{"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\/ja\/deepseek-v3-paper-details-how-to-bypass-the-cuda-monopoly\/","title":{"rendered":"DeepSeek V3\u306e\u8ad6\u6587\u8a73\u7d30\uff1aCUDA\u306e\u72ec\u5360\u3092\u56de\u907f\u3059\u308b\u65b9\u6cd5\uff01"},"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\">\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30afV3<\/a> \u8ad6\u6587\u306e\u8a73\u7d30CUDA\u306e\u72ec\u5360\u3092\u56de\u907f\u3059\u308b\u65b9\u6cd5\uff01<\/p>\n\n\n\n<p>DeepSeek\u304c\u6700\u8fd1\u30ea\u30ea\u30fc\u30b9\u3057\u305f2\u3064\u306e\u30e2\u30c7\u30eb\u3001DeepSeek-V3\u3068DeepSeek-R1\u306f\u3001OpenAI\u306e\u540c\u69d8\u306e\u30e2\u30c7\u30eb\u306b\u5339\u6575\u3059\u308b\u6027\u80fd\u3092\u306f\u308b\u304b\u306b\u4f4e\u3044\u30b3\u30b9\u30c8\u3067\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u6d77\u5916\u30e1\u30c7\u30a3\u30a2\u306e\u5831\u9053\u306b\u3088\u308b\u3068\u3001\u308f\u305a\u304b2\u30f6\u6708\u306e\u9593\u306b\u30012,048\u500b\u306eH800 GPU\u306e\u30af\u30e9\u30b9\u30bf\u4e0a\u30676710\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064MoE\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u305f\u3068\u3044\u3046\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30d6\u30ec\u30fc\u30af\u30b9\u30eb\u30fc\u306f\u3001CUDA\u3092\u4f7f\u7528\u3057\u305f\u306e\u3067\u306f\u306a\u304f\u3001\u591a\u6570\u306e\u304d\u3081\u7d30\u304b\u3044\u6700\u9069\u5316\u3068\u3001NVIDIA\u306e\u30a2\u30bb\u30f3\u30d6\u30ea\u306b\u4f3c\u305fPTX\uff08\u4e26\u5217\u30b9\u30ec\u30c3\u30c9\u5b9f\u884c\uff09\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u4f7f\u7528\u306b\u3088\u3063\u3066\u9054\u6210\u3055\u308c\u305f\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af<\/a> \u306f\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5236\u7d04\u4e0b\u3067\u7dcf\u5f53\u305f\u308a\u7684\u306a\u8a08\u7b97\u80fd\u529b\u306b\u983c\u308bOpenAI\u3084\u4ed6\u306e\u4f01\u696d\u3068\u306f\u7570\u306a\u308b\u9053\u3092\u6b69\u307e\u3056\u308b\u3092\u5f97\u306a\u304b\u3063\u305f\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u306a\u304c\u3089\u3001\u30e2\u30c7\u30eb\u306e\u6d88\u8cbb\u96fb\u529b\u3092\u524a\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u4e00\u9023\u306e\u6280\u8853\u9769\u65b0\u3092\u884c\u3063\u305f\u3002<\/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>\u30cd\u30c3\u30c8\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u71b1\u72c2\u7684\u306a\u30b3\u30e1\u30f3\u30c8\u3082\u3042\u308b\uff1a<\/p>\n\n\n\n<p>\u3053\u306e\u4e16\u754c\u3067\u3001\u300eCUDA\u306f\u9045\u3059\u304e\u308b\u300f\u306a\u3069\u3068\u8a00\u3046\u3088\u3046\u306a\u30af\u30ec\u30a4\u30b8\u30fc\u306a\u96c6\u56e3\u304c\u3044\u308b\u3068\u3057\u305f\u3089\uff01<\/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\">\u76ee\u6b21<\/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=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/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\/ja\/deepseek-v3-paper-details-how-to-bypass-the-cuda-monopoly\/#Genius_geeks_fine-tune_PTX_to_maximize_GPU_performance\" title=\"\u5929\u624d\u30ae\u30fc\u30af\u304cPTX\u3092\u5fae\u8abf\u6574\u3057\u3066GPU\u6027\u80fd\u3092\u6700\u5927\u5316\">\u5929\u624d\u30ae\u30fc\u30af\u304cPTX\u3092\u5fae\u8abf\u6574\u3057\u3066GPU\u6027\u80fd\u3092\u6700\u5927\u5316<\/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\/ja\/deepseek-v3-paper-details-how-to-bypass-the-cuda-monopoly\/#PTX_and_CUDA\" title=\"PTX\u3068CUDA\">PTX\u3068CUDA<\/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\/ja\/deepseek-v3-paper-details-how-to-bypass-the-cuda-monopoly\/#However_the_technical_barriers_remain\" title=\"\u3057\u304b\u3057\u3001\u6280\u8853\u7684\u306a\u969c\u58c1\u306f\u4f9d\u7136\u3068\u3057\u3066\u6b8b\u3063\u3066\u3044\u308b\">\u3057\u304b\u3057\u3001\u6280\u8853\u7684\u306a\u969c\u58c1\u306f\u4f9d\u7136\u3068\u3057\u3066\u6b8b\u3063\u3066\u3044\u308b<\/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>\u5929\u624d\u30ae\u30fc\u30af\u304cPTX\u3092\u5fae\u8abf\u6574\u3057\u3066GPU\u6027\u80fd\u3092\u6700\u5927\u5316<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>NVIDIA PTX\uff08Parallel Thread Execution\uff09\u306f\u3001\u540c\u793e\u306eGPU\u306e\u305f\u3081\u306b\u7279\u5225\u306b\u8a2d\u8a08\u3055\u308c\u305f\u4e2d\u9593\u547d\u4ee4\u30bb\u30c3\u30c8\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3042\u308a\u3001\u9ad8\u30ec\u30d9\u30ebGPU\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\uff08CUDA C\/C++\u306a\u3069\uff09\u3084\u305d\u306e\u4ed6\u306e\u8a00\u8a9e\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u3001\u4f4e\u30ec\u30d9\u30eb\u306e\u30de\u30b7\u30f3\u30b3\u30fc\u30c9\uff08\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30a2\u30bb\u30f3\u30d6\u30ea\u3084SASS\uff09\u3068\u306e\u9593\u306b\u4f4d\u7f6e\u3059\u308b\u3002<\/p>\n\n\n\n<p>PTX\u306f\u3001GPU\u3092\u30c7\u30fc\u30bf\u4e26\u5217\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30fb\u30c7\u30d0\u30a4\u30b9\u3068\u3057\u3066\u898b\u305b\u308b\u4f4e\u30ec\u30d9\u30eb\u547d\u4ee4\u30bb\u30c3\u30c8\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3042\u308a\u3001CUDA C\/C++\u306e\u3088\u3046\u306a\u8a00\u8a9e\u3067\u306f\u4e0d\u53ef\u80fd\u306a\u3001\u30ec\u30b8\u30b9\u30bf\u5272\u308a\u5f53\u3066\u3084\u30b9\u30ec\u30c3\u30c9\/\u30b9\u30ec\u30c3\u30c9\u30fb\u30d0\u30f3\u30c9\u30eb\u30fb\u30ec\u30d9\u30eb\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u3044\u3063\u305f\u304d\u3081\u7d30\u304b\u306a\u6700\u9069\u5316\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>PTX\u304cSASS\u306b\u5909\u63db\u3055\u308c\u308b\u3068\u3001\u7279\u5b9a\u306e\u4e16\u4ee3\u306eNVIDIA GPU\u306b\u6700\u9069\u5316\u3055\u308c\u307e\u3059\u3002<\/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>V3 \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u969b\u3001DeepSeek \u306f NVIDIA H800 GPU \u3092\u518d\u8a2d\u5b9a\u3057\u307e\u3057\u305f\uff1a<\/p>\n\n\n\n<p>132\u306e\u30b9\u30c8\u30ea\u30fc\u30e0\u30fb\u30d7\u30ed\u30bb\u30c3\u30b5\u30fb\u30b3\u30a2\u306e\u3046\u3061\u300120\u30b3\u30a2\u3092\u30c7\u30fc\u30bf\u5727\u7e2e\u30fb\u89e3\u51cd\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u30b5\u30fc\u30d0\u30fc\u9593\u901a\u4fe1\u7528\u306b\u5272\u308a\u5f53\u3066\u3001\u30d7\u30ed\u30bb\u30c3\u30b5\u306e\u63a5\u7d9a\u5236\u9650\u3092\u7a81\u7834\u3057\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u51e6\u7406\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u305f\u3002<\/p>\n\n\n\n<p>\u6027\u80fd\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u3001DeepSeek\u306f\u3001\u30b9\u30ec\u30c3\u30c9\/\u30b9\u30ec\u30c3\u30c9\u30d0\u30f3\u30c9\u30eb\u30ec\u30d9\u30eb\u306e\u304d\u3081\u7d30\u304b\u3044\u8ffd\u52a0\u8abf\u6574\u3092\u901a\u3058\u3066\u3001\u9ad8\u5ea6\u306a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3082\u5b9f\u88c5\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u6700\u9069\u5316\u306f\u3001\u5f93\u6765\u306eCUDA\u958b\u767a\u306e\u30ec\u30d9\u30eb\u3092\u306f\u308b\u304b\u306b\u8d85\u3048\u3066\u3044\u308b\u304c\u3001\u7dad\u6301\u3059\u308b\u306e\u306f\u6975\u3081\u3066\u96e3\u3057\u3044\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u30ec\u30d9\u30eb\u306e\u6700\u9069\u5316\u3053\u305d\u304c\u3001DeepSeek\u30c1\u30fc\u30e0\u306e\u5353\u8d8a\u3057\u305f\u6280\u8853\u529b\u3092\u5341\u5206\u306b\u793a\u3059\u3082\u306e\u3067\u3042\u308b\u3002<\/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\u306e\u8ad6\u6587\u3067\u306f\u3001PTX\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u7279\u306b\u8a00\u53ca\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u4e16\u754c\u7684\u306aGPU\u4e0d\u8db3\u3068\u7c73\u56fd\u306e\u898f\u5236\u3068\u3044\u3046\u4e8c\u91cd\u306e\u30d7\u30ec\u30c3\u30b7\u30e3\u30fc\u306e\u4e0b\u3001\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u306e\u3088\u3046\u306a\u4f01\u696d\u306f\u9769\u65b0\u7684\u306a\u89e3\u6c7a\u7b56\u3092\u6a21\u7d22\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u304b\u3063\u305f\u304b\u3089\u3060\u3002<\/p>\n\n\n\n<p>\u5e78\u3044\u306a\u3053\u3068\u306b\u3001\u5f7c\u3089\u306f\u3053\u306e\u5206\u91ce\u3067\u5927\u304d\u306a\u30d6\u30ec\u30fc\u30af\u30b9\u30eb\u30fc\u3092\u6210\u3057\u9042\u3052\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u3042\u308b\u958b\u767a\u8005\u306f\u3001\u300c\u4f4e\u30ec\u30d9\u30ebGPU\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306f\u6b63\u3057\u3044\u65b9\u5411\u3060\u300d\u3068\u8003\u3048\u3066\u3044\u308b\u3002\u6700\u9069\u5316\u304c\u9032\u3081\u3070\u9032\u3080\u307b\u3069\u3001\u30b3\u30b9\u30c8\u304c\u4e0b\u304c\u308a\u3001\u3042\u308b\u3044\u306f\u8ffd\u52a0\u652f\u51fa\u306a\u3057\u306b\u4ed6\u306e\u9032\u6b69\u306b\u4f7f\u3048\u308b\u6027\u80fd\u4e88\u7b97\u304c\u5897\u3048\u308b\u3002\"<\/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>\u3053\u306e\u30d6\u30ec\u30fc\u30af\u30b9\u30eb\u30fc\u306f\u5e02\u5834\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3001\u4e00\u90e8\u306e\u6295\u8cc7\u5bb6\u306f\u3001\u65b0\u30e2\u30c7\u30eb\u304c\u9ad8\u6027\u80fd\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u9700\u8981\u3092\u6e1b\u5c11\u3055\u305b\u3001\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2\u306a\u3069\u306e\u4f01\u696d\u306e\u8ca9\u58f2\u5b9f\u7e3e\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u8003\u3048\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u5143\u30a4\u30f3\u30c6\u30ebCEO\u306e\u30d1\u30c3\u30c8\u30fb\u30b2\u30eb\u30b7\u30f3\u30ac\u30fc\u6c0f\u3092\u542b\u3080\u696d\u754c\u306e\u30d9\u30c6\u30e9\u30f3\u305f\u3061\u306f\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u5229\u7528\u53ef\u80fd\u306a\u3059\u3079\u3066\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30fb\u30d1\u30ef\u30fc\u3092\u30d5\u30eb\u6d3b\u7528\u3067\u304d\u308b\u3068\u8003\u3048\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u30b2\u30eb\u30b7\u30f3\u30ac\u30fc\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u306b\u3088\u308b\u3053\u306e\u30d6\u30ec\u30fc\u30af\u30b9\u30eb\u30fc\u3092\u3001\u5927\u8846\u5e02\u5834\u5411\u3051\u306e\u4f4e\u4fa1\u683c\u30c7\u30d0\u30a4\u30b9\u306bAI\u6a5f\u80fd\u3092\u7d44\u307f\u8fbc\u3080\u65b0\u305f\u306a\u65b9\u6cd5\u3068\u898b\u3066\u3044\u308b\u3002<\/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\u3068CUDA<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u3067\u306f\u3001DeepSeek\u306e\u767b\u5834\u306f\u3001\u6700\u5148\u7aef\u306eLLM\u306e\u958b\u767a\u306b\u3082\u306f\u3084\u5927\u898f\u6a21GPU\u30af\u30e9\u30b9\u30bf\u30fc\u306f\u5fc5\u8981\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3092\u610f\u5473\u3059\u308b\u306e\u3060\u308d\u3046\u304b\uff1f<\/p>\n\n\n\n<p>\u30b0\u30fc\u30b0\u30eb\u306b\u3088\u308b\u81a8\u5927\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9\u3078\u306e\u6295\u8cc7\u3060\u308d\u3046\u304b\u3001 <a href=\"https:\/\/openai.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u30aa\u30fc\u30d7\u30f3AI<\/a>\u30e1\u30bf\u3068xAI\u306f\u7d50\u5c40\u7121\u99c4\u306b\u306a\u308b\u306e\u304b\uff1fAI\u958b\u767a\u8005\u306e\u4e00\u822c\u7684\u306a\u30b3\u30f3\u30bb\u30f3\u30b5\u30b9\u306f\u3001\u305d\u3046\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3060\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6700\u9069\u5316\u3068\u3044\u3046\u70b9\u3067\u306f\u3001\u307e\u3060\u307e\u3060\u958b\u62d3\u3059\u3079\u304d\u5927\u304d\u306a\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u306f\u78ba\u304b\u3067\u3042\u308a\u3001\u4eca\u5f8c\u3055\u3089\u306b\u9769\u65b0\u7684\u306a\u6700\u9069\u5316\u624b\u6cd5\u304c\u767b\u5834\u3059\u308b\u3053\u3068\u306f\u9593\u9055\u3044\u306a\u3044\u3002<\/p>\n\n\n\n<p>DeepSeek\u306eV3\u30e2\u30c7\u30eb\u304c\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u5316\u3055\u308c\u305f\u3053\u3068\u3067\u3001\u305d\u306e\u8a73\u7d30\u306f\u30c6\u30af\u30cb\u30ab\u30eb\u30ec\u30dd\u30fc\u30c8\u3067\u8a73\u7d30\u306b\u958b\u793a\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u5831\u544a\u66f8\u306b\u306f\u3001DeepSeek\u304c\u884c\u3063\u305f\u6839\u672c\u7684\u306a\u6700\u9069\u5316\u304c\u8a73\u7d30\u306b\u8a18\u3055\u308c\u3066\u3044\u308b\u3002\u8981\u3059\u308b\u306b\u3001\u6700\u9069\u5316\u306e\u5ea6\u5408\u3044\u306f \"\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3092\u4e00\u304b\u3089\u4f5c\u308a\u76f4\u3057\u305f \"\u3068\u8981\u7d04\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u524d\u8ff0\u306e\u3068\u304a\u308a\u3001H800 GPU\u3092\u4f7f\u7528\u3057\u3066V3\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u969b\u3001DeepSeek\u306fGPU\u306e\u30b3\u30a2\u6f14\u7b97\u30e6\u30cb\u30c3\u30c8\uff08\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30fb\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30c3\u30b5\u30fb\u30b3\u30a2\u3001SM\uff09\u3092\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u5168132\u500b\u306eSM\u306e\u3046\u3061\u3001\u7279\u306b20\u500b\u3092\u8a08\u7b97\u30bf\u30b9\u30af\u3067\u306f\u306a\u304f\u3001\u30b5\u30fc\u30d0\u30fc\u9593\u306e\u901a\u4fe1\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u5272\u308a\u5f53\u3066\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306f\u3001NVIDIA GPU\u306e\u4f4e\u30ec\u30d9\u30eb\u547d\u4ee4\u30bb\u30c3\u30c8\u3067\u3042\u308bPTX\uff08\u4e26\u5217\u30b9\u30ec\u30c3\u30c9\u5b9f\u884c\uff09\u30ec\u30d9\u30eb\u3067\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>PTX\u306f\u30a2\u30bb\u30f3\u30d6\u30ea\u8a00\u8a9e\u306b\u8fd1\u3044\u30ec\u30d9\u30eb\u3067\u52d5\u4f5c\u3057\u3001\u30ec\u30b8\u30b9\u30bf\u5272\u308a\u5f53\u3066\u3084\u30b9\u30ec\u30c3\u30c9\uff0f\u30b9\u30ec\u30c3\u30c9\u30d0\u30f3\u30c9\u30eb\u30fb\u30ec\u30d9\u30eb\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3001\u304d\u3081\u7d30\u304b\u306a\u6700\u9069\u5316\u304c\u53ef\u80fd\u3060\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u7d30\u304b\u3044\u5236\u5fa1\u306f\u8907\u96d1\u3067\u3001\u7dad\u6301\u3059\u308b\u306e\u304c\u96e3\u3057\u3044\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u305f\u3081\u958b\u767a\u8005\u306f\u901a\u5e38\u3001CUDA\u306e\u3088\u3046\u306a\u9ad8\u6c34\u6e96\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u4f7f\u7528\u3092\u597d\u3080\u3002CUDA\u306f\u3001\u307b\u3068\u3093\u3069\u306e\u4e26\u5217\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u5341\u5206\u306a\u6027\u80fd\u6700\u9069\u5316\u3092\u63d0\u4f9b\u3057\u3001\u4f4e\u6c34\u6e96\u6700\u9069\u5316\u306e\u5fc5\u8981\u6027\u3092\u6392\u9664\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001GPU\u30ea\u30bd\u30fc\u30b9\u306e\u52b9\u7387\u3092\u6700\u5927\u5316\u3057\u3001\u7279\u5b9a\u306e\u6700\u9069\u5316\u8981\u4ef6\u3092\u9054\u6210\u3059\u308b\u3068\u306a\u308b\u3068\u3001\u958b\u767a\u8005\u306fPTX\u306b\u983c\u3089\u3056\u308b\u3092\u5f97\u306a\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"However_the_technical_barriers_remain\"><\/span>\u3057\u304b\u3057\u3001\u6280\u8853\u7684\u306a\u969c\u58c1\u306f\u4f9d\u7136\u3068\u3057\u3066\u6b8b\u3063\u3066\u3044\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u3053\u306e\u70b9\u306b\u3064\u3044\u3066\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u30e6\u30fc\u30b6\u30fc\u306e\u30a4\u30a2\u30f3\u30fb\u30ab\u30c8\u30ec\u30b9\u6c0f\u306f\u3001\"\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\u304cPTX\u3092\u4f7f\u7528\u3057\u3066\u3082\u3001CUDA\u306e\u6280\u8853\u7684\u969c\u58c1\u304c\u306a\u304f\u306a\u308b\u308f\u3051\u3067\u306f\u306a\u3044 \"\u3068\u8ff0\u3079\u3066\u3044\u308b\u3002<\/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\u306f\u9ad8\u6c34\u6e96\u8a00\u8a9e\u3067\u3059\u3002NVIDIA 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