{"id":710,"date":"2025-01-29T12:02:22","date_gmt":"2025-01-29T12:02:22","guid":{"rendered":"https:\/\/janusai.pro\/?p=710"},"modified":"2025-01-29T12:02:40","modified_gmt":"2025-01-29T12:02:40","slug":"deepseek-v3-paper-details-how-to-bypass-the-cuda-monopoly","status":"publish","type":"post","link":"https:\/\/janusai.pro\/ko\/deepseek-v3-paper-details-how-to-bypass-the-cuda-monopoly\/","title":{"rendered":"DeepSeek V3 \ub17c\ubb38 \uc138\ubd80 \uc815\ubcf4: CUDA \ub3c5\uc810\uc744 \uc6b0\ud68c\ud558\ub294 \ubc29\ubc95!"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p><a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DeepSeek V3<\/a> \uc885\uc774 \uc138\ubd80 \uc815\ubcf4: CUDA \ub3c5\uc810\uc744 \uc6b0\ud68c\ud558\ub294 \ubc29\ubc95!<\/p>\n\n\n\n<p>\ucd5c\uadfc \ucd9c\uc2dc\ub41c DeepSeek\uc758 \ub450 \uac00\uc9c0 \ubaa8\ub378\uc778 DeepSeek-V3\uc640 DeepSeek-R1\uc740 \ud6e8\uc52c \uc800\ub834\ud55c \ube44\uc6a9\uc73c\ub85c OpenAI\uc758 \uc720\uc0ac \ubaa8\ub378\uacfc \ube44\uc2b7\ud55c \uc131\ub2a5\uc744 \ub2ec\uc131\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc678\uc2e0 \ubcf4\ub3c4\uc5d0 \ub530\ub974\uba74, \ub2e8 2\uac1c\uc6d4 \ub9cc\uc5d0 2,048\uac1c\uc758 H800 GPU \ud074\ub7ec\uc2a4\ud130\uc5d0\uc11c 6,710\uc5b5 \uac1c\uc758 \ud30c\ub77c\ubbf8\ud130\ub85c MoE \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ucf30\uc73c\uba70, \uc774\ub294 \ucd5c\uace0 AI\ubcf4\ub2e4 10\ubc30 \ub354 \ud6a8\uc728\uc801\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\ub7ec\ud55c \ud601\uc2e0\uc740 CUDA\uac00 \uc544\ub2c8\ub77c \uc218\ub9ce\uc740 \uc138\ubd84\ud654\ub41c \ucd5c\uc801\ud654\uc640 NVIDIA\uc758 \uc5b4\uc148\ube14\ub9ac\uc640 \uc720\uc0ac\ud55c PTX(\ubcd1\ub82c \uc2a4\ub808\ub4dc \uc2e4\ud589) \ud504\ub85c\uadf8\ub798\ubc0d\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DeepSeek<\/a> \ub294 \ud558\ub4dc\uc6e8\uc5b4 \uc81c\uc57d \ud558\uc5d0\uc11c \ubb34\ucc28\ubcc4 \ub300\uc785 \uc5f0\uc0b0\uc5d0 \uc758\uc874\ud558\ub294 OpenAI \ubc0f \ub2e4\ub978 \ud68c\uc0ac\ub4e4\uacfc\ub294 \ub2e4\ub978 \uae38\uc744 \ud0dd\ud560 \uc218\ubc16\uc5d0 \uc5c6\uc5c8\uc2b5\ub2c8\ub2e4. \uc77c\ub828\uc758 \uae30\uc220 \ud601\uc2e0\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc804\ub825 \uc694\uad6c\ub7c9\uc744 \uc904\uc774\uba74\uc11c\ub3c4 \uc131\ub2a5 \ud5a5\uc0c1\uc744 \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=ZDM1YTM0ODZkYmQzOWNkNzc2ZTBmNzUwY2ZjOWYxMjZfYnUyVHFsb05ya0c1M0hvMGRUbk9CN3FVekR1ZjlQMEZfVG9rZW46TUtzM2JudThpb1p3NHJ4SlZNeWNWdU10bnNnXzE3MzgxNTE4NjQ6MTczODE1NTQ2NF9WNA\" alt=\"\"\/><\/figure>\n\n\n\n<p>\ub124\ud2f0\uc98c\ub4e4\uc758 \uc5f4\uad11\uc801\uc778 \ub313\uae00\uc774 \uc774\uc5b4\uc84c\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<p>\"\uc774 \uc138\uc0c1\uc5d0 'CUDA\ub294 \ub108\ubb34 \ub290\ub824\uc694!\"\ub77c\uace0 \ub9d0\ud560 \ub9cc\ud07c \ubbf8\uce5c \uc0ac\ub78c\ub4e4\uc774 \uc788\ub2e4\uba74?<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=OGEyMmE3ZTJkODlkZDlmNjliZTI1MzI5YTE4ZWE3MjdfWWRBam5VTkVaV1ZsMFg3VzVTRjRDZlUzV2ZiSHZYT2RfVG9rZW46VGZsdWJrTzZHb243OUx4bEZsbmNmMFNzblFiXzE3MzgxNTE4NjQ6MTczODE1NTQ2NF9WNA\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=NzI1ZTBlMjJkMDI2N2MyMDdkMGI4YmU5OTJjNGM0YzFfZW4xbjVERFdhdGVObHBDUWR3NVZjbDRSM2lrVDlWRGlfVG9rZW46Q2N5MWIxV2ltbzdmZU14VXI2amNuZDk2bmRkXzE3MzgxNTE4NjQ6MTczODE1NTQ2NF9WNA\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=MDMyN2YyYjYwYTNkZDhmMmEyYWY2MjMzZGE3MGM1ZmFfM29veUZrRWdYODRGR0JVdWVVTnRoMzVwTWxjV09CT25fVG9rZW46SVE2dGJWek9Mb29jaTJ4ZnkzWWN5bUZWbnVnXzE3MzgxNTE4NjQ6MTczODE1NTQ2NF9WNA\" alt=\"\"\/><\/figure>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_72 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\ubaa9\ucc28<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/janusai.pro\/ko\/deepseek-v3-paper-details-how-to-bypass-the-cuda-monopoly\/#Genius_geeks_fine-tune_PTX_to_maximize_GPU_performance\" title=\"\ucc9c\uc7ac \uad34\uc9dc\ub4e4\uc740 PTX\ub97c \ubbf8\uc138 \uc870\uc815\ud558\uc5ec GPU \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.\">\ucc9c\uc7ac \uad34\uc9dc\ub4e4\uc740 PTX\ub97c \ubbf8\uc138 \uc870\uc815\ud558\uc5ec GPU \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/ko\/deepseek-v3-paper-details-how-to-bypass-the-cuda-monopoly\/#PTX_and_CUDA\" title=\"PTX \ubc0f CUDA\">PTX \ubc0f CUDA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/ko\/deepseek-v3-paper-details-how-to-bypass-the-cuda-monopoly\/#However_the_technical_barriers_remain\" title=\"\uadf8\ub7ec\ub098 \uae30\uc220\uc801 \uc7a5\ubcbd\uc740 \uc5ec\uc804\ud788 \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4.\">\uadf8\ub7ec\ub098 \uae30\uc220\uc801 \uc7a5\ubcbd\uc740 \uc5ec\uc804\ud788 \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4.<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Genius_geeks_fine-tune_PTX_to_maximize_GPU_performance\"><\/span>\ucc9c\uc7ac \uad34\uc9dc\ub4e4\uc740 PTX\ub97c \ubbf8\uc138 \uc870\uc815\ud558\uc5ec GPU \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>NVIDIA PTX(\ubcd1\ub82c \uc2a4\ub808\ub4dc \uc2e4\ud589)\ub294 GPU\ub97c \uc704\ud574 \ud2b9\ubcc4\ud788 \uc124\uacc4\ub41c \uc911\uac04 \uba85\ub839 \uc9d1\ud569 \uc544\ud0a4\ud14d\ucc98\ub85c, \uc0c1\uc704 \uc218\uc900\uc758 GPU \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4(\uc608: CUDA C\/C++) \ub610\ub294 \uae30\ud0c0 \uc5b8\uc5b4 \ud504\ub7f0\ud2b8 \uc5d4\ub4dc\uc640 \ud558\uc704 \uc218\uc900\uc758 \uba38\uc2e0 \ucf54\ub4dc(\uc2a4\ud2b8\ub9ac\ubc0d \uc5b4\uc148\ube14\ub9ac \ub610\ub294 SASS) \uc0ac\uc774\uc5d0 \uc704\uce58\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>PTX\ub294 GPU\ub97c \ub370\uc774\ud130 \ubcd1\ub82c \ucef4\ud4e8\ud305 \uc7a5\uce58\ub85c \ud45c\ud604\ud558\ub294 \uc800\uc218\uc900 \uba85\ub839\uc5b4 \uc138\ud2b8 \uc544\ud0a4\ud14d\ucc98\ub85c, CUDA C\/C++\uc640 \uac19\uc740 \uc5b8\uc5b4\uc5d0\uc11c\ub294 \ubd88\uac00\ub2a5\ud55c \ub808\uc9c0\uc2a4\ud130 \ud560\ub2f9 \ubc0f \uc2a4\ub808\ub4dc\/\uc2a4\ub808\ub4dc \ubc88\ub4e4 \ub808\ubca8 \ud29c\ub2dd\uacfc \uac19\uc740 \uc138\ubd84\ud654\ub41c \ucd5c\uc801\ud654\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>PTX\uac00 SASS\ub85c \ubcc0\ud658\ub418\uba74 \ud2b9\uc815 \uc138\ub300\uc758 NVIDIA GPU\uc5d0 \ucd5c\uc801\ud654\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=MGIwZTQ0ZDdhMTgxYTBlMmEzZDE5OTczN2ZlZmEzNGFfc3I3T2U0UzNCOGdjd1ZHcktHd1hkd1RpcXlLbkxrU1FfVG9rZW46Vk05WWJ0a1Bob3NkYzl4bXpFc2N6anI3bktjXzE3MzgxNTE4NjQ6MTczODE1NTQ2NF9WNA\" alt=\"\"\/><\/figure>\n\n\n\n<p>\ub525\uc2dc\ud06c\ub294 V3 \ubaa8\ub378\uc744 \ud559\uc2b5\ud560 \ub54c NVIDIA H800 GPU\ub97c \uc7ac\uad6c\uc131\ud588\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<p>132\uac1c\uc758 \uc2a4\ud2b8\ub9bc \ud504\ub85c\uc138\uc11c \ucf54\uc5b4 \uc911 20\uac1c\ub294 \uc8fc\ub85c \ub370\uc774\ud130 \uc555\ucd95 \ubc0f \uc555\ucd95 \ud574\uc81c\ub97c \uc704\ud55c \uc11c\ubc84 \uac04 \ud1b5\uc2e0\uc5d0 \ud560\ub2f9\ub418\uc5b4 \ud504\ub85c\uc138\uc11c\uc758 \uc5f0\uacb0 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uace0 \ud2b8\ub79c\uc7ad\uc158 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub610\ud55c \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 DeepSeek\ub294 \ucd94\uac00\uc801\uc778 \uc138\ubd84\ud654\ub41c \uc2a4\ub808\ub4dc\/\uc2a4\ub808\ub4dc \ubc88\ub4e4 \ub808\ubca8 \uc870\uc815\uc744 \ud1b5\ud574 \uace0\uae09 \ud30c\uc774\ud504\ub77c\uc774\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\ub7ec\ud55c \ucd5c\uc801\ud654\ub294 \uae30\uc874 CUDA \uac1c\ubc1c \uc218\uc900\uc744 \ud6e8\uc52c \ub6f0\uc5b4\ub118\ub294 \uac83\uc774\uc9c0\ub9cc, \uc720\uc9c0 \uad00\ub9ac\uac00 \ub9e4\uc6b0 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7ec\ud55c \uc218\uc900\uc758 \ucd5c\uc801\ud654\ub294 \ubc14\ub85c \ub525\uc2dc\ud06c \ud300\uc758 \ub6f0\uc5b4\ub09c \uae30\uc220\ub825\uc744 \ucda9\ubd84\ud788 \uc785\uc99d\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=MDk2ZDMyM2IzOGU5OWNmN2JhOTY2ZDZmMjhkOWYwZGFfUnFiV0hvbnQ0ZUFHSHg3WHpyMW5jYTRvMURPM1pDSTZfVG9rZW46QnZVNWJyUzBDb2FWeE54Ym4ybGNZNXlnbmFnXzE3MzgxNTE4NjQ6MTczODE1NTQ2NF9WNA\" alt=\"\"\/><\/figure>\n\n\n\n<p>V3 \ubc31\uc11c\uc5d0\ub294 PTX\uc5d0 \ub300\ud55c \uc138\ubd80 \uc815\ubcf4\uac00 \uad6c\uccb4\uc801\uc73c\ub85c \uc5b8\uae09\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc804 \uc138\uacc4\uc801\uc778 GPU \uacf5\uae09 \ubd80\uc871\uacfc \ubbf8\uad6d\uc758 \uaddc\uc81c\ub77c\ub294 \uc774\uc911 \uc555\ubc15 \uc18d\uc5d0\uc11c \ub525\uc2dc\ud06c\uc640 \uac19\uc740 \uae30\uc5c5\uc740 \ud601\uc2e0\uc801\uc778 \uc194\ub8e8\uc158\uc744 \ucc3e\uc544\uc57c \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub2e4\ud589\ud788\ub3c4 \uc774 \ubd84\uc57c\uc5d0\uc11c \uc0c1\ub2f9\ud55c \uc9c4\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud55c \uac1c\ubc1c\uc790\ub294 \"\ub85c\uc6b0\ub808\ubca8 GPU \ud504\ub85c\uadf8\ub798\ubc0d\uc774 \uc62c\ubc14\ub978 \ubc29\ud5a5\uc774\ub77c\uace0 \uc0dd\uac01\ud569\ub2c8\ub2e4. \ucd5c\uc801\ud654\ub97c \ub9ce\uc774 \ud560\uc218\ub85d \ucd94\uac00 \ube44\uc6a9 \uc5c6\uc774 \ub2e4\ub978 \uac1c\ubc1c\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ube44\uc6a9\uc774\ub098 \uc131\ub2a5 \uc608\uc0b0\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\"<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=MmEzYzA5ZTVmNjE4ZTlhMWE0NWU1ZTgyZTA2NmUxMDJfUWdNb21QeEFtUWlFSFA1aGFWZEZJMzlUNjdPT3J5NXRfVG9rZW46RWtaaGJ2UlBHbzk2VWF4TmxkeGNPeGdKblJnXzE3MzgxNTE4NjQ6MTczODE1NTQ2NF9WNA\" alt=\"\"\/><\/figure>\n\n\n\n<p>\uc774\ub7ec\ud55c \ud601\uc2e0\uc740 \uc2dc\uc7a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\ucce4\uc73c\uba70 \uc77c\ubd80 \ud22c\uc790\uc790\ub4e4\uc740 \uc0c8\ub85c\uc6b4 \ubaa8\ub378\uc774 \uace0\uc131\ub2a5 \ud558\ub4dc\uc6e8\uc5b4\uc5d0 \ub300\ud55c \uc218\uc694\ub97c \uac10\uc18c\uc2dc\ucf1c NVIDIA\uc640 \uac19\uc740 \ud68c\uc0ac\uc758 \ud310\ub9e4 \uc2e4\uc801\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\ub2e4\uace0 \uc0dd\uac01\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uadf8\ub7ec\ub098 \uc804 \uc778\ud154 CEO \ud33b \uac94\uc2f1\uc5b4\ub97c \ube44\ub86f\ud55c \uc5c5\uacc4 \ubca0\ud14c\ub791\ub4e4\uc740 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \uac00\uc6a9\ud55c \ubaa8\ub4e0 \ucef4\ud4e8\ud305 \uc131\ub2a5\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud560 \uc218 \uc788\ub2e4\uace0 \ubbff\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uac94\uc2f1\uc5b4\ub294 \ub525\uc2dc\ud06c\uc758 \uc774\ub7ec\ud55c \ud601\uc2e0\uc774 \ub300\uc911 \uc2dc\uc7a5\uc744 \uc704\ud55c \uc800\uac00\ud615 \ub514\ubc14\uc774\uc2a4\uc5d0 AI \uae30\ub2a5\uc744 \ud0d1\uc7ac\ud560 \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \ubc29\ubc95\uc774\ub77c\uace0 \ubcf4\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=NzgzZjM2ZTVlOWM0OWI1MDE5OTI1NTQwNWRjYTI5Y2NfZ25sc2tPNFJ1UHZwemp1WEVlclU1cloxZXI5aHJMbEZfVG9rZW46SHlGTGJnNHpHbzNzbnd4bkxPQ2N4T0RyblZkXzE3MzgxNTE4NjQ6MTczODE1NTQ2NF9WNA\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"PTX_and_CUDA\"><\/span>PTX \ubc0f CUDA<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\uadf8\ub807\ub2e4\uba74 \ub525\uc2dc\ud06c\uc758 \ub4f1\uc7a5\uc740 \ucd5c\ucca8\ub2e8 LLM \uac1c\ubc1c\uc5d0 \ub354 \uc774\uc0c1 \ub300\uaddc\ubaa8 GPU \ud074\ub7ec\uc2a4\ud130\uac00 \ud544\uc694\ud558\uc9c0 \uc54a\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud560\uae4c\uc694?<\/p>\n\n\n\n<p>Google\uc758 \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\uc5d0 \ub300\ud55c \ub9c9\ub300\ud55c \ud22c\uc790\ub85c \uc774\uc5b4\uc9c8\uae4c\uc694? <a href=\"https:\/\/openai.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">OpenAI<\/a>\uba54\ud0c0 \ubc0f xAI\ub294 \uad81\uadf9\uc801\uc73c\ub85c \ub0ad\ube44\ub420\uae4c\uc694? AI \uac1c\ubc1c\uc790\ub4e4 \uc0ac\uc774\uc5d0\uc11c \uc77c\ubc18\uc801\uc778 \ud569\uc758\ub294 \uadf8\ub807\uc9c0 \uc54a\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uadf8\ub7ec\ub098 \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \uc54c\uace0\ub9ac\uc998 \ucd5c\uc801\ud654 \uce21\uba74\uc5d0\uc11c \uc544\uc9c1 \ud65c\uc6a9\ub420 \uc218 \uc788\ub294 \uc7a0\uc7ac\ub825\uc774 \ub9e4\uc6b0 \ud06c\uba70, \uc55e\uc73c\ub85c \ub354\uc6b1 \ud601\uc2e0\uc801\uc778 \ucd5c\uc801\ud654 \ubc29\ubc95\uc774 \ub4f1\uc7a5\ud560 \uac83\uc774 \ubd84\uba85\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub525\uc2dc\ud050\uc5b4\uc758 V3 \ubaa8\ub378\uc740 \uc624\ud508 \uc18c\uc2a4\ub85c \uacf5\uac1c\ub418\uc5b4 \uc788\uc73c\uba70, \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uae30\uc220 \ubcf4\uace0\uc11c\uc5d0 \uc790\uc138\ud788 \uacf5\uac1c\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \ubcf4\uace0\uc11c\ub294 DeepSeek\uac00 \uc218\ud589\ud55c \uc2ec\uce35\uc801\uc778 \uae30\ubcf8 \ucd5c\uc801\ud654\ub97c \ubb38\uc11c\ud654\ud569\ub2c8\ub2e4. \uac04\ub2e8\ud788 \ub9d0\ud574, \ucd5c\uc801\ud654\uc758 \uc815\ub3c4\ub294 \"\uc804\uccb4 \uc2dc\uc2a4\ud15c\uc744 \ucc98\uc74c\ubd80\ud130 \ub2e4\uc2dc \uad6c\ucd95\ud588\ub2e4\"\uace0 \uc694\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc704\uc5d0\uc11c \uc5b8\uae09\ud588\ub4ef\uc774, \ub525\uc2dc\ud06c\ub294 H800 GPU\ub97c \uc0ac\uc6a9\ud558\uc5ec V3\ub97c \ud559\uc2b5\ud560 \ub54c \ud2b9\uc815 \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud558\ub3c4\ub85d GPU\uc758 \ud575\uc2ec \ucef4\ud4e8\ud305 \uc720\ub2db(\uc2a4\ud2b8\ub9ac\ubc0d \uba40\ud2f0\ud504\ub85c\uc138\uc11c \ucf54\uc5b4 \ub610\ub294 SM)\uc744 \ub9de\ucda4\ud654\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc804\uccb4 132\uac1c\uc758 SM \uc911 20\uac1c\ub294 \ucef4\ud4e8\ud305 \uc791\uc5c5\uc774 \uc544\ub2cc \uc11c\ubc84 \uac04 \ud1b5\uc2e0 \uc791\uc5c5\uc744 \ucc98\ub9ac\ud558\ub3c4\ub85d \ud2b9\ubcc4\ud788 \ud560\ub2f9\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\uc740 NVIDIA GPU\uc758 \uc800\uc218\uc900 \uba85\ub839\uc5b4 \uc9d1\ud569\uc778 PTX(\ubcd1\ub82c \uc2a4\ub808\ub4dc \uc2e4\ud589) \uc218\uc900\uc5d0\uc11c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n\n\n\n<p>PTX\ub294 \uc5b4\uc148\ube14\ub9ac \uc5b8\uc5b4\uc5d0 \uac00\uae4c\uc6b4 \uc218\uc900\uc5d0\uc11c \uc2e4\ud589\ub418\uba70 \ub808\uc9c0\uc2a4\ud130 \ud560\ub2f9 \ubc0f \uc2a4\ub808\ub4dc\/\uc2a4\ub808\ub4dc \ubc88\ub4e4 \uc218\uc900 \uc870\uc815\uacfc \uac19\uc740 \uc138\ubc00\ud55c \ucd5c\uc801\ud654\uac00 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7ec\ud55c \uc138\ubc00\ud55c \uc81c\uc5b4\ub294 \ubcf5\uc7a1\ud558\uace0 \uc720\uc9c0 \uad00\ub9ac\uac00 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uadf8\ub807\uae30 \ub54c\ubb38\uc5d0 \uac1c\ubc1c\uc790\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub300\ubd80\ubd84\uc758 \ubcd1\ub82c \ud504\ub85c\uadf8\ub798\ubc0d \uc791\uc5c5\uc5d0 \ucda9\ubd84\ud55c \uc131\ub2a5 \ucd5c\uc801\ud654\ub97c \uc81c\uacf5\ud558\uace0 \ud558\uc704 \uc218\uc900 \ucd5c\uc801\ud654\uac00 \ud544\uc694 \uc5c6\ub294 CUDA\uc640 \uac19\uc740 \uc0c1\uc704 \uc218\uc900 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub97c \uc120\ud638\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud558\uc9c0\ub9cc GPU \ub9ac\uc18c\uc2a4\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\uace0 \ud2b9\uc815 \ucd5c\uc801\ud654 \uc694\uad6c \uc0ac\ud56d\uc744 \ub2ec\uc131\ud558\ub824\uba74 \uac1c\ubc1c\uc790\ub294 PTX\ub97c \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"However_the_technical_barriers_remain\"><\/span>\uadf8\ub7ec\ub098 \uae30\uc220\uc801 \uc7a5\ubcbd\uc740 \uc5ec\uc804\ud788 \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\uc774\uc640 \uad00\ub828\ud574 \uc778\ud130\ub137 \uc0ac\uc6a9\uc790 \uc774\uc548 \ucee4\ud2b8\ub9ac\uc2a4(Ian Cutress)\ub294 \"\ub525\uc2dc\ud06c\uac00 PTX\ub97c \uc0ac\uc6a9\ud55c\ub2e4\uace0 \ud574\uc11c CUDA\uc758 \uae30\uc220\uc801 \uc7a5\ubcbd\uc774 \uc81c\uac70\ub418\ub294 \uac83\uc740 \uc544\ub2c8\ub2e4\"\ub77c\uace0 \ub9d0\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=YTFkNWFkMTNiYjQzNDZiMDI3ZmYxYjA3MzExYjE1MGRfemNRaFdmM1R4MTMwUWVWTUxxbHN2SjZYNEhvazBrZlNfVG9rZW46SFlEU2IwNEd3b29kMGl4cmVaOGNTcHFZbmxjXzE3MzgxNTE4NjQ6MTczODE1NTQ2NF9WNA\" alt=\"\"\/><\/figure>\n\n\n\n<p>CUDA\ub294 \uace0\uae09 \uc5b8\uc5b4\uc785\ub2c8\ub2e4. NVIDIA GPU\ub85c \ub77c\uc774\ube0c\ub7ec\ub9ac \ubc0f \uc778\ud130\ud398\uc774\uc2a4\ub97c \ub354 \uc27d\uac8c \uac1c\ubc1c\ud558\uace0 \uc2e0\uc18d\ud55c \ubc18\ubcf5 \uac1c\ubc1c\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>CUDA\ub294 \uae30\ubcf8 \ucf54\ub4dc(\uc608: PTX)\ub97c \ubbf8\uc138 \uc870\uc815\ud558\uc5ec \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc73c\uba70, \uae30\ubcf8 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uc774\ubbf8 \uc644\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ud604\uc7ac \ub300\ubd80\ubd84\uc758 \ud504\ub85c\ub355\uc158 \ub808\ubca8 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub294 CUDA\ub97c \uae30\ubc18\uc73c\ub85c \uad6c\ucd95\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p>PTX\ub294 GPU\uc5d0\uc11c \uc9c1\uc811 \uc774\ud574\ud560 \uc218 \uc788\ub294 \uc5b4\uc148\ube14\ub9ac \uc5b8\uc5b4\uc640 \ub354 \uc720\uc0ac\ud569\ub2c8\ub2e4. \ub0ae\uc740 \uc218\uc900\uc5d0\uc11c \uc791\ub3d9\ud558\uba70 \ub9c8\uc774\ud06c\ub85c \ub808\ubca8 \ucd5c\uc801\ud654\uac00 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>PTX\ub85c \ud504\ub85c\uadf8\ub798\ubc0d\ud558\uae30\ub85c \uc120\ud0dd\ud558\uba74 \uc55e\uc11c \uc5b8\uae09\ud55c \ube4c\ud2b8\uc778 CUDA \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc5c6\ub2e4\ub294 \ub73b\uc785\ub2c8\ub2e4. \uc774\ub294 \ud558\ub4dc\uc6e8\uc5b4 \ubc0f \ub7f0\ud0c0\uc784 \ubb38\uc81c\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801\uc778 \uc804\ubb38 \uc9c0\uc2dd\uc774 \ud544\uc694\ud55c \ub9e4\uc6b0 \uc9c0\ub8e8\ud55c \uc791\uc5c5\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud558\uc9c0\ub9cc \uac1c\ubc1c\uc790\uac00 \uc790\uc2e0\uc774 \ud558\ub294 \uc77c\uc744 \uc644\uc804\ud788 \uc774\ud574\ud55c\ub2e4\uba74 \ub7f0\ud0c0\uc784\uc5d0 \ub354 \ub098\uc740 \uc131\ub2a5\uacfc \ucd5c\uc801\ud654\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/rmy9ct2fln.feishu.cn\/space\/api\/box\/stream\/download\/asynccode\/?code=MGU3N2MyY2Y5NDg0MzAxYjkzNzI4MDg3YTRjN2JiNjJfSTI4Um5wZkxwamJMNjRLdmx6TnFmcTlhVDhLbTEyYlhfVG9rZW46SVpVcWJ4TmRtbzdYRjF4RFk5SWN4OWdjbmRlXzE3MzgxNTE4NjQ6MTczODE1NTQ2NF9WNA\" alt=\"\"\/><\/figure>\n\n\n\n<p>\ud604\uc7ac NVIDIA \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uc758 \uc8fc\ub958\ub294 \uc5ec\uc804\ud788 CUDA\ub97c \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud074\ub77c\uc6b0\ub4dc\uc5d0 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\uace0 \ud1a0\ud070 \uc11c\ube44\uc2a4\ub97c \ud310\ub9e4\ud558\ub294 \ud68c\uc0ac\ucc98\ub7fc \ucef4\ud4e8\ud305 \ubd80\ud558\uc5d0\uc11c 10-20%\uc758 \uc131\ub2a5\uc774\ub098 \uc804\ub825 \ud6a8\uc728\uc131\uc744 \ucd94\uac00\ub85c \uc5bb\uace0\uc790 \ud558\ub294 \uac1c\ubc1c\uc790\ub4e4\uc740 \uc2e4\uc81c\ub85c CUDA \uc218\uc900\uc5d0\uc11c PTX \uc218\uc900\uc73c\ub85c \ucd5c\uc801\ud654\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub4e4\uc740 \uc7a5\uae30\uc801\uc73c\ub85c \uac00\uce58\uac00 \uc788\uae30 \ub54c\ubb38\uc5d0 \uae30\uaebc\uc774 \uc2dc\uac04\uc744 \ud22c\uc790\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>PTX\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ud2b9\uc815 \ud558\ub4dc\uc6e8\uc5b4 \ubaa8\ub378\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc73c\ubbc0\ub85c \uc801\uc751 \ub85c\uc9c1\uc744 \ud2b9\ubcc4\ud788 \uc791\uc131\ud558\uc9c0 \uc54a\ub294 \ud55c \ub2e4\ub978 \ud558\ub4dc\uc6e8\uc5b4 \uac04\uc5d0 \uc774\uc2dd\ud558\uae30 \uc5b4\ub835\ub2e4\ub294 \uc810\uc5d0 \uc720\uc758\ud558\uc138\uc694.<\/p>\n\n\n\n<p>\ub610\ud55c \ud504\ub85c\uadf8\ub7a8\uc774 5,000\uc8fc\uae30\ub9c8\ub2e4 \uba54\ubaa8\ub9ac \uc561\uc138\uc2a4 \uc624\ub958\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \ucef4\ud4e8\ud305 \ucee4\ub110\uc744 \uc218\ub3d9\uc73c\ub85c \uc870\uc815\ud558\ub824\uba74 \uc0c1\ub2f9\ud55c \uc778\ub0b4\uc2ec\uacfc \uc6a9\uae30, \uce68\ucc29\ud568\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\ub294 \ud2b9\ubcc4\ud55c \ub2a5\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ubb3c\ub860 PTX\uac00 \uc815\ub9d0 \ud544\uc694\ud55c \uc2dc\ub098\ub9ac\uc624\uc640 \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ucc98\ub9ac\ud560 \ub9cc\ud07c \ucda9\ubd84\ud55c \ubcf4\uc218\ub97c \ubc1b\ub294 \uac1c\ubc1c\uc790\uc5d0\uac8c\ub294 \uc804\ud3ed\uc801\uc778 \uc774\ud574\uc640 \uc874\uc911\uc744 \ud45c\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub2e4\ub978 \ubaa8\ub4e0 \uac1c\ubc1c\uc790\uc758 \uacbd\uc6b0 CUDA \ub610\ub294 CUDA(\ub610\ub294 MLIR) \uae30\ubc18\uc758 \ub2e4\ub978 \uace0\uae09 \ubcc0\ud615\uc744 \uacc4\uc18d \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>DeepSeek V3 \ub17c\ubb38 \uc138\ubd80 \uc815\ubcf4: CUDA \ub3c5\uc810\uc744 \uc6b0\ud68c\ud558\ub294 \ubc29\ubc95! \ub525\uc2dc\ud06c\uac00 \ucd5c\uadfc \ucd9c\uc2dc\ud55c \ub450 \uac00\uc9c0 \ubaa8\ub378\uc778 \ub525\uc2dc\ud06c-V3\uc640 \ub525\uc2dc\ud06c-R1\uc740 \ud6e8\uc52c \uc800\ub834\ud55c \ube44\uc6a9\uc73c\ub85c OpenAI\uc758 \uc720\uc0ac \ubaa8\ub378\uacfc \ube44\uc2b7\ud55c \uc131\ub2a5\uc744 \ub2ec\uc131\ud569\ub2c8\ub2e4. \uc678\uc2e0 \ubcf4\ub3c4\uc5d0 \ub530\ub974\uba74, \ub2e8 \ub450 \ub2ec \ub9cc\uc5d0 2,048\uac1c\uc758 \ud074\ub7ec\uc2a4\ud130\uc5d0\uc11c 6,710\uc5b5 \uac1c\uc758 \ud30c\ub77c\ubbf8\ud130\ub85c MoE \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ucf30\ub2e4\uace0 \ud569\ub2c8\ub2e4.<\/p>","protected":false},"author":2,"featured_media":684,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-710","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts\/710","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/comments?post=710"}],"version-history":[{"count":1,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts\/710\/revisions"}],"predecessor-version":[{"id":711,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/posts\/710\/revisions\/711"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/media\/684"}],"wp:attachment":[{"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/media?parent=710"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/categories?post=710"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/janusai.pro\/ko\/wp-json\/wp\/v2\/tags?post=710"}],"curies":[{"name":"\uc6cc\ub4dc\ud504\ub808\uc2a4","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}