{"id":2545,"date":"2025-02-11T17:53:25","date_gmt":"2025-02-11T09:53:25","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=2545"},"modified":"2025-02-11T17:54:09","modified_gmt":"2025-02-11T09:54:09","slug":"atcdmx","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ko\/atcdmx\/","title":{"rendered":"AWS, DeepSeek-R1 \ubaa8\ub378 \ucd9c\uc2dc"},"content":{"rendered":"<p>\uc0dd\uc131\uc801 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ud655\uc7a5\ub428\uc5d0 \ub530\ub77c \ucef4\ud4e8\ud305 \ube44\uc6a9\uc774 \ub9e4\uc6b0 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc0ac\ub78c\ub4e4\uc740 \ub354 \ub098\uc740 \uac00\uc131\ube44\ub97c \uc6d0\ud569\ub2c8\ub2e4. \ub450 \ubc88\uc9f8\ub85c, \uc815\ub9d0 \uc88b\uc740 \uc0dd\uc131 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4dc\ub294 \uac83\uc740 \uc2e4\uc81c\ub85c \ub9e4\uc6b0 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \uc14b\uc9f8, \uac74\uc124\uc5c5\uccb4\uc5d0 \uc6d0\ud558\ub294 \uac83\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\ub294 \uc790\uc720\ub97c \uc8fc\uba74 \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Amazon\uc774 \uc81c\uacf5\ud558\ub294 \ubaa8\ub378\uc758 \ud3ed\ub113\uace0 \uc2ec\ub3c4 \uc788\ub294 \uae30\ub2a5\uc744 \ud1b5\ud574 \uace0\uac1d\uc740 \uc790\uc2e0\uc758 \uace0\uc720\ud55c \uc694\uad6c \uc0ac\ud56d\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \uae30\ub2a5\uc744 \uc815\ud655\ud558\uac8c \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. AWS\ub294 \uace0\uac1d\uc758 \uc694\uad6c \uc0ac\ud56d\uacfc \uae30\uc220 \ubc1c\uc804\uc744 \uba74\ubc00\ud788 \ubaa8\ub2c8\ud130\ub9c1\ud558\uc5ec \uc720\ub9dd\ud55c \uc2e0\uaddc \ubaa8\ub378\uacfc \uc774\ubbf8 \uc5c5\uacc4\uc5d0\uc11c \uc120\ud638\ub418\ub294 \ubaa8\ub378\uc744 \uacb0\ud569\ud558\uc5ec \ubaa8\ub378 \uc120\ud0dd\uc744 \uc815\uae30\uc801\uc73c\ub85c \ud655\ub300\ud569\ub2c8\ub2e4. \uace0\uc131\ub2a5 \ubc0f \ucc28\ubcc4\ud654\ub41c \ubaa8\ub378 \uc81c\uacf5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud655\ub300\ud568\uc73c\ub85c\uc368 \uace0\uac1d\uc740 AI \ud601\uc2e0\uc758 \ucd5c\uc804\uc120\uc5d0 \uc124 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\uc774\uc81c Amazon Bedrock\uacfc Amazon SageMaker AI\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/strong>Amazon Bedrock\uc5d0 DeepSeek-R1 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\ub294 \uac83\uc740 API\ub97c \ud1b5\ud574 \uc0ac\uc804 \ud6c8\ub828\ub41c \uae30\ubcf8 \ubaa8\ub378\uc744 \ube60\ub974\uac8c \ud1b5\ud569\ud558\ub824\ub294 \ud300\uc5d0 \uac00\uc7a5 \uc801\ud569\ud569\ub2c8\ub2e4. Amazon SageMaker AI\ub294 \uae30\ubcf8 \uc778\ud504\ub77c\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4\ub97c \ud1b5\ud574 \uace0\uae09 \uc0ac\uc6a9\uc790 \uc815\uc758, \uad50\uc721 \ubc0f \ubc30\ud3ec\uac00 \ud544\uc694\ud55c \uc870\uc9c1\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \ub610\ud55c AWS Trainium\uacfc AWS Inferentia\ub97c \uc0ac\uc6a9\ud558\uba74 Amazon Elastic Compute Cloud(Amazon EC2) \ub610\ub294 Amazon SageMaker AI\ub97c \ud1b5\ud574 DeepSeek-R1-Distill \ubaa8\ub378\uc744 \ube44\uc6a9 \ud6a8\uc728\uc801\uc73c\ub85c \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>AWS\ub97c \uc0ac\uc6a9\ud558\uba74 DeepSeek-R1 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0dd\uc131\uc801 AI \uc544\uc774\ub514\uc5b4\ub97c \uad6c\ucd95, \uc2e4\ud5d8\ud558\uace0 \ucc45\uc784\uac10 \uc788\uac8c \ud655\uc7a5\ud560 \uc218 \uc788\uc73c\uba70, \ucd5c\uc18c\ud55c\uc758 \uc778\ud504\ub77c \ud22c\uc790\ub85c \uc774 \uac15\ub825\ud558\uace0 \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf4\uc548\uc744 \uc5fc\ub450\uc5d0 \ub450\uace0 \uad6c\ucd95\ub41c AWS \uc11c\ube44\uc2a4\ub97c \ud1b5\ud574 \uc790\uc2e0 \uc788\uac8c \uc0dd\uc131\uc801 AI \ud601\uc2e0\uc744 \ucd94\uc9c4\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. Amazon Bedrock \ubc0f Amazon SageMaker AI \uace0\uac1d \ubaa8\ub450\uac00 \uc774\uc6a9\ud560 \uc218 \uc788\ub294 \uc0dd\uc131 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub300\ud55c \ubcf4\uc548 \uacc4\uce35\uc744 \ucd94\uac00\ud558\uae30 \uc704\ud574 DeepSeek-R1 \ubaa8\ub378 \ubc30\ud3ec\ub97c Amazon Bedrock Guardrails\uc640 \ud1b5\ud569\ud558\ub294 \uac83\uc744 \uc801\uadf9 \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc81c \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\ubc95\uc73c\ub85c AWS\uc5d0 DeepSeek-R1 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\ub294 \ubc29\ubc95\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>1. DeepSeek-R1 \ubaa8\ub378\uc6a9 Amazon Bedrock Marketplace<\/strong><\/p>\n<p><strong>2. DeepSeek-R1 \ubaa8\ub378\uc6a9 Amazon SageMaker JumpStart<\/strong><\/p>\n<p><strong>3. DeepSeek-R1-Distill \ubaa8\ub378\uc5d0 \ub300\ud55c Amazon Bedrock \uace0\uac1d \ubaa8\ub378 \uac00\uc838\uc624\uae30<\/strong><\/p>\n<p><strong>4. DeepSeek-R1-Distill \ubaa8\ub378\uc5d0 \ub300\ud55c Amazon EC2 Trn1 \uc778\uc2a4\ud134\uc2a4<\/strong>.<\/p>\n<p>\uc774 \ubb38\uc11c\ub294 AWS\uc5d0\uc11c DeepSeek-R1 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \ub2e4\uc591\ud55c \ubc29\ubc95\uc744 \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \ucd5c\ucd08\uc758 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\ub4e0 \uae30\uc874 \uc194\ub8e8\uc158\uc744 \ud655\uc7a5\ud558\ub4e0 \uc774\ub7ec\ud55c \ubc29\ubc95\ub860\uc740 \ud300\uc758 \uc804\ubb38 \uc9c0\uc2dd\uacfc \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \uc720\uc5f0\ud55c \uc2dc\uc791\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>1. Amazon Bedrock Marketplace\uc758 DeepSeek-R1 \ubaa8\ub378<\/strong><br \/>\nAmazon Bedrock Marketplace\uc5d0\uc11c\ub294 100\uac1c\uac00 \ub118\ub294 \uc778\uae30, \uc2e0\uaddc, \uc804\ubb38 FM\uc744 \uc81c\uacf5\ud558\uba70, \ud604\uc7ac Amazon Bedrock\uc5d0 \uc788\ub294 \uc5c5\uacc4 \ucd5c\uace0 \ubaa8\ub378\uc744 \uc5c4\uc120\ud558\uc5ec \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub2e8\uc77c \uce74\ud0c8\ub85c\uadf8\uc5d0\uc11c \ubaa8\ub378\uc744 \uc27d\uac8c \uac80\uc0c9\ud558\uace0, \uc774\ub97c \uad6c\ub3c5\ud55c \ub2e4\uc74c \uad00\ub9ac\ud615 \uc5d4\ub4dc\ud3ec\uc778\ud2b8\uc5d0 \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Amazon Bedrock Marketplace\uc5d0\uc11c DeepSeek-R1 \ubaa8\ub378\uc5d0 \uc561\uc138\uc2a4\ud558\ub824\uba74 Amazon Bedrock \ucf58\uc194\ub85c \uc774\ub3d9\ud558\uc5ec \ub2e4\uc74c\uc744 \uc120\ud0dd\ud558\uc138\uc694.<b>\uae30\ucd08 \ubaa8\ub378<\/b>\uc139\uc158 \uc544\ub798\uc5d0<b>\ubaa8\ub378 \uce74\ud0c8\ub85c\uadf8<\/b>. DeepSeek\uc740 \ubaa8\ub378 \uc81c\uacf5\uc5c5\uccb4\ub85c \uac80\uc0c9\ud558\uac70\ub098 \ud544\ud130\ub9c1\ud558\uc5ec \ube60\ub974\uac8c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<b><\/b><\/p>\n<p>&nbsp;<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter size-full wp-image-93436\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2025\/01\/30\/2025-deepseek-r1-on-aws-3-bedrock-marketplace.png\" alt=\"\" width=\"2365\" height=\"1022\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\ubaa8\ub378 \uae30\ub2a5\uacfc \uad6c\ud604 \uc9c0\uce68\uc744 \ud3ec\ud568\ud55c \ubaa8\ub378 \uc138\ubd80 \uc815\ubcf4 \ud398\uc774\uc9c0\ub97c \ubcf8 \ud6c4 \uc5d4\ub4dc\ud3ec\uc778\ud2b8 \uc774\ub984\uc744 \uc81c\uacf5\ud558\uace0, \uc778\uc2a4\ud134\uc2a4 \uc218\ub97c \uc120\ud0dd\ud558\uace0, \uc778\uc2a4\ud134\uc2a4 \uc720\ud615\uc744 \uc120\ud0dd\ud558\uc5ec \ubaa8\ub378\uc744 \uc9c1\uc811 \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-93437\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2025\/01\/30\/2025-deepseek-r1-on-aws-3-bedrock-marketplace-deploy.png\" alt=\"\" width=\"2154\" height=\"1201\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\ub610\ud55c VPC \ub124\ud2b8\uc6cc\ud0b9, \uc11c\ube44\uc2a4 \uc5ed\ud560 \uad8c\ud55c, \uc554\ud638\ud654 \uc124\uc815\uc744 \ube44\ub86f\ud558\uc5ec DeepSeek-R1 \ubaa8\ub378\uc758 \ubcf4\uc548 \ubc0f \uc778\ud504\ub77c \uc124\uc815\uc744 \uc0ac\uc6a9\uc790 \uc815\uc758\ud558\uae30 \uc704\ud55c \uace0\uae09 \uc635\uc158\uc744 \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \uc6b4\uc601\uc5d0 \ubc30\ud3ec\ud558\ub294 \uacbd\uc6b0 \uc870\uc9c1\uc758 \ubcf4\uc548 \ubc0f \uaddc\uc815 \uc900\uc218 \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud558\ub3c4\ub85d \uc774\ub7ec\ud55c \uc124\uc815\uc744 \uac80\ud1a0\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>Amazon Bedrock Guardrails\ub97c \uc0ac\uc6a9\ud558\uba74 \uc0ac\uc6a9\uc790 \uc785\ub825\uacfc \ubaa8\ub378 \ucd9c\ub825\uc744 \ub3c5\ub9bd\uc801\uc73c\ub85c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uc640 DeepSeek-R1 \uac04\uc758 \uc0c1\ud638 \uc791\uc6a9\uc740 \uc0dd\uc131 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ubd88\ucf8c\ud558\uace0 \uc720\ud574\ud55c \ucf58\ud150\uce20\ub97c \ud544\ud130\ub9c1\ud558\uc5ec \uc815\uc758\ub41c \uc815\ucc45 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc81c\uc5b4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Amazon Bedrock Marketplace\uc758 DeepSeek-R1 \ubaa8\ub378\uc740 Bedrock\uc758 ApplyGuardrail API\uc640 \ud568\uaed8\ub9cc \uc0ac\uc6a9\ud558\uc5ec Amazon Bedrock \uc678\ubd80\uc5d0\uc11c \uc81c\uacf5\ub418\ub294 \uc0ac\uc6a9\uc790 \uc785\ub825\uacfc \uc0ac\uc6a9\uc790 \uc815\uc758 \ubc0f \ud0c0\uc0ac FM\uc5d0 \ub300\ud55c \ubaa8\ub378 \uc751\ub2f5\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 Amazon Bedrock Guardrails\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378 \ub3c5\ub9bd\uc801 \ubcf4\uc548 \uc870\uce58 \uad6c\ud604\uc744 \uc77d\uc5b4\ubcf4\uc138\uc694.<\/p>\n<p>Amazon Bedrock Guardrails\ub294 Amazon Bedrock Agents \ubc0f Amazon Bedrock Knowledge Bases\ub97c \ube44\ub86f\ud55c \ub2e4\ub978 Bedrock \ub3c4\uad6c\uc640 \ud1b5\ud569\ud558\uc5ec \ucc45\uc784 \uc788\ub294 AI \uc815\ucc45\uc744 \uc900\uc218\ud558\ub294 \ubcf4\ub2e4 \uc548\uc804\ud558\uace0 \uc548\uc815\uc801\uc778 \uc0dd\uc131 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 AWS Responsible AI \ud398\uc774\uc9c0\ub97c \ubc29\ubb38\ud558\uc138\uc694.<\/p>\n<p>&nbsp;<\/p>\n<p><b>2. Amazon SageMaker JumpStart\uc758 DeepSeek-R1 \ubaa8\ub378<\/b><br \/>\nAmazon SageMaker JumpStart\ub294 FM, \ub0b4\uc7a5 \uc54c\uace0\ub9ac\uc998, \uba87 \ubc88\uc758 \ud074\ub9ad\ub9cc\uc73c\ub85c \ubc30\ud3ec\ud560 \uc218 \uc788\ub294 \uc0ac\uc804 \uad6c\ucd95\ub41c ML \uc194\ub8e8\uc158\uc744 \uac16\ucd98 \uba38\uc2e0 \ub7ec\ub2dd(ML) \ud5c8\ube0c\uc785\ub2c8\ub2e4. SageMaker JumpStart\uc5d0 DeepSeek-R1\uc744 \ubc30\ud3ec\ud558\ub824\uba74 SageMaker Unified Studio, SageMaker Studio, SageMaker AI \ucf58\uc194\uc5d0\uc11c DeepSeek-R1 \ubaa8\ub378\uc744 \uac80\uc0c9\ud558\uac70\ub098 SageMaker Python SDK\ub97c \ud1b5\ud574 \ud504\ub85c\uadf8\ub798\ubc0d \ubc29\uc2dd\uc73c\ub85c \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Amazon SageMaker AI \ucf58\uc194\uc5d0\uc11c SageMaker Studio\ub97c \uc5f4\uace0 \uc120\ud0dd\ud558\uc138\uc694.<b>\uc810\ud504\uc2a4\ud0c0\ud2b8<\/b><code>\ub525\uc2dc\ud06c-R1<\/code>\u00a0, \uadf8 \ub2e4\uc74c\uc5d0<b>\ubaa8\ub4e0 \uacf5\uac1c \ubaa8\ub378<\/b>\ud398\uc774\uc9c0\uc5d0\uc11c &quot; &quot;\ub97c \uac80\uc0c9\ud558\uc138\uc694.<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-93438\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2025\/01\/30\/2025-deepseek-r1-on-aws-5-sagemaker-jumpstart.png\" alt=\"\" width=\"2585\" height=\"1735\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0 \ubc30\ud3ec\ub97c \uc120\ud0dd\ud558\uba74 \uae30\ubcf8 \uc124\uc815\uc73c\ub85c \uc5d4\ub4dc\ud3ec\uc778\ud2b8\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc885\ub8cc\uc810\uc774 \uc788\uc744 \ub54c<b>\uc778\uc11c\ube44\uc2a4<\/b>\uc0c1\ud0dc\uc5d0 \ub3c4\ub2ec\ud558\uba74 \ud574\ub2f9 \uc0c1\ud0dc\uc758 \uc5d4\ub4dc\ud3ec\uc778\ud2b8\uc5d0 \uc694\uccad\uc744 \ubcf4\ub0b4 \ucd94\ub860\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-93439\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2025\/01\/30\/2025-deepseek-r1-on-aws-6-sagemaker-jumpstart-deploy.png\" alt=\"\" width=\"2441\" height=\"1736\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>Amazon SageMaker Pipelines, Amazon SageMaker Debugger \ub610\ub294 \ucee8\ud14c\uc774\ub108 \ub85c\uadf8\uc640 \uac19\uc740 Amazon SageMaker AI \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud558\uba74 \ubaa8\ub378 \uc131\ub2a5\uacfc ML \uc791\uc5c5\uc744 \uc81c\uc5b4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 AWS \ubcf4\uc548 \ud658\uacbd\uc5d0 \ubc30\ud3ec\ub418\uace0 Virtual Private Cloud(VPC)\uc5d0\uc11c \uc81c\uc5b4\ub418\uc5b4 \ub370\uc774\ud130 \ubcf4\uc548\uc744 \uc9c0\uc6d0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<p>Bedrock Marketplace\uc640 \ub9c8\ucc2c\uac00\uc9c0\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<code>ApplyGuardrail<\/code>SageMaker JumpStart\uc758 API\ub294 DeepSeek-R1 \ubaa8\ub378\uc5d0\uc11c \uc0dd\uc131 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \uac00\ub4dc\ub808\uc77c\uc744 \ubd84\ub9ac\ud569\ub2c8\ub2e4. \uc774\uc81c FM\uc744 \ud638\ucd9c\ud558\uc9c0 \uc54a\uace0\ub3c4 \uac00\ub4dc\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c, \uc0ac\uc6a9\ub41c \ubaa8\ub378\uc5d0 \uad00\uacc4\uc5c6\uc774 \ud45c\uc900\ud654\ub418\uace0 \ucca0\uc800\ud788 \ud14c\uc2a4\ud2b8\ub41c \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uac00\ub4dc\ub97c \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud504\ub85c\uc138\uc2a4\uc5d0 \ub354\uc6b1 \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<p><b>3. Amazon Bedrock Custom Model Import\ub97c \uc0ac\uc6a9\ud558\uc5ec DeepSeek-R1-Distill \ubaa8\ub378 \uad6c\ucd95<\/b><br \/>\nAmazon Bedrock Custom Model Import\ub97c \uc0ac\uc6a9\ud558\uba74 \uae30\ubcf8 \uc778\ud504\ub77c\ub97c \uad00\ub9ac\ud560 \ud544\uc694 \uc5c6\uc774 \ub2e8\uc77c\uc758 \uc11c\ubc84\ub9ac\uc2a4, \ud1b5\ud569 API\ub97c \ud1b5\ud574 \uae30\uc874 FM\uacfc \ud568\uaed8 \uc0ac\uc6a9\uc790 \uc815\uc758 \ubaa8\ub378\uc744 \uac00\uc838\uc640\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Amazon Bedrock Custom Model Import\ub97c \uc0ac\uc6a9\ud558\uba74 15\uc5b5 \uac1c\uc5d0\uc11c 700\uc5b5 \uac1c\uc5d0 \ub2ec\ud558\ub294 \ub9e4\uac1c\ubcc0\uc218 \ubc94\uc704\uc758 DeepSeek-R1-Distill \ubaa8\ub378\uc744 \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uacf5\uac1c\uc801\uc73c\ub85c \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ubaa8\ub378\uc744 Amazon Simple Storage Service(Amazon S3) \ubc84\ud0b7\uc774\ub098 Amazon SageMaker \ubaa8\ub378 \ub808\uc9c0\uc2a4\ud2b8\ub9ac\uc5d0 \uc800\uc7a5\ud55c \ud6c4 Amazon Bedrock \ucf58\uc194\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4.<b>\uae30\ubcf8 \ubaa8\ub378<\/b>\ub2e4\uc74c<b>\ubaa8\ub378 \uac00\uc838\uc624\uae30<\/b>\uadf8\ub7f0 \ub2e4\uc74c Amazon Bedrock\uc744 \ud1b5\ud574 \uc644\uc804\ud788 \uad00\ub9ac\ub418\ub294 \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc73c\ub85c \uac00\uc838\uc640 \ubc30\ud3ec\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc11c\ubc84\ub9ac\uc2a4 \uc811\uadfc \ubc29\uc2dd\uc740 \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09 \ubcf4\uc548\uacfc \ud655\uc7a5\uc131\uc744 \uc81c\uacf5\ud558\ub294 \ub3d9\uc2dc\uc5d0 \uc778\ud504\ub77c\ub97c \uad00\ub9ac\ud560 \ud544\uc694\uc131\uc744 \uc5c6\uc560\uc90d\ub2c8\ub2e4.<b><\/b><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-93428\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2025\/01\/30\/2025-deepseek-r1-on-aws-4-bedrock-custom-model-import.png\" alt=\"\" width=\"2424\" height=\"887\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>2\uc6d4 1\uc77c\uc5d0 \uc5c5\ub370\uc774\ud2b8\ub428<\/strong>\u2013 \uc815\uc81c\ub41c \ubaa8\ub378\uc744 \uac00\uc838\uc628 \ud6c4\uc5d0\ub294 Bedrock \ud50c\ub808\uc774\uadf8\ub77c\uc6b4\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc815\uc81c\ub41c \ubaa8\ub378\uc774 \uc785\ub825\uc5d0 \uc5b4\ub5bb\uac8c \ubc18\uc751\ud558\ub294\uc9c0 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-93479\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2025\/02\/02\/bedrock-customer-model-import-playground-1.jpg\" alt=\"\" width=\"1887\" height=\"1182\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><b>4. AWS Trainium\uacfc AWS Inferentia\ub97c \uc0ac\uc6a9\ud55c DeepSeek-R1-Distill \ubaa8\ub378<\/b><br \/>\nAWS Deep Learning AMI(DLAMI)\ub294 \uc18c\uaddc\ubaa8 CPU \uc778\uc2a4\ud134\uc2a4\ubd80\ud130 \ucd5c\uc2e0 \uace0\uc131\ub2a5 \ub2e4\uc911 GPU \uc778\uc2a4\ud134\uc2a4\uae4c\uc9c0 \uad11\ubc94\uc704\ud55c Amazon EC2 \uc778\uc2a4\ud134\uc2a4\uc5d0\uc11c \ub525 \ub7ec\ub2dd\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub9de\ucda4\ud615 \uba38\uc2e0 \uc774\ubbf8\uc9c0\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ucd5c\uc0c1\uc758 \uac00\uaca9 \ub300\ube44 \uc131\ub2a5\uc744 \uc5bb\uc73c\ub824\uba74 DeepSeek-R1-Distill \ubaa8\ub378\uc744 AWS Trainuim1 \ub610\ub294 AWS Inferentia2 \uc778\uc2a4\ud134\uc2a4\uc5d0 \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uba3c\uc800 Amazon EC2 \ucf58\uc194\ub85c \uc774\ub3d9\ud558\uc138\uc694<code>trn1.32xlarge<\/code>\uadf8\ub9ac\uace0 Deep Learning AMI Neuron(Ubuntu 22.04)\uc774\ub77c\ub294 Neuron Multi Framework DLAMI\ub97c \uc0ac\uc6a9\ud558\uc5ec EC2 \uc778\uc2a4\ud134\uc2a4\ub97c \uc2dc\uc791\ud569\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-93429\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2025\/01\/30\/2025-deepseek-r1-on-aws-7-ec2-instance.png\" alt=\"\" width=\"2394\" height=\"1504\" \/><\/p>\n<p>\uc2dc\uc791\ub41c ec2 \uc778\uc2a4\ud134\uc2a4\uc5d0 \uc5f0\uacb0\ud55c \ud6c4 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc744 \uc81c\uacf5\ud558\uae30 \uc704\ud55c \uc624\ud508\uc18c\uc2a4 \ub3c4\uad6c\uc778 vLLM\uc744 \uc124\uce58\ud558\uace0 Hugging Face\uc5d0\uc11c DeepSeek-R1-Distill \ubaa8\ub378\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud569\ub2c8\ub2e4. vLLM\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\uace0 \ubaa8\ub378 \uc11c\ubc84\ub97c \ud638\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><b>\uc54c\uc544\uc57c \ud560 \uc0ac\ud56d<\/b><\/h3>\n<h3>\uc54c\uc544\ub450\uc5b4\uc57c \ud560 \uc911\uc694\ud55c \uc0ac\ud56d\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/h3>\n<ul>\n<li><b>\uac00\uaca9<\/b>\u2013 DeepSeek-R1\uacfc \uac19\uc740 \uacf5\uac1c\uc801\uc73c\ub85c \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ubaa8\ub378\uc758 \uacbd\uc6b0 Amazon Bedrock Markeplace, Amazon SageMaker JumpStart \ubc0f Amazon EC2\uc5d0 \ub300\ud574 \uc120\ud0dd\ud55c \ucd94\ub860 \uc778\uc2a4\ud134\uc2a4 \uc2dc\uac04 \uc218\uc5d0 \ub530\ub77c\uc11c\ub9cc \uc778\ud504\ub77c \uac00\uaca9\uc744 \uc9c0\ubd88\ud569\ub2c8\ub2e4. Bedrock \uc0ac\uc6a9\uc790 \uc815\uc758 \ubaa8\ub378 \uac00\uc838\uc624\uae30\uc758 \uacbd\uc6b0, \uc0ac\uc6a9\uc790 \uc815\uc758 \ubaa8\ub378\uc758 \ud65c\uc131 \uc0ac\ubcf8 \uc218\ub97c \uae30\uc900\uc73c\ub85c \ubaa8\ub378 \ucd94\ub860 \ube44\uc6a9\ub9cc \uc9c0\ubd88\ud558\uba70, 5\ubd84 \ub2e8\uc704\ub85c \uc694\uae08\uc774 \uccad\uad6c\ub429\ub2c8\ub2e4. \uc790\uc138\ud55c \ub0b4\uc6a9\uc744 \uc54c\uc544\ubcf4\ub824\uba74 Amazon Bedrock \uac00\uaca9, Amazon SageMaker AI \uac00\uaca9 \ubc0f Amazon EC2 \uac00\uaca9 \ud398\uc774\uc9c0\ub97c \ud655\uc778\ud558\uc138\uc694.<\/li>\n<li><b>\ub370\uc774\ud130 \ubcf4\uc548<\/b><b>\u00a0<\/b>\u2013 Amazon Bedrock\uacfc Amazon SageMaker\uc758 \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09 \ubcf4\uc548 \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud558\uba74 \ub370\uc774\ud130\uc640 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc548\uc804\ud558\uace0 \ube44\uacf5\uac1c\ub85c \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc989, \uadc0\ud558\uc758 \ub370\uc774\ud130\ub294 \ubaa8\ub378 \uc81c\uacf5\uc790\uc640 \uacf5\uc720\ub418\uc9c0 \uc54a\uc73c\uba70, \ubaa8\ub378\uc744 \uac1c\uc120\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc774\ub294 Amazon Bedrock \ubc0f Amazon SageMaker\uc758 DeepSeek-R1 \ubaa8\ub378\uacfc \uac19\uc774 \ubaa8\ub4e0 \ubaa8\ub378(\ub3c5\uc810\uc801 \ubc0f \uacf5\uac1c\uc801\uc73c\ub85c \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ubaa8\ub378)\uc5d0 \uc801\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><strong>\uc694\uc57d\ud558\ub2e4<\/strong><\/h3>\n<p>DeepSeek \ubaa8\ub378\uc740 AI \ubd84\uc57c\uc5d0\uc11c AWS\uc758 \ucd5c\ucca8\ub2e8 \ud601\uc2e0\uc744 \ub098\ud0c0\ub0b4\uba70, \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0 \uac15\ub825\ud55c \ub370\uc774\ud130 \ud1b5\ucc30\ub825 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. DeepSeek\uc740 \uc758\uc0ac\uacb0\uc815 \ud504\ub85c\uc138\uc2a4\ub97c \uac00\uc18d\ud654\ud558\uac70\ub098, \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\ub97c \uac1c\uc120\ud558\uac70\ub098, \uace0\uac1d \uacbd\ud5d8\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ub4f1 \uae30\uc5c5\uc5d0 \ub9c9\ub300\ud55c \uac00\uce58\ub97c \uac00\uc838\ub2e4\uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub354 \ub9ce\uc740 \ud68c\uc0ac\uac00 \uac00\ub2a5\ud55c \ud55c \ube68\ub9ac \uc774 \uc120\ub3c4\uc801\uc778 \uae30\uc220\uc744 \uacbd\ud5d8\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uae30 \uc704\ud574, \uc800\ud76c \ud68c\uc0ac\ub294 \uadc0\ud558\uc5d0\uac8c \ub3c5\uc810\uc801\uc778 \ucee8\uc124\ud305 \ubc0f \ubc30\ud3ec \uc9c0\uc6d0 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294 \ud2b9\ubcc4 \ud589\uc0ac\ub97c \uc2dc\uc791\ud569\ub2c8\ub2e4. \uc800\ud76c\ub97c \ud1b5\ud574 \ucd5c\ub2e8 \uc2dc\uac04 \ub0b4\uc5d0 DeepSeek \ubaa8\ub378\uc744 \uc2e4\uc81c \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc801\uc6a9\ud558\uc5ec \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc9c0\uc6d0\ud558\uace0 \uacbd\uc7c1\ub825\uc744 \uac15\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uc138\ud55c \ud61c\ud0dd \ub0b4\uc6a9\uc744 \uc54c\uc544\ubcf4\ub824\uba74 \ud398\uc774\uc9c0 \ud558\ub2e8\uc758 QR \ucf54\ub4dc\ub97c \uc2a4\uce94\ud558\uc5ec \ubb38\uc758\ud558\uc138\uc694.<\/p>","protected":false},"excerpt":{"rendered":"<p>\uc0dd\uc131\uc801 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ud655\uc7a5\ub428\uc5d0 \ub530\ub77c \ucef4\ud4e8\ud305 \ube44\uc6a9\uc774 \ub9e4\uc6b0 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc0ac\ub78c\ub4e4\uc740 \ub354 \ub098\uc740 \uac00\uc131\ube44\ub97c \uc6d0\ud569\ub2c8\ub2e4. \ub450 \ubc88\uc9f8\ub85c, \uc815\ub9d0 \uc88b\uc740 \uc0dd\uc131 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4dc\ub294 \uac83\uc740 \uc2e4\uc81c\ub85c \ub9e4\uc6b0 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \uc14b\uc9f8, \uac74\uc124\uc5c5\uccb4\uc5d0 \uc6d0\ud558\ub294 \uac83\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\ub294 \uc790\uc720\ub97c \uc8fc\uba74 \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Amazon\uc774 \uc81c\uacf5\ud558\ub294 \ubaa8\ub378\uc758 \ud3ed\ub113\uace0 \uc2ec\ub3c4 \uc788\ub294 \uae30\ub2a5\uc744 \ud1b5\ud574 \uace0\uac1d\uc740 \uc790\uc2e0\uc758 \uace0\uc720\ud55c \uc694\uad6c \uc0ac\ud56d\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \uae30\ub2a5\uc744 \uc815\ud655\ud558\uac8c \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. AWS\ub294 \uace0\uac1d\uc758 \uc694\uad6c \uc0ac\ud56d\uacfc \uae30\uc220 \ubc1c\uc804\uc744 \uba74\ubc00\ud788 \ubaa8\ub2c8\ud130\ub9c1\ud558\uc5ec \uc720\ub9dd\ud55c \uc2e0\uaddc \ubaa8\ub378\uacfc \uc774\ubbf8 \uc5c5\uacc4\uc5d0\uc11c \uc120\ud638\ub418\ub294 \ubaa8\ub378\uc744 \uacb0\ud569\ud558\uc5ec \ubaa8\ub378 \uc120\ud0dd\uc744 \uc815\uae30\uc801\uc73c\ub85c \ud655\ub300\ud569\ub2c8\ub2e4. \uace0\uc131\ub2a5 \ubc0f \ucc28\ubcc4\ud654\ub41c \ubaa8\ub378 \uc81c\uacf5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud655\ub300\ud568\uc73c\ub85c\uc368 \uace0\uac1d\uc740 AI \ud601\uc2e0\uc758 \ucd5c\uc804\uc120\uc5d0 \uc124 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"author":1,"featured_media":2546,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[],"class_list":["post-2545","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-sharing"],"_links":{"self":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/2545","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/comments?post=2545"}],"version-history":[{"count":0,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/2545\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/media\/2546"}],"wp:attachment":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/media?parent=2545"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/categories?post=2545"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/tags?post=2545"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}