{"id":17510,"date":"2025-12-16T20:56:09","date_gmt":"2025-12-16T17:26:09","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=17510"},"modified":"2025-12-16T20:56:09","modified_gmt":"2025-12-16T17:26:09","slug":"amazon-aws-bedrock-methods","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/ru\/amazon\/amazon-aws-bedrock-methods\/","title":{"rendered":"\u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Amazon AWS Bedrock \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u044d\u0442\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438."},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-intro\"><span id=\"%da%86%d8%b7%d9%88%d8%b1-%d8%a7%d8%b2-amazon-aws-bedrock-%d8%a8%d9%87%d8%b5%d9%88%d8%b1%d8%aa-%d8%a7%d9%85%d9%86-%d9%88-%da%a9%d9%85%d8%aa%d8%a7%d8%ae%db%8c%d8%b1-%d8%a7%d8%b3%d8%aa\">\u0686\u0637\u0648\u0631 \u0627\u0632 Amazon AWS Bedrock \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0645\u0646 \u0648 \u06a9\u0645\u200c\u062a\u0627\u062e\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f<\/span><\/h2>\n<p class=\"wp-block-paragraph\">Amazon AWS Bedrock \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 <em>Foundation Models<\/em> \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u062a\u0623\u0645\u06cc\u0646\u200c\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a (\u0645\u062b\u0644 Anthropic\u060c AI21\u060c Cohere \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0622\u0645\u0627\u0632\u0648\u0646). \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0639\u0645\u0644\u06cc \u0648 \u0641\u0646\u06cc\u060c \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Bedrock\u060c \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc\u060c \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc\u060c \u0646\u06a9\u0627\u062a \u06a9\u0627\u0647\u0634 latency \u0648 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u062f \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0644\u06cc\u062f \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-overview\"><span id=\"%d9%85%d9%88%d8%a7%d8%b1%d8%af%db%8c-%da%a9%d9%87-%d8%af%d8%b1-%d8%a7%d8%af%d8%a7%d9%85%d9%87-%d9%85%db%8c%d8%ae%d9%88%d8%a7%d9%86%db%8c%d8%af\">\u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0646\u06cc\u062f<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0628\u0647 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\">\u0645\u0639\u0631\u0641\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627 \u0648 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Bedrock<\/li>\n<li class=\"wp-block-paragraph\">\u0645\u0639\u0645\u0627\u0631\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc inference \u0648 fine-tuning (\u0647\u06cc\u0628\u0631\u06cc\u062f \u0628\u0627 GPU Cloud)<\/li>\n<li class=\"wp-block-paragraph\">\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc: IAM\u060c VPC Endpoint\u060c KMS \u0648 \u0644\u0627\u06af\u06cc\u0646\u06af<\/li>\n<li class=\"wp-block-paragraph\">\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 latency \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0632\u06cc\u0646\u0647<\/li>\n<li class=\"wp-block-paragraph\">\u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u06a9\u062f (AWS CLI\u060c Python) \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u062d\u0644\u06cc<\/li>\n<li class=\"wp-block-paragraph\">\u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0648 \u0634\u0628\u06a9\u0647 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u06f8\u06f5+ \u0644\u0648\u06a9\u06cc\u0634\u0646 \u062c\u0647\u0627\u0646\u06cc<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-bedrock-intro\"><span id=\"amazon-aws-bedrock-%d8%b4%d8%b1%d8%ad-%d9%88-%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%af%d9%87%d8%a7\">Amazon AWS Bedrock \u2014 \u0634\u0631\u062d \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627<\/span><\/h2>\n<p class=\"wp-block-paragraph\">Bedrock \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0628\u062f\u0648\u0646 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0645\u062f\u0644\u060c \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0633\u0627\u06cc\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc <em>NLP<\/em> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0627 API \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f Bedrock \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc\u060c \u067e\u0631\u0627\u0645\u067e\u062a \u0627\u0631\u0633\u0627\u0644 \u0648 \u067e\u0627\u0633\u062e \u0631\u0627 \u062f\u0631 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0645\u0635\u0631\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc <strong>latency-sensitive<\/strong> (\u0645\u062b\u0644 \u062a\u0631\u06cc\u062f \u06cc\u0627 \u06af\u06cc\u0645\u06cc\u0646\u06af)\u060c \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f Bedrock \u0631\u0627 \u0628\u0627 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0645\u062d\u0644\u06cc GPU \u06cc\u0627 VPS\u0647\u0627\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0627\u0632\u0627\u0631 \u0647\u062f\u0641 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062a\u0627\u062e\u06cc\u0631 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-architectures\"><span id=\"%d9%85%d8%b9%d9%85%d8%a7%d8%b1%db%8c%d9%87%d8%a7%db%8c-%d9%be%db%8c%d8%b4%d9%86%d9%87%d8%a7%d8%af%db%8c\">\u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc<\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-arch-simple\"><span id=\"%d9%85%d8%b9%d9%85%d8%a7%d8%b1%db%8c-%d8%b3%d8%a7%d8%af%d9%87-%d8%a7%d9%be%d9%84%db%8c%da%a9%db%8c%d8%b4%d9%86-%d8%b3%d8%b1%d9%88%d8%b1-%e2%9e%9c-bedrock\">\u0645\u0639\u0645\u0627\u0631\u06cc \u0633\u0627\u062f\u0647 \u2014 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0633\u0631\u0648\u0631 \u279c Bedrock<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 (\u0645\u062b\u0644\u0627\u064b Flask\/FastAPI) \u0631\u0648\u06cc VPS \u06cc\u0627 \u0633\u0631\u0648\u0631 \u0627\u0628\u0631\u06cc \u0645\u0633\u062a\u0642\u0631 \u0634\u062f\u0647 \u0648 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a API \u0628\u0647 Bedrock \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0645\u0646\u0627\u0633\u0628 PoC \u0648 \u062d\u062c\u0645 \u06a9\u0645 \u0627\u0633\u062a.<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0645\u0632\u0627\u06cc\u0627:<\/strong> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0627\u062f\u0647\u060c \u0647\u0632\u06cc\u0646\u0647 \u067e\u0627\u06cc\u06cc\u0646 \u0627\u0648\u0644\u06cc\u0647.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0645\u0639\u0627\u06cc\u0628:<\/strong> \u0627\u0641\u0632\u0627\u06cc\u0634 \u0632\u0645\u0627\u0646 \u067e\u0627\u0633\u062e \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0648\u0631 \u0627\u0632 \u0645\u0646\u0637\u0642\u0647 AWS Bedrock.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-arch-hybrid\"><span id=\"%d9%85%d8%b9%d9%85%d8%a7%d8%b1%db%8c-%d9%87%db%8c%d8%a8%d8%b1%db%8c%d8%af-edge-bedrock-gpu-cloud\">\u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u06cc\u0628\u0631\u06cc\u062f \u2014 Edge + Bedrock + GPU Cloud<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648 \u0644\u0627\u06cc\u0647 edge \u062f\u0631 \u0644\u0648\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 (\u0627\u0632 \u0645\u06cc\u0627\u0646 \u06f8\u06f5+ \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0634\u0631\u06a9\u062a) \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u067e\u0631\u062f\u0627\u0632\u0634 latency-sensitive \u0648 \u06a9\u0634\u06cc\u0646\u06af \u0627\u0648\u0644\u06cc\u0647 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u06cc\u0627 VPS \u0645\u062e\u0635\u0648\u0635 \u062a\u0631\u06cc\u062f\/\u06af\u06cc\u0645 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0628\u0647 GPU Cloud \u06cc\u0627 Bedrock \u0627\u0631\u062c\u0627\u0639 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0627\u0632 PrivateLink\/VPC Endpoint \u0628\u0631\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a \u0648 \u06a9\u0627\u0647\u0634 \u0645\u0633\u06cc\u0631 \u0639\u0645\u0648\u0645\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0645\u0632\u0627\u06cc\u0627:<\/strong> \u067e\u06cc\u0646\u06af \u067e\u0627\u06cc\u06cc\u0646\u060c \u06a9\u0646\u062a\u0631\u0644 \u0647\u0632\u06cc\u0646\u0647\u060c \u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc training \u0648 fine-tuning.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-arch-privacy\"><span id=\"%d9%85%d8%b9%d9%85%d8%a7%d8%b1%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d8%a8%d8%a7%d9%84%d8%a7-%d9%88-%d8%ad%d9%81%d8%b8-%d8%ad%d8%b1%db%8c%d9%85-%d8%ae%d8%b5%d9%88%d8%b5%db%8c\">\u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0628\u0627\u0644\u0627 \u0648 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u062a\u0645\u0627\u0645\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 VPC Endpoint \u0648 Transit Gateway \u0628\u0647 AWS Bedrock \u0647\u062f\u0627\u06cc\u062a \u0634\u0648\u0646\u062f. \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0631\u0633\u0627\u0644 \u0641\u06cc\u0644\u062a\u0631 \u06cc\u0627 \u062a\u0648\u06a9\u0646\u0627\u06cc\u0632 \u0634\u0648\u0646\u062f \u0648 \u0627\u0632 KMS \u0628\u0631\u0627\u06cc \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06af\u0631\u062f\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-setup\"><span id=\"%d8%b1%d8%a7%d9%87%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c-%d9%88-%d9%86%d9%85%d9%88%d9%86%d9%87%d9%87%d8%a7%db%8c-%d8%b9%d9%85%d9%84%db%8c\">\u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0648 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc<\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-prereq\"><span id=\"%d9%be%db%8c%d8%b4%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7-aws-%d9%88-%d9%85%d8%ad%d9%84%db%8c\">\u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627 (AWS \u0648 \u0645\u062d\u0644\u06cc)<\/span><\/h3>\n<ul>\n<li class=\"wp-block-paragraph\">AWS CLI \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc IAM \u0645\u0646\u0627\u0633\u0628<\/li>\n<li class=\"wp-block-paragraph\">\u067e\u0627\u06cc\u062a\u0648\u0646 3.8+ \u0648 boto3 \u06cc\u0627 SDK \u0645\u0648\u0631\u062f\u0646\u0638\u0631<\/li>\n<li class=\"wp-block-paragraph\">\u06a9\u0644\u06cc\u062f KMS \u0628\u0631\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062f\u0631 AWS<\/li>\n<li class=\"wp-block-paragraph\">(\u0627\u062e\u062a\u06cc\u0627\u0631\u06cc) \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc fine-tuning \u06cc\u0627 low-latency cache<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0627\u0648\u0644\u06cc\u0647 AWS CLI:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>aws configure\n# Enter AWS Access Key, Secret, region (e.g., us-east-1)<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-cli-example\"><span id=\"%d9%86%d9%85%d9%88%d9%86%d9%87-%d9%81%d8%b1%d8%a7%d8%ae%d9%88%d8%a7%d9%86%db%8c-%d9%85%d8%af%d9%84-%d8%a8%d8%a7-aws-cli-runtime\">\u0646\u0645\u0648\u0646\u0647 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644 \u0628\u0627 AWS CLI (runtime)<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0645\u062b\u0627\u0644 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644 \u0628\u0627 aws bedrock-runtime (\u0646\u0627\u0645 \u062f\u0633\u062a\u0648\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0633\u062a\u0647 \u0628\u0647 \u0646\u0633\u062e\u0647 CLI \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u062f):<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>aws bedrock-runtime invoke-model \\\n  --model-id anthropic.claude-v1 \\\n  --body '{\"input\":\"\u0633\u0644\u0627\u0645\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0627\u0632 \u0645\u062a\u0646 \u0632\u06cc\u0631 \u0627\u0631\u0627\u0626\u0647 \u0628\u062f\u0647...\"}' \\\n  response.json<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u062e\u0631\u0648\u062c\u06cc \u062f\u0631 response.json \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u062f\u0646\u0647 \u067e\u0627\u0633\u062e \u0627\u0632 jq:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>cat response.json | jq -r '.body'<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-python-example\"><span id=\"%d9%81%d8%b1%d8%a7%d8%ae%d9%88%d8%a7%d9%86%db%8c-%d9%85%d8%af%d9%84-%d8%a8%d8%a7-python-boto3\">\u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644 \u0628\u0627 Python (boto3)<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0646\u0647 \u06a9\u062f \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0633\u0627\u0644 \u067e\u0631\u0627\u0645\u067e\u062a \u0648 \u06af\u0631\u0641\u062a\u0646 \u067e\u0627\u0633\u062e (\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f modelId\u0647\u0627 \u0627\u0632 \u06a9\u0646\u0633\u0648\u0644 Bedrock \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647\u200c\u0627\u0646\u062f):<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import boto3\nimport json\n\nclient = boto3.client('bedrock-runtime', region_name='us-east-1')\n\nprompt = \"Explain in Persian: \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 latency \u062f\u0631 inference \u0686\u06cc\u0633\u062a\u061f\"\n\nresp = client.invoke_model(\n    modelId='ai21.j2-large',\n    contentType='application\/json',\n    accept='application\/json',\n    body=json.dumps({\"input\": prompt})\n)\n\nprint(resp['body'].read().decode())<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-proxy\"><span id=\"%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-%db%8c%da%a9-%d9%be%d8%b1%d8%a7%da%a9%d8%b3%db%8c-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-caching-%d9%88-rate-limiting\">\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06cc\u06a9 \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u062d\u0644\u06cc \u0628\u0631\u0627\u06cc caching \u0648 rate-limiting<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u0648 latency\u060c \u06cc\u06a9 \u067e\u0631\u0627\u06a9\u0633\u06cc \u0633\u0628\u06a9 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u067e\u0631\u0627\u0645\u067e\u062a\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0631\u0627 \u06a9\u0634 \u06a9\u0646\u062f \u06cc\u0627 \u0631\u06cc\u062a\u200c\u0647\u0627 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f. \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u062f\u0647 Flask \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0631\u0648\u06cc VPS \u0646\u0632\u062f\u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u0645\u0633\u062a\u0642\u0631 \u06af\u0631\u062f\u062f.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>from flask import Flask, request, jsonify\nimport requests, boto3, json\n\napp = Flask(__name__)\ncache = {}\n\n@app.route('\/api\/generate', methods=['POST'])\ndef generate():\n    prompt = request.json.get('prompt')\n    if prompt in cache:\n        return jsonify({\"cached\": True, \"response\": cache[prompt]})\n    client = boto3.client('bedrock-runtime')\n    resp = client.invoke_model(modelId='ai21.j2-large', contentType='application\/json', accept='application\/json', body=json.dumps({\"input\": prompt}))\n    body = resp['body'].read().decode()\n    cache[prompt] = body\n    return jsonify({\"cached\": False, \"response\": body})\n\nif __name__ == '__main__':\n    app.run(host='0.0.0.0', port=8080)<\/code><\/pre>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-security\"><span id=\"%d8%a7%d9%85%d9%86%db%8c%d8%aa-%d9%88-%d8%ad%d8%b1%db%8c%d9%85-%d8%ae%d8%b5%d9%88%d8%b5%db%8c\">\u0627\u0645\u0646\u06cc\u062a \u0648 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc<\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-iam\"><span id=\"%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%d8%b4%db%8c%d9%88%d9%87%d9%87%d8%a7%db%8c-iam-%d9%88-%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%db%8c\">\u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627\u06cc IAM \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0627\u0632 \u0627\u0635\u0644 <em>Least Privilege<\/em> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u06cc\u06a9 role \u0645\u062e\u0635\u0648\u0635 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0628\u0627 \u0633\u06cc\u0627\u0633\u062a \u0645\u062d\u062f\u0648\u062f \u0628\u0647 InvokeModel \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u0627\u0632 temporary credentials (STS) \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-js\" data-lang=\"JavaScript\"><code>{\n  \"Version\": \"2012-10-17\",\n  \"Statement\": [\n    {\n      \"Effect\":\"Allow\",\n      \"Action\":[ \"bedrock-runtime:InvokeModel\" ],\n      \"Resource\": \"*\"\n    }\n  ]\n}<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-kms\"><span id=\"%d8%b1%d9%85%d8%b2%d9%86%da%af%d8%a7%d8%b1%db%8c-%d9%88-kms\">\u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u0648 KMS<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0627\u0632 KMS \u0628\u0631\u0627\u06cc \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 S3 \u0648 \u0631\u0635\u062f \u062f\u0633\u062a\u0631\u0633\u06cc\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0631\u0639\u0627\u06cc\u062a \u0642\u0648\u0627\u0646\u06cc\u0646 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0631\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0631\u0633\u0627\u0644 \u0628\u0647 Bedrock \u0641\u06cc\u0644\u062a\u0631 \u06cc\u0627 \u062a\u0648\u06a9\u0646\u0627\u06cc\u0632 \u06a9\u0646\u06cc\u062f.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-vpc\"><span id=\"%d8%b4%d8%a8%da%a9%d9%87-%d9%88-vpc-endpoint\">\u0634\u0628\u06a9\u0647 \u0648 VPC Endpoint<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0627\u0632 VPC Endpoint (PrivateLink) \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0633 \u062e\u0635\u0648\u0635\u06cc \u0628\u0627 Bedrock \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0627\u0632 \u0639\u0628\u0648\u0631 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0639\u0645\u0648\u0645\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0634\u0648\u062f. \u062a\u0646\u0638\u06cc\u0645 Security Group \u0645\u062d\u062f\u0648\u062f \u0628\u0631\u0627\u06cc \u062a\u0646\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0628\u0647 IP\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n<div class=\"pk-alert pk-alert-warning\" role=\"alert\" >\n\u0642\u0628\u0644 \u0627\u0632 \u0627\u0631\u0633\u0627\u0644 \u0647\u0631 \u062f\u0627\u062f\u0647 \u062d\u0633\u0627\u0633 \u0628\u0647 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0641\u06cc\u0644\u062a\u0631\u060c \u0622\u0646\u0648\u0646\u06cc\u0645\u0627\u0632 \u06cc\u0627 \u062a\u0648\u06a9\u0646\u0627\u06cc\u0632 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0642\u0648\u0627\u0646\u06cc\u0646 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0631\u0639\u0627\u06cc\u062a \u0634\u0648\u062f.<br \/>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-logging\"><span id=\"%d9%84%d8%a7%da%af%db%8c%d9%86%da%af-%d9%88-%d9%85%d8%a7%d9%86%db%8c%d8%aa%d9%88%d8%b1%db%8c%d9%86%da%af\">\u0644\u0627\u06af\u06cc\u0646\u06af \u0648 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0641\u0639\u0627\u0644\u200c\u0633\u0627\u0632\u06cc CloudWatch\u060c CloudTrail \u0648 AWS Config \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f \u06a9\u0627\u0645\u0644 \u0627\u0632 \u0641\u0639\u0627\u0644\u06cc\u062a\u200c\u0647\u0627 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a. \u0627\u0631\u0633\u0627\u0644 \u0644\u0627\u06af\u200c\u0647\u0627 \u0628\u0647 SIEM \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u06cc\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u062f\u0627\u062e\u0644\u06cc \u0631\u0627 \u0645\u062f\u0646\u0638\u0631 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-optimization\"><span id=\"%d8%a8%d9%87%db%8c%d9%86%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af-%d9%88-%d9%87%d8%b2%db%8c%d9%86%d9%87\">\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0647\u0632\u06cc\u0646\u0647<\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-latency\"><span id=\"%da%a9%d8%a7%d9%87%d8%b4-latency\">\u06a9\u0627\u0647\u0634 latency<\/span><\/h3>\n<ul>\n<li class=\"wp-block-paragraph\">\u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u067e\u0631\u0627\u06a9\u0633\u06cc \u0648 \u06a9\u0634 \u062f\u0631 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0646\u0632\u062f\u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 (\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06f8\u06f5+ \u0644\u0648\u06a9\u06cc\u0634\u0646).<\/li>\n<li class=\"wp-block-paragraph\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 edge compute \u06cc\u0627 VPS \u0645\u062e\u0635\u0648\u0635 \u062a\u0631\u06cc\u062f \u0628\u0631\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0641\u0648\u0631\u06cc.<\/li>\n<li class=\"wp-block-paragraph\">\u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u0633\u0628\u06a9\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc realtime inference.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-cost\"><span id=\"%da%a9%d8%a7%d9%87%d8%b4-%d9%87%d8%b2%db%8c%d9%86%d9%87%d9%87%d8%a7\">\u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627<\/span><\/h3>\n<ul>\n<li class=\"wp-block-paragraph\">\u06a9\u0634\u06cc\u0646\u06af \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u0648 \u062a\u06a9\u0631\u0627\u0631\u06cc.<\/li>\n<li class=\"wp-block-paragraph\">batching \u0628\u0631\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0622\u0641\u0644\u0627\u06cc\u0646 \u062f\u0631 GPU Cloud.<\/li>\n<li class=\"wp-block-paragraph\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u06cc\u0627 quantized \u062f\u0631 \u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u0636\u0631\u0648\u0631\u06cc \u0646\u06cc\u0633\u062a.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-import-models\"><span id=\"%d8%af%d8%b1%d9%88%d9%86%d8%b1%db%8c%d8%b2%db%8c-%d9%85%d8%af%d9%84%d9%87%d8%a7-%d8%a8%d9%87-gpu-cloud\">\u062f\u0631\u0648\u0646\u200c\u0631\u06cc\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0647 GPU Cloud<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc training \u0648 fine-tuning \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0633\u0631\u0648\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc (GPU Cloud) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u062a\u0646\u0647\u0627 inference \u062a\u0648\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0647 Bedrock \u0628\u0633\u067e\u0627\u0631\u06cc\u062f. \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648 \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0635\u0648\u0635\u06cc\u200c\u0634\u0627\u0646 \u0631\u0627 \u0646\u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0647 \u0633\u0631\u0648\u06cc\u0633 \u062e\u0627\u0631\u062c\u06cc \u0628\u0641\u0631\u0633\u062a\u0646\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-scenarios\"><span id=\"%d8%b3%d9%86%d8%a7%d8%b1%db%8c%d9%88%d9%87%d8%a7%db%8c-%d9%88%d8%a7%d9%82%d8%b9%db%8c-%d9%88-%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87-%d9%84%d9%88%da%a9%db%8c%d8%b4%d9%86%d9%87%d8%a7\">\u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0644\u0648\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u062a\u0631\u06cc\u062f\u0631\u0647\u0627\u06cc \u0641\u0627\u0631\u06a9\u0633\/\u06a9\u0631\u06cc\u067e\u062a\u0648:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 VPS \u0645\u062e\u0635\u0648\u0635 \u062a\u0631\u06cc\u062f \u062f\u0631 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0635\u0631\u0627\u0641\u06cc\u200c\u0647\u0627 \u0648 \u067e\u0631\u0627\u06a9\u0633\u06cc \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc Bedrock \u062c\u0647\u062a \u062a\u062d\u0644\u06cc\u0644 \u0627\u062e\u0628\u0627\u0631 \u06cc\u0627 \u0633\u06cc\u06af\u0646\u0627\u0644\u200c\u0647\u0627. \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 latency \u0632\u06cc\u0631 20ms \u0636\u0631\u0648\u0631\u062a \u062f\u0627\u0631\u062f\u061b \u0627\u0646\u062a\u062e\u0627\u0628 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0645\u0646\u0627\u0633\u0628 \u0627\u0632 \u0645\u06cc\u0627\u0646 \u06f8\u06f5+ \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u06af\u06cc\u0645\u06cc\u0646\u06af \u0648 \u0686\u062a\u200c\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u06cc:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 VPS \u06af\u06cc\u0645 \u0648 CDN \u0628\u0631\u0627\u06cc \u062a\u062d\u0648\u06cc\u0644 \u0633\u0631\u06cc\u0639 \u062f\u0627\u0631\u0627\u06cc\u06cc\u200c\u0647\u0627 \u0648 Bedrock \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u2014\u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0628\u06a9\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062a\u0627\u062e\u06cc\u0631.<\/li>\n<li class=\"wp-block-paragraph\"><strong>AI \u0648 \u0631\u0646\u062f\u0631\u06cc\u0646\u06af:<\/strong> \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0648 batch inferencing \u0631\u0648\u06cc GPU Cloud\u061b Bedrock \u0628\u0631\u0627\u06cc workload\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0686\u0646\u062f \u062a\u0623\u0645\u06cc\u0646\u200c\u06a9\u0646\u0646\u062f\u0647.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-checklist\"><span id=\"%d9%86%da%a9%d8%a7%d8%aa-%d8%b9%d9%85%d9%84%db%8c-%d9%88-%da%86%da%a9%d9%84%db%8c%d8%b3%d8%aa-%d9%82%d8%a8%d9%84-%d8%a7%d8%b2-%d8%b1%d8%a7%d9%87%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c\">\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0648 \u0686\u06a9\u200c\u0644\u06cc\u0633\u062a \u0642\u0628\u0644 \u0627\u0632 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc<\/span><\/h2>\n<ul>\n<li class=\"wp-block-paragraph\">\u0627\u0646\u062a\u062e\u0627\u0628 region \u0645\u0646\u0627\u0633\u0628 AWS Bedrock \u0648 \u0645\u0646\u0637\u0642\u0647 edge \u0646\u0632\u062f\u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646.<\/li>\n<li class=\"wp-block-paragraph\">\u062a\u0639\u0631\u06cc\u0641 IAM role \u0628\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u0645\u062d\u062f\u0648\u062f.<\/li>\n<li class=\"wp-block-paragraph\">\u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc VPC Endpoint \u0648 Security Group \u0645\u0646\u0627\u0633\u0628.<\/li>\n<li class=\"wp-block-paragraph\">\u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc KMS \u0648 \u0633\u06cc\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc.<\/li>\n<li class=\"wp-block-paragraph\">\u062a\u0646\u0638\u06cc\u0645 logging (CloudWatch\u060c CloudTrail).<\/li>\n<li class=\"wp-block-paragraph\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc caching \u0648 rate-limiting \u062f\u0631 \u0644\u0628\u0647.<\/li>\n<li class=\"wp-block-paragraph\">\u062a\u0633\u062a load \u0648 latency (wrk, hey, ab) \u0648 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0647\u0632\u06cc\u0646\u0647.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0646\u0647 \u062a\u0633\u062a latency \u0628\u0627 curl:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>time curl -s -X POST https:\/\/proxy.example.com\/api\/generate -d '{\"prompt\":\"\u0633\u0644\u0627\u0645\"}' -H \"Content-Type: application\/json\"<\/code><\/pre>\n<\/div>\n<div class=\"pk-alert pk-alert-info\" role=\"alert\" >\n\u0628\u0631\u0627\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc latency-sensitive \u0645\u062b\u0644 \u062a\u0631\u06cc\u062f \u0648 \u06af\u06cc\u0645\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0646\u0632\u062f\u06cc\u06a9 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0628\u0627\u0631 \u062f\u0631 \u0644\u0628\u0647 (edge) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0641\u0627\u0648\u062a \u0642\u0627\u0628\u0644\u200c\u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<br \/>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\"><span id=\"%d8%ac%d9%85%d8%b9%d8%a8%d9%86%d8%af%db%8c-%d9%88-%d9%86%d8%aa%db%8c%d8%ac%d9%87%da%af%db%8c%d8%b1%db%8c\">\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc \u0648 \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/span><\/h2>\n<p class=\"wp-block-paragraph\">Amazon AWS Bedrock \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0627\u0633\u062a. \u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0635\u062d\u06cc\u062d \u0645\u0639\u0645\u0627\u0631\u06cc (Edge + Bedrock + GPU Cloud) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062a\u062c\u0631\u0628\u0647\u200c\u0627\u06cc \u0628\u0627 <strong>\u062a\u0627\u062e\u06cc\u0631 \u067e\u0627\u06cc\u06cc\u0646<\/strong>\u060c <strong>\u0627\u0645\u0646\u06cc\u062a \u0628\u0627\u0644\u0627<\/strong> \u0648 <strong>\u0647\u0632\u06cc\u0646\u0647 \u0642\u0627\u0628\u0644\u200c\u06a9\u0646\u062a\u0631\u0644<\/strong> \u062f\u0627\u0634\u062a.<\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0628\u0647 \u062a\u0627\u062e\u06cc\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0627\u0632 \u0644\u0648\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f \u0648 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u062f\u0631 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u06cc\u0627 GPU Cloud \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0647\u06cc\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 VPC Endpoint\u060c IAM \u0628\u0627 \u062d\u062f\u0627\u0642\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0648 \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc KMS \u0627\u0632 \u0645\u0644\u0632\u0648\u0645\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0627\u0633\u062a.<\/p>\n<div id=\"collapsibles-6a039ea724189\" class=\"pk-collapsibles\" role=\"tablist\" aria-multiselectable=\"true\">\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a039ea723fee\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a039ea723fee\" data-parent=\"#pk-collapsibles-6a039ea724189\" aria-controls=\"collapse-6a039ea723fee\">\n\t\t\t\t\t\t\u06f1. \u0628\u0647\u062a\u0631\u06cc\u0646 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0633\u0631\u0648\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u067e\u06cc\u0646\u06af \u0686\u06cc\u0633\u062a\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a039ea723fee\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a039ea723fee\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u06cc\u0627 \u0633\u0631\u0648\u06cc\u0633 \u0645\u0642\u0635\u062f \u0647\u0645\u06cc\u0634\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0645\u062a\u0631\u06cc\u0646 \u067e\u06cc\u0646\u06af \u0627\u0633\u062a.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a039ea724040\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a039ea724040\" data-parent=\"#pk-collapsibles-6a039ea724189\" aria-controls=\"collapse-6a039ea724040\">\n\t\t\t\t\t\t\u06f2. \u0686\u06af\u0648\u0646\u0647 \u0628\u062f\u0648\u0646 \u0627\u0631\u0633\u0627\u0644 \u062f\u0627\u062f\u0647 \u062d\u0633\u0627\u0633 \u0628\u0647 \u0633\u0631\u0648\u06cc\u0633 \u062e\u0627\u0631\u062c\u06cc \u0627\u0632 Bedrock \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0645\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a039ea724040\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a039ea724040\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0642\u0628\u0644 \u0627\u0632 \u0627\u0631\u0633\u0627\u0644\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0631\u0627 \u0641\u06cc\u0644\u062a\u0631\u060c \u0622\u0646\u0648\u0646\u06cc\u0645\u0627\u0632 \u06cc\u0627 \u062a\u0648\u06a9\u0646\u0627\u06cc\u0632 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 VPC Endpoint \u0648 KMS \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a039ea7240a0\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a039ea7240a0\" data-parent=\"#pk-collapsibles-6a039ea724189\" aria-controls=\"collapse-6a039ea7240a0\">\n\t\t\t\t\t\t\u06f3. \u0622\u06cc\u0627 \u0628\u0631\u0627\u06cc inference \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u062d\u062a\u0645\u0627\u064b \u0628\u0627\u06cc\u062f \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0645\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a039ea7240a0\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a039ea7240a0\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u062e\u06cc\u0631\u061b \u0628\u0631\u0627\u06cc realtime \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0628\u06a9\u200c\u062a\u0631 \u06cc\u0627 \u06a9\u0645\u200c\u062a\u0627\u062e\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0631\u0627 \u062f\u0631 GPU Cloud \u0628\u0647 \u0635\u0648\u0631\u062a batch \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a039ea7240f6\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a039ea7240f6\" data-parent=\"#pk-collapsibles-6a039ea724189\" aria-controls=\"collapse-6a039ea7240f6\">\n\t\t\t\t\t\t\u06f4. \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u0686\u06cc\u0633\u062a\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a039ea7240f6\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a039ea7240f6\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u06a9\u0634\u06cc\u0646\u06af \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc\u060c batching \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u06cc\u0627 quantized \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a039ea724141\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a039ea724141\" data-parent=\"#pk-collapsibles-6a039ea724189\" aria-controls=\"collapse-6a039ea724141\">\n\t\t\t\t\t\t\u06f5. \u0686\u0637\u0648\u0631 \u062a\u0645\u0627\u0633 \u0628\u0627 Bedrock \u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0639\u0645\u0648\u0645\u06cc \u0645\u0646\u0639 \u06a9\u0646\u0645\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a039ea724141\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a039ea724141\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0627\u0632 VPC Endpoint (PrivateLink) \u0628\u0631\u0627\u06cc \u0627\u0631\u0633\u0627\u0644 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u062e\u0635\u0648\u0635\u06cc \u0628\u0647 Bedrock \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 Security Group\u0647\u0627 \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u0646\u0645\u0627\u06cc\u06cc\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<\/div>\n\t\t\n<p><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"\u0628\u0647\u062a\u0631\u06cc\u0646 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0633\u0631\u0648\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u067e\u06cc\u0646\u06af \u0686\u06cc\u0633\u062a\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u06cc\u0627 \u0633\u0631\u0648\u06cc\u0633 \u0645\u0642\u0635\u062f \u0647\u0645\u06cc\u0634\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0645\u062a\u0631\u06cc\u0646 \u067e\u06cc\u0646\u06af \u0627\u0633\u062a.\"}},{\"@type\":\"Question\",\"name\":\"\u0686\u06af\u0648\u0646\u0647 \u0628\u062f\u0648\u0646 \u0627\u0631\u0633\u0627\u0644 \u062f\u0627\u062f\u0647 \u062d\u0633\u0627\u0633 \u0628\u0647 \u0633\u0631\u0648\u06cc\u0633 \u062e\u0627\u0631\u062c\u06cc \u0627\u0632 Bedrock \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0645\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0642\u0628\u0644 \u0627\u0632 \u0627\u0631\u0633\u0627\u0644\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0631\u0627 \u0641\u06cc\u0644\u062a\u0631\u060c \u0622\u0646\u0648\u0646\u06cc\u0645\u0627\u0632 \u06cc\u0627 \u062a\u0648\u06a9\u0646\u0627\u06cc\u0632 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 VPC Endpoint \u0648 KMS \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.\"}},{\"@type\":\"Question\",\"name\":\"\u0622\u06cc\u0627 \u0628\u0631\u0627\u06cc inference \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u062d\u062a\u0645\u0627\u064b \u0628\u0627\u06cc\u062f \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0645\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u062e\u06cc\u0631\u061b \u0628\u0631\u0627\u06cc realtime \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc 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\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u06cc\u0627 quantized \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.\"}},{\"@type\":\"Question\",\"name\":\"\u0686\u0637\u0648\u0631 \u062a\u0645\u0627\u0633 \u0628\u0627 Bedrock \u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0639\u0645\u0648\u0645\u06cc \u0645\u0646\u0639 \u06a9\u0646\u0645\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0627\u0632 VPC Endpoint (PrivateLink) \u0628\u0631\u0627\u06cc \u0627\u0631\u0633\u0627\u0644 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u062e\u0635\u0648\u0635\u06cc \u0628\u0647 Bedrock \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 Security Group\u0647\u0627 \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u0646\u0645\u0627\u06cc\u06cc\u062f.\"}}]}<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"\u0412 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