>\n\u0645\u0646\u0637\u0642 \u0627\u0635\u0644\u06cc \u062f\u0631 \u0641\u0627\u06cc\u0644
create-embeddings-save-in-vectordb\\startup_script.py<\/code> \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646\u060cstartup_script.py<\/code>\u060c \u0686\u0646\u062f\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0633\u0646\u0627\u062f\u060c \u062c\u0627\u0633\u0627\u0632\u06cc \u0645\u062a\u0646\u060c \u0648 \u062f\u0631\u062c \u062f\u0631 \u06cc\u06a9 \u062e\u0648\u0634\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f. \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0633\u0646\u062f PDF \u0631\u0627 \u0627\u0632 \u0633\u0637\u0644 \u0622\u0645\u0627\u0632\u0648\u0646 S3 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f\u060c \u0633\u067e\u0633 \u0633\u0646\u062f \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0634\u062f\u0647 \u0628\u0647 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u06a9\u0647\u060c \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0647 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0645\u062f\u0644 GPT-J 6B FP16 Embedding \u0645\u0633\u062a\u0642\u0631 \u062f\u0631 Amazon SageMaker (\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc TEXT_EMBEDDING_MODEL_ENDPOINT_NAME) \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u0648\u062f. \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u06cc\u06af\u0631 \u062f\u0631 \u0641\u0647\u0631\u0633\u062a \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0631\u0627 \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0633\u0627\u0632\u06af\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9\u0646\u0648\u0627\u062e\u062a \u062f\u0631 \u06cc\u06a9 \u0638\u0631\u0641 Docker \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\u062a\u0635\u0648\u06cc\u0631 Docker \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u0645\u0646\u062a\u0634\u0631 \u06a9\u0646\u06cc\u062f<\/h5>\n
\u067e\u0633 \u0627\u0632 \u062f\u0631\u06a9 \u06a9\u062f \u062f\u0631
startup_script.py<\/code>\u060c \u0645\u0627 \u0628\u0647 \u0633\u0627\u062e\u062a Dockerfile \u0627\u0632 \u067e\u0648\u0634\u0647create-embeddings-save-in-vectordb<\/code> \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 Amazon Elastic Container Registry (Amazon ECR) \u0645\u06cc \u0628\u0631\u06cc\u0645. Amazon Elastic Container Registry (Amazon ECR) \u06cc\u06a9 \u0631\u062c\u06cc\u0633\u062a\u0631\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0645\u0635\u0646\u0648\u0639\u0627\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u062f\u0631 \u0647\u0631 \u0645\u06a9\u0627\u0646\u06cc \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u0645. \u0645\u0627 \u0627\u0632 AWS CLI \u0648 Docker CLI \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0648 \u0627\u0646\u062a\u0642\u0627\u0644 \u062a\u0635\u0648\u06cc\u0631 Docker \u0628\u0647 Amazon ECR \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u062f\u0631 \u062a\u0645\u0627\u0645 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631\u060c <AWS Account Number> \u0631\u0627 \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u062d\u0633\u0627\u0628 \u0635\u062d\u06cc\u062d AWS \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n\u06cc\u06a9 \u0646\u0634\u0627\u0646\u0647 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u06a9\u0644\u0627\u06cc\u0646\u062a Docker \u0631\u0627 \u062f\u0631 \u0631\u062c\u06cc\u0633\u062a\u0631\u06cc \u062f\u0631 AWS CLI \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n
\naws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com <\/code><\/pre>\n<\/div>\n\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631\u060c \u062a\u0635\u0648\u06cc\u0631 Docker \u062e\u0648\u062f \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f.<\/p>\n
\ndocker build -t save-embedding-vectordb .\r\n<\/code><\/pre>\n<\/div>\n\u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0633\u0627\u062e\u062a\u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062a\u06af \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u062e\u0632\u0646 \u0641\u0634\u0627\u0631 \u062f\u0647\u06cc\u0645:<\/p>\n
\ndocker tag save-embedding-vectordb:latest <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/save-embedding-vectordb:latest\r\n<\/code><\/pre>\n<\/div>\n\u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u0634\u0627\u0631 \u062f\u0627\u062f\u0646 \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0645\u062e\u0632\u0646 \u062c\u062f\u06cc\u062f \u0622\u0645\u0627\u0632\u0648\u0646 ECR \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n
\ndocker push <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/save-embedding-vectordb:latest\r\n<\/code><\/pre>\n<\/div>\n\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 Docker \u062f\u0631 \u0645\u062e\u0632\u0646 \u0622\u0645\u0627\u0632\u0648\u0646 ECR \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0634\u0628\u06cc\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n
\n\u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u06cc \u0628\u0631\u0627\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062c\u0627\u0633\u0627\u0632\u06cc PDF \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f \u0628\u0633\u0627\u0632\u06cc\u062f<\/h5>\n\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0631\u0627\u0628\u0637 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 AWS (AWS CLI) \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0634\u062a\u0647 CloudFormation \u0628\u0631\u0627\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f \u0628\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0627\u0644\u06af\u0648\u06cc CloudFormation \u062f\u0631 \u0645\u062e\u0632\u0646 GitHub \u062f\u0631
Infrastructure\/fargate-embeddings-vectordb-save.yaml<\/code> \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u0628\u0627 \u0645\u062d\u06cc\u0637 AWS \u0628\u0627\u06cc\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0628\u06af\u06cc\u0631\u06cc\u0645.<\/p>\n\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u062f\u0631 \u062f\u0633\u062a\u0648\u0631
aws cloudformation create-stack<\/code> \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n- \n
- BucketName: \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0633\u0637\u0644 \u0622\u0645\u0627\u0632\u0648\u0646 S3 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0627\u0633\u0646\u0627\u062f PDF \u0631\u0627 \u0631\u0647\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n
- VpcId \u0648 SubnetId: \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0648\u0638\u06cc\u0641\u0647 Fargate \u062f\u0631 \u06a9\u062c\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n
- ImageName: \u0627\u06cc\u0646 \u0646\u0627\u0645 \u062a\u0635\u0648\u06cc\u0631 Docker \u062f\u0631 \u0631\u062c\u06cc\u0633\u062a\u0631\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0627\u0644\u0627\u0633\u062a\u06cc\u06a9 \u0622\u0645\u0627\u0632\u0648\u0646 (ECR) \u0628\u0631\u0627\u06cc save-embedding-vectordb \u0627\u0633\u062a.<\/li>\n
- TextEmbeddingModelEndpointName: \u0627\u0632 \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0646\u0627\u0645 \u0645\u062f\u0644 Embedding \u0645\u0633\u062a\u0642\u0631 \u062f\u0631 Amazon SageMaker \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 1 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n
- VectorDatabaseEndpoint: \u0622\u062f\u0631\u0633 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u062f\u0627\u0645\u0646\u0647 OpenSearch \u0622\u0645\u0627\u0632\u0648\u0646 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.<\/li>\n
- VectorDatabaseUsername \u0648 VectorDatabasePassword: \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062e\u0648\u0634\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 4 \u0647\u0633\u062a\u0646\u062f.<\/li>\n
- VectorDatabaseIndex: \u0646\u0627\u0645 \u0627\u06cc\u0646\u062f\u06a9\u0633 \u0631\u0627 \u062f\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u06a9\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0633\u0646\u062f PDF \u062f\u0631 \u0622\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n
\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0634\u062a\u0647 CloudFormation\u060c \u067e\u0633 \u0627\u0632 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 AWS CLI \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n
\naws cloudformation create-stack \\\r\n--stack-name ecs-embeddings-vectordb \\\r\n--template-body file:\/\/fargate-embeddings-vectordb-save.yaml \\\r\n--parameters \\\r\nParameterKey=BucketName,ParameterValue=car-manuals-12345 \\\r\nParameterKey=VpcId,ParameterValue=vpc-123456 \\\r\nParameterKey=SubnetId,ParameterValue=subnet-123456,subnet-123456 \\\r\nParameterKey=Imagename,ParameterValue=123456.dkr.ecr.us-east-1.amazonaws.com\/save-embedding-vectordb:latest \\\r\nParameterKey=TextEmbeddingModelEndpointName,ParameterValue=jumpstart-dft-hf-textembedding-gpt-j-6b-fp16 \\\r\nParameterKey=VectorDatabaseEndpoint,ParameterValue=https:\/\/search-cfnopensearch2-xxxxxxxx.us-east-1.es.amazonaws.com \\\r\nParameterKey=VectorDatabaseUsername,ParameterValue=master \\\r\nParameterKey=VectorDatabasePassword,ParameterValue=vectordbpassword \\\r\nParameterKey=VectorDatabaseIndex,ParameterValue=carmanual<\/code><\/pre>\n<\/div>\n\u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u067e\u0634\u062a\u0647 CloudFormation \u0641\u0648\u0642\u060c \u06cc\u06a9 \u0633\u0637\u0644 S3 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0639\u0644\u0627\u0646 \u0647\u0627\u06cc S3 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f Lambda \u0631\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0644\u0627\u0645\u0628\u062f\u0627 \u0628\u0647 \u0646\u0648\u0628\u0647 \u062e\u0648\u062f \u06cc\u06a9 \u06a9\u0627\u0631 Fargate \u0631\u0627 \u0622\u063a\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f. \u0648\u0638\u06cc\u0641\u0647 Fargate \u06cc\u06a9 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Docker \u0631\u0627 \u0628\u0627 \u0641\u0627\u06cc\u0644
startup-script.py<\/code> \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u0633\u0626\u0648\u0644 \u0627\u06cc\u062c\u0627\u062f \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627 \u062f\u0631 \u0622\u0645\u0627\u0632\u0648\u0646 OpenSearch \u062a\u062d\u062a \u06cc\u06a9 \u0641\u0647\u0631\u0633\u062a OpenSearch \u062c\u062f\u06cc\u062f \u0628\u0647 \u0646\u0627\u0645carmanual<\/code> \u0627\u0633\u062a.<\/p>\n\u062a\u0633\u062a \u0628\u0627 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 PDF<\/h5>\n
\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u067e\u0634\u062a\u0647 CloudFormation \u0627\u062c\u0631\u0627 \u0634\u062f\u060c \u06cc\u06a9 \u067e\u06cc \u062f\u06cc \u0627\u0641 \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u06a9\u062a\u0627\u0628\u0686\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a \u0631\u0627 \u062f\u0631 \u0633\u0637\u0644 S3 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u062f. \u0645\u0646 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u0686\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f\u0645 \u06a9\u0647 \u0627\u0632 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a. \u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0627\u062c\u0631\u0627\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647 \u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f\u060c \u062e\u0648\u0634\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u0628\u0627\u06cc\u062f \u0634\u0627\u0645\u0644 \u0646\u0645\u0627\u06cc\u0647
carmanual<\/code> \u0628\u0627 \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n
\n
\n\u0645\u0631\u062d\u0644\u0647 6 – API \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0631\u0627 \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u062a\u0646\u06cc Llm \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/h2>\n\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0628\u0631\u0648\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0627 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc T5 Flan XXL LLM \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u062f\u0631 \u0645\u0648\u0631\u062f \u06a9\u062a\u0627\u0628\u0686\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062e\u0648\u062f\u0631\u0648 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n
\u0645\u0627 \u0627\u0632 \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0647 LLM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 LLM \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0633\u0648\u0627\u0644\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06a9\u062a\u0627\u0628\u0686\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062e\u0648\u062f\u0631\u0648 \u0645\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u062f\u0631\u06a9 \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0622\u0646\u0647\u0627 \u067e\u0627\u0633\u062e \u062f\u0647\u062f. \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0647\u062f\u0641\u060c \u0645\u0627 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0628\u0647 \u0646\u0627\u0645 LangChain \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0627\u062c\u0632\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0645\u062a\u0646 \u0622\u06af\u0627\u0647 \u0645\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u06a9\u0647 \u062a\u0648\u0633\u0637 LLM \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n
\u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0639\u0627\u0646\u06cc \u0648 \u0631\u0648\u0627\u0628\u0637 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u06a9\u0634\u062f \u0648 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0634\u0628\u0627\u0647\u062a \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u062a\u06a9\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0645\u0639\u0627\u0646\u06cc \u0648 \u0631\u0648\u0627\u0628\u0637 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c T5 Flan LLM \u062f\u0631 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0632\u0645\u06cc\u0646\u0647 \u062a\u0632\u0631\u06cc\u0642 \u0634\u062f\u0647 \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0648 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627 \u062a\u062e\u0635\u0635 \u062f\u0627\u0631\u062f. \u0647\u062f\u0641 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0627 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u062c\u0627\u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0633\u0648\u0627\u0644\u0627\u062a \u0648 \u0633\u067e\u0633 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0634\u0628\u0627\u0647\u062a \u0622\u0646\u0647\u0627 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n
\u0628\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062a\u06a9\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646 \u0648 \u0633\u0624\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0628\u0631\u062f\u0627\u0631\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062c\u0633\u062a\u062c\u0648\u0647\u0627\u06cc \u0634\u0628\u0627\u0647\u062a \u0622\u06af\u0627\u0647 \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0633\u0646\u062c\u0634 \u0634\u0628\u0627\u0647\u062a \u0628\u06cc\u0646 \u062f\u0648 \u0646\u0642\u0637\u0647 \u062f\u0627\u062f\u0647\u060c \u0627\u0632 \u0645\u062a\u0631\u06cc\u06a9 \u0647\u0627\u06cc \u0641\u0627\u0635\u0644\u0647 \u062f\u0631 \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n
\u0646\u0645\u0648\u062f\u0627\u0631 \u0632\u06cc\u0631 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062a\u0648\u0633\u0637 LangChain \u0648 T5 Flan LLM \u0645\u0627 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n
\u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e Realtime \u0627\u0632 T5-Flan-XXL LLM<\/h5>\n
\nAPI \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/h5>\n\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 LangChain \u0648 T5 Flan LLM \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u06a9\u062f API \u062e\u0648\u062f \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645\u060c \u06a9\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0645\u06cc\u200c\u067e\u0630\u06cc\u0631\u062f \u0648 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0622\u06af\u0627\u0647 \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 API \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u062f\u0631 \u067e\u0648\u0634\u0647 RAG-langchain-questionanswer-t5-llm \u0645\u062e\u0632\u0646 GitHub \u0645\u0627 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f \u0648 \u0645\u0646\u0637\u0642 \u0627\u0635\u0644\u06cc \u0622\u0646 \u062f\u0631 \u0641\u0627\u06cc\u0644 app.py \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Flask \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \/qa \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n
\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0633\u0624\u0627\u0644\u06cc \u0631\u0627 \u0628\u0647 API \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc TEXT_EMBEDDING_MODEL_ENDPOINT_NAME \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc Amazon SageMaker \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0633\u0624\u0627\u0644 \u0631\u0627 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0639\u062f\u062f\u06cc \u0628\u0647 \u0646\u0627\u0645 \u062c\u0627\u0633\u0627\u0632\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627 \u0645\u0639\u0646\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0634\u0646\u062f.<\/p>\n
API \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 OpenSearch \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u0647\u0627\u06cc \u0634\u0628\u0627\u0647\u062a \u0622\u06af\u0627\u0647 \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0648 \u0622\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646 \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0627\u0632 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06a9\u0627\u0631 \u0641\u0647\u0631\u0633\u062a OpenSearch \u0628\u0631 \u0627\u0633\u0627\u0633 \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0648\u0627\u06a9\u0634\u06cc \u06a9\u0646\u062f. \u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c API \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc T5 Flan LLM \u0631\u0627 \u06a9\u0647 \u0628\u0627 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc T5FLAN_XXL_ENDPOINT_NAME \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06a9\u0647 \u062f\u0631 Amazon SageMaker \u0646\u06cc\u0632 \u0645\u0633\u062a\u0642\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0627\u0632 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 OpenSearch \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u06a9\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u06a9\u0647 \u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 OpenSearch \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0632\u0645\u06cc\u0646\u0647\u200c\u0627\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc T5 Flan LLM \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0628\u0647 \u0622\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u062a\u0627 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u062f\u0627\u0631\u06cc \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f. \u06a9\u062f API \u0627\u0632 LangChain \u0628\u0631\u0627\u06cc \u0647\u0645\u0627\u0647\u0646\u06af \u06a9\u0631\u062f\u0646 \u0647\u0645\u0647 \u0627\u06cc\u0646 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n
\u062a\u0635\u0648\u06cc\u0631 Docker \u0631\u0627 \u0628\u0631\u0627\u06cc API \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u0645\u0646\u062a\u0634\u0631 \u06a9\u0646\u06cc\u062f<\/h5>\n
\u067e\u0633 \u0627\u0632 \u062f\u0631\u06a9 \u06a9\u062f \u062f\u0631 app.py\u060c \u0645\u0627 \u0628\u0647 \u0633\u0627\u062e\u062a Dockerfile \u0627\u0632 \u067e\u0648\u0634\u0647 RAG-langchain-questionanswer-t5-llm \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 Amazon ECR \u0641\u0634\u0627\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645. \u0645\u0627 \u0627\u0632 AWS CLI \u0648 Docker CLI \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0648 \u0627\u0646\u062a\u0642\u0627\u0644 \u062a\u0635\u0648\u06cc\u0631 Docker \u0628\u0647 Amazon ECR \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u062f\u0631 \u062a\u0645\u0627\u0645 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631\u060c <AWS Account Number> \u0631\u0627 \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u062d\u0633\u0627\u0628 \u0635\u062d\u06cc\u062d AWS \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n
\u06cc\u06a9 \u0646\u0634\u0627\u0646\u0647 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u06a9\u0644\u0627\u06cc\u0646\u062a Docker \u0631\u0627 \u062f\u0631 \u0631\u062c\u06cc\u0633\u062a\u0631\u06cc \u062f\u0631 AWS CLI \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n
\naws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com \r\n<\/code><\/pre>\n<\/div>\n\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u06a9\u0631 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f.<\/p>\n
\ndocker build -t qa-container .\r\n<\/code><\/pre>\n<\/div>\n\u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0633\u0627\u062e\u062a\u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062a\u06af \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u062e\u0632\u0646 \u0641\u0634\u0627\u0631 \u062f\u0647\u06cc\u0645:<\/p>\n
\ndocker tag qa-container:latest <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/qa-container:latest\r\n<\/code><\/pre>\n<\/div>\n\u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u0634\u0627\u0631 \u062f\u0627\u062f\u0646 \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0645\u062e\u0632\u0646 \u062c\u062f\u06cc\u062f \u0622\u0645\u0627\u0632\u0648\u0646 ECR \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n
\ndocker push <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/qa-container:latest\r\n<\/code><\/pre>\n<\/div>\n\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 Docker \u062f\u0631 \u0645\u062e\u0632\u0646 \u0622\u0645\u0627\u0632\u0648\u0646 ECR \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0634\u0628\u06cc\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n
\n\u067e\u0634\u062a\u0647 CloudFormation \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc API \u0628\u0633\u0627\u0632\u06cc\u062f<\/h5>\n\u0645\u0627 \u0627\u0632 \u0631\u0627\u0628\u0637 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 AWS (CLI) \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0634\u062a\u0647 CloudFormation \u0628\u0631\u0627\u06cc \u0622\u0645\u0627\u0632\u0648\u0646 ECS Cluster \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u06cc\u0632\u0628\u0627\u0646 \u06cc\u06a9 \u0648\u0638\u06cc\u0641\u0647 Fargate \u0628\u0631\u0627\u06cc \u0627\u0641\u0634\u0627\u06cc API \u0627\u0633\u062a. \u0627\u0644\u06af\u0648\u06cc CloudFormation \u062f\u0631 \u0645\u062e\u0632\u0646 GitHub \u062f\u0631 Infrastructure\/fargate-api-rag-llm-langchain.yaml \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u0628\u0627 \u0645\u062d\u06cc\u0637 AWS \u0628\u0627\u06cc\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0628\u06af\u06cc\u0631\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u062f\u0631 \u062f\u0633\u062a\u0648\u0631 aws cloudformation create-stack \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
- \n
- DemoVPC: \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0628\u0631 \u062e\u0635\u0648\u0635\u06cc \u0645\u062c\u0627\u0632\u06cc (VPC) \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0633\u0631\u0648\u06cc\u0633 \u0634\u0645\u0627 \u062f\u0631 \u0622\u0646 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n
- PublicSubnetIds: \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0634\u0646\u0627\u0633\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0631\u0634\u0628\u06a9\u0647 \u0639\u0645\u0648\u0645\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u062a\u0639\u0627\u062f\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0627\u0631 \u0648 \u0648\u0638\u0627\u06cc\u0641 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/li>\n
- IMAGENAME: \u0646\u0627\u0645 \u062a\u0635\u0648\u06cc\u0631 Docker \u0631\u0627 \u062f\u0631 \u0631\u062c\u06cc\u0633\u062a\u0631\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0627\u0644\u0627\u0633\u062a\u06cc\u06a9 \u0622\u0645\u0627\u0632\u0648\u0646 (ECR) \u0628\u0631\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 qa \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u062f.<\/li>\n
- TextEmbeddingModelEndpointName: \u0646\u0627\u0645 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0645\u062f\u0644 Embeddings \u0645\u0633\u062a\u0642\u0631 \u062f\u0631 Amazon SageMaker \u0631\u0627 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 1 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.<\/li>\n
- T5FlanXXLEndpointName: \u0646\u0627\u0645 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc T5-FLAN \u0645\u0633\u062a\u0642\u0631 \u062f\u0631 \u0622\u0645\u0627\u0632\u0648\u0646 SageMaker \u0631\u0627 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 2 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/li>\n
- VectorDatabaseEndpoint: \u0622\u062f\u0631\u0633 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u062f\u0627\u0645\u0646\u0647 OpenSearch \u0622\u0645\u0627\u0632\u0648\u0646 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f.<\/li>\n
- VectorDatabaseUsername \u0648 VectorDatabasePassword: \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 OpenSearch Cluster \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 4 \u0647\u0633\u062a\u0646\u062f.<\/li>\n
- VectorDatabaseIndex: \u0646\u0627\u0645 \u0627\u06cc\u0646\u062f\u06a9\u0633 \u0631\u0627 \u062f\u0631 \u0622\u0645\u0627\u0632\u0648\u0646 OpenSearch \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0634\u0645\u0627 \u062f\u0631 \u0622\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f. \u0646\u0627\u0645 \u0634\u0627\u062e\u0635\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 carmanual \u0627\u0633\u062a.<\/li>\n<\/ul>\n
\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0634\u062a\u0647 CloudFormation\u060c \u067e\u0633 \u0627\u0632 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 AWS CLI \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n
\naws cloudformation create-stack \\\r\n--stack-name ecs-questionanswer-llm \\\r\n--template-body file:\/\/fargate-api-rag-llm-langchain.yaml \\\r\n--parameters \\\r\nParameterKey=DemoVPC,ParameterValue=vpc-123456 \\\r\nParameterKey=PublicSubnetIds,ParameterValue=subnet-123456,subnet-789012 \\\r\nParameterKey=Imagename,ParameterValue=123456.dkr.ecr.us-east-1.amazonaws.com\/qa-container:latest \\\r\nParameterKey=TextEmbeddingModelEndpointName,ParameterValue=jumpstart-dft-hf-textembedding-gpt-j-6b-fp16 \\\r\nParameterKey=T5FlanXXLEndpointName,ParameterValue=jumpstart-example-huggingface-text2text-2023-08-06-16-40-45-080 \\\r\nParameterKey=VectorDatabaseEndpoint,ParameterValue=https:\/\/search-cfnopensearch2-xxxxxxxx.us-east-1.es.amazonaws.com \\\r\nParameterKey=VectorDatabaseUsername,ParameterValue=master \\\r\nParameterKey=VectorDatabasePassword,ParameterValue=vectordbpassword \\\r\nParameterKey=VectorDatabaseIndex,ParameterValue=carmanual<\/code><\/pre>\n<\/div>\n\u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0641\u0642\u06cc\u062a \u0622\u0645\u06cc\u0632 \u067e\u0634\u062a\u0647 CloudFormation \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627\u060c \u0628\u0647 \u06a9\u0646\u0633\u0648\u0644 AWS \u0628\u0631\u0648\u06cc\u062f \u0648 \u0628\u0647 \u0628\u0631\u06af\u0647 ‘CloudFormation Outputs’ \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u0647 ecs-questionanswer-llm \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062a\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0636\u0631\u0648\u0631\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc API \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06cc\u0627\u0641\u062a. \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0634\u0628\u0627\u0647\u062a \u062e\u0631\u0648\u062c\u06cc \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
\nAPI \u0631\u0627 \u062a\u0633\u062a \u06a9\u0646\u06cc\u062f<\/h5>\n\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc API \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062f\u0633\u062a\u0648\u0631 curl \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u0645:<\/p>\n
\ncurl -X POST -H \"Content-Type: application\/json\" -d '{\"question\":\"How can I clean my windshield?\"}' http:\/\/quest-Publi-abc-xxxx.us-east-1.elb.amazonaws.com\/qa\r\n<\/code><\/pre>\n<\/div>\n\u0645\u0627 \u067e\u0627\u0633\u062e\u06cc \u0631\u0627 \u0645\u0627\u0646\u0646\u062f \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f<\/p>\n
\n{\"response\":\"To clean sensors and camera lenses, use a cloth moistened with a small amount of glass detergent.\"}\r\n<\/code><\/pre>\n<\/div>\n\u0645\u0631\u062d\u0644\u0647 7 – \u0627\u06cc\u062c\u0627\u062f \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0628\u0627 \u0686\u062a \u0628\u0627\u062a \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647<\/h2>\n
\u0633\u067e\u0633 \u0628\u0647 \u0622\u062e\u0631\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0631\u0627\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647 \u06a9\u0627\u0645\u0644 \u067e\u0634\u062a\u0647 \u062e\u0648\u062f \u0645\u06cc \u0631\u0648\u06cc\u0645\u060c \u06a9\u0647 API \u0631\u0627 \u0628\u0627 \u0631\u0628\u0627\u062a \u0686\u062a \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u062f\u0631 \u06cc\u06a9 \u0648\u0628 \u0633\u0627\u06cc\u062a HTML \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0648 \u0631\u0628\u0627\u062a \u0686\u062a \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647\u060c \u06a9\u062f \u0645\u0646\u0628\u0639 \u0645\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 Nodejs \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u06cc\u06a9 index.html \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u062f\u0647 \u0628\u0627 botkit.js \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0628\u0627\u062a \u0686\u062a \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0622\u0633\u0627\u0646 \u06a9\u0631\u062f\u0646 \u06a9\u0627\u0631\u060c \u06cc\u06a9 Dockerfile \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647\u200c\u0627\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u06a9\u062f \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0648\u0634\u0647 homegrown_website_and_bot \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u0645. \u0645\u0627 \u0627\u0632 AWS CLI \u0648 Docker CLI \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0648 \u0627\u0631\u0633\u0627\u0644 Docker Image \u0628\u0647 Amazon ECR \u0628\u0631\u0627\u06cc \u0648\u0628\u200c\u0633\u0627\u06cc\u062a \u0641\u0631\u0627\u0646\u062a\u200c\u0627\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u062f\u0631 \u062a\u0645\u0627\u0645 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631\u060c <AWS Account Number> \u0631\u0627 \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u062d\u0633\u0627\u0628 \u0635\u062d\u06cc\u062d AWS \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n
\u06cc\u06a9 \u0646\u0634\u0627\u0646\u0647 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u06a9\u0644\u0627\u06cc\u0646\u062a Docker \u0631\u0627 \u062f\u0631 \u0631\u062c\u06cc\u0633\u062a\u0631\u06cc \u062f\u0631 AWS CLI \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n
\naws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com \r\n<\/code><\/pre>\n<\/div>\n\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u062a\u0635\u0648\u06cc\u0631 Docker \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f:<\/p>\n
\ndocker build -t web-chat-frontend .\r\n<\/code><\/pre>\n<\/div>\n\u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0633\u0627\u062e\u062a\u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062a\u06af \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u062e\u0632\u0646 \u0641\u0634\u0627\u0631 \u062f\u0647\u06cc\u0645:<\/p>\n
\ndocker tag web-chat-frontend:latest <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/web-chat-frontend:latest\r\n<\/code><\/pre>\n<\/div>\n\u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u0634\u0627\u0631 \u062f\u0627\u062f\u0646 \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0645\u062e\u0632\u0646 \u062c\u062f\u06cc\u062f \u0622\u0645\u0627\u0632\u0648\u0646 ECR \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n
\ndocker push <AWS Account Number>.dkr.ecr.us-east-1.amazonaws.com\/web-chat-frontend:latest\r\n<\/code><\/pre>\n<\/div>\n\u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 Docker \u0628\u0631\u0627\u06cc \u0648\u0628\u200c\u0633\u0627\u06cc\u062a \u0628\u0647 \u0645\u062e\u0632\u0646 ECR \u0641\u0631\u0633\u062a\u0627\u062f\u0647 \u0634\u062f\u060c \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0641\u0627\u06cc\u0644 Infrastructure\\fargate-website-chatbot.yaml \u067e\u0634\u062a\u0647 CloudFormation \u0631\u0627 \u0628\u0631\u0627\u06cc \u0642\u0633\u0645\u062a \u062c\u0644\u0648\u06cc\u06cc \u0645\u06cc\u200c\u0633\u0627\u0632\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u0628\u0627 \u0645\u062d\u06cc\u0637 AWS \u0628\u0627\u06cc\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0628\u06af\u06cc\u0631\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u062f\u0631 \u062f\u0633\u062a\u0648\u0631 aws cloudformation create-stack \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
- \n
- DemoVPC: \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0628\u0631 \u062e\u0635\u0648\u0635\u06cc \u0645\u062c\u0627\u0632\u06cc (VPC) \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0634\u0645\u0627 \u0645\u0633\u062a\u0642\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n
- PublicSubnetIds: \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0634\u0646\u0627\u0633\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0631\u0634\u0628\u06a9\u0647 \u0639\u0645\u0648\u0645\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u062a\u0639\u0627\u062f\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0627\u0631 \u0648 \u0648\u0638\u0627\u06cc\u0641 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/li>\n
- IMAGENAME: \u0646\u0627\u0645 \u062a\u0635\u0648\u06cc\u0631 Docker \u0631\u0627 \u062f\u0631 \u0631\u062c\u06cc\u0633\u062a\u0631\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0627\u0644\u0627\u0633\u062a\u06cc\u06a9 \u0622\u0645\u0627\u0632\u0648\u0646 (ECR) \u0628\u0631\u0627\u06cc \u0648\u0628 \u0633\u0627\u06cc\u062a \u062e\u0648\u062f \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f.<\/li>\n
- QUESTURL: URL \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc API \u0645\u0633\u062a\u0642\u0631 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 6 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f. \u0641\u0631\u0645\u062a \u0622\u0646 http:\/\/<DNS Name of API ALB>\/qa \u0627\u0633\u062a.<\/li>\n<\/ul>\n
\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0634\u062a\u0647 CloudFormation\u060c \u067e\u0633 \u0627\u0632 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 AWS CLI \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n
\naws cloudformation create-stack \\\r\n--stack-name ecs-website-chatbot \\\r\n--template-body file:\/\/fargate-website-chatbot.yaml \\\r\n--parameters \\\r\nParameterKey=DemoVPC,ParameterValue=vpc-12345 \\\r\nParameterKey=PublicSubnetIds,ParameterValue=subnet-1,subnet-2 \\\r\nParameterKey=Imagename,ParameterValue=123456.dkr.ecr.us-east-1.amazonaws.com\/web-chat-frontend:latest \\\r\nParameterKey=QUESTURL,ParameterValue=http:\/\/your-api-alb-dns-name\/qa<\/code><\/pre>\n<\/div>\n\u0645\u0631\u062d\u0644\u0647 8 – \u062f\u0633\u062a\u06cc\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Car Savvy \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f<\/h2>\n
\u067e\u0633 \u0627\u0632 \u0633\u0627\u062e\u062a \u0645\u0648\u0641\u0642\u06cc\u062a \u0622\u0645\u06cc\u0632 \u067e\u0634\u062a\u0647 CloudFormation \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0630\u06a9\u0631 \u0634\u062f\u060c \u0628\u0647 \u06a9\u0646\u0633\u0648\u0644 AWS \u0628\u0631\u0648\u06cc\u062f \u0648 \u0628\u0647 \u0628\u0631\u06af\u0647 CloudFormation Outputs \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u0647 ecs-website-chatbot \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062a\u0628 \u0645\u0627 \u0646\u0627\u0645 DNS Application Load Balancer (ALB) \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0642\u0633\u0645\u062a \u062c\u0644\u0648\u06cc\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0634\u0628\u0627\u0647\u062a \u062e\u0631\u0648\u062c\u06cc \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
\nURL \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f \u0648\u0628 \u0633\u0627\u06cc\u062a \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f. \u0633\u0648\u0627\u0644\u0627\u062a \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0631\u0627 \u0627\u0632 \u0686\u062a \u0628\u0627\u062a \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u0628\u067e\u0631\u0633\u06cc\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0633\u0648\u0627\u0644\u0627\u062a\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u067e\u0631\u0633\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a – “\u0686\u06af\u0648\u0646\u0647 \u0628\u0627\u06cc\u062f \u0634\u06cc\u0634\u0647 \u062c\u0644\u0648 \u0631\u0627 \u062a\u0645\u06cc\u0632 \u06a9\u0646\u0645\u061f” \u060c “\u06a9\u062c\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 VIN \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0645\u061f”\u060c “\u0686\u06af\u0648\u0646\u0647 \u0628\u0627\u06cc\u062f \u0646\u0642\u0635 \u0627\u06cc\u0645\u0646\u06cc \u0631\u0627 \u06af\u0632\u0627\u0631\u0634 \u06a9\u0646\u0645\u061f”<\/p>\n
\n\u0628\u0639\u062f \u0686\u06cc\u061f<\/h5>\n\u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0645\u0648\u0627\u0631\u062f \u0628\u0627\u0644\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0622\u0645\u0627\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc LLM \u0647\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0631\u0627 \u0628\u0627 \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0686\u062a \u062c\u0644\u0648\u06cc\u06cc \u0648 NLP \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u062e\u0648\u062f \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u06cc\u062f. \u0686\u06cc\u0632\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631\u0628\u0627\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 AWS \u0628\u062e\u0648\u0627\u0646\u06cc\u062f\u060c \u0628\u0647 \u0645\u0646 \u0627\u0637\u0644\u0627\u0639 \u062f\u0647\u06cc\u062f!<\/p>\n
\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0628\u0647 \u0633\u0641\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u06cc\u062f\u060c \u0645\u0646 \u0634\u0645\u0627 \u0631\u0627 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u0647 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u062f\u0631 Embeddings\u060c Vector Databases\u060c LangChain \u0648 \u0686\u0646\u062f\u06cc\u0646 LLM \u062f\u06cc\u06af\u0631 \u06a9\u0627\u0648\u0634 \u06a9\u0646\u06cc\u062f. \u0622\u0646\u0647\u0627 \u062f\u0631 Amazon SageMaker JumpStart \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc AWS \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u0645\u0627\u0646\u0646\u062f Amazon OpenSearch\u060c Docker Containers\u060c Fargate \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n
- \n
- Amazon SageMaker: \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0628\u0627 SageMaker \u067e\u06cc\u0634\u0631\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u06a9\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f.<\/li>\n
- AMAZON-OPENSEARCH: \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 K-NN \u0648 \u0633\u0627\u06cc\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0641\u0627\u0635\u0644\u0647 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f<\/li>\n
- Langchain: LangChain \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u06cc\u062c\u0627\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LLM \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n
- Embeddings: \u062a\u0639\u0628\u06cc\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0639\u062f\u062f\u06cc \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0633\u062a\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u062a\u0646\u060c \u0627\u0633\u0646\u0627\u062f\u060c \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0635\u062f\u0627 \u0648 \u063a\u06cc\u0631\u0647.<\/li>\n
- Amazon SageMaker JumpStart: SageMaker JumpStart \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0648 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0645\u0634\u06a9\u0644\u0627\u062a \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0634\u0631\u0648\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/li>\n<\/ol>\n
\u067e\u0627\u06a9 \u06a9\u0631\u062f\u0646<\/h5>\n
- \n
- \u0628\u0647 AWS CLI \u0648\u0627\u0631\u062f \u0634\u0648\u06cc\u062f. \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 AWS CLI \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u0627 \u0645\u062c\u0648\u0632\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n
- \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0641\u0627\u06cc\u0644 PDF \u0631\u0627 \u0627\u0632 \u0633\u0637\u0644 \u0622\u0645\u0627\u0632\u0648\u0646 S3 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f. \u0646\u0627\u0645 \u0633\u0637\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0646\u0627\u0645 \u0648\u0627\u0642\u0639\u06cc \u0633\u0637\u0644 \u0622\u0645\u0627\u0632\u0648\u0646 S3 \u062e\u0648\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0645\u0633\u06cc\u0631 \u0641\u0627\u06cc\u0644 PDF \u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ol>\n\n
aws s3 rm s3:\/\/your-bucket-name\/path\/to\/your-pdf-file.pdf\r\n<\/code><\/pre>\n<\/div>\n\u067e\u0634\u062a\u0647 \u0647\u0627\u06cc CloudFormation \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f. \u0646\u0627\u0645 \u067e\u0634\u062a\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0646\u0627\u0645 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u067e\u0634\u062a\u0647 \u0647\u0627\u06cc CloudFormation \u062e\u0648\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n
\n# Delete 'ecs-website-chatbot' stack\r\naws cloudformation delete-stack --stack-name ecs-website-chatbot\r\n# Delete 'ecs-questionanswer-llm' stack\r\naws cloudformation delete-stack --stack-name ecs-questionanswer-llm\r\n# Delete 'ecs-embeddings-vectordb' stack\r\naws cloudformation delete-stack --stack-name ecs-embeddings-vectordb\r\n# Delete 'opensearch-vectordb' stack\r\naws cloudformation delete-stack --stack-name opensearch-vectordb<\/code><\/pre>\n<\/div>\n\u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc SageMaker \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f. \u0646\u0627\u0645 \u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc SageMaker \u0631\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 endpoint-name-1 \u0648 endpoint-name-2 \u06a9\u0646\u06cc\u062f.<\/div>\n\n\n# Delete SageMaker endpoint 1\r\naws sagemaker delete-endpoint --endpoint-name endpoint-name-1\r\n# Delete SageMaker endpoint 2\r\naws sagemaker delete-endpoint --endpoint-name endpoint-name-2<\/code><\/pre>\n<\/div>\n<\/div>\n\u0646\u062a\u06cc\u062c\u0647<\/h2>\n
\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u0627 \u06cc\u06a9 \u0686\u062a \u0631\u0628\u0627\u062a \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u062a\u0645\u0627\u0645 \u067e\u0634\u062a\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc AWS \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0633\u0627\u062e\u062a\u06cc\u0645. \u0645\u0627 \u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 OpenSearch \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc\u060c \u0645\u062f\u0644 \u062c\u0627\u0633\u0627\u0632\u06cc GPT-J 6B FP16 \u0631\u0627 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u0648 \u0627\u0632 Langchain \u0628\u0627 \u06cc\u06a9 LLM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u0627\u06cc\u0646 \u0631\u0628\u0627\u062a \u0686\u062a \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0632 \u0627\u0633\u0646\u0627\u062f \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n","protected":false},"excerpt":{"rendered":"\u0645\u0642\u062f\u0645\u0647 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062e\u0648\u062f \u0645\u06a9\u0627\u0644\u0645\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0631\u0627 \u0628\u0647…\n","protected":false},"author":1,"featured_media":15159,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"\u0633\u0627\u062e\u062a \u06cc\u06a9 \u0686\u062a \u0628\u0627\u062a Full Stack","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","_yoast_wpseo_canonical":"","_yoast_wpseo_opengraph-description":"","_yoast_wpseo_opengraph-image":"","_yoast_wpseo_twitter-description":"","_yoast_wpseo_twitter-image":"","_yoast_wpseo_focuskeywords":"","_yoast_wpseo_primary_category":"220","footnotes":""},"categories":[220,193],"tags":[366],"class_list":{"0":"post-15132","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-amazon","8":"category-tutorials","9":"tag-366"},"yoast_head":"\n
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