- \n
- \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u062d\u0633\u0627\u0628 AWS \u0646\u0634\u0637. \u0625\u0630\u0627 \u0644\u0645 \u064a\u0643\u0646 \u0644\u062f\u064a\u0643 \u062d\u0633\u0627\u0628\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0633\u062c\u064a\u0644 \u0639\u0628\u0631 \u0645\u0648\u0642\u0639 AWS \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a.<\/li>\n
- \u062a\u0623\u0643\u062f \u0645\u0646 \u062a\u062b\u0628\u064a\u062a \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 AWS (CLI) \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643 \u0627\u0644\u0645\u062d\u0644\u064a\u060c \u0648\u064a\u062c\u0628 \u062a\u0647\u064a\u0626\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0648\u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629. \u064a\u0645\u0643\u0646\u0643 \u062a\u0647\u064a\u0626\u062a\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0645\u0631 aws configure.<\/li>\n
- \u0646\u0632\u0651\u0644 \u0648\u062b\u0628\u0651\u062a Docker Engine. \u0627\u062a\u0628\u0639 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0644\u062f\u064a\u0643.<\/li>\n<\/ul>\n
\u0645\u0627\u0630\u0627 \u0633\u0646\u0628\u0646\u064a\u061f<\/h2>\n
\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0633\u0646\u062d\u0627\u0648\u0644 \u0645\u062d\u0627\u0643\u0627\u0629 \u0645\u0634\u0643\u0644\u0629 \u062a\u0648\u0627\u062c\u0647\u0647\u0627 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a. \u0645\u0639\u0638\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u064a\u0648\u0645 \u063a\u064a\u0631 \u0645\u064f\u0647\u064a\u0643\u0644\u0629\u060c \u0628\u0644 \u0647\u064a \u0628\u0627\u0644\u0623\u062d\u0631\u0649 \u063a\u064a\u0631 \u0645\u064f\u0647\u064a\u0643\u0644\u0629\u060c \u0648\u062a\u0623\u062a\u064a \u0639\u0644\u0649 \u0634\u0643\u0644 \u0646\u0635\u0648\u0635 \u0635\u0648\u062a\u064a\u0629 \u0648\u0645\u0631\u0626\u064a\u0629\u060c \u0648\u0645\u0633\u062a\u0646\u062f\u0627\u062a PDF \u0648Word\u060c \u0648\u0623\u062f\u0644\u0629\u060c \u0648\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0645\u0645\u0633\u0648\u062d\u0629 \u0636\u0648\u0626\u064a\u064b\u0627\u060c \u0648\u0646\u0635\u0648\u0635 \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u063a\u064a\u0631\u0647\u0627. \u0633\u0646\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0648\u0630\u062c Flan-T5 XXL \u0643\u0645\u0642\u064a\u0627\u0633 \u0644\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0637\u0644\u0648\u0628. \u064a\u064f\u0645\u0643\u0646 \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0646\u0634\u0627\u0621 \u0645\u064f\u0644\u062e\u0635\u0627\u062a \u0648\u0623\u0633\u0626\u0644\u0629 \u0648\u0623\u062c\u0648\u0628\u0629 \u0645\u0646 \u0646\u0635\u0648\u0635 \u063a\u064a\u0631 \u0645\u064f\u0647\u064a\u0643\u0644\u0629. \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u0635\u0648\u0631\u0629 \u0623\u062f\u0646\u0627\u0647 \u0628\u0646\u064a\u0629 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n
\n\u062f\u0639\u0648\u0646\u0627 \u0646\u0628\u062f\u0623 \u0628\u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a.<\/h2>\n\u0633\u0646\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0629 \u062a\u064f\u0633\u0645\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0633\u064a\u0627\u0642\u064a \u0644\u0625\u0636\u0627\u0641\u0629 \u0633\u064a\u0627\u0642 \u062e\u0627\u0635 \u0628\u0627\u0644\u0645\u062c\u0627\u0644 \u0623\u0648 \u0627\u0644\u062d\u0627\u0644\u0629 \u0625\u0644\u0649 \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 (LLM). \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0629\u060c \u0644\u062f\u064a\u0646\u0627 \u062f\u0644\u064a\u0644 PDF \u063a\u064a\u0631 \u0645\u064f\u0647\u064a\u0643\u0644 \u0644\u0633\u064a\u0627\u0631\u0629 \u0646\u0631\u064a\u062f \u0625\u0636\u0627\u0641\u062a\u0647 \u0643\u0633\u064a\u0627\u0642 \u0644\u0644\u0628\u0631\u0646\u0627\u0645\u062c\u060c \u0648\u0646\u0631\u064a\u062f \u0645\u0646 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0623\u0633\u0626\u0644\u0629 \u062d\u0648\u0644 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644. \u0627\u0644\u0623\u0645\u0631 \u0628\u0647\u0630\u0647 \u0627\u0644\u0628\u0633\u0627\u0637\u0629! \u0647\u062f\u0641\u0646\u0627 \u0647\u0648 \u062a\u0637\u0648\u064a\u0631\u0647 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0646\u0634\u0627\u0621 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0622\u0646\u064a\u0629 \u062a\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u062a\u0631\u0633\u0644\u0647\u0627 \u0625\u0644\u0649 \u0646\u0638\u0627\u0645\u0646\u0627 \u0627\u0644\u062e\u0644\u0641\u064a\u060c \u0648\u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627 \u0639\u0628\u0631 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u064f\u062f\u0645\u062c \u0641\u064a \u0627\u0644\u0645\u0648\u0642\u0639. \u0633\u064a\u064f\u0645\u0643\u0651\u0646\u0646\u0627 \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0645\u0646 \u0628\u0646\u0627\u0621 \u062a\u062c\u0631\u0628\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0648\u0627\u0643\u062a\u0633\u0627\u0628 \u0641\u0647\u0645 \u0623\u0639\u0645\u0642 \u0644\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u062e\u0644\u0627\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/p>\n
- \n
- \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0635\u064a \u0647\u064a \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0645\u0633\u062a\u0646\u062f PDF \u0648\u062a\u062d\u0648\u064a\u0644\u0647 \u0625\u0644\u0649 \u0623\u062c\u0632\u0627\u0621 \u0646\u0635\u064a\u0629\u060c \u0648\u0625\u0646\u0634\u0627\u0621 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0645\u062a\u062c\u0647\u064a\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0646\u0635\u064a\u0629 \u062a\u0633\u0645\u0649 "\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a"\u060c \u0648\u0623\u062e\u064a\u0631\u064b\u0627 \u062a\u062e\u0632\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647\u064a\u0629.<\/li>\n
- \u062a\u0645\u0643\u0646\u0646\u0627 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0645\u0646 \u0625\u062c\u0631\u0627\u0621 "\u0639\u0645\u0644\u064a\u0627\u062a \u0628\u062d\u062b \u0645\u0645\u0627\u062b\u0644\u0629" \u0636\u062f \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u062a\u064a \u062a\u062e\u0632\u0646\u0647\u0627.<\/li>\n
- \u064a\u0648\u0641\u0631 Amazon SageMaker JumpStart \u0642\u0648\u0627\u0644\u0628 \u062d\u0644\u0648\u0644 \u0646\u0634\u0631 \u0628\u0646\u0642\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0645\u064f\u062f\u0631\u064e\u0651\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627. \u0633\u0646\u0633\u062a\u062e\u062f\u0645 Amazon SageMaker JumpStart \u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c\u064a \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0648\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n
- Amazon OpenSearch \u0647\u0648 \u0645\u062d\u0631\u0643 \u0628\u062d\u062b \u0648\u062a\u062d\u0644\u064a\u0644 \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0623\u0642\u0631\u0628 \u0627\u0644\u062c\u064a\u0631\u0627\u0646 \u0644\u0644\u0646\u0642\u0627\u0637 \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0645\u062a\u062c\u0647\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0643\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647\u0629.<\/li>\n<\/ol>\n
\u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a: \u062a\u062d\u0648\u064a\u0644 \u0645\u0646 PDF \u0625\u0644\u0649 \u062a\u0636\u0645\u064a\u0646\u0647 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a<\/h2>\n
\n\u0627\u0644\u062e\u0637\u0648\u0629 1 - \u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 GPT-J 6B FP16 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Amazon SageMaker JumpStart<\/h2>\n\u0627\u062a\u0628\u0639 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0641\u064a \u0648\u062b\u0627\u0626\u0642 Amazon SageMaker - \u0627\u0641\u062a\u062d \u0642\u0633\u0645 JumpStart \u0648\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0642\u062f\u0629 Amazon SageMaker JumpStart \u0645\u0646 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0628\u0631\u0646\u0627\u0645\u062c Amazon SageMaker Studio. \u062d\u062f\u062f "\u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a\u060c \u0627\u0644\u062d\u0644\u0648\u0644"\u060c \u062b\u0645 \u062d\u062f\u062f \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 GPT-J 6B Embedding FP16 \u0643\u0645\u0627 \u0647\u0648 \u0645\u0648\u0636\u062d \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629 \u0623\u062f\u0646\u0627\u0647. \u062b\u0645 \u0627\u0646\u0642\u0631 \u0639\u0644\u0649 "\u0646\u0634\u0631" \u0648\u0633\u064a\u062a\u0648\u0644\u0649 Amazon SageMaker JumpStart \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0646\u0634\u0631 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u064f\u062f\u0631\u064e\u0651\u0628 \u0645\u0633\u0628\u0642\u064b\u0627 \u0641\u064a \u0628\u064a\u0626\u0629 SageMaker.<\/p>\n
\n
\n\u0627\u0644\u062e\u0637\u0648\u0629 2 - \u0646\u0634\u0631 Flan T5 XXL LLM \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Amazon SageMaker JumpStart<\/h2>\n\u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0641\u064a Amazon SageMaker JumpStart\u060c \u062d\u062f\u062f Flan-T5 XXL LLM\u060c \u062b\u0645 \u0627\u0646\u0642\u0631 \u0641\u0648\u0642 "\u0646\u0634\u0631" \u0644\u0628\u062f\u0621 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0648\u0646\u0634\u0631 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0628\u064a\u0626\u0629 Amazon SageMaker.<\/p>\n
\n\u0627\u0644\u062e\u0637\u0648\u0629 3 - \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062d\u0627\u0644\u0629 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629<\/h2>\n\u0646\u062a\u062d\u0642\u0642 \u0645\u0646 \u062d\u0627\u0644\u0629 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0645\u0646 \u0627\u0644\u062e\u0637\u0648\u062a\u064a\u0646 1 \u06482 \u0641\u064a \u0648\u062d\u062f\u0629 \u062a\u062d\u0643\u0645 Amazon SageMaker\u060c \u0648\u0646\u0633\u062c\u0644 \u0623\u0633\u0645\u0627\u0621 \u0646\u0642\u0627\u0637 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627\u060c \u062d\u064a\u062b \u0633\u0646\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u0643\u0648\u062f. \u0647\u0643\u0630\u0627 \u062a\u0628\u062f\u0648 \u0648\u062d\u062f\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0628\u0639\u062f \u0646\u0634\u0631 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n
\n\u0627\u0644\u062e\u0637\u0648\u0629 4 - \u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0641\u064a \u0623\u0645\u0627\u0632\u0648\u0646<\/h2>\nAmazon OpenSearch \u0647\u064a \u062e\u062f\u0645\u0629 \u0628\u062d\u062b \u0648\u062a\u062d\u0644\u064a\u0644 \u062a\u062f\u0639\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 k-Nearest Neighbors (kNN). \u062a\u064f\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0634\u0627\u0628\u0647\u060c \u0648\u062a\u064f\u0645\u0643\u0651\u0646\u0646\u0627 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 OpenSearch \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0643\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647\u0629. \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0648\u0645\u0639\u0631\u0641\u0629 \u0625\u0635\u062f\u0627\u0631\u0627\u062a Elasticsearch\/OpenSearch \u0627\u0644\u062a\u064a \u062a\u062f\u0639\u0645 \u0625\u0636\u0627\u0641\u0629 kNN\u060c \u064a\u064f\u0631\u062c\u0649 \u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0631\u0627\u0628\u0637 \u0627\u0644\u062a\u0627\u0644\u064a: \u0648\u062b\u0627\u0626\u0642 \u0625\u0636\u0627\u0641\u0629 k-NN.<\/p>\n
\u0646\u062d\u0646 \u0646\u0633\u062a\u062e\u062f\u0645 AWS CLI \u0644\u0646\u0634\u0631 \u0645\u0644\u0641 \u0642\u0627\u0644\u0628 AWS CloudFormation \u0645\u0646 \u0645\u0648\u0642\u0639 GitHub.
\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629\/opensearch-vectordb.yaml<\/code> \u0633\u0648\u0641 \u0646\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0623\u0645\u0631 aws.\u0625\u0646\u0634\u0627\u0621 \u0643\u0648\u0645\u0629 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629<\/code> \u0642\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u062d\u062b \u0623\u0645\u0627\u0632\u0648\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d. \u064a\u062c\u0628 \u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0642\u064a\u0645\u0643 \u0642\u0628\u0644 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0623\u0645\u0631.\u0627\u0633\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645<\/code> \u0648\u0643\u0644\u0645\u0629 \u0627\u0644\u0645\u0631\u0648\u0631<\/code> \u062f\u0639\u0648\u0646\u0627 \u0646\u0641\u0639\u0644 \u0630\u0644\u0643.<\/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\u0627\u0644\u062e\u0637\u0648\u0629 5 - \u0625\u0646\u0634\u0627\u0621 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u062a\u0636\u0645\u064a\u0646\u0647\u0627<\/h2>\n
\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629\u060c \u0633\u0646\u0646\u0634\u0626 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u064f\u0635\u0645\u0645 \u0644\u0642\u0631\u0627\u0621\u0629 \u0645\u0633\u062a\u0646\u062f PDF \u0639\u0646\u062f \u0648\u0636\u0639\u0647 \u0641\u064a \u062d\u0627\u0648\u064a\u0629 Amazon Simple Storage Service (S3). \u0633\u064a\u064f\u0646\u0641\u0650\u0651\u0630 \u0647\u0630\u0627 \u0627\u0644\u062e\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n
- \n
- \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0646\u0635 \u0645\u0646 \u0645\u0633\u062a\u0646\u062f PDF.<\/li>\n
- \u062a\u062d\u0648\u064a\u0644 \u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u062a\u0636\u0645\u064a\u0646\u0627\u062a (\u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0645\u062a\u062c\u0647\u0629).<\/li>\n
- \u0627\u062d\u0641\u0638 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0641\u064a Amazon.<\/li>\n<\/ol>\n
\u0633\u064a\u0624\u062f\u064a \u0648\u0636\u0639 \u0645\u0644\u0641 PDF \u0641\u064a \u062d\u0627\u0648\u064a\u0629 S3 \u0625\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u064a\u062a\u0636\u0645\u0646 \u0645\u0647\u0645\u0629 AWS Fargate. \u0633\u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0645\u0629 \u0645\u0633\u0624\u0648\u0644\u0629 \u0639\u0646 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0648\u0625\u062f\u0631\u0627\u062c\u0647\u0627 \u0641\u064a Amazon Open Search.<\/p>\n
\u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u062a\u062e\u0637\u064a\u0637\u064a\u0629<\/h5>\n
\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0631\u0633\u0645 \u062a\u062e\u0637\u064a\u0637\u064a \u064a\u0648\u0636\u062d \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0646\u0642\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0644\u062a\u062e\u0632\u064a\u0646 \u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647 Amazon OpenSearch:<\/p>\n
\n\u0646\u0635 \u0628\u062f\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0644\u0641<\/h5>\n\u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0641\u064a \u0627\u0644\u0645\u0644\u0641
\u0625\u0646\u0634\u0627\u0621-\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a-\u0627\u0644\u062d\u0641\u0638-\u0641\u064a-vectordb\\startup_script.py<\/code> \u064a\u0642\u0639 \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0646\u0635\u064a Python \u0641\u064a\u0645\u0644\u0641 startup_script.py<\/code>\u064a\u064f\u0646\u0641\u0650\u0651\u0630 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0646\u0635\u064a \u0639\u062f\u0629 \u0645\u0647\u0627\u0645 \u062a\u062a\u0639\u0644\u0642 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0648\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0648\u0625\u062f\u0631\u0627\u062c\u0647\u0627 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0645\u0627\u0632\u0648\u0646 \u0644\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0641\u062a\u0648\u062d. \u064a\u064f\u0646\u0632\u0650\u0651\u0644 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0646\u0635\u064a \u0645\u0633\u062a\u0646\u062f PDF \u0645\u0646 \u062d\u0632\u0645\u0629 \u0623\u0645\u0627\u0632\u0648\u0646 S3\u060c \u062b\u0645 \u064a\u064f\u0642\u0633\u0650\u0651\u0645 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0627\u0644\u0645\u064f\u0646\u0632\u064e\u0651\u0644 \u0625\u0644\u0649 \u0623\u062c\u0632\u0627\u0621 \u0646\u0635\u064a\u0629 \u0623\u0635\u063a\u0631. \u0644\u0643\u0644 \u062c\u0632\u0621\u060c \u064a\u064f\u0631\u0633\u064e\u0644 \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 GPT-J 6B FP16 \u0627\u0644\u0645\u064f\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0623\u0645\u0627\u0632\u0648\u0646 SageMaker (\u0627\u0644\u0645\u064f\u0633\u062a\u0631\u062c\u064e\u0639 \u0645\u0646 \u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0628\u064a\u0626\u0629 TEXT_EMBEDDING_MODEL_ENDPOINT_NAME) \u0644\u0625\u0646\u0634\u0627\u0621 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0646\u0635\u064a\u0629. \u062a\u064f\u0648\u0636\u064e\u0639 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u064f\u0646\u0634\u0623\u0629 \u0641\u064a \u0641\u0647\u0631\u0633 \u0623\u0645\u0627\u0632\u0648\u0646 \u0644\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0645\u0639 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0623\u062e\u0631\u0649. \u064a\u0633\u062a\u0631\u062f \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0646\u0635\u064a \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u062a\u0643\u0648\u064a\u0646 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0635\u062d\u0629 \u0645\u0646 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u0629\u060c \u0648\u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062a\u0633\u0642\u0629 \u0639\u0628\u0631 \u0627\u0644\u0628\u064a\u0626\u0627\u062a. \u0635\u064f\u0645\u0650\u0651\u0645 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0646\u0635\u064a \u0644\u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u0648\u062d\u062f \u0641\u064a \u062d\u0627\u0648\u064a\u0629 Docker.<\/p>\n\u0625\u0646\u0634\u0627\u0621 \u0648\u0646\u0634\u0631 \u0635\u0648\u0631\u0629 Docker<\/h5>\n
\u0628\u0639\u062f \u0641\u0647\u0645 \u0627\u0644\u0643\u0648\u062f \u0641\u064a
\u0645\u0644\u0641 startup_script.py<\/code>\u060c \u0646\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 Dockerfile \u0645\u0646 \u0627\u0644\u0645\u062c\u0644\u062f\u0625\u0646\u0634\u0627\u0621-\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a-\u0627\u0644\u062d\u0641\u0638-\u0641\u064a-vectordb<\/code> \u0633\u0646\u0631\u0641\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0633\u062c\u0644 \u062d\u0627\u0648\u064a\u0627\u062a Amazon Elastic Container Registry (Amazon ECR). \u0633\u062c\u0644 \u062d\u0627\u0648\u064a\u0627\u062a Amazon Elastic Container Registry (Amazon ECR) \u0647\u0648 \u0633\u062c\u0644 \u062d\u0627\u0648\u064a\u0627\u062a \u0645\u064f\u062f\u0627\u0631 \u0628\u0627\u0644\u0643\u0627\u0645\u0644\u060c \u064a\u0648\u0641\u0631 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0646\u0627 \u0628\u0646\u0634\u0631 \u0635\u0648\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0639\u0646\u0627\u0635\u0631\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0648\u062b\u0648\u0642 \u0641\u064a \u0623\u064a \u0645\u0643\u0627\u0646. \u0633\u0646\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 AWS \u0648\u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 Docker \u0644\u0628\u0646\u0627\u0621 \u0635\u0648\u0631\u0629 Docker \u0648\u0631\u0641\u0639\u0647\u0627 \u0625\u0644\u0649 Amazon ECR. \u0641\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u060c \u0627\u0633\u062a\u0628\u062f\u0644\u0647 \u0628\u0631\u0642\u0645 \u062d\u0633\u0627\u0628 AWS \u0627\u0644\u0635\u062d\u064a\u062d.<\/p>\n\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0631\u0645\u0632 \u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0648\u0645\u0635\u0627\u062f\u0642\u0629 \u0639\u0645\u064a\u0644 Docker \u0639\u0644\u0649 \u0627\u0644\u0633\u062c\u0644 \u0641\u064a AWS CLI.<\/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\u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0635\u0648\u0631\u0629 Docker \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a.<\/p>\n
\ndocker build -t save-embedding-vectordb .\r\n<\/code><\/pre>\n<\/div>\n\u0628\u0645\u062c\u0631\u062f \u0627\u0643\u062a\u0645\u0627\u0644 \u0627\u0644\u0628\u0646\u0627\u0621\u060c \u0642\u0645 \u0628\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u0629 \u062d\u062a\u0649 \u0646\u062a\u0645\u0643\u0646 \u0645\u0646 \u062f\u0641\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639:<\/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\u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u062f\u0641\u0639 \u0647\u0630\u0647 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u062f\u0639 Amazon ECR \u0627\u0644\u062c\u062f\u064a\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\u0628\u0645\u062c\u0631\u062f \u062a\u062d\u0645\u064a\u0644 \u0635\u0648\u0631\u0629 Docker \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u062f\u0639 Amazon ECR\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0628\u062f\u0648 \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n
\n\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0633\u064a\u0631 \u0639\u0645\u0644 \u062a\u0636\u0645\u064a\u0646 \u0645\u0644\u0641\u0627\u062a PDF \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u0623\u062d\u062f\u0627\u062b<\/h5>\n\u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 AWS (AWS CLI) \u0644\u0625\u0646\u0634\u0627\u0621 \u062d\u0632\u0645\u0629 CloudFormation \u0644\u0633\u064a\u0631 \u0639\u0645\u0644 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u064f\u0642\u062f\u0645\u0629. \u064a\u062a\u0648\u0641\u0631 \u0642\u0627\u0644\u0628 CloudFormation \u0641\u064a \u0645\u0633\u062a\u0648\u062f\u0639 GitHub \u0639\u0644\u0649 \u0627\u0644\u0631\u0627\u0628\u0637 \u0627\u0644\u062a\u0627\u0644\u064a:
\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629\/fargate-embeddings-vectordb-save.yaml<\/code> \u0646\u062d\u0646 \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0644\u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0628\u064a\u0626\u0629 AWS.<\/p>\n\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u062a\u062d\u062f\u064a\u062b\u0647\u0627 \u0641\u064a \u0627\u0644\u0623\u0645\u0631
\u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0639\u0644\u0648\u0645\u0627\u062a aws \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/code> \u0648\u0642\u062f \u062c\u0627\u0621 \u0641\u064a\u0647:<\/p>\n- \n
- BucketName: \u062a\u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u062f\u0644\u0648 Amazon S3 \u062d\u064a\u062b \u0633\u0646\u0633\u0642\u0637 \u0645\u0633\u062a\u0646\u062f\u0627\u062a PDF.<\/li>\n
- VpcId \u0648SubnetId: \u062a\u062d\u062f\u062f \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u0633\u064a\u062a\u0645 \u0641\u064a\u0647 \u062a\u0634\u063a\u064a\u0644 \u0645\u0647\u0645\u0629 Fargate.<\/li>\n
- ImageName: \u0647\u0630\u0627 \u0647\u0648 \u0627\u0633\u0645 \u0635\u0648\u0631\u0629 Docker \u0641\u064a Amazon Elastic Container Registry (ECR) \u0644\u0640 save-embedding-vectordb.<\/li>\n
- TextEmbeddingModelEndpointName: \u0627\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0633\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0630\u064a \u062a\u0645 \u0646\u0634\u0631\u0647 \u0641\u064a Amazon SageMaker \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 1.<\/li>\n
- VectorDatabaseEndpoint: \u062d\u062f\u062f \u0639\u0646\u0648\u0627\u0646 \u0646\u0642\u0637\u0629 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0644\u0646\u0637\u0627\u0642 Amazon OpenSearch.<\/li>\n
- VectorDatabaseUsername \u0648VectorDatabasePassword: \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 Amazon Open Search \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 4.<\/li>\n
- VectorDatabaseIndex: \u062a\u0639\u064a\u064a\u0646 \u0627\u0633\u0645 \u0627\u0644\u0641\u0647\u0631\u0633 \u0641\u064a Amazon Open Search \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062e\u0632\u064a\u0646 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0645\u0633\u062a\u0646\u062f\u0627\u062a PDF.<\/li>\n<\/ul>\n
\u0644\u062a\u0646\u0641\u064a\u0630 \u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 CloudFormation\u060c \u0628\u0639\u062f \u062a\u062d\u062f\u064a\u062b \u0642\u064a\u0645 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a\u060c \u0646\u0633\u062a\u062e\u062f\u0645 \u0623\u0645\u0631 AWS CLI \u0627\u0644\u062a\u0627\u0644\u064a:<\/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\u0625\u0646\u0634\u0627\u0621 \u062d\u0632\u0645\u0629 CloudFormation \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647\u060c \u0646\u064f\u0646\u0634\u0626 \u062d\u0627\u0648\u064a\u0629 S3 \u0648\u0646\u064f\u0646\u0634\u0626 \u0625\u0634\u0639\u0627\u0631\u0627\u062a S3 \u062a\u064f\u0634\u063a\u0651\u0644 \u062f\u0627\u0644\u0629 Lambda. \u062a\u064f\u0634\u063a\u0651\u0644 \u0647\u0630\u0647 \u0627\u0644\u062f\u0627\u0644\u0629 \u0628\u062f\u0648\u0631\u0647\u0627 \u0645\u0647\u0645\u0629 Fargate. \u062a\u064f\u0646\u0634\u0626 \u0645\u0647\u0645\u0629 Fargate \u062d\u0627\u0648\u064a\u0629 Docker \u0628\u0627\u0644\u0645\u0644\u0641
\u0645\u0644\u0641 startup-script.py<\/code> \u062a\u0646\u0641\u064a\u0630 \u0645\u0633\u0624\u0648\u0644 \u0639\u0646 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0641\u064a Amazon OpenSearch \u0636\u0645\u0646 \u0641\u0647\u0631\u0633 OpenSearch \u062c\u062f\u064a\u062f \u064a\u0633\u0645\u0649\u062f\u0644\u064a\u0644 \u0627\u0644\u0633\u064a\u0627\u0631\u0629<\/code> \u0625\u0646\u0647\u0627.<\/p>\n\u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u0639 \u0639\u064a\u0646\u0629 PDF<\/h5>\n
\u0628\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u062d\u0632\u0645\u0629 CloudFormation\u060c \u0623\u0636\u0650\u0641 \u0645\u0644\u0641 PDF \u064a\u064f\u0645\u062b\u0644 \u062f\u0644\u064a\u0644 \u0627\u0644\u062c\u0647\u0627\u0632 \u0625\u0644\u0649 \u062d\u0632\u0645\u0629 S3. \u0646\u0632\u0651\u0644\u062a\u064f \u062f\u0644\u064a\u0644 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0645\u062a\u0648\u0641\u0631 \u0647\u0646\u0627. \u0628\u0639\u062f \u0627\u0646\u062a\u0647\u0627\u0621 \u062a\u0634\u063a\u064a\u0644 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0646\u0642\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u062f\u0627\u062b\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u062d\u062a\u0648\u064a \u0645\u062c\u0645\u0648\u0639\u0629 Amazon Open Search \u0639\u0644\u0649 \u0627\u0644\u0645\u0644\u0641 \u0627\u0644\u062a\u0639\u0631\u064a\u0641\u064a \u0627\u0644\u062a\u0627\u0644\u064a:
\u062f\u0644\u064a\u0644 \u0627\u0644\u0633\u064a\u0627\u0631\u0629<\/code> \u0645\u0639 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0636\u062d\u0629 \u0623\u062f\u0646\u0627\u0647.<\/p>\n
\n
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\u0646\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u064f\u0636\u0645\u064e\u0651\u0646\u0629 \u0627\u0644\u0645\u064f\u062e\u0632\u064e\u0651\u0646\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0644\u062a\u0648\u0641\u064a\u0631 \u0633\u064a\u0627\u0642 \u0644\u0628\u0631\u0646\u0627\u0645\u062c LLM. \u064a\u064f\u0645\u0643\u0650\u0651\u0646 \u0647\u0630\u0627 \u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u0631\u0646\u0627\u0645\u062c LLM \u0645\u0646 \u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u062f\u0644\u064a\u0644 \u0633\u064a\u0627\u0631\u062a\u0646\u0627 \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u064a\u0647\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629. \u0648\u0644\u062a\u062d\u0642\u064a\u0642 \u0630\u0644\u0643\u060c \u0633\u0646\u0633\u062a\u062e\u062f\u0645 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u064a\u064f\u0633\u0645\u0649 LangChain\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u064f\u0628\u0633\u0650\u0651\u0637 \u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0648\u0628\u0629 \u0627\u0644\u0641\u0648\u0631\u064a \u0648\u0627\u0644\u0646\u0635\u064a \u0627\u0644\u0630\u064a \u0635\u0645\u0645\u062a\u0647 LLM.<\/p>\n
\u062a\u064f\u0635\u0648\u0650\u0651\u0631 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u064f\u062e\u0632\u064e\u0651\u0646\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647\u0627\u062a \u0645\u0639\u0627\u0646\u064a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u0639\u0644\u0627\u0642\u0627\u062a\u0647\u0627\u060c \u0648\u062a\u064f\u062a\u064a\u062d \u0644\u0646\u0627 \u0625\u062c\u0631\u0627\u0621 \u062d\u0633\u0627\u0628\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0648\u062c\u0647 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u062f\u0644\u0627\u0644\u064a. \u0628\u064a\u0646\u0645\u0627 \u062a\u064f\u0646\u0634\u0626 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0645\u062a\u062c\u0647\u064a\u0629 \u0644\u0645\u0642\u0627\u0637\u0639 \u0646\u0635\u064a\u0629 \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0645\u0639\u0627\u0646\u064a \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a\u060c \u064a\u062a\u062e\u0635\u0635 \u0628\u0631\u0646\u0627\u0645\u062c T5 Flan LLM \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0625\u062c\u0627\u0628\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u064f\u0636\u0627\u0641 \u0625\u0644\u0649 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a. \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u0645\u0637\u0627\u0628\u0642\u0629 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u0639 \u0645\u0642\u0627\u0637\u0639 \u0646\u0635\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0646\u0634\u0627\u0621 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0644\u0644\u0623\u0633\u0626\u0644\u0629\u060c \u062b\u0645 \u0642\u064a\u0627\u0633 \u0645\u062f\u0649 \u062a\u0634\u0627\u0628\u0647\u0647\u0627 \u0645\u0639 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u0645\u064f\u062e\u0632\u064e\u0651\u0646\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a.<\/p>\n
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\u064a\u0648\u0636\u062d \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0623\u062f\u0646\u0627\u0647 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0627\u0644\u0630\u064a \u062a\u0648\u0641\u0631\u0647 LangChain \u0648\u0628\u0631\u0646\u0627\u0645\u062c T5 Flan LLM \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627.<\/p>\n
\u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0628\u064a\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u062f\u0639\u0645 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0645\u0646 T5-Flan-XXL LLM<\/h5>\n
\n\u0628\u0646\u0627\u0621 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/h5>\n\u0628\u0639\u062f \u0623\u0646 \u0627\u0633\u062a\u0639\u0631\u0636\u0646\u0627 \u0633\u064a\u0631 \u0639\u0645\u0644 LangChain \u0648T5 Flask LLM\u060c \u0644\u0646\u0628\u062f\u0623 \u0628\u0634\u0631\u062d \u0634\u064a\u0641\u0631\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0627\u0644\u062a\u064a \u062a\u0642\u0628\u0644 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u062a\u0648\u0641\u0631 \u0625\u062c\u0627\u0628\u0627\u062a \u0645\u062a\u0631\u0627\u0628\u0637\u0629 \u0627\u0644\u0633\u064a\u0627\u0642. \u062a\u0648\u062c\u062f \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0648\u0628\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0647\u0630\u0647 \u0641\u064a \u0645\u062c\u0644\u062f RAG-langchain-questionanswer-t5-llm \u0641\u064a \u0645\u0633\u062a\u0648\u062f\u0639 GitHub\u060c \u0648\u0645\u0646\u0637\u0642\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0645\u0648\u062c\u0648\u062f \u0641\u064a \u0645\u0644\u0641 app.py. \u064a\u064f\u0639\u0631\u0651\u0641 \u0647\u0630\u0627 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u064f\u0633\u062a\u0646\u062f \u0625\u0644\u0649 Flask \u0645\u0633\u0627\u0631 \/qa \u0644\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629.<\/p>\n
\u0639\u0646\u062f\u0645\u0627 \u064a\u064f\u0631\u0633\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u064b\u0627 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0628\u064a\u0626\u0629 TEXT_EMBEDDING_MODEL_ENDPOINT_NAME\u060c \u0648\u062a\u064f\u0634\u064a\u0631 \u0625\u0644\u0649 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 Amazon SageMaker \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0645\u062a\u062c\u0647\u064a\u0629 \u0631\u0642\u0645\u064a\u0629 \u062a\u064f\u0633\u0645\u0649 \u062a\u0636\u0645\u064a\u0646\u0627\u062a. \u062a\u064f\u062c\u0633\u0651\u062f \u0647\u0630\u0647 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0646\u0649 \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0644\u0644\u0646\u0635.<\/p>\n
\u062a\u0633\u062a\u0641\u064a\u062f \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0623\u064a\u0636\u064b\u0627 \u0645\u0646 Amazon OpenSearch \u0644\u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0628\u062d\u062b \u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0645\u0639 \u0645\u0631\u0627\u0639\u0627\u0629 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0645\u0645\u0627 \u064a\u064f\u0645\u0643\u0651\u0646\u0647\u0627 \u0645\u0646 \u062c\u0644\u0628 \u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0646\u0635\u064a\u0629 \u0630\u0627\u062a \u0635\u0644\u0629 \u0645\u0646 \u062f\u0644\u064a\u0644 \u0639\u0645\u0644 OpenSearch \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u064f\u0633\u062a\u0642\u0627\u0629 \u0645\u0646 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0628\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629\u060c \u062a\u0633\u062a\u062f\u0639\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 T5 Flan LLM\u060c \u0627\u0644\u0645\u064f\u062d\u062f\u062f\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0628\u064a\u0626\u0629 T5FLAN_XXL_ENDPOINT_NAME\u060c \u0648\u0627\u0644\u0645\u064f\u0633\u062a\u062e\u062f\u0645 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a Amazon SageMaker. \u062a\u0633\u062a\u062e\u062f\u0645 \u0646\u0642\u0637\u0629 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u064f\u0633\u062a\u0631\u062c\u0639\u0629 \u0645\u0646 Amazon OpenSearch \u0643\u0633\u064a\u0627\u0642 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a. \u062a\u064f\u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u0645\u064f\u0633\u062a\u0642\u0627\u0629 \u0645\u0646 Amazon OpenSearch \u0633\u064a\u0627\u0642\u064b\u0627 \u0642\u064a\u0651\u0645\u064b\u0627 \u0644\u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 T5 Flan LLM\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u062a\u0642\u062f\u064a\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u0641\u064a\u062f\u0629 \u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u064a\u0633\u062a\u062e\u062f\u0645 \u0643\u0648\u062f \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a LangChain \u0644\u062a\u0646\u0638\u064a\u0645 \u062c\u0645\u064a\u0639 \u0647\u0630\u0647 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a.<\/p>\n
\u0625\u0646\u0634\u0627\u0621 \u0648\u0646\u0634\u0631 \u0635\u0648\u0631\u0629 Docker \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/h5>\n
\u0628\u0639\u062f \u0641\u0647\u0645 \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u0645\u0644\u0641 app.py\u060c \u0646\u0628\u062f\u0623 \u0628\u0628\u0646\u0627\u0621 \u0645\u0644\u0641 Dockerfile \u0645\u0646 \u0645\u062c\u0644\u062f RAG-langchain-questionanswer-t5-llm\u060c \u0648\u0646\u0631\u0641\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 Amazon ECR. \u0633\u0646\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 AWS \u0648\u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 Docker \u0644\u0628\u0646\u0627\u0621 \u0635\u0648\u0631\u0629 Docker \u0648\u0631\u0641\u0639\u0647\u0627 \u0625\u0644\u0649 Amazon ECR. \u0641\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u060c \u0627\u0633\u062a\u0628\u062f\u0644\u0647 \u0628\u0631\u0642\u0645 \u062d\u0633\u0627\u0628 AWS \u0627\u0644\u0635\u062d\u064a\u062d.<\/p>\n
\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0631\u0645\u0632 \u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0648\u0645\u0635\u0627\u062f\u0642\u0629 \u0639\u0645\u064a\u0644 Docker \u0639\u0644\u0649 \u0627\u0644\u0633\u062c\u0644 \u0641\u064a AWS CLI.<\/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\u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0635\u0648\u0631\u0629 Docker \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a.<\/p>\n
\ndocker build -t qa-container .\r\n<\/code><\/pre>\n<\/div>\n\u0628\u0645\u062c\u0631\u062f \u0627\u0643\u062a\u0645\u0627\u0644 \u0627\u0644\u0628\u0646\u0627\u0621\u060c \u0642\u0645 \u0628\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u0629 \u062d\u062a\u0649 \u0646\u062a\u0645\u0643\u0646 \u0645\u0646 \u062f\u0641\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639:<\/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\u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u062f\u0641\u0639 \u0647\u0630\u0647 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u062f\u0639 Amazon ECR \u0627\u0644\u062c\u062f\u064a\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\u0628\u0645\u062c\u0631\u062f \u062a\u062d\u0645\u064a\u0644 \u0635\u0648\u0631\u0629 Docker \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u062f\u0639 Amazon ECR\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0628\u062f\u0648 \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n
\n\u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 CloudFormation \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/h5>\n\u0633\u0646\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 AWS \u0644\u0625\u0646\u0634\u0627\u0621 \u062d\u0632\u0645\u0629 CloudFormation \u0644\u0645\u062c\u0645\u0648\u0639\u0629 Amazon ECS \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0636\u064a\u0641 \u0645\u0647\u0645\u0629 Fargate \u0644\u0639\u0631\u0636 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u064a\u0648\u062c\u062f \u0642\u0627\u0644\u0628 CloudFormation \u0641\u064a \u0645\u0633\u062a\u0648\u062f\u0639 GitHub \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u0627\u0631 Infrastructure\/fargate-api-rag-llm-langchain.yaml. \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0644\u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0628\u064a\u0626\u0629 AWS. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u062a\u062d\u062f\u064a\u062b\u0647\u0627 \u0641\u064a \u0623\u0645\u0631 aws cloudformation create-stack:<\/p>\n
- \n
- DemoVPC: \u062a\u062d\u062f\u062f \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 (VPC) \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u062f\u0645\u0629 \u0641\u064a\u0647\u0627.<\/li>\n
- PublicSubnetIds: \u062a\u062a\u0637\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0642\u0627\u0626\u0645\u0629 \u0628\u0645\u0639\u0631\u0641\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u0648\u0636\u0639 \u0645\u0648\u0627\u0632\u0646 \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0641\u064a\u0647\u0627.<\/li>\n
- IMAGENAME: \u0642\u0645 \u0628\u062a\u0648\u0641\u064a\u0631 \u0627\u0633\u0645 \u0635\u0648\u0631\u0629 Docker \u0641\u064a Amazon Elastic Container Registry (ECR) \u0644\u062d\u0627\u0648\u064a\u0629 qa.<\/li>\n
- TextEmbeddingModelEndpointName: \u062d\u062f\u062f \u0627\u0633\u0645 \u0646\u0642\u0637\u0629 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0634\u0648\u0631 \u0641\u064a Amazon SageMaker \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 1.<\/li>\n
- T5FlanXXLEndpointName: \u0642\u0645 \u0628\u062a\u0639\u064a\u064a\u0646 \u0627\u0633\u0645 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 T5-FLAN \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0649 Amazon SageMaker \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 2.<\/li>\n
- VectorDatabaseEndpoint: \u062d\u062f\u062f \u0639\u0646\u0648\u0627\u0646 \u0646\u0642\u0637\u0629 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0644\u0646\u0637\u0627\u0642 Amazon OpenSearch.<\/li>\n
- VectorDatabaseUsername \u0648VectorDatabasePassword: \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 OpenSearch \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 4.<\/li>\n
- VectorDatabaseIndex: \u0639\u064a\u0651\u0646 \u0627\u0633\u0645 \u0627\u0644\u0641\u0647\u0631\u0633 \u0641\u064a Amazon OpenSearch \u062d\u064a\u062b \u0633\u064a\u062a\u0645 \u062a\u062e\u0632\u064a\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u062f\u0645\u062a\u0643. \u0627\u0633\u0645 \u0627\u0644\u0641\u0647\u0631\u0633 \u0627\u0644\u0630\u064a \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627\u0647 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644 \u0647\u0648 carmanual.<\/li>\n<\/ul>\n
\u0644\u062a\u0646\u0641\u064a\u0630 \u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 CloudFormation\u060c \u0628\u0639\u062f \u062a\u062d\u062f\u064a\u062b \u0642\u064a\u0645 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a\u060c \u0646\u0633\u062a\u062e\u062f\u0645 \u0623\u0645\u0631 AWS CLI \u0627\u0644\u062a\u0627\u0644\u064a:<\/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\u0628\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u062d\u0632\u0645\u0629 CloudFormation \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647 \u0628\u0646\u062c\u0627\u062d\u060c \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u062a\u062d\u0643\u0645 AWS \u0648\u0627\u0641\u062a\u062d \u0639\u0644\u0627\u0645\u0629 \u062a\u0628\u0648\u064a\u0628 "\u0645\u062e\u0631\u062c\u0627\u062a CloudFormation" \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u062d\u0632\u0645\u0629 ecs-questionanswer-llm. \u0633\u062a\u062c\u062f \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API). \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0634\u0643\u0644 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a:<\/p>\n
\n\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/h5>\n\u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u062e\u062a\u0628\u0627\u0631 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 API \u0639\u0628\u0631 \u0623\u0645\u0631 curl \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/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\u0633\u0648\u0641 \u0646\u0631\u0649 \u0631\u062f\u064b\u0627 \u0645\u062b\u0644 \u0627\u0644\u0631\u062f \u0627\u0644\u0645\u0648\u0636\u062d \u0623\u062f\u0646\u0627\u0647.<\/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\u0627\u0644\u062e\u0637\u0648\u0629 7 - \u0625\u0646\u0634\u0627\u0621 \u0648\u0646\u0634\u0631 \u0645\u0648\u0642\u0639 \u0648\u064a\u0628 \u0645\u0639 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u062a\u0643\u0627\u0645\u0644<\/h2>\n
\u062b\u0645 \u0646\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0641\u064a \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0643\u0627\u0645\u0644\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u062f\u0645\u062c \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0645\u0639 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0645\u062f\u0645\u062c \u0641\u064a \u0645\u0648\u0642\u0639 \u0648\u064a\u0628 HTML. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0642\u0639 \u0648\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0645\u062f\u0645\u062c\u060c \u0641\u0625\u0646 \u0634\u064a\u0641\u0631\u062a\u0646\u0627 \u0627\u0644\u0645\u0635\u062f\u0631\u064a\u0629 \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u062a\u0637\u0628\u064a\u0642 Nodejs \u064a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0645\u0644\u0641 index.html \u0645\u062f\u0645\u062c \u0645\u0639 \u0645\u0644\u0641 botkit.js \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0643\u0631\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629. \u0644\u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u0623\u0645\u0631\u060c \u0623\u0646\u0634\u0623\u062a\u064f \u0645\u0644\u0641 Dockerfile \u0648\u0648\u0636\u0639\u062a\u0647 \u0645\u0639 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0641\u064a \u0645\u062c\u0644\u062f homegrown_website_and_bot. \u0633\u0646\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 AWS \u0648\u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 Docker \u0644\u0628\u0646\u0627\u0621 \u0646\u0633\u062e\u0629 Docker \u0648\u0631\u0641\u0639\u0647\u0627 \u0625\u0644\u0649 Amazon ECR \u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u0623\u0645\u0627\u0645\u064a. \u0641\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u060c \u0627\u0633\u062a\u0628\u062f\u0644\u0647 \u0628\u0631\u0642\u0645 \u062d\u0633\u0627\u0628 AWS \u0627\u0644\u0635\u062d\u064a\u062d.<\/p>\n
\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0631\u0645\u0632 \u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0648\u0645\u0635\u0627\u062f\u0642\u0629 \u0639\u0645\u064a\u0644 Docker \u0639\u0644\u0649 \u0627\u0644\u0633\u062c\u0644 \u0641\u064a AWS CLI.<\/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\u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0635\u0648\u0631\u0629 Docker \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n
\ndocker build -t web-chat-frontend .\r\n<\/code><\/pre>\n<\/div>\n\u0628\u0645\u062c\u0631\u062f \u0627\u0643\u062a\u0645\u0627\u0644 \u0627\u0644\u0628\u0646\u0627\u0621\u060c \u0642\u0645 \u0628\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u0629 \u062d\u062a\u0649 \u0646\u062a\u0645\u0643\u0646 \u0645\u0646 \u062f\u0641\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639:<\/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\u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u062f\u0641\u0639 \u0647\u0630\u0647 \u0627\u0644\u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u062f\u0639 Amazon ECR \u0627\u0644\u062c\u062f\u064a\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\u0628\u0639\u062f \u0625\u0631\u0633\u0627\u0644 \u0635\u0648\u0631\u0629 Docker \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u062f\u0639 ECR\u060c \u0646\u064f\u0646\u0634\u0626 \u062d\u0632\u0645\u0629 CloudFormation \u0644\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629 \u0628\u062a\u0634\u063a\u064a\u0644 \u0645\u0644\u0641 Infrastructure\\fargate-website-chatbot.yaml. \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0644\u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0628\u064a\u0626\u0629 AWS. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u062a\u062d\u062f\u064a\u062b\u0647\u0627 \u0641\u064a \u0623\u0645\u0631 aws cloudformation create-stack:<\/p>\n
- \n
- DemoVPC: \u062a\u062d\u062f\u062f \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 (VPC) \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u0646\u0634\u0631 \u0645\u0648\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0639\u0644\u064a\u0647\u0627.<\/li>\n
- PublicSubnetIds: \u062a\u062a\u0637\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0642\u0627\u0626\u0645\u0629 \u0628\u0645\u0639\u0631\u0641\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u062d\u064a\u062b \u0633\u064a\u062a\u0645 \u0648\u0636\u0639 \u0645\u0648\u0627\u0632\u0646 \u062a\u062d\u0645\u064a\u0644 \u0645\u0648\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/li>\n
- IMAGENAME: \u0623\u062f\u062e\u0644 \u0627\u0633\u0645 \u0635\u0648\u0631\u0629 Docker \u0641\u064a Amazon Elastic Container Registry (ECR) \u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643.<\/li>\n
- QUESTURL: \u062d\u062f\u062f \u0639\u0646\u0648\u0627\u0646 URL \u0644\u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0646\u0634\u0631\u0647\u0627 \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 6. \u062a\u0646\u0633\u064a\u0642\u0647\u0627 \u0647\u0648 http:\/\/ \u0625\u0646\u0647 \/qa.<\/li>\n<\/ul>\n
\u0644\u062a\u0646\u0641\u064a\u0630 \u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 CloudFormation\u060c \u0628\u0639\u062f \u062a\u062d\u062f\u064a\u062b \u0642\u064a\u0645 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a\u060c \u0646\u0633\u062a\u062e\u062f\u0645 \u0623\u0645\u0631 AWS CLI \u0627\u0644\u062a\u0627\u0644\u064a:<\/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\u0627\u0644\u062e\u0637\u0648\u0629 8 - \u062a\u062d\u0642\u0642 \u0645\u0646 \u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a Car Savvy<\/h2>\n
\u0628\u0639\u062f \u0628\u0646\u0627\u0621 \u062d\u0632\u0645\u0629 CloudFormation \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647 \u0628\u0646\u062c\u0627\u062d\u060c \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u062a\u062d\u0643\u0645 AWS \u0648\u0627\u0641\u062a\u062d \u0639\u0644\u0627\u0645\u0629 \u062a\u0628\u0648\u064a\u0628 "\u0645\u062e\u0631\u062c\u0627\u062a CloudFormation" \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u062d\u0632\u0645\u0629 ecs-website-chatbot. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0639\u0644\u0627\u0645\u0629\u060c \u0633\u0646\u062c\u062f \u0627\u0633\u0645 DNS \u0644\u0645\u0648\u0627\u0632\u0646 \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 (ALB) \u0627\u0644\u0645\u0631\u062a\u0628\u0637 \u0628\u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0634\u0643\u0644 \u0627\u0644\u0645\u064f\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u064f\u062d\u062a\u0645\u0644\u0629:<\/p>\n
\n\u0627\u062a\u0635\u0644 \u0628\u0631\u0627\u0628\u0637 \u0646\u0642\u0637\u0629 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u062a\u0635\u0641\u062d \u0644\u0645\u0634\u0627\u0647\u062f\u0629 \u0634\u0643\u0644 \u0627\u0644\u0645\u0648\u0642\u0639. \u0627\u0637\u0631\u062d \u0623\u0633\u0626\u0644\u0629 \u0628\u0644\u063a\u0629 \u0637\u0628\u064a\u0639\u064a\u0629 \u0639\u0644\u0649 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0645\u062f\u0645\u062c. \u0645\u0646 \u0628\u064a\u0646 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0646\u0627 \u0637\u0631\u062d\u0647\u0627: "\u0643\u064a\u0641 \u0623\u0646\u0638\u0641 \u0632\u062c\u0627\u062c \u0633\u064a\u0627\u0631\u062a\u064a \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u061f"\u060c "\u0623\u064a\u0646 \u0623\u062c\u062f \u0631\u0642\u0645 \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0645\u0631\u0643\u0628\u0629\u061f"\u060c "\u0643\u064a\u0641 \u0623\u0628\u0644\u063a \u0639\u0646 \u0639\u064a\u0628 \u0641\u064a \u0627\u0644\u0633\u0644\u0627\u0645\u0629\u061f"\u201c<\/p>\n
\n\u0645\u0627\u0630\u0627 \u0628\u0639\u062f\u061f<\/h5>\n\u0646\u0623\u0645\u0644 \u0623\u0646 \u064a\u0648\u0636\u062d \u0644\u0643 \u0645\u0627 \u0633\u0628\u0642 \u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0644\u0637\u0644\u0627\u0628 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u060c \u0648\u062f\u0645\u062c\u0647\u0627 \u0645\u0639 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0645\u062f\u0645\u062c\u0629. \u0623\u062e\u0628\u0631\u0646\u064a \u0628\u0645\u0627 \u062a\u0631\u063a\u0628 \u0628\u0642\u0631\u0627\u0621\u062a\u0647 \u0623\u064a\u0636\u064b\u0627 \u062d\u0648\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u062e\u062f\u0645\u0627\u062a \u0623\u0645\u0627\u0632\u0648\u0646 \u0648\u064a\u0628 (AWS)!<\/p>\n
\u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0631\u062d\u0644\u062a\u0643 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629\u060c \u0623\u0634\u062c\u0639\u0643 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0645\u0642 \u0623\u0643\u062b\u0631 \u0641\u064a \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u060c \u0648\u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a\u060c \u0648LangChain\u060c \u0648\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0628\u0631\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0627\u0644\u0623\u062e\u0631\u0649. \u062a\u062a\u0648\u0641\u0631 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0641\u064a Amazon SageMaker JumpStart\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0623\u062f\u0648\u0627\u062a AWS \u0627\u0644\u062a\u064a \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627\u0647\u0627 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u060c \u0645\u062b\u0644 Amazon OpenSearch\u060c \u0648Docker Containers\u060c \u0648Fargate. \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0645\u0633\u0627\u0639\u062f\u062a\u0643 \u0639\u0644\u0649 \u0625\u062a\u0642\u0627\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a:<\/p>\n
- \n
- Amazon SageMaker: \u0645\u0639 \u062a\u0642\u062f\u0645\u0643 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 SageMaker\u060c \u062a\u0639\u0631\u0651\u0641 \u0639\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u062a\u064a \u064a\u0642\u062f\u0645\u0647\u0627.<\/li>\n
- \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0641\u064a \u0623\u0645\u0627\u0632\u0648\u0646: \u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-NN \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u0627\u0641\u0629 \u0627\u0644\u0623\u062e\u0631\u0649<\/li>\n
- Langchain: LangChain \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0635\u0645\u0645 \u0644\u062a\u0628\u0633\u064a\u0637 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 LLM.<\/li>\n
- \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a: \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0647\u0648 \u062a\u0645\u062b\u064a\u0644 \u0631\u0642\u0645\u064a \u0644\u0642\u0637\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0645\u062b\u0644 \u0627\u0644\u0646\u0635\u060c \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0648\u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u0635\u0648\u062a\u060c \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643.<\/li>\n
- Amazon SageMaker JumpStart: \u064a\u0648\u0641\u0631 SageMaker JumpStart \u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0644\u0645\u0633\u0627\u0639\u062f\u062a\u0643 \u0641\u064a \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n<\/ol>\n
\u0645\u0633\u062d<\/h5>\n
- \n
- \u0633\u062c\u0651\u0644 \u062f\u062e\u0648\u0644\u0643 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 AWS. \u062a\u0623\u0643\u062f \u0645\u0646 \u062a\u0643\u0648\u064a\u0646 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 AWS \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0645\u0639 \u0627\u0644\u0623\u0630\u0648\u0646\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 \u0647\u0630\u0647 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a.<\/li>\n
- \u0627\u062d\u0630\u0641 \u0645\u0644\u0641 PDF \u0645\u0646 \u0633\u0644\u0629 Amazon S3 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0628\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u062a\u0627\u0644\u064a. \u0627\u0633\u062a\u0628\u062f\u0644 \u0627\u0633\u0645 \u0627\u0644\u0633\u0644\u0629 \u0628\u0627\u0633\u0645\u0647\u0627 \u0627\u0644\u0623\u0635\u0644\u064a\u060c \u0648\u0639\u062f\u0651\u0644 \u0645\u0633\u0627\u0631 \u0645\u0644\u0641 PDF \u0625\u0630\u0627 \u0644\u0632\u0645 \u0627\u0644\u0623\u0645\u0631.<\/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\u0627\u062d\u0630\u0641 \u062d\u0632\u0645 CloudFormation. \u0627\u0633\u062a\u0628\u062f\u0644 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u062d\u0632\u0645 \u0628\u0623\u0633\u0645\u0627\u0621 \u062d\u0632\u0645 CloudFormation \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/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\u0627\u062d\u0630\u0641 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 SageMaker. \u0627\u0633\u062a\u0628\u062f\u0644 endpoint-name-1 \u0648 endpoint-name-2 \u0628\u0623\u0633\u0645\u0627\u0621 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 SageMaker.<\/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\u064a\u062c\u0629<\/h2>\n
\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u060c \u0642\u0645\u0646\u0627 \u0628\u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u062a\u0643\u0627\u0645\u0644 \u0644\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0648\u0628\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a AWS \u0648\u0623\u062f\u0648\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631. \u062f\u0645\u062c\u0646\u0627 \u0623\u0645\u0627\u0632\u0648\u0646 \u0623\u0648\u0628\u0646 \u0633\u064a\u0631\u0634 \u0643\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647\u0629\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u062a\u0636\u0645\u064a\u0646 GPT-J 6B FP16\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627 Langchain \u0645\u0639 \u0634\u0647\u0627\u062f\u0629 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646. \u064a\u0633\u062a\u062e\u0631\u062c \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0631\u0624\u0649 \u0645\u0646 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u063a\u064a\u0631 \u0645\u0646\u0638\u0645\u0629.<\/p>","protected":false},"excerpt":{"rendered":"\u0645\u0642\u062f\u0645\u0629 \u062a\u062e\u064a\u0644 \u0623\u0646\u0643 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0625\u062c\u0631\u0627\u0621 \u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0648\u062a\u0642\u062f\u064a\u0645 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0642\u064a\u0645\u0629 \u0625\u0644\u0649...","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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