![\"\"](\"https:\/\/www.sakura.ad.jp\/corporate\/wp-content\/uploads\/2026\/04\/MLSys2026-1024x538.png\")
<\/p>\n\u3000\u30c7\u30b8\u30bf\u30eb\u30a4\u30f3\u30d5\u30e9\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3055\u304f\u3089\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u682a\u5f0f\u4f1a\u793e\uff08\u672c\u793e\uff1a\u5927\u962a\u5e9c\u5927\u962a\u5e02\u3001\u4ee3\u8868\u53d6\u7de0\u5f79\u793e\u9577\uff1a\u7530\u4e2d \u90a6\u88d5\u3001\u4ee5\u4e0b\u300c\u3055\u304f\u3089\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u300d\uff09\u306e\u7d44\u7e54\u5185\u7814\u7a76\u6240\u300c\u3055\u304f\u3089\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u7814\u7a76\u6240\u300d\u306b\u6240\u5c5e\u3059\u308b\u7814\u7a76\u54e1\u306e\u8ad6\u6587\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u30b7\u30b9\u30c6\u30e0\u306e\u4ea4\u5dee\u9818\u57df\u306b\u304a\u3051\u308b\u56fd\u969b\u4f1a\u8b70\u300cMachine Learning and Systems\uff08MLSys\uff092026\u300d\u306eIndustry Track\u306b\u63a1\u629e\u3055\u308c\u307e\u3057\u305f\u3002
\n\u3000\u672c\u8ad6\u6587\u306f\u3001\u7c73\u56fd\u30ef\u30b7\u30f3\u30c8\u30f3\u5dde\u30d9\u30eb\u30d3\u30e5\u30fc\u306b\u3066\u3001\u73fe\u5730\u6642\u95932026\u5e745\u670821\u65e5\uff08\u6728\uff09\u306b\u767a\u8868\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n
<\/p>\n
<\/p>\n
\u3000\u3055\u304f\u3089\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u7814\u7a76\u6240\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u542b\u3080AI\u306e\u5b66\u7fd2\u5411\u3051\u306b\u8a2d\u8a08\u3057\u305fHigh Performance Computing (HPC)\u30af\u30e9\u30b9\u30bf\u300c\u3055\u304f\u3089ONE\u300d\u3092\u958b\u767a\u30fb\u904b\u7528\u3057\u3066\u3044\u307e\u3059\u3002
\n\u672c\u30b7\u30b9\u30c6\u30e0\u306f\u7279\u5b9a\u30d9\u30f3\u30c0\u30fc\u306b\u4f9d\u5b58\u3057\u306a\u3044\u30aa\u30fc\u30d7\u30f3\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6280\u8853\u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001HPC\u5206\u91ce\u306e\u56fd\u969b\u4f1a\u8b70\u300cISC 2025\u300d\u306b\u3066\u767a\u8868\u3055\u308c\u305f\u56fd\u969b\u7684\u306a\u30b9\u30d1\u30b3\u30f3\u306e\u51e6\u7406\u6027\u80fd\u30e9\u30f3\u30ad\u30f3\u30b0\u3067\u3042\u308b\u300cTOP500\u300d\u306b\u304a\u3044\u3066HPL\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u4e16\u754c49\u4f4d\u306b\u30e9\u30f3\u30af\u30a4\u30f3\u3057\u307e\u3057\u305f\u3002
\n\u672c\u30b7\u30b9\u30c6\u30e0\u306f\u4e0a\u4f4d100\u30b7\u30b9\u30c6\u30e0\u306e\u4e2d\u3067\u30aa\u30fc\u30d7\u30f3\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u30bf\u30c3\u30af\u306e\u307f\u3092\u63a1\u7528\u3057\u305f\u552f\u4e00\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u307e\u305f\u3001\u516c\u958b\u4e8b\u4f8b\u304c\u6975\u3081\u3066\u5c11\u306a\u3044\u4e2d\u3001\u4e2d\u898f\u6a21GPU\u30af\u30e9\u30b9\u30bf\uff08\u6570\u767eGPU\u898f\u6a21\uff09\u306e\u5b9f\u904b\u7528\u74b0\u5883\u304b\u3089\u5f97\u3089\u308c\u305f\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u7279\u6027\u306b\u95a2\u3059\u308b\u8cb4\u91cd\u306a\u77e5\u898b\u304c\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u3001\u7814\u7a76\u8ad6\u6587\u63a1\u629e\u306b\u3044\u305f\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u3000\u3055\u304f\u3089\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u7814\u7a76\u6240\u3067\u306f\u3001\u65e5\u672c\u306eAI\u7814\u7a76\u30fb\u7523\u696d\u7af6\u4e89\u529b\u306e\u5411\u4e0a\u3092\u652f\u3048\u308b\u5927\u898f\u6a21AI\u30a4\u30f3\u30d5\u30e9\u306e\u7814\u7a76\u958b\u767a\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u30fb\u67d4\u8edf\u6027\u30fb\u900f\u660e\u6027\u306b\u512a\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u306a\u5206\u6563\u578b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u5b9f\u73fe\u3068\u3001\u5b9f\u969b\u306eLLM\u958b\u767a\u306b\u304a\u3051\u308b\u904b\u7528\u77e5\u898b\u306e\u4f53\u7cfb\u5316\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n
\u3000\u4eca\u56de\u63a1\u629e\u3055\u308c\u305f\u8ad6\u6587\u3067\u306f\u3001\u3053\u306e\u76ee\u7684\u306e\u3082\u3068\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u898f\u683c\u306e800\u30ae\u30ac\u30d3\u30c3\u30c8\u30a4\u30fc\u30b5\u30cd\u30c3\u30c8\uff08\u4ee5\u4e0b\u3001800 GbE\uff09\u3068\u30cd\u30c3\u30c8\u30ef\u30fc\u30afOS\u306eSoftware for Open Networking in the Cloud\uff08\u4ee5\u4e0b\u3001SONiC\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30aa\u30fc\u30d7\u30f3Ethernet\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u57fa\u76e4\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e2\u70b9\u3092\u4e2d\u5fc3\u306b\u53d6\u308a\u7d44\u307f\u307e\u3057\u305f\u3002<\/p>\n
\u3000\u5f93\u6765\u306eAI\u5411\u3051HPC\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u9ad8\u5e2f\u57df\u30fb\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u3092\u5b9f\u73fe\u3059\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6280\u8853\u3068\u3057\u3066\u7279\u5b9a\u30d9\u30f3\u30c0\u30fc\u306b\u4f9d\u5b58\u3057\u305f\u5c02\u7528\u306e\u76f8\u4e92\u63a5\u7d9a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08InfiniBand\u306a\u3069\uff09\u304c\u4e3b\u6d41\u3067\u3057\u305f\u3002\u305d\u306e\u305f\u3081\u3001\u30aa\u30fc\u30d7\u30f3\u306aEthernet\u30d9\u30fc\u30b9\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u540c\u7b49\u306e\u6027\u80fd\u30fb\u5b89\u5b9a\u6027\u3092\u672c\u756a\u74b0\u5883\u3067\u9054\u6210\u3067\u304d\u308b\u304b\u306f\u3001\u5b9f\u8a3c\u7684\u306a\u4e8b\u4f8b\u304c\u4e4f\u3057\u3044\u72b6\u6cc1\u3067\u3057\u305f\u3002\u307e\u305f\u3001GPU\u30af\u30e9\u30b9\u30bf\u306e\u5229\u7528\u7279\u6027\u306b\u3064\u3044\u3066\u306e\u516c\u958b\u4e8b\u4f8b\u306f\u3001\u6570\u4e07GPU\u898f\u6a21\u306e\u30cf\u30a4\u30d1\u30fc\u30b9\u30b1\u30fc\u30eb\u30af\u30e9\u30b9\u30bf\u306b\u504f\u3063\u3066\u304a\u308a\u3001\u65e5\u672c\u3092\u542b\u3080\u4e16\u754c\u306e\u591a\u304f\u306eAI\u958b\u767a\u73fe\u5834\u3067\u5b9f\u969b\u306b\u4f7f\u308f\u308c\u3066\u3044\u308bGPU\u6570\u767e\u57fa\u898f\u6a21\u306e\u4e2d\u898f\u6a21\u30af\u30e9\u30b9\u30bf\u306b\u304a\u3051\u308b\u5b9f\u904b\u7528\u30c7\u30fc\u30bf\u306e\u516c\u958b\u4e8b\u4f8b\u306f\u5c11\u306a\u3044\u72b6\u6cc1\u3067\u3057\u305f\u3002<\/p>\n
\u3000\u3055\u304f\u3089\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u7814\u7a76\u6240\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30afOS\u3067\u3042\u308bSONiC\u3092\u7528\u3044\u305f800 GbE\u306e\u30ec\u30fc\u30eb\u6700\u9069\u5316\u30ea\u30fc\u30d5\u30fb\u30b9\u30d1\u30a4\u30f3\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3092\u63a1\u7528\u3057\u3001NVIDIA H100 GPU\u3092800\u57fa\uff08100\u30ce\u30fc\u30c9\u00d78\u57fa\uff09\u642d\u8f09\u3057\u305fAI\u5411\u3051HPC\u30af\u30e9\u30b9\u30bf\u300c\u3055\u304f\u3089ONE\u300d\u3092\u69cb\u7bc9\u30fb\u904b\u7528\u3057\u3066\u304a\u308a\u3001\u3053\u3046\u3057\u305f\u4e8b\u4f8b\u304c\u4e4f\u3057\u3044\u72b6\u6cc1\u306b\u5bfe\u3057\u3066\u3001\u672c\u8ad6\u6587\u3092\u901a\u3058\u3066\u305d\u306e\u8a2d\u8a08\u30fb\u5b9f\u88c5\u30fb\u904b\u7528\u77e5\u898b\u3092\u5e83\u304f\u516c\u958b\u3057\u307e\u3057\u305f\u3002<\/p>\n
\u3000\u3055\u304f\u3089ONE\u306f\u3001\u30b9\u30d1\u30b3\u30f3\u306e\u6a19\u6e96\u7684\u306a\u8a08\u7b97\u6027\u80fd\u6307\u6a19\u3067\u3042\u308bHPL\uff08High Performance Linpack\uff09\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067ISC 2025 TOP500\u306b\u304a\u3044\u306633.95 PFLOP\/s\u3092\u8a18\u9332\u3057\u3001\u4e16\u754c49\u4f4d\u306b\u30e9\u30f3\u30af\u30a4\u30f3\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u4e0a\u4f4d100\u30b7\u30b9\u30c6\u30e0\u306e\u4e2d\u3067\u30aa\u30fc\u30d7\u30f3\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u30bf\u30c3\u30af\u306e\u307f\u3092\u63a1\u7528\u3057\u305f\u552f\u4e00\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002
\n\u3000\u3055\u3089\u306b\u5b9f\u969b\u306e\u79d1\u5b66\u6280\u8853\u8a08\u7b97\u306b\u8fd1\u3044\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308bHPCG\uff08High Performance Conjugate Gradients\uff09\u3067396.295 TFLOP\/s\u3001FP8\u6df7\u5408\u7cbe\u5ea6\u306eHPL-MxP\u3067339.86 PFLOP\/s\u3092\u9054\u6210\u3057\u3066\u304a\u308a\u3001\u30aa\u30fc\u30d7\u30f3\u6280\u8853\u306b\u3088\u3063\u3066\u5c02\u7528\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5339\u6575\u3059\u308bHPC\u30fbAI\u6027\u80fd\u3092\u5b9f\u73fe\u3067\u304d\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u3057\u307e\u3057\u305f\u3002<\/p>\n
\u3000\u307e\u305f\u3001\u672c\u30b7\u30b9\u30c6\u30e0\u3067\u5b9f\u65bd\u3057\u305f\u65e5\u672c\u8a9e\u533b\u7642LLM\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5b9f\u904b\u7528\u30c7\u30fc\u30bf\u306e\u5206\u6790\u304b\u3089\u3001\u4ee5\u4e0b\u306e\u77e5\u898b\u3092\u5f97\u307e\u3057\u305f\u3002<\/p>\n
\u3000\u3053\u308c\u3089\u306e\u6210\u679c\u306f\u3001AI\u30a4\u30f3\u30d5\u30e9\u306e\u8a2d\u8a08\u6307\u91dd\u3068\u3057\u3066\u7523\u696d\u754c\u30fb\u5b66\u8853\u754c\u306e\u53cc\u65b9\u306b\u6709\u7528\u306a\u77e5\u898b\u3092\u63d0\u4f9b\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u7279\u306b\u91cd\u8981\u306a\u306e\u306f\u3001\u30cf\u30a4\u30d1\u30fc\u30b9\u30b1\u30fc\u30eb\u30af\u30e9\u30b9\u30bf\u3067\u5831\u544a\u3055\u308c\u3066\u304d\u305f\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u50be\u5411\u304c\u3001\u3055\u304f\u3089ONE\u306e\u3088\u3046\u306a\u4e2d\u898f\u6a21\u30af\u30e9\u30b9\u30bf\u306b\u304a\u3044\u3066\u3082\u540c\u69d8\u306b\u89b3\u6e2c\u3055\u308c\u305f\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u3053\u3046\u3057\u305f\u7279\u6027\u304c\u30b7\u30b9\u30c6\u30e0\u898f\u6a21\u306b\u4f9d\u5b58\u3057\u306a\u3044GPU\u30af\u30e9\u30b9\u30bf\u306e\u5171\u901a\u306e\u6027\u8cea\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3059\u3082\u306e\u3067\u3042\u308a\u3001GPU 100\u301c1,000\u57fa\u898f\u6a21\u306e\u30af\u30e9\u30b9\u30bf\u3092\u904b\u7528\u3059\u308b\u4e16\u754c\u4e2d\u306e\u4e8b\u696d\u8005\u306b\u3068\u3063\u3066\u8a2d\u8a08\u306e\u53c2\u8003\u3068\u306a\u308b\u77e5\u898b\u3092\u63d0\u4f9b\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u30aa\u30fc\u30d7\u30f3\u3067\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044HPC\u30a4\u30f3\u30d5\u30e9\u306e\u5b9f\u73fe\u53ef\u80fd\u6027\u3092\u5b9f\u8a3c\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u5b9f\u904b\u7528\u306b\u57fa\u3065\u304f\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u5206\u6790\u306f\u3001\u6b21\u4e16\u4ee3\u306e\u7523\u696d\u5411\u3051\u8a08\u7b97\u57fa\u76e4\u306e\u8a2d\u8a08\u6307\u91dd\u3068\u3057\u3066\u3082\u6d3b\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u3000\u3055\u304f\u3089\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u7814\u7a76\u6240\u306f\u3001\u4eca\u5f8c\u3082\u793e\u4f1a\u306b\u3068\u3063\u3066\u6709\u7528\u3067\u65b0\u3057\u3044\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u30a4\u30f3\u30d5\u30e9\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u7814\u7a76\u958b\u767a\u306b\u52aa\u3081\u3066\u307e\u3044\u308a\u307e\u3059\u3002<\/p>\n
SAKURAONE: An Open Ethernet-Based AI HPC System and Its Observed Workload Dynamics in a Single-Tenant LLM Development Environment<\/p>\n
\uff08\u548c\u8a33\uff09
\n\u3055\u304f\u3089ONE: \u30aa\u30fc\u30d7\u30f3Ethernet\u30d9\u30fc\u30b9\u306eAI HPC\u30b7\u30b9\u30c6\u30e0\u3068\u5358\u4e00\u30c6\u30ca\u30f3\u30c8LLM\u958b\u767a\u74b0\u5883\u306b\u304a\u3051\u308b\u89b3\u6e2c\u3055\u308c\u305f\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u30c0\u30a4\u30ca\u30df\u30af\u30b9<\/p>\n
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\u8a73\u7d30<\/h3>\n
\nhttps:\/\/mlsys.org\/Conferences\/2026<\/a><\/p>\n\u8b1d\u8f9e<\/h2>\n
\u53c2\u8003<\/h2>\n
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