{"id":76892,"date":"2024-09-16T07:04:35","date_gmt":"2024-09-16T03:34:35","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/securely-connecting-azure-container-apps-to-azure-openai-using-user-managed-identity-3369\/"},"modified":"2024-09-16T07:04:35","modified_gmt":"2024-09-16T03:34:35","slug":"securely-connecting-azure-container-apps-to-azure-openai-using-user-managed-identity-3369","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/securely-connecting-azure-container-apps-to-azure-openai-using-user-managed-identity-3369\/","title":{"rendered":"\u0627\u062a\u0635\u0627\u0644 \u0627\u06cc\u0645\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0628\u0647 Azure OpenAI \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631"},"content":{"rendered":"

Summarize this content to 400 words in Persian Lang
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\n\u0627\u062a\u0635\u0627\u0644 \u0627\u06cc\u0645\u0646 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0628\u0647 Azure OpenAI \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631<\/p>\n

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1. \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062c\u0627\u0648\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0628\u062f\u0648\u0646 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0633\u0627\u0632\u06cc<\/p>\n

\u062f\u0631 11 \u0633\u067e\u062a\u0627\u0645\u0628\u0631 2024\u060c \u0627\u0639\u0644\u0627\u0645\u06cc\u0647 “\u0627\u0639\u0644\u0627\u0645 \u062f\u0633\u062a\u0631\u0633\u06cc \u0639\u0645\u0648\u0645\u06cc \u062a\u062c\u0631\u0628\u06cc\u0627\u062a \u062c\u0627\u0648\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure” \u0645\u0646\u062a\u0634\u0631 \u0634\u062f.<\/p>\n

\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0645\u0631\u0648\u0631 \u06a9\u0644\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u062c\u0627\u0648\u0627 \u062f\u0631 Azure \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u062c\u0627\u0648\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c Azure Container Apps \u0627\u06a9\u0646\u0648\u0646 \u0627\u0632 \u0627\u062c\u0632\u0627\u06cc Spring \u0632\u06cc\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u062f\u0645\u0627\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n

\u0633\u0631\u0648\u0631 Eureka \u0628\u0631\u0627\u06cc \u0628\u0647\u0627\u0631
\n\u0633\u0631\u0648\u0631 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc Spring
\n\u0627\u062f\u0645\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0628\u0647\u0627\u0631<\/p>\n

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\u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0647\u062f\u0641 \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure\u060c \u0627\u0632 az containerapp up \u062f\u0633\u062a\u0648\u0631 \u062f\u0627\u062f\u0647 \u0648 \u0622\u0631\u062a\u06cc\u0641\u06a9\u062a \u062c\u0627\u0648\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f. \u0645\u0631\u0627\u062d\u0644 \u0645\u0641\u0635\u0644 \u0628\u0639\u062f\u0627\u064b \u062f\u0631 \u0631\u0627\u0647\u0646\u0645\u0627 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a (\u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f \u0628\u0647: 2.8 Creating an Azure Container Apps Instance).<\/p>\n

\u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062c\u0627\u0648\u0627 \u0631\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. Azure Container Apps \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0627\u0632 \u0635\u0641\u0631 \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u062d\u062a \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f. \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n

2. \u0627\u062a\u0635\u0627\u0644 \u0627\u06cc\u0645\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0628\u0647 Azure OpenAI \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631<\/p>\n

\u062f\u0631 \u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631\u060c \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0627\u0647\u0645\u06cc\u062a \u0641\u0632\u0627\u06cc\u0646\u062f\u0647\u200c\u0627\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u200c\u062a\u0631\u06cc \u0628\u0633\u0627\u0632\u0646\u062f. \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0647\u0646\u06af\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\u060c \u0628\u0647 \u062c\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0631\u0645\u0632 \u0639\u0628\u0648\u0631\u060c \u0627\u0632 Managed Identity \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0632 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a Entra ID \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n

\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0645\u062c\u0648\u0632\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0646\u0627\u0628\u0639 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u062f\u0648\u062f\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0627\u0639\u0637\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0645\u0646\u06cc\u062a \u0631\u0627 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647\u060c \u0628\u0647 \u0645\u0642\u0627\u0644\u0647 “\u0647\u0648\u06cc\u062a \u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0646\u0627\u0628\u0639 Azure \u0686\u06cc\u0633\u062a\u061f” \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062f\u062e\u0644\u060c \u0645\u0646 \u0628\u0647 \u0648\u0636\u0648\u062d \u0646\u062d\u0648\u0647 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f.<\/p>\n

\u062f\u0646\u0628\u0627\u0644 \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u062f\u0631\u06a9 \u0646\u062d\u0648\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0622\u0646 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0631\u062c\u0639\u06cc \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u0646\u0627\u0628\u0639 \u062f\u06cc\u06af\u0631 \u0639\u0645\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n

\u0645\u0631\u0627\u062d\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631<\/p>\n

\u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0628\u0647 Azure OpenAI \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u0634\u062f\u0647 \u06a9\u0627\u0631\u0628\u0631\u060c \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n

\u062a\u0646\u0638\u06cc\u0645 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc
\n\u06cc\u06a9 \u06af\u0631\u0648\u0647 \u0645\u0646\u0627\u0628\u0639 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f
\n\u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 Azure OpenAI \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f
\n\u06cc\u06a9 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f
\n\u0646\u0642\u0634 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc Azure OpenAI \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u062f
\n\u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f
\n\u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 Spring Boot \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u06cc\u062f
\n\u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 Azure Container \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f
\n\u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u062f
\nSetup \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f<\/p>\n

2.1. \u062a\u0646\u0638\u06cc\u0645 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc<\/p>\n

\u0647\u0646\u06af\u0627\u0645 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637\u060c \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n

export RESOURCE_GROUP=yoshio-OpenAI-rg
\nexport LOCATION=eastus2
\nexport AZURE_OPENAI_NAME=yt-secure-openai
\nexport OPENAI_DEPLOY_MODEL_NAME=gpt-4o
\nexport USER_MANAGED_IDENTITY_NAME=yoshio-user-managed-id
\nexport SUBSCRIPTION=$(az account show –query id –output tsv)<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u062f\u0631 \u0632\u06cc\u0631 \u0646\u0627\u0645 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0622\u0646\u0647\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a. \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0646\u0627\u0645\u200c\u0647\u0627 \u0631\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0645\u062d\u06cc\u0637 \u062e\u0648\u062f \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f\u060c \u0644\u0637\u0641\u0627\u064b \u0628\u0647 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0646\u0627\u0645 \u0647\u0631 \u0645\u0646\u0628\u0639 \u0631\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0622\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f.<\/p>\n

\u0646\u0627\u0645 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc
\n\u062a\u0648\u0636\u06cc\u062d\u0627\u062a<\/p>\n

RESOURCE_GROUP
\n\u0646\u0627\u0645 \u06af\u0631\u0648\u0647 \u0645\u0646\u0628\u0639 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f<\/p>\n

\u0645\u06a9\u0627\u0646
\n\u0645\u06a9\u0627\u0646\u06cc \u06a9\u0647 \u0645\u062d\u06cc\u0637 \u062f\u0631 \u0622\u0646 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u062e\u0648\u0627\u0647\u062f \u0634\u062f<\/p>\n

USER_MANAGED_IDENTITY_NAME
\n\u0646\u0627\u0645 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631<\/p>\n

AZURE_OPENAI_NAME
\n\u0646\u0627\u0645 Azure OpenAI<\/p>\n

OPENAI_DEPLOY_MODEL_NAME
\n\u0646\u0627\u0645 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0628\u0647 \u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f<\/p>\n

\u0627\u0634\u062a\u0631\u0627\u06a9
\n\u0634\u0646\u0627\u0633\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/p>\n

2.2. \u06cc\u06a9 \u06af\u0631\u0648\u0647 \u0645\u0646\u0627\u0628\u0639 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/p>\n

\u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u06af\u0631\u0648\u0647 \u0645\u0646\u0628\u0639 \u062f\u0631 \u0645\u062d\u06cc\u0637 Azure \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f –location \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0628\u0631\u0627\u06cc \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0645\u0646\u0637\u0642\u0647 Azure \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n

az group create –name $RESOURCE_GROUP –location $LOCATION<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

2.3. \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 Azure OpenAI \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/p>\n

\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 Azure OpenAI \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f az cognitiveservices account create \u0641\u0631\u0645\u0627\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f –kind OpenAI \u0648 –custom-domain \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644<\/p>\n

az cognitiveservices account create \\
\n –name $AZURE_OPENAI_NAME \\
\n –resource-group $RESOURCE_GROUP \\
\n –kind OpenAI \\
\n –custom-domain $AZURE_OPENAI_NAME \\
\n –sku S0 \\
\n –location $LOCATION<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u062a\u0648\u062c\u0647:\u062a\u0639\u06cc\u06cc\u0646 \u0622\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a –custom-domain \u0647\u0646\u06af\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 Azure OpenAI.\u062f\u0631 \u0635\u0648\u0631\u062a \u062d\u0630\u0641\u060c \u0627\u0644\u0641 region endpoint \u0645\u0627\u0646\u0646\u062f https:\/\/eastus2.api.cognitive.microsoft.com\/ \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f \u062e\u0648\u0627\u0647\u062f \u0634\u062f. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 “Authenticate with Microsoft Entra ID” \u0630\u06a9\u0631 \u0634\u062f\u060c \u0634\u0645\u0627 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Microsoft Entra ID\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f Managed Identity\u060c \u0628\u062f\u0648\u0646 \u062a\u0639\u06cc\u06cc\u0646 \u0627\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647\u060c \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647\u060c \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f. –custom-domain.<\/p>\n

\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u062f\u0644 OpenAI \u0631\u0627 \u062f\u0631 \u0646\u0645\u0648\u0646\u0647 \u062a\u0627\u0632\u0647 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 Azure OpenAI \u062e\u0648\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 az cognitiveservices account deployment create \u0641\u0631\u0645\u0627\u0646 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u0627\u0645 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f –model-name \u0648 \u0646\u0633\u062e\u0647 \u0645\u062f\u0644 \u0628\u0627 –model-version. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627\u06cc\u062f \u0638\u0631\u0641\u06cc\u062a \u0633\u0631\u0648\u06cc\u0633 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f –sku-capacity \u0648 \u0637\u0631\u062d \u062e\u062f\u0645\u0627\u062a \u0631\u0627 \u0628\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f –sku-name.<\/p>\n

az cognitiveservices account deployment create \\
\n –name $AZURE_OPENAI_NAME \\
\n –resource-group $RESOURCE_GROUP \\
\n –deployment-name $OPENAI_DEPLOY_MODEL_NAME \\
\n –model-name $OPENAI_DEPLOY_MODEL_NAME \\
\n –model-version “2024-08-06” \\
\n –model-format OpenAI \\
\n –sku-capacity “20” \\
\n –sku-name “GlobalStandard”<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647 Azure OpenAI \u06a9\u0627\u0645\u0644 \u0634\u062f. \u067e\u0633 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0648 \u0633\u0627\u06cc\u0631 \u0639\u0645\u0644\u06cc\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n

export OPEN_AI_RESOURCE_ID=$(az cognitiveservices account list \\
\n -g $RESOURCE_GROUP \\
\n –query “[0].id” \\
\n –output tsv)
\nexport OPEN_AI_ENDPOINT=$(az cognitiveservices account show \\
\n –resource-group $RESOURCE_GROUP \\
\n –name $AZURE_OPENAI_NAME \\
\n –query “properties.endpoint” \\
\n –output tsv)
\nexport OPEN_AI_ACCESS_KEY=$(az cognitiveservices account keys list \\
\n –resource-group $RESOURCE_GROUP \\
\n –name $AZURE_OPENAI_NAME \\
\n –query key1 –output tsv)<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0627 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n

\u0646\u0627\u0645 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc
\n\u062a\u0648\u0636\u06cc\u062d\u0627\u062a<\/p>\n

OPEN_AI_RESOURCE_ID
\n\u0634\u0646\u0627\u0633\u0647 \u0645\u0646\u0628\u0639 OpenAI(\u0628\u0631\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u0647 \u062a\u0639\u06cc\u06cc\u0646 \u0646\u0642\u0634 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a)<\/p>\n

OPEN_AI_ENDPOINT
\n\u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc OpenAI(\u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a)<\/p>\n

OPEN_AI_ACCESS_KEY
\n\u06a9\u0644\u06cc\u062f \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0631\u0627\u06cc OpenAI(\u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a)<\/p>\n

2.4. \u06cc\u06a9 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/p>\n

\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0646\u0645\u0648\u0646\u0647 Azure OpenAI \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06af\u0627\u0645 \u0628\u0639\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f az identity create \u0641\u0631\u0645\u0627\u0646<\/p>\n

az identity create -g $RESOURCE_GROUP -n $USER_MANAGED_IDENTITY_NAME<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 User Managed Identity \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0628\u0639\u062f\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u062f.<\/p>\n

export USER_MANAGED_ID_CLIENT_ID=$(az identity list \\
\n -g $RESOURCE_GROUP \\
\n –query “[0].clientId” \\
\n -o tsv)
\nexport USER_MANAGED_ID_PRINCIPAL_ID=$(az identity list \\
\n -g $RESOURCE_GROUP \\
\n –query “[0].principalId” \\
\n -o tsv)
\nexport USER_MANAGED_ID_RESOURCE_ID=$(az identity list \\
\n -g $RESOURCE_GROUP \\
\n –query “[0].id” \\
\n -o tsv)<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u062f\u0631 \u0632\u06cc\u0631 \u062a\u0648\u0636\u06cc\u062d\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0642\u062f\u0627\u0631 \u0647\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n

\u0646\u0627\u0645 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc
\n\u062a\u0648\u0636\u06cc\u062d\u0627\u062a<\/p>\n

USER_MANAGED_ID_CLIENT_ID
\n\u0634\u0646\u0627\u0633\u0647 \u0645\u0634\u062a\u0631\u06cc \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631(\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a)<\/p>\n

USER_MANAGED_ID_PRINCIPAL_ID
\n\u0634\u0646\u0627\u0633\u0647 \u0627\u0635\u0644\u06cc \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631(\u0627\u0644\u0632\u0627\u0645\u06cc \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0646\u0642\u0634)<\/p>\n

USER_MANAGED_ID_RESOURCE_ID
\n\u0634\u0646\u0627\u0633\u0647 \u0645\u0646\u0628\u0639 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631(\u0628\u0631\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u0634\u0646\u0627\u0633\u0647 \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a)<\/p>\n

2.5. \u0646\u0642\u0634 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc Azure OpenAI \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u062f<\/p>\n

\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f az role assignment create \u062f\u0633\u062a\u0648\u0631 \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u06a9 \u0646\u0642\u0634 \u0628\u0647 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631\u060c \u0628\u0647 \u0622\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0627 \u0645\u0646\u0628\u0639 OpenAI \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Cognitive Services OpenAI User \u0627\u062c\u0627\u0632\u0647<\/p>\n

\u0627\u06cc\u0646 $OPEN_AI_RESOURCE_ID \u0634\u0646\u0627\u0633\u0647 \u0645\u0646\u0628\u0639 OpenAI \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0646\u0642\u0634 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0647 \u0622\u0646 \u0645\u0646\u0628\u0639 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062a\u0646\u0647\u0627 \u0645\u062c\u0648\u0632\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0639\u0637\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627 \u0627\u062c\u062a\u0646\u0627\u0628 \u0627\u0632 \u0645\u062c\u0648\u0632\u0647\u0627\u06cc \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc\u060c \u0627\u0645\u0646\u06cc\u062a \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n

az role assignment create –assignee $USER_MANAGED_ID_PRINCIPAL_ID \\
\n –scope $OPEN_AI_RESOURCE_ID \\
\n –role “Cognitive Services OpenAI User” <\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0646\u0642\u0634 \u0647\u0627\u06cc \u0630\u06a9\u0631 \u0634\u062f\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0642\u0634 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0646\u06cc\u0632 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u062f.<\/p>\n

\u062e\u062f\u0645\u0627\u062a \u0634\u0646\u0627\u062e\u062a\u06cc \u06a9\u0627\u0631\u0628\u0631 OpenAI
\n\u0645\u0634\u0627\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f\u0647 \u062e\u062f\u0645\u0627\u062a \u0634\u0646\u0627\u062e\u062a\u06cc OpenAI
\n\u0645\u0634\u0627\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f\u0647 \u062e\u062f\u0645\u0627\u062a \u0634\u0646\u0627\u062e\u062a\u06cc
\n\u062e\u0648\u0627\u0646\u0646\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062e\u062f\u0645\u0627\u062a \u0634\u0646\u0627\u062e\u062a\u06cc<\/p>\n

\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0647\u0631 \u0646\u0642\u0634\u060c \u0644\u0637\u0641\u0627\u064b \u0628\u0647 \u06a9\u0646\u062a\u0631\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0646\u0642\u0634 \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 Azure OpenAI \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n

2.6. \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/p>\n

\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Azure CLI\u060c \u0628\u0627\u06cc\u062f \u0627\u0641\u0632\u0648\u0646\u0647 \u0647\u0627 \u0648 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0636\u0627\u0641\u06cc \u0631\u0627 \u062b\u0628\u062a \u06a9\u0646\u06cc\u062f. \u0627\u06af\u0631 \u0642\u0628\u0644\u0627\u064b \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0646\u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f\u060c \u0644\u0637\u0641\u0627\u064b \u0647\u0645\u06cc\u0646 \u0627\u0644\u0627\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n

az upgrade
\naz extension add –name containerapp –upgrade -y
\naz provider register –namespace Microsoft.Web
\naz provider register –namespace Microsoft.App
\naz provider register –namespace Microsoft.OperationalInsights<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0633\u067e\u0633\u060c \u0646\u0627\u0645 Azure Container Apps Environment \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f. \u0646\u0627\u0645\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0646\u0627\u0633\u0628 \u0645\u062d\u06cc\u0637 \u0634\u0645\u0627 \u0628\u0627\u0634\u062f.<\/p>\n

export CONTAINER_ENVIRONMENT=YTContainerEnv3<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f az containerapp env create \u062f\u0633\u062a\u0648\u0631 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637<\/p>\n

az containerapp env create –name $CONTAINER_ENVIRONMENT \\
\n –enable-workload-profiles \\
\n -g $RESOURCE_GROUP \\
\n –location $LOCATION<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

2.7. \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0648\u0628 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 Spring Boot<\/p>\n

\u0628\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc Azure OpenAI \u0648 Azure Container Apps Environment\u060c \u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062c\u0627\u0648\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9 \u0645\u062f\u0644 OpenAI \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0627 \u0627\u0632 Spring Boot \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n

2.7.1 \u0627\u06cc\u062c\u0627\u062f \u067e\u0631\u0648\u0698\u0647 Spring Boot<\/p>\n

\u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0631\u0648\u0698\u0647 Spring Boot \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u067e\u0633 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u0648 \u062f\u0627\u0646\u0644\u0648\u062f \u067e\u0631\u0648\u0698\u0647\u060c \u0622\u0631\u0634\u06cc\u0648 \u0631\u0627 \u0627\u0632 \u062d\u0627\u0644\u062a \u0641\u0634\u0631\u062f\u0647 \u062e\u0627\u0631\u062c \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0622\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u0648\u062f.<\/p>\n

curl https:\/\/start.spring.io\/starter.zip \\
\n -d dependencies=web \\
\n -d type=maven-project \\
\n -d language=java \\
\n -d bootVersion=3.3.3 \\
\n -d baseDir=Yoshio-AI-App-Spring-Boot \\
\n -d groupId=com.yoshio3 \\
\n -d artifactId=Yoshio-AI-App \\
\n -d name=myproject \\
\n -d packageName=com.yoshio3 \\
\n -o YoshioAIProject.zip<\/p>\n

unzip YoshioAIProject.zip<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u062f\u0633\u062a\u0648\u0631 \u0628\u0627\u0644\u0627 \u067e\u0631\u0648\u0698\u0647 \u0627\u06cc \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0632\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n

\u251c\u2500\u2500 HELP.md
\n\u251c\u2500\u2500 mvnw
\n\u251c\u2500\u2500 mvnw.cmd
\n\u251c\u2500\u2500 pom.xml
\n\u2514\u2500\u2500 src
\n \u251c\u2500\u2500 main
\n \u2502 \u251c\u2500\u2500 java
\n \u2502 \u2502 \u2514\u2500\u2500 com
\n \u2502 \u2502 \u2514\u2500\u2500 yoshio3
\n \u2502 \u2502 \u2514\u2500\u2500 MyprojectApplication.java
\n \u2502 \u2514\u2500\u2500 resources
\n \u2502 \u251c\u2500\u2500 application.properties
\n \u2502 \u251c\u2500\u2500 static
\n \u2502 \u2514\u2500\u2500 templates
\n \u2514\u2500\u2500 test
\n \u2514\u2500\u2500 java
\n \u2514\u2500\u2500 com
\n \u2514\u2500\u2500 yoshio3
\n \u2514\u2500\u2500 MyprojectApplicationTests.java<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

2.7.2 \u0648\u06cc\u0631\u0627\u06cc\u0634 \u0641\u0627\u06cc\u0644 \u067e\u0631\u0648\u0698\u0647 pom.xml<\/p>\n

\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0647 pom.xml \u0641\u0627\u06cc\u0644\u06cc \u06a9\u0647 \u062f\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0631\u06cc\u0634\u0647 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0648 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0628\u0627 OpenAI \u0645\u06cc \u0634\u0648\u062f.<\/p>\n

……<\/p>\n

com.azure
\n azure-ai-openai
\n 1.0.0-beta.11<\/p>\n

com.azure
\n azure-identity
\n 1.13.2<\/p>\n

org.slf4j
\n slf4j-api
\n 2.0.16<\/p>\n

ch.qos.logback
\n logback-core
\n 1.5.8<\/p>\n

ch.qos.logback
\n logback-classic
\n 1.5.8<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

2.7.3 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc RESTful (\u0628\u062e\u0634 \u0627\u0635\u0644\u06cc)<\/p>\n

\u0628\u0639\u062f\u060c \u06cc\u06a9 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f AIChatController.java \u0641\u0627\u06cc\u0644 \u062f\u0631 src\/main\/java\/com\/yoshio3 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc RESTful \u06a9\u0647 \u067e\u0633 \u0627\u0632 \u062f\u0631\u06cc\u0627\u0641\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u060c OpenAI \u0631\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u06cc \u06a9\u0646\u062f\u060c \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n

package com.yoshio3;<\/p>\n

import org.springframework.web.bind.annotation.RestController;
\nimport com.azure.ai.openai.OpenAIClient;
\nimport com.azure.ai.openai.OpenAIClientBuilder;
\nimport com.azure.ai.openai.models.ChatCompletions;
\nimport com.azure.ai.openai.models.ChatCompletionsOptions;
\nimport com.azure.ai.openai.models.ChatRequestAssistantMessage;
\nimport com.azure.ai.openai.models.ChatRequestMessage;
\nimport com.azure.ai.openai.models.ChatRequestSystemMessage;
\nimport com.azure.ai.openai.models.ChatRequestUserMessage;
\nimport com.azure.core.credential.AzureKeyCredential;
\nimport com.azure.identity.ManagedIdentityCredential;
\nimport com.azure.identity.ManagedIdentityCredentialBuilder;
\nimport com.fasterxml.jackson.core.JsonProcessingException;
\nimport com.fasterxml.jackson.databind.ObjectMapper;
\nimport java.util.ArrayList;
\nimport java.util.List;
\nimport org.slf4j.Logger;
\nimport org.slf4j.LoggerFactory;
\nimport org.springframework.beans.factory.annotation.Value;
\nimport org.springframework.web.bind.annotation.PostMapping;
\nimport org.springframework.web.bind.annotation.RequestBody;<\/p>\n

@RestController
\npublic class AIChatController {<\/p>\n

private static final Logger LOGGER = LoggerFactory.getLogger(AIChatController.class);<\/p>\n

@Value(“${USER_MANAGED_ID_CLIENT_ID}”)
\n private String userManagedIDClientId;<\/p>\n

@Value(“${OPENAI_ENDPOINT}”)
\n private String openAIEndpoint;<\/p>\n

@Value(“${OPENAI_KEY}”)
\n private String openAIKey;<\/p>\n

private static final String OPEN_AI_CHAT_MODEL = “gpt-4o”;<\/p>\n

\/**
\n * This API is used to chat with OpenAI’s GPT-4 model. And if user ask somethings, it will
\n * return the message with Pirate language.
\n *
\n * Ex. You can invoke the API by using the following command: curl -X POST
\n * http:\/\/localhost:8080\/askAI -H “Content-Type: application\/json” -d ‘{“message”:”Please tell
\n * me about the appeal of Spring Boot in Japanese.”}’
\n *
\n * @param message RequestMessage
\n * @return String Response from OpenAI
\n *\/<\/p>\n

@PostMapping(“\/askAI”)
\n public String chat(@RequestBody RequestMessage message) {
\n return getResponseFromOpenAI(message.getMessage());
\n }<\/p>\n

\/**
\n * This method is used to get the response from OpenAI.
\n *
\n * For production environment, you can use Managed Identity to authenticate with OpenAI. If you
\n * want to use Managed Identity, please use the ManagedIdentityCredentialBuilder.
\n *
\n * For local development, you can use AzureKeyCredential to authenticate with OpenAI.
\n *
\n * @param message RequestMessage
\n * @return String Response from OpenAI
\n *\/<\/p>\n

private String getResponseFromOpenAI(String message) {
\n try {
\n \/\/ Create OpenAI client with User Managed Identity
\n ManagedIdentityCredential credential =
\n new ManagedIdentityCredentialBuilder().clientId(userManagedIDClientId).build();
\n OpenAIClient openAIClient = new OpenAIClientBuilder().credential(credential)
\n .endpoint(openAIEndpoint).buildClient();<\/p>\n

\/\/ Create OpenAI client without Managed Identity (For local development)
\n \/\/ OpenAIClient openAIClient = new OpenAIClientBuilder().endpoint(openAIEndpoint)
\n \/\/ .credential(new AzureKeyCredential(openAIKey)).buildClient();<\/p>\n

\/\/ Create Chat Request Messages
\n ListChatRequestMessage> chatMessages = new ArrayList();
\n chatMessages.add(new ChatRequestSystemMessage(“You are a helpful assistant. You will talk like a pirate.”));
\n chatMessages.add(new ChatRequestUserMessage(“Can you help me?”));
\n chatMessages.add(new ChatRequestAssistantMessage(“Of course, me hearty! What can I do for ye?”));
\n chatMessages.add(new ChatRequestUserMessage(message));
\n ChatCompletionsOptions chatCompletionsOptions = new ChatCompletionsOptions(chatMessages);<\/p>\n

\/\/ Invoke OpenAI Chat API
\n ChatCompletions chatCompletions = openAIClient.getChatCompletions(OPEN_AI_CHAT_MODEL, chatCompletionsOptions);
\n StringBuilder response = new StringBuilder();
\n chatCompletions.getChoices()
\n .forEach(choice -> response.append(choice.getMessage().getContent()));<\/p>\n

return response.toString();
\n } catch (Exception e) {
\n StackTraceElement[] stackTrace = e.getStackTrace();
\n LOGGER.error(e.getMessage());
\n LOGGER.error(e.getLocalizedMessage());
\n Throwable cause = e.getCause();
\n if (cause != null) {
\n LOGGER.error(e.getCause().toString());
\n }
\n for (StackTraceElement element : stackTrace) {
\n LOGGER.error(element.toString());
\n }
\n return e.getMessage();
\n }
\n }
\n}<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 OpenAIClient \u0646\u0645\u0648\u0646\u0647 \u0628\u0647 \u062f\u0648 \u0635\u0648\u0631\u062a \u0645\u062e\u062a\u0644\u0641 \u062a\u0648\u0635\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f. \u06a9\u062f \u0641\u0639\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f ManagedIdentityCredential \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 Azure OpenAI \u0628\u0627 \u06cc\u06a9 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631. \u0627\u06cc\u0646 \u06a9\u062f \u0641\u0642\u0637 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637 Azure \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0645\u062d\u0644\u06cc \u06cc\u0627 \u063a\u06cc\u0631 Azure \u06a9\u0627\u0631 \u0646\u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f.<\/p>\n

\u062f\u0631 \u0637\u0648\u0644 \u062a\u0648\u0633\u0639\u0647\u060c \u0628\u0627\u06cc\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0686\u0646\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f\u06cc \u0646\u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u062f\u0631 \u0639\u0648\u0636\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0644\u06cc\u062f \u062f\u0633\u062a\u0631\u0633\u06cc OpenAI \u0628\u0627 \u062d\u0630\u0641 \u0646\u0638\u0631 \u062e\u0637 \u0628\u0627\u060c \u0648\u0635\u0644 \u0634\u0648\u06cc\u062f AzureKeyCredential(openAIKey) \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647 OpenAIClient.<\/p>\n

\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c SLF4J \u0648 Logback \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u062f\u0631 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f a \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f logback-spring.xml \u0641\u0627\u06cc\u0644 \u062f\u0631 \/src\/main\/resources \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062c\u0632\u0626\u06cc\u0627\u062a \u06af\u0632\u0627\u0631\u0634 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06a9\u062f \u0627\u0635\u0644\u06cc \u0628\u0631\u0627\u06cc \u0645\u0631\u062c\u0639 \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u062f\u0631 GitHub \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.<\/p>\n

\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0627\u0632 \u06a9\u062f \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a: \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u0633\u0648\u0627\u0644 \u06cc\u0627 \u067e\u06cc\u0627\u0645 \u0627\u0632 \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u0634\u0648\u062f\u060c \u0628\u0627 \u0644\u062d\u0646 \u062f\u0632\u062f\u0627\u0646 \u062f\u0631\u06cc\u0627\u06cc\u06cc \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062a\u0648\u0633\u0637 SYSTEM. \u0627\u0632 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0628\u0647 \u0633\u0628\u06a9 \u062f\u0632\u062f\u0627\u0646 \u062f\u0631\u06cc\u0627\u06cc\u06cc \u0644\u0630\u062a \u0628\u0628\u0631\u06cc\u062f!<\/p>\n

2.7.4 \u062a\u0639\u0631\u06cc\u0641 \u0641\u0631\u0645\u062a JSON \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc<\/p>\n

\u0633\u067e\u0633 \u0641\u0631\u0645\u062a \u062f\u0627\u062f\u0647 JSON \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u0633\u0627\u0644 \u0628\u0647 \u0627\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633 RESTful \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u067e\u06cc\u0627\u0645 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f {“message”:”What is the benefit of Spring Boot”} \u062f\u0631 BODY \u062f\u0631\u062e\u0648\u0627\u0633\u062a HTTP\u060c \u06a9\u0644\u0627\u0633 \u0632\u06cc\u0631 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n

package com.yoshio3;<\/p>\n

public class RequestMessage {
\n private String message;<\/p>\n

public void setMessage(String message) {
\n this.message = message;
\n }<\/p>\n

public String getMessage() {
\n return message;
\n }
\n}<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u062d\u062f\u0627\u0642\u0644 \u06a9\u062f \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u062a\u0623\u06cc\u06cc\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.<\/p>\n

2.7.5 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<\/p>\n

\u0633\u067e\u0633 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 Azure OpenAI \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0637\u0648\u0644 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627 \u0627\u0632 \u0628\u062e\u0634 \u0647\u0627\u06cc 2.1 \u062a\u0627 2.6\u060c \u062a\u0645\u0627\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062f\u0631 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637 \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f. \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0644\u0627\u0632\u0645 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n

echo “USER_MANAGED_ID_CLIENT_ID” : $USER_MANAGED_ID_CLIENT_ID
\necho “OPEN_AI_ENDPOINT” : $OPEN_AI_ENDPOINT
\necho “OPEN_AI_ACCESS_KEY” : $OPEN_AI_ACCESS_KEY<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0646\u062a\u0627\u06cc\u062c \u0627\u062c\u0631\u0627 \u0631\u0627 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f application.properties \u0641\u0627\u06cc\u0644 \u0648\u0627\u0642\u0639 \u062f\u0631 \/src\/main\/resources\/ \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc<\/p>\n

spring.application.name=AI-Chatbot
\nlogging.level.root=INFO
\nlogging.level.org.springframework.web=INFO<\/p>\n

USER_MANAGED_ID_CLIENT_ID=********-****-****-****-************
\nOPENAI_ENDPOINT=https:\/\/********.openai.azure.com\/
\nOPENAI_KEY=********************************<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u062a\u0648\u062c\u0647:OPENAI_KEY \u06a9\u0644\u06cc\u062f \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0631\u0627\u06cc OpenAI \u0627\u0633\u062a. \u0627\u0632 \u0622\u0646 \u0641\u0642\u0637 \u062f\u0631 \u062d\u06cc\u0646 \u062a\u0648\u0633\u0639\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0644\u06cc\u062f \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n

2.7.6 (\u0627\u062e\u062a\u06cc\u0627\u0631\u06cc): \u062a\u0623\u06cc\u06cc\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062d\u0644\u06cc<\/p>\n

\u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631\u060c \u0646\u0638\u0631\u0627\u062a \u0631\u0627 \u062f\u0631 \u0642\u0633\u0645\u062a \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f OpenAIClient \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 AIChatController \u06a9\u062f \u06a9\u0644\u0627\u0633 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n

\/\/ ManagedIdentityCredential credential = new ManagedIdentityCredentialBuilder().clientId(userManagedIDClientId).build();
\n\/\/ OpenAIClient openAIClient = new OpenAIClientBuilder().credential(credential)
\n\/\/ .endpoint(openAIEndpoint).buildClient();<\/p>\n

OpenAIClient openAIClient = new OpenAIClientBuilder().endpoint(openAIEndpoint)
\n .credential(new AzureKeyCredential(openAIKey)).buildClient();<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u067e\u0633 \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a\u060c \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n

mvn spring-boot:run<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u06af\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 Spring Boot \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u0648\u062f\u060c \u062f\u0631 \u067e\u0648\u0631\u062a 8080 \u06af\u0648\u0634 \u0645\u06cc \u062f\u0647\u062f. \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f curl \u0641\u0631\u0645\u0627\u0646 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 Azure OpenAI \u067e\u0631\u0633 \u0648 \u062c\u0648 \u06a9\u0646\u06cc\u062f.<\/p>\n

curl -X POST http:\/\/localhost:8080\/askAI \\
\n -H “Content-Type: application\/json” \\
\n -d ‘{“message”:”What is the benefit of the Spring Boot?”}’<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0647\u0631 \u0628\u0627\u0631 \u06a9\u0647 \u062f\u0633\u062a\u0648\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u067e\u0627\u0633\u062e \u0645\u062a\u0641\u0627\u0648\u062a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0628\u0627 \u06cc\u06a9 \u0644\u062d\u0646 \u062f\u0632\u062f\u0627\u0646 \u062f\u0631\u06cc\u0627\u06cc\u06cc \u067e\u0627\u0633\u062e \u0645\u06cc \u062f\u0647\u062f.<\/p>\n

Aye, Captain! Let me explain the benefits of Spring Boot.
\nSpring Boot is a framework that aids rapid application development.
\nIt allows you to create standalone applications with minimal configuration.<\/p>\n

It also comes with auto-configuration, reducing manual setup. Managing dependencies is easy, and it includes commonly used libraries.
\nIt’s fast to start up, easy to deploy, and suitable for cloud operations. <\/p>\n

It’s a powerful tool for boosting developer productivity.
\nAnything else I can assist with?<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u067e\u0633 \u0627\u0632 \u062a\u06a9\u0645\u06cc\u0644 \u062a\u0623\u06cc\u06cc\u062f \u0645\u062d\u0644\u06cc\u060c \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u06cc\u062f \u062a\u0627 \u0627\u06cc\u062c\u0627\u062f \u0634\u0648\u062f OpenAIClient \u0646\u0645\u0648\u0646\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ManagedIdentityCredential.<\/p>\n

2.7.7 \u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0648 \u0627\u06cc\u062c\u0627\u062f \u0645\u0635\u0646\u0648\u0639\u0627\u062a<\/p>\n

\u067e\u0633 \u0627\u0632 \u062a\u06a9\u0645\u06cc\u0644 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644\u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u0645\u0635\u0646\u0648\u0639\u0627\u062a \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n

mvn clean package<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u067e\u0633 \u0627\u0632 \u0633\u0627\u062e\u062a \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647\u060c \u0622\u062b\u0627\u0631 \u0628\u0627\u0633\u062a\u0627\u0646\u06cc \u062f\u0631 \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u0646\u062f \u0634\u062f target \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0628\u0631\u0646\u0627\u0645\u0647 Spring Boot \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f Yoshio-AI-App-0.0.1-SNAPSHOT.jar.<\/p>\n

> ls -l target
\ntotal 40876
\n-rw-r–r– 1 teradayoshio wheel 41847613 9 14 14:52 Yoshio-AI-App-0.0.1-SNAPSHOT.jar
\n-rw-r–r– 1 teradayoshio wheel 7003 9 14 14:52 Yoshio-AI-App-0.0.1-SNAPSHOT.jar.original
\ndrwxr-xr-x 5 teradayoshio wheel 160 9 14 20:34 classes
\ndrwxr-xr-x 3 teradayoshio wheel 96 9 14 14:52 generated-sources
\ndrwxr-xr-x 3 teradayoshio wheel 96 9 14 14:52 generated-test-sources
\ndrwxr-xr-x 3 teradayoshio wheel 96 9 14 14:52 maven-archiver
\ndrwxr-xr-x 3 teradayoshio wheel 96 9 14 14:52 maven-status
\ndrwxr-xr-x 4 teradayoshio wheel 128 9 14 14:52 surefire-reports
\ndrwxr-xr-x 3 teradayoshio wheel 96 9 14 20:34 test-classes<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

2.8. \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure<\/p>\n

\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u06a9\u0627\u0645\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0631\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u0645.<\/p>\n

\u0646\u0627\u0645 \u0628\u0631\u0646\u0627\u0645\u0647 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f CONTAINER_APP_NAME. \u0645\u0633\u06cc\u0631 \u0648 \u0646\u0627\u0645 \u0641\u0627\u06cc\u0644 \u0622\u0631\u062a\u06cc\u0641\u06a9\u062a Spring Boot \u0631\u0627 \u0628\u0627 \u0622\u0646 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f JAR_FILE_PATH_AND_NAME.<\/p>\n

export CONTAINER_APP_NAME=yoshio-ai-app
\nexport JAR_FILE_PATH_AND_NAME=.\/target\/Yoshio-AI-App-0.0.1-SNAPSHOT.jar<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 “1. \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062c\u0627\u0648\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0628\u062f\u0648\u0646 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0633\u0627\u0632\u06cc” \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u060c \u062f\u06cc\u06af\u0631 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u062e\u0648\u062f \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0646\u062f\u0627\u0631\u06cc\u062f. \u0645\u0627 \u0641\u0642\u0637 \u0645\u0635\u0646\u0648\u0639 \u062c\u0627\u0648\u0627 \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645 Yoshio-AI-App-0.0.1-SNAPSHOT.jar\u060c \u0648 \u0628\u0631 \u0627\u06cc\u0646 \u0627\u0633\u0627\u0633 \u0645\u0633\u062a\u0642\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n

\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0627\u0632 az containerapp up \u0641\u0631\u0645\u0627\u0646 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f –artifact $JAR_FILE_PATH_AND_NAME\u060c \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0638\u0631\u0641. \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062d\u06cc\u0637 \u0633\u0627\u062e\u062a \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0631\u0627 \u0645\u06cc \u0633\u0627\u0632\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0645\u0633\u062a\u0642\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n

\u0644\u0637\u0641\u0627 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n

az containerapp up \\
\n –name $CONTAINER_APP_NAME \\
\n –resource-group $RESOURCE_GROUP \\
\n –subscription $SUBSCRIPTION \\
\n –location $LOCATION \\
\n –environment $CONTAINER_ENVIRONMENT \\
\n –artifact $JAR_FILE_PATH_AND_NAME \\
\n –ingress external \\
\n –target-port 8080 \\
\n –env-vars AZURE_LOG_LEVEL=2 \\
\n –query properties.configuration.ingress.fqdn<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u062a\u0648\u062c\u0647:\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0645\u06cc \u0627\u06cc\u062c\u0627\u062f \u0638\u0631\u0641 \u0631\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0627\u0632 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:\u0627\u06cc\u062c\u0627\u062f \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc \u0628\u0631\u0627\u06cc \u062c\u0627\u0648\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure.<\/p>\n

2.9. \u0627\u062e\u062a\u0635\u0627\u0635 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure<\/p>\n

\u067e\u0633 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure\u060c \u0645\u0631\u062d\u0644\u0647 \u0622\u062e\u0631 \u0627\u0639\u0645\u0627\u0644 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u0638\u0631\u0641\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645. \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f az containerapp identity assign \u0641\u0631\u0645\u0627\u0646<\/p>\n

az containerapp identity assign –name $CONTAINER_APP_NAME \\
\n –resource-group $RESOURCE_GROUP \\
\n –user-assigned $USER_MANAGED_ID_RESOURCE_ID<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0628\u0627 \u0622\u0646\u060c \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc User Managed Identity \u06a9\u0627\u0645\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n

2.10. \u062a\u0627\u06cc\u06cc\u062f \u0639\u0645\u0644\u06cc\u0627\u062a<\/p>\n

\u062d\u0627\u0644\u0627 \u06a9\u0647 \u062a\u0645\u0627\u0645 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u06a9\u0627\u0645\u0644 \u0634\u062f\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u0645. \u0627\u0628\u062a\u062f\u0627 \u0646\u0627\u0645 \u0645\u06cc\u0632\u0628\u0627\u0646 FQDN \u0631\u0627 \u06a9\u0647 \u0628\u0647 Ingress \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f.<\/p>\n

export REST_ENDPOINT=$(az containerapp show -n $CONTAINER_APP_NAME \\
\n -g $RESOURCE_GROUP \\
\n –query properties.configuration.ingress.fqdn –output tsv)<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0633\u067e\u0633 URL \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc RESTful \u0631\u0627 \u0628\u0647 \u0646\u0627\u0645 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u0622\u0646 \u0645\u062a\u0635\u0644 \u0634\u0648\u06cc\u062f.<\/p>\n

curl -X POST https:\/\/$REST_ENDPOINT\/askAI \\
\n -H “Content-Type: application\/json” \\
\n -d ‘{“message”:”What is Spring Boot? please explain around 200 words?”}’<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0647\u0631 \u0628\u0627\u0631 \u06a9\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f\u060c \u067e\u0627\u0633\u062e \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0646\u062a\u0638\u0627\u0631 \u0646\u062a\u0627\u06cc\u062c\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n

Arrr, Spring Boot be a powerful framework fer buildin’ Java applications with minimal fuss, savvy?
\nIt sails under the banner of the larger Spring ecosystem, providin’ a swift and easy approach fer creatin’ scalable and stand-alone web apps.<\/p>\n

Ye see, it comes with embedded servers like Tomcat or Jetty, meanin’ ye don’t have the hassle of deployin’ to external servers.
\nSpring Boot simplifies the setup by makin’ configurations automatic, allowin’ developers to focus on writin’ their code without worryin’ about the boilerplate.<\/p>\n

It also hoists the flag of convention over configuration, offerin’ defaults that make gettin\u2019 started as smooth as a voyage with favorable winds.
\nShould ye need to adjust yer sails, customization be available through its easy-to-use properties.<\/p>\n

And if ye treasure quick development, Spring Boot supports ye well with its rich assortment of pre-configured starters, integratin’ smoothly with other technologies like databases and messaging systems.<\/p>\n

In essence, Spring Boot be a trusty vessel fer any sea-farin’ coder seekin’ speed, efficiency, and a treasure chest of features in their Java web applications.
\nAye, it be a boon to all developers, whether seasoned or green as a fresh landlubber!<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

2.11. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u0627\u0632 \u0647\u0645\u0627\u0646 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 Azure OpenAI \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0645\u0646\u0627\u0628\u0639 Azure<\/p>\n

\u0642\u0628\u0644\u0627\u064b \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u0627\u0639\u0645\u0627\u0644 a User Managed Identity \u0628\u0647 Azure Container Apps \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 Azure OpenAI. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0648\u0633\u0637 \u0633\u0627\u06cc\u0631 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627 \u0646\u06cc\u0632 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f.<\/p>\n

\u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0631 \u062f\u0631 \u062f\u06cc\u06af\u0631 \u0645\u0646\u0627\u0628\u0639 Azure \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0647\u0645\u0627\u0646 User Managed Identity \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 Azure OpenAI \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. <\/p>\n

\u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f \u0627\u06cc\u0646 \u0647\u0648\u06cc\u062a \u0631\u0627 \u062f\u0631 \u062d\u06cc\u0646 \u0627\u06cc\u062c\u0627\u062f \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u06cc \u062f\u06cc\u06af\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0639\u062f\u0627\u064b \u0622\u0646 \u0631\u0627 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u062f.<\/p>\n

\u062f\u0631 \u0632\u06cc\u0631\u060c \u0646\u062d\u0648\u0647 \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u0648\u062c\u0648\u062f Azure\u060c \u0628\u0647 \u062c\u0632 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645.<\/p>\n

\u0628\u0631\u0627\u06cc Azure VM<\/p>\n

\u0628\u0631\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u0645\u0627\u0634\u06cc\u0646 \u0645\u062c\u0627\u0632\u06cc Azure\u060c \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n

az vm identity assign -g $RESOURCE_GROUP \\
\n -n $VM_NAME \\
\n –identities $USER_MANAGED_ID_RESOURCE_ID<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0628\u0631\u0646\u0627\u0645\u0647 Azure<\/p>\n

\u0628\u0631\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0628\u0631\u0646\u0627\u0645\u0647 Azure\u060c \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n

az webapp identity assign -g $RESOURCE_GROUP \\
\n –name $APP_SERVICE_NAME \\
\n –identities $USER_MANAGED_ID_RESOURCE_ID<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0628\u0631\u0627\u06cc \u062a\u0648\u0627\u0628\u0639 Azure<\/p>\n

\u0628\u0631\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u062a\u0648\u0627\u0628\u0639 Azure\u060c \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n

az functionapp identity assign -g $RESOURCE_GROUP \\
\n -n $AZURE_FUNCTION_NAME \\
\n –identities $USER_MANAGED_ID_RESOURCE_ID<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure<\/p>\n

\u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0637\u0648\u0644 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u060c \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u062f:<\/p>\n

az container create \\
\n –resource-group $RESOURCE_GROUP \\
\n –name $CONTAINER_INSTANCE_NAME \\
\n –image $CONTAINER_IMAGE \\
\n –assign-identity $USER_MANAGED_ID_RESOURCE_ID <\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 Azure Kubernetes<\/p>\n

\u0628\u0631\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u0633\u0631\u0648\u06cc\u0633 Azure Kubernetes\u060c \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n

az aks update \\
\n -g $RESOURCE_GROUP \\
\n –name $AKS_CLUSTER_NAME \\
\n –enable-managed-identity \\
\n –assign-identity $USER_MANAGED_ID_RESOURCE_ID<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0646\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u0627\u0632 \u0646\u0642\u0634 \u0647\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647\u060c \u0628\u0647 \u0637\u0648\u0631 \u0627\u06cc\u0645\u0646 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0647\u062f\u0641 \u062f\u0631 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 Azure \u0645\u062a\u0635\u0644 \u0634\u0648\u06cc\u062f.<\/p>\n

2.12. \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0648 \u0647\u0648\u06cc\u062a \u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0632 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0627\u0645\u0646\u06cc\u062a\u06cc<\/p>\n

\u0627\u06cc\u0646 \u0628\u062e\u0634 \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0628\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0648 \u0647\u0648\u06cc\u062a \u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc Azure OpenAI \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u062f.<\/p>\n

\u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631\u060c \u0634\u0645\u0627 \u0622\u0646 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u06cc\u062f client ID \u0627\u0632 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 ManagedIdentityCredential \u06a9\u0644\u0627\u0633 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0634\u0645\u0627 \u0627\u06cc\u0646 client ID \u0645\u0642\u062f\u0627\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f $USER_MANAGED_ID_CLIENT_ID \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f.<\/p>\n

\u062f\u0631 \u0646\u06af\u0627\u0647 \u0627\u0648\u0644\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062a\u0646\u0647\u0627 \u0628\u062e\u0634 \u0645\u0647\u0645\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0627\u0633\u062a\u060c \u0628\u0647 \u063a\u06cc\u0631 \u0627\u0632 URL \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc.<\/p>\n

ManagedIdentityCredential credential =
\n new ManagedIdentityCredentialBuilder()
\n .clientId(userManagedIDClientId)
\n .build();
\nOpenAIClient openAIClient = new OpenAIClientBuilder()
\n .credential(credential)
\n .endpoint(openAIEndpoint)
\n .buildClient();<\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0623\u062b\u06cc\u0631 \u06cc\u06a9 \u0641\u0627\u0634 \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645 client ID \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0644\u0648 \u0631\u0641\u062a\u0647 Access Key.<\/p>\n

\u06cc\u06a9 Access Key \u0634\u0628\u06cc\u0647 \u06cc\u06a9 \u0631\u0645\u0632 \u0639\u0628\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u06cc \u0627\u0633\u062a. \u0627\u06af\u0631 \u0641\u0627\u0634 \u0634\u0648\u062f\u060c \u0647\u0631 \u06a9\u0633\u06cc \u06a9\u0647 \u0631\u0645\u0632 \u0639\u0628\u0648\u0631 \u0631\u0627 \u0628\u062f\u0627\u0646\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0646\u0628\u0639 \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f. \u062f\u0631 \u0645\u0648\u0631\u062f Azure OpenAI\u060c \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627\u0646\u0646\u062f GPT-4 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f. \u0627\u06af\u0631 \u0634\u0628\u06a9\u0647 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0639\u0645\u0648\u0645 \u0628\u0627\u0634\u062f\u060c \u062a\u0623\u062b\u06cc\u0631 \u0622\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062d\u062a\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0628\u0627\u0634\u062f.<\/p>\n

\u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u0627\u06af\u0631 client ID \u0644\u0648 \u0631\u0641\u062a\u0647 \u0627\u0633\u062a\u060c \u062a\u0627\u062b\u06cc\u0631 \u0645\u062d\u062f\u0648\u062f \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 client ID \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 Azure OpenAI \u0645\u062a\u0635\u0644 \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631\u060c \u0627\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633 \u0628\u0627\u06cc\u062f \u0631\u0648\u06cc Azure \u0627\u062c\u0631\u0627 \u0634\u0648\u062f. \u062d\u062a\u06cc \u0627\u06af\u0631 Azure OpenAI \u0628\u0631\u0627\u06cc \u0639\u0645\u0648\u0645 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0627\u0634\u062f\u060c \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062d\u0644\u06cc \u06cc\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0648\u0627 \u0645\u062a\u0635\u0644 \u0634\u0648\u06cc\u062f.<\/p>\n

\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0627\u0646\u062a\u0633\u0627\u0628 \u0646\u0642\u0634 \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u06a9\u0627\u0631\u0628\u0631 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n

az role assignment create –assignee $USER_MANAGED_ID_PRINCIPAL_ID \\
\n –scope $OPEN_AI_RESOURCE_ID \\
\n –role “Cognitive Services OpenAI User” <\/p>\n

\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n

\u0627\u06cc\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0686\u0647 \u0627\u0642\u062f\u0627\u0645\u0627\u062a\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0634\u0646\u0627\u0633\u0647 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f. \u0627\u06cc\u0646\u062c\u0627\u060c Cognitive Services OpenAI User \u0627\u06cc\u0646 \u0646\u0642\u0634 \u0628\u0631\u0627\u06cc \u062e\u062f\u0645\u0627\u062a Azure OpenAI \u0627\u0639\u0637\u0627 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0645\u062c\u0648\u0632\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a \u062f\u0631 Azure OpenAI \u0645\u062d\u062f\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n

\u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u062d\u062a\u06cc \u0628\u0627 \u0627\u06cc\u0646 \u0634\u0646\u0627\u0633\u0647\u060c \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0646\u0647 \u0641\u0642\u0637 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 Azure \u0628\u0644\u06a9\u0647 \u062d\u062a\u06cc \u062f\u0631 Azure OpenAI \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n

\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0634\u0646\u0627\u0633\u0647 \u06a9\u0627\u0631\u0628\u0631\u06cc\u060c \u0628\u0627\u06cc\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0631\u067e\u0631\u0633\u062a \u0628\u0647 Azure \u0648\u0627\u0631\u062f \u0634\u0648\u06cc\u062f \u0648 \u062a\u0646\u0647\u0627 \u0645\u0646\u0627\u0628\u0639\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0633\u0631\u067e\u0631\u0633\u062a \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0627\u0633\u062a \u062f\u0631 \u0645\u062d\u062f\u0648\u062f\u0647 \u0645\u062c\u0648\u0632\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0634\u0646\u0627\u0633\u0647 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n

\u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u062a\u0623\u062b\u06cc\u0631 \u06cc\u06a9 \u06a9\u0644\u06cc\u062f \u062f\u0633\u062a\u0631\u0633\u06cc \u0644\u0648 \u0631\u0641\u062a\u0647\u060c \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u06a9\u0644\u0627\u06cc\u0646\u062a \u0641\u0627\u0634 \u0634\u062f\u0647 \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0627\u06cc\u0645\u0646 \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n

\u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u0627\u06cc\u0644\u060c \u0634\u0646\u0627\u0633\u0647\u200c\u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0648\u0634\u06cc \u0627\u0645\u0646\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0639\u0645\u0644\u06cc\u0627\u062a \u0646\u0633\u0628\u062a \u0628\u0647 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0632 \u0647\u0648\u06cc\u062a \u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0627\u0645\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n

3 \u062e\u0644\u0627\u0635\u0647<\/p>\n

\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0645\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u062f\u0642\u06cc\u0642 \u0648 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0627\u06cc\u0645\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0628\u0647 Azure OpenAI \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631\u060c \u0642\u062f\u0645 \u0628\u0631\u062f\u0627\u0634\u062a\u06cc\u0645. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u062f\u0634\u0648\u0627\u0631 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f\u060c \u0627\u0645\u0627 \u0645\u0632\u06cc\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0627\u06af\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0634\u0645\u0627 \u06a9\u0645 \u0647\u0633\u062a\u0646\u062f \u06cc\u0627 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u06cc\u06a9 \u0646\u06af\u0631\u0627\u0646\u06cc \u0639\u0645\u062f\u0647 \u0646\u06cc\u0633\u062a\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u0647\u0648\u06cc\u062a \u062a\u0631\u062c\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n

\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062a\u0639\u062f\u0627\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u060c \u0634\u0646\u0627\u0633\u0647 \u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0645\u06cc \u0634\u0648\u0646\u062f. \u067e\u0633 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0648 \u062a\u062e\u0635\u06cc\u0635 \u0646\u0642\u0634\u200c\u0647\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0647\u0645\u0627\u0646 \u0634\u0646\u0627\u0633\u0647 \u062f\u0631 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f Azure App Service\u060c Azure Functions\u060c \u0648 Azure Kubernetes Services \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0647\u0631\u0686\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627 \u06cc\u0627 \u062e\u062f\u0645\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f\u060c \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0633\u0648\u062f\u0645\u0646\u062f\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n

\u0644\u0637\u0641\u0627\u064b \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u0627\u0632 \u0647\u0648\u06cc\u062a \u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0627\u0645\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n

\n

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    \n
  1. \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062c\u0627\u0648\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0628\u062f\u0648\u0646 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0633\u0627\u0632\u06cc<\/li>\n
  2. \u0627\u062a\u0635\u0627\u0644 \u0627\u06cc\u0645\u0646 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Azure \u0628\u0647 Azure OpenAI \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631<\/li>\n<\/ol>\n

    \u06a9\u062f \u0645\u0646\u0628\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0645\u062e\u0632\u0646 GitHub \u0632\u06cc\u0631 \u06cc\u0627\u0641\u062a.
    GitHub: Secure-OpenAI-Java-App-on-Azure-Container-Apps<\/p>\n

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    \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\nToggle<\/span><\/path><\/svg><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n