{"id":13224,"date":"2026-05-22T20:13:00","date_gmt":"2026-05-22T12:13:00","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=13224"},"modified":"2026-05-22T21:20:49","modified_gmt":"2026-05-22T13:20:49","slug":"gpu-npu-tpu-lpu","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ja\/gpu-npu-tpu-lpu","title":{"rendered":"GPU\u3001NPU\u3001TPU\u3001LPU&#8230; 2026\u5e74\u306e\u300c\u3007PU\u300d\u306f\u4f55\u7a2e\u985e\u3042\u308b\u306e\u304b? | AI\u6642\u4ee3\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u4e00\u6c17\u306b\u6574\u7406\u3059\u308b"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>\u307e\u305a30\u79d2\u3067\u8981\u70b9\u3092\u62bc\u3055\u3048\u308b<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e74\u3001AI\u3092\u52d5\u304b\u3059\u30d7\u30ed\u30bb\u30c3\u30b5\u306fGPU\u3060\u3051\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u306e\u4f7f\u308f\u308c\u65b9\u304c\u300c\u5b66\u7fd2\u300d\u304b\u3089\u300c\u63a8\u8ad6\u300d\u3078\u3001\u300c\u30af\u30e9\u30a6\u30c9\u300d\u304b\u3089\u300c\u624b\u5143\u306e\u30c7\u30d0\u30a4\u30b9\u300d\u3078\u3068\u5e83\u304c\u308b\u306b\u3064\u308c\u3001\u305d\u308c\u305e\u308c\u306e\u7528\u9014\u306b\u7279\u5316\u3057\u305f\u30d7\u30ed\u30bb\u30c3\u30b5\u304c\u6b21\u3005\u3068\u767b\u5834\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GPU\uff1aAI\u5b66\u7fd2\u306e\u4e3b\u529b<\/li>\n\n\n\n<li>TPU\uff1a\u30af\u30e9\u30a6\u30c9\u5927\u898f\u6a21\u51e6\u7406\u306b\u5f37\u3044<\/li>\n\n\n\n<li>NPU\uff1a\u30b9\u30de\u30db\u306a\u3069\u30c7\u30d0\u30a4\u30b9\u4e0a\u306e\u63a8\u8ad6\u306b\u7279\u5316<\/li>\n\n\n\n<li>LPU\uff1a\u4f4e\u9045\u5ef6\u306e\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306b\u7279\u5316<\/li>\n\n\n\n<li>DPU\uff1a\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306e\u57fa\u76e4\u3092\u652f\u3048\u308b\u7e01\u306e\u4e0b\u306e\u529b\u6301\u3061<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">2025\u5e74\u672b\u3001NVIDIA\u304c200\u5104\u30c9\u30eb\u3067Groq\u306eLPU\u6280\u8853\u30e9\u30a4\u30bb\u30f3\u30b9\u3092\u53d6\u5f97\u3057\u305f\u3053\u3068\u306f\u3001\u300cGPU\u304cAI\u306e\u3059\u3079\u3066\u3092\u652f\u914d\u3059\u308b\u6642\u4ee3\u300d\u306e\u7d42\u308f\u308a\u3092\u544a\u3052\u308b\u8c61\u5fb4\u7684\u306a\u51fa\u6765\u4e8b\u3067\u3042\u3063\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7a3f\u3067\u306f\u30012026\u5e74\u73fe\u5728\u306e\u4e3b\u8981\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u3072\u3068\u3064\u305a\u3064\u6574\u7406\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u5f79\u5272\u30fb\u5f97\u610f\u306a\u5834\u9762\u30fb\u9078\u3076\u57fa\u6e96\u3092\u89e3\u8aac\u3059\u308b\u3002\u305d\u3057\u3066\u6700\u5f8c\u306b\u3001\u306a\u305c\u4f01\u696d\u306eAI\u30a4\u30f3\u30d5\u30e9\u304c\u300c\u8907\u6570\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u307e\u3068\u3081\u3066\u7ba1\u7406\u3059\u308b\u529b\u300d\u3092\u5fc5\u8981\u3068\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u306a\u305c2026\u5e74\u306b\u3001\u3053\u308c\u307b\u3069\u591a\u304f\u306e\u300cPU\u300d\u304c\u767b\u5834\u3057\u305f\u306e\u304b<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u524d\u306fGPU\u304cAI\u30d7\u30ed\u30bb\u30c3\u30b5\u306e\u4ee3\u540d\u8a5e\u3067\u3042\u3063\u305f\u3002NVIDIA\u306eCUDA\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u5727\u5012\u7684\u306b\u666e\u53ca\u3057\u3066\u3044\u305f\u305f\u3081\u3001AI\u5b66\u7fd2\u3068\u3044\u3048\u3070GPU\u3001\u3068\u3044\u3046\u6642\u4ee3\u304c\u9577\u304f\u7d9a\u3044\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u4eca\u3001\u72b6\u6cc1\u306f\u5927\u304d\u304f\u5909\u308f\u3063\u3066\u3044\u308b\u3002\u305d\u306e\u80cc\u666f\u306b\u306f3\u3064\u306e\u5909\u5316\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>AI\u306e\u4ed5\u4e8b\u304c\u300c\u5b66\u7fd2\u300d\u304b\u3089\u300c\u63a8\u8ad6\u300d\u306b\u30b7\u30d5\u30c8\u3057\u305f<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306f\u4e00\u5ea6\u9650\u308a\u306e\u4f5c\u696d\u3060\u304c\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3078\u306e\u554f\u3044\u5408\u308f\u305b\uff08\u63a8\u8ad6\uff09\u306f\u6bce\u65e5\u4f55\u5341\u5104\u56de\u3082\u884c\u308f\u308c\u308b\u3002<a href=\"https:\/\/www.breezyscroll.com\/technology-news\/nvidia-groq-3-lpu-gtc-2026-inference-chip\/\" target=\"_blank\" rel=\"noopener\">Morgan Stanley\u306e\u4e88\u6e2c\u3067\u306f\u30012028\u5e74\u306eAI\u63a8\u8ad6\u306e\u8a08\u7b97\u9700\u8981\u306f\u5b66\u7fd2\u306e10\u500d\u4ee5\u4e0a\u306b\u306a\u308b<\/a>\u3068\u3055\u308c\u3066\u3044\u308b\u3002\u5b66\u7fd2\u3068\u63a8\u8ad6\u3067\u306f\u8a08\u7b97\u306e\u6027\u8cea\u304c\u6839\u672c\u7684\u306b\u7570\u306a\u308b\u305f\u3081\u3001\u540c\u3058\u30d7\u30ed\u30bb\u30c3\u30b5\u3067\u4e21\u65b9\u3092\u52b9\u7387\u3088\u304f\u51e6\u7406\u3059\u308b\u306b\u306f\u9650\u754c\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>AI\u304c\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u304b\u3089\u624b\u5143\u306e\u30c7\u30d0\u30a4\u30b9\u3078\u79fb\u3063\u305f<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3001\u81ea\u52d5\u8eca\u3001IoT\u6a5f\u5668\u3002\u3042\u3089\u3086\u308b\u30c7\u30d0\u30a4\u30b9\u304cAI\u3092\u52d5\u304b\u3059\u3088\u3046\u306b\u306a\u3063\u305f\u304c\u3001\u3053\u308c\u3089\u306b<a href=\"https:\/\/ai-stack.ai\/ja\/what-is-ai-data-center\">\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u7d1a\u306eGPU<\/a>\u306f\u642d\u8f09\u3067\u304d\u306a\u3044\u3002\u5c11\u306a\u3044\u96fb\u529b\u3067\u3001\u7d20\u65e9\u304f\u3001\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u52d5\u304fAI\u5c02\u7528\u30c1\u30c3\u30d7\u306e\u9700\u8981\u304c\u9ad8\u307e\u308a\u3001NPU\u306e\u3088\u3046\u306a\u300c\u30a8\u30c3\u30b8AI\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u300d\u304c\u751f\u307e\u308c\u305f<\/p>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u5927\u624b\u4f01\u696d\u304c\u72ec\u81ea\u30c1\u30c3\u30d7\u306e\u958b\u767a\u306b\u4e57\u308a\u51fa\u3057\u305f<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Google\u306eTPU\u3001Amazon\u306eTrainium\u30fbInferentia\u3001Meta\u306eMTIA\u3001Microsoft\u306eAthena\u3002\u5404\u793e\u304c\u81ea\u793e\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u6700\u9069\u5316\u3057\u305f<a href=\"https:\/\/ai-stack.ai\/ja\/asic-vs-gpu\">\u72ec\u81ea\u306eAI\u30b7\u30ea\u30b3\u30f3(ASIC)<\/a>\u3078\u306e\u6295\u8cc7\u3092\u52a0\u901f\u3055\u305b\u3066\u3044\u308b\u3002\u7279\u5b9a\u30d9\u30f3\u30c0\u30fc\u3078\u306e\u4f9d\u5b58\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u3001\u81ea\u793e\u8a2d\u8a08\u30c1\u30c3\u30d7\u306b\u3088\u308b\u52b9\u7387\u6539\u5584\u304c\u5927\u304d\u3044\u305f\u3081\u3060\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e3\u3064\u306e\u5909\u5316\u304c\u91cd\u306a\u308a\u30012024\u5e74\u3054\u308d\u304b\u3089AI\u30d7\u30ed\u30bb\u30c3\u30b5\u5e02\u5834\u306f\u300cGPU\u4e00\u5f37\u300d\u304b\u3089\u300c\u591aPU\u4e26\u5b58\u300d\u3078\u3068\u79fb\u884c\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e3b\u8981\u306a5\u3064\u306e\u300cPU\u300d\u3092\u4e00\u6c17\u306b\u7406\u89e3\u3059\u308b<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>CPU(\u4e2d\u592e\u51e6\u7406\u88c5\u7f6e) \u2014 \u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3092\u53d6\u308a\u307e\u3068\u3081\u308b\u53f8\u4ee4\u5854<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cAI\u30d7\u30ed\u30bb\u30c3\u30b5\u300d\u306e\u8a71\u3092\u3059\u308b\u3046\u3048\u3067\u3001\u307e\u305aCPU\u3092\u5916\u3059\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u3002CPU\u306f\u8907\u96d1\u306a\u5224\u65ad\u30ed\u30b8\u30c3\u30af\u51e6\u7406\u3084\u4f4e\u9045\u5ef6\u306e\u5236\u5fa1\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u306fAI\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u304c\u82e6\u624b\u3068\u3059\u308b\u9818\u57df\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u4ee3\u306eAI\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001CPU\u304c\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u30fb\u30bf\u30b9\u30af\u306e\u632f\u308a\u5206\u3051\u30fb\u7d50\u679c\u306e\u5f8c\u51e6\u7406\u3092\u62c5\u3044\u3001\u91cd\u3044\u8a08\u7b97\u306f\u4ed6\u306ePU\u306b\u59d4\u306d\u308b\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e3b\u306a\u7528\u9014<\/strong>\uff1a \u30c7\u30fc\u30bf\u6574\u7406\u3001ETL\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\uff08\u6c7a\u5b9a\u6728\u30fb\u7dda\u5f62\u56de\u5e30\u306a\u3069\uff09\u3001\u5404\u7a2e\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u3078\u306e\u6307\u793a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>GPU(\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u51e6\u7406\u88c5\u7f6e) \u2014 AI\u5b66\u7fd2\u306e\u4e3b\u529b\u3001\u6c4e\u7528\u6027\u306e\u738b\u8005<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3082\u3068\u3082\u3068\u30b2\u30fc\u30e0\u306e\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u51e6\u7406\u7528\u306b\u751f\u307e\u308c\u305fGPU\u306f\u3001\u6570\u5343\u306e\u4e26\u5217\u8a08\u7b97\u30b3\u30a2\u3092\u6301\u3064\u305f\u3081\u3001AI\u5b66\u7fd2\u306e\u4e3b\u529b\u3068\u3057\u3066\u5b9a\u7740\u3057\u305f\u3002\u30cf\u30a4\u30a8\u30f3\u30c9GPU\uff08<a href=\"https:\/\/ai-stack.ai\/ja\/mi300x-vs-blackwell\">NVIDIA Blackwell\u3068AMD MI300X<\/a>\u306a\u3069\uff09\u306f80\u301c300 TFLOPS\u306e\u6f14\u7b97\u6027\u80fd\u3092\u6301\u3061\u3001CUDA\u30fbPyTorch\u30fbTensorFlow\u3068\u3044\u3063\u305f\u6210\u719f\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u74b0\u5883\u3092\u5099\u3048\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPU\u306f\u73fe\u5728\u3082AI\u5b66\u7fd2\u306e\u4e8b\u5b9f\u4e0a\u306e\u6a19\u6e96\u3060\u3002\u305f\u3060\u30572026\u5e74\u4ee5\u964d\u3001\u63a8\u8ad6\u5e02\u5834\u306f\u591a\u69d8\u5316\u3057\u3001GPU\u304c\u552f\u4e00\u306e\u9078\u629e\u80a2\u3067\u306f\u306a\u304f\u306a\u3063\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f37\u307f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u898f\u6a21\u306a\u4e26\u5217\u8a08\u7b97\u304c\u5f97\u610f<\/li>\n\n\n\n<li>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u696d\u754c\u6700\u9ad8\u6c34\u6e96<\/li>\n\n\n\n<li>\u5b66\u7fd2\u30fb\u63a8\u8ad6\u306e\u4e21\u65b9\u306b\u4f7f\u3048\u308b\u6c4e\u7528\u6027<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f31\u307f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d88\u8cbb\u96fb\u529b\u30fb\u30b3\u30b9\u30c8\u304c\u9ad8\u3044<\/li>\n\n\n\n<li>\u4f4e\u9045\u5ef6\u63a8\u8ad6\u306a\u3069\u7279\u5b9a\u7528\u9014\u3067\u306f\u6027\u80fd\u304c\u7121\u99c4\u306b\u306a\u308b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>TPU(\u30c6\u30f3\u30bd\u30eb\u51e6\u7406\u88c5\u7f6e) \u2014 Google\u30af\u30e9\u30a6\u30c9\u306e\u5207\u308a\u672d<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TPU\u306fGoogle\u304c2015\u5e74\u304b\u3089\u72ec\u81ea\u958b\u767a\u3057\u3066\u3044\u308bASIC\uff08\u7279\u5b9a\u7528\u9014\u5411\u3051\u96c6\u7a4d\u56de\u8def\uff09\u3067\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u983b\u7e41\u306b\u4f7f\u308f\u308c\u308b\u300c<strong>\u884c\u5217\u6f14\u7b97\uff08\u30c6\u30f3\u30bd\u30eb\u6f14\u7b97\uff09<\/strong>\u300d\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u30b7\u30b9\u30c8\u30ea\u30c3\u30af\u30a2\u30ec\u30a4(Systolic Array)\u300d\u3068\u547c\u3070\u308c\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u304c\u6f14\u7b97\u30e6\u30cb\u30c3\u30c8\u9593\u3092\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u6d41\u308c\u308b\u3053\u3068\u3067\u30e1\u30e2\u30ea\u30a2\u30af\u30bb\u30b9\u306e\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u3002<a href=\"https:\/\/www.eigenstate.dev\/essay\/cpu-vs-gpu-vs-tpu-vs-npu-ai-hardware-architecture-guide-2026\" target=\"_blank\" rel=\"noopener\">\u7b2c1\u4e16\u4ee3TPU\u306e\u6642\u70b9\u3067\u3001\u540c\u6642\u671f\u306eCPU\u6bd483\u500d\u3001GPU\u6bd429\u500d\u306e\u96fb\u529b\u52b9\u7387\u3092\u5b9f\u73fe<\/a>\u3057\u3066\u3044\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e74\u6700\u65b0\u4e16\u4ee3\uff08\u30b3\u30fc\u30c9\u30cd\u30fc\u30e0\uff1aIronwood\uff09\u306f\u3001\u5149\u56de\u7dda\u30b9\u30a4\u30c3\u30c1\u3092\u4f7f\u3063\u305f\u72ec\u81ea\u306e\u76f8\u4e92\u63a5\u7d9a\u6280\u8853\u306b\u3088\u308a\u3001\u5358\u4e00\u30e9\u30c3\u30af\u306b\u6700\u59279,216\u500b\u306eTPU\u3092\u9023\u7d50\u53ef\u80fd\u3002\u3053\u306e\u898f\u6a21\u306f\u4ed6\u793e\u306e\u8ffd\u968f\u3092\u8a31\u3055\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f37\u307f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u898f\u6a21AI\u5b66\u7fd2\u30fb\u63a8\u8ad6\u3067\u306e\u96fb\u529b\u52b9\u7387\u304c\u6975\u3081\u3066\u9ad8\u3044<\/li>\n\n\n\n<li>TensorFlow\u30fbJAX\u306a\u3069Google\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9\u898f\u6a21\u3067\u306e\u62e1\u5f35\u6027\u304c\u9ad8\u3044<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f31\u307f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Google Cloud\u7d4c\u7531\u3067\u3057\u304b\u4f7f\u3048\u306a\u3044\uff08\u30aa\u30f3\u30d7\u30ec\u4e0d\u53ef\uff09<\/li>\n\n\n\n<li>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u79fb\u690d\u30b3\u30b9\u30c8\u304c\u9ad8\u3044<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>NPU(\u30cb\u30e5\u30fc\u30e9\u30eb\u51e6\u7406\u88c5\u7f6e) \u2014 \u30a8\u30c3\u30b8AI\u30fb\u30c7\u30d0\u30a4\u30b9\u4e0a\u63a8\u8ad6\u306e\u4e2d\u5fc3&nbsp;<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">NPU\u306f\u3001\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3084\u7d44\u307f\u8fbc\u307f\u6a5f\u5668\u306a\u3069\u306e<strong>\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u63a8\u8ad6\u3092\u884c\u3046<\/strong>\u305f\u3081\u306e\u5c02\u7528\u30c1\u30c3\u30d7\u3060\u3002\u8133\u306e<strong>\u30b7\u30ca\u30d7\u30b9\u7d50\u5408\u306e\u4ed5\u7d44\u307f<\/strong>\u3092\u6a21\u5023\u3057\u305f\u8a2d\u8a08\u306b\u3088\u308a\u3001\u6975\u3081\u3066\u5c11\u306a\u3044\u96fb\u529b\u3067AI\u51e6\u7406\u3092\u5b9f\u73fe\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">iPhone\u306eFace ID\u3001Samsung\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7ffb\u8a33\u3001Qualcomm\u306e\u30ab\u30e1\u30e9AI\u5f37\u5316\u3002\u3053\u308c\u3089\u306f\u3059\u3079\u3066NPU\u304c\u52d5\u3044\u3066\u3044\u308b\u3002Apple\u306eNeural Engine\u3001Qualcomm\u306eAI Engine\u3001Huawei\u306eAscend\u3001MediaTek\u306eAPU\u306f\u305d\u308c\u305e\u308cNPU\u306e\u7570\u306a\u308b\u5b9f\u88c5\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u4e16\u4ee3\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u306b\u306f100\u301c200 TOPS\u306eNPU\u304c\u5185\u8535\u3055\u308c\u3001\u6570\u5341\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u76f4\u63a5\u52d5\u304b\u3059\u6642\u4ee3\u304c\u5230\u6765\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f37\u307f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u96fb\u529b\u52b9\u7387\u304c\u6975\u3081\u3066\u9ad8\u3044(<a href=\"https:\/\/www.eigenstate.dev\/essay\/cpu-vs-gpu-vs-tpu-vs-npu-ai-hardware-architecture-guide-2026\" target=\"_blank\" rel=\"noopener\">\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u306fGPU\u3088\u308a40\u301c60\u500d<\/a>)<\/li>\n\n\n\n<li>\u4f4e\u9045\u5ef6\u30fb\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u306b\u9069\u3057\u3066\u3044\u308b\u00a0<\/li>\n\n\n\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u63a5\u7d9a\u4e0d\u8981\u3067\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306b\u3082\u6709\u5229\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f31\u307f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a08\u7b97\u898f\u6a21\u306b\u9650\u308a\u304c\u3042\u308a\u3001\u5927\u898f\u6a21\u5b66\u7fd2\u306f\u4e0d\u53ef<\/li>\n\n\n\n<li>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u74b0\u5883\u304c\u30d9\u30f3\u30c0\u30fc\u3054\u3068\u306b\u5206\u65ad\u3055\u308c\u3066\u304a\u308a\u3001\u7d71\u4e00\u898f\u683c\u304c\u306a\u3044<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>LPU(\u8a00\u8a9e\u51e6\u7406\u88c5\u7f6e) \u2014 2026\u5e74\u6700\u6ce8\u76ee\u306e\u65b0\u30d7\u30ec\u30a4\u30e4\u30fc<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">LPU\u306fGroq\u304c\u63d0\u5531\u3057\u305f\u65b0\u578b\u30d7\u30ed\u30bb\u30c3\u30b5\u3067\u3001<strong>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u3001\u7279\u306b\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306e\u4f4e\u9045\u5ef6\u5316\u3092\u76ee\u7684\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPU\u3068\u306e\u6700\u5927\u306e\u9055\u3044\u306f\u30e1\u30e2\u30ea\u69cb\u6210\u306b\u3042\u308b\u3002GPU\u306f\u5916\u4ed8\u3051\u306eHBM\uff08\u9ad8\u5e2f\u57df\u5e45\u30e1\u30e2\u30ea\uff09\u3092\u4f7f\u3046\u304c\u3001LPU\u306f\u5927\u5bb9\u91cf\u306e<strong>SRAM\u3092\u30c1\u30c3\u30d7\u4e0a\u306b\u76f4\u63a5\u7d71\u5408<\/strong>\u3059\u308b\u3002\u3055\u3089\u306b\u300c\u78ba\u5b9a\u7684\u5b9f\u884c\u300d\u3068\u547c\u3070\u308c\u308b\u30b3\u30f3\u30d1\u30a4\u30e9\u8a2d\u8a08\u306b\u3088\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306e\u9045\u5ef6\u304c\u6975\u3081\u3066\u5b89\u5b9a\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2025\u5e74\u672b\u3001<a href=\"https:\/\/www.tomshardware.com\/tech-industry\/semiconductors\/nvidias-20-billion-groq-deal-produces-its-first-chip\" target=\"_blank\" rel=\"noopener\">NVIDIA\u304c200\u5104\u30c9\u30eb\u3067Groq\u306eLPU\u6280\u8853\u30e9\u30a4\u30bb\u30f3\u30b9\u3092\u53d6\u5f97<\/a>\u30022026\u5e743\u6708\u306eGTC 2026\u3067\u306f\u300c<strong>Groq 3 LPU<\/strong>\u300d\u304c\u767a\u8868\u3055\u308c\u305f\u3002\u3053\u306e\u30c1\u30c3\u30d7\u306f150 TB\/s\u306e\u30e1\u30e2\u30ea\u5e2f\u57df\u5e45\uff08NVIDIA Rubin GPU\u306e7\u500d\uff09\u3092\u6301\u3061\u3001\u300c<strong>Vera Rubin\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong>\u300d\u3067Rubin GPU\u3068\u5354\u8abf\u52d5\u4f5c\u3057\u307e\u3059\u3002<strong>GPU\u304c\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306eprefill\u6bb5\u968e\u3092\u51e6\u7406\u3057\u3001LPU\u304c\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u306edecode\u6bb5\u968e\u3092\u62c5\u5f53<\/strong>\u3059\u308b\u3053\u3068\u3067\u3001<a href=\"https:\/\/spectrum.ieee.org\/nvidia-groq-3\" target=\"_blank\" rel=\"noopener\">\u540c\u4e00\u96fb\u529b\u4e0b\u3067\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u309235\u500d\u306b\u5411\u4e0a<\/a>\u3055\u305b\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LPU\u306e\u53f0\u982d\u306f\u3001\u300cAI\u63a8\u8ad6\u306e\u91cd\u8981\u6027\u306f\u5b66\u7fd2\u306e10\u500d\u306b\u306a\u308b\u300d\u3068\u3044\u3046\u696d\u754c\u306e\u898b\u65b9\u304c\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u3057\u3066\u5177\u4f53\u5316\u3055\u308c\u305f\u3082\u306e\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f37\u307f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d85\u4f4e\u9045\u5ef6\u306e\u30c6\u30ad\u30b9\u30c8\u751f\u6210\uff08\u6bce\u79d2\u6700\u59271,500\u30c8\u30fc\u30af\u30f3\uff09<\/li>\n\n\n\n<li>\u9045\u5ef6\u304c\u4e88\u6e2c\u3057\u3084\u3059\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5bfe\u8a71\u306b\u6700\u9069<\/li>\n\n\n\n<li>\u96fb\u529b\u52b9\u7387\u304c\u9ad8\u3044<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f31\u307f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c1\u30c3\u30d7\u3042\u305f\u308a\u306e\u30e1\u30e2\u30ea\u5bb9\u91cf\u304c\u5c0f\u3055\u3044\uff08Groq 3 LPU\u306fSRAM 500MB\uff09<\/li>\n\n\n\n<li>\u4e3b\u306b\u63a8\u8ad6\u7528\u3067\u3001\u5b66\u7fd2\u306b\u306f\u4e0d\u5411\u304d<\/li>\n\n\n\n<li>\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306f\u307e\u3060\u767a\u5c55\u9014\u4e0a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>DPU(\u30c7\u30fc\u30bf\u51e6\u7406\u88c5\u7f6e) \u2014 AI\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u3092\u652f\u3048\u308b\u7e01\u306e\u4e0b\u306e\u529b\u6301\u3061<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">DPU\u306fAI\u8a08\u7b97\u3092\u76f4\u63a5\u884c\u308f\u306a\u3044\u3002\u3057\u304b\u3057\u3053\u308c\u304c\u306a\u3051\u308c\u3070\u3001\u5927\u898f\u6a21AI\u30b7\u30b9\u30c6\u30e0\u306f\u6210\u308a\u7acb\u305f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DPU\u306f<a href=\"https:\/\/ai-stack.ai\/ja\/what-is-ai-data-center\">\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc<\/a>\u306e\u300c\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u696d\u52d9\u300d\u2500\u2500\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u2500\u2500\u3092\u5c02\u4efb\u3067\u62c5\u3046\u3002\u5f93\u6765\u306f\u3053\u308c\u3089\u3092CPU\u304c\u51e6\u7406\u3057\u3066\u3044\u305f\u305f\u3081\u3001\u672c\u6765\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u4f7f\u3046\u3079\u304d\u8a08\u7b97\u80fd\u529b\u304c\u524a\u3089\u308c\u3066\u3044\u305f\u3002DPU\u304c\u3053\u306e\u4ed5\u4e8b\u3092CPU\u304b\u3089\u5f15\u304d\u53d7\u3051\u308b\u3053\u3068\u3067\u3001CPU\u3068GPU\u30fbTPU\u304c\u8a08\u7b97\u51e6\u7406\u306b\u5c02\u5ff5\u3067\u304d\u308b\u74b0\u5883\u304c\u751f\u307e\u308c\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NVIDIA BlueField\u30b7\u30ea\u30fc\u30ba\u3001AWS\u306eNitro\u3001Intel\u306eIPU\u306f\u305d\u308c\u305e\u308cDPU\u306e\u7570\u306a\u308b\u5b9f\u88c5\u3060\u3002NVIDIA Vera Rubin\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001BlueField-4 DPU\u304cGPU\u30fbLPU\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u901a\u4fe1\u5168\u4f53\u3092\u8abf\u6574\u3059\u308b\u8981\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5404PU\u306f\u300c\u7af6\u5408\u300d\u3067\u306f\u306a\u304f\u300c\u5206\u696d\u300d\u3059\u308b<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e74\u306ePU\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u7406\u89e3\u3059\u308b\u3046\u3048\u3067\u5927\u5207\u306a\u306e\u306f\u3001\u300c\u3069\u308c\u304c\u6700\u5f37\u304b\u300d\u3092\u554f\u3046\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u300c<strong>\u3069\u306e\u4ed5\u4e8b\u3092\u3069\u306ePU\u306b\u4efb\u305b\u308b\u304b<\/strong>\u300d\u3092\u8003\u3048\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u30ef\u30fc\u30af\u30ed\u30fc\u30c9<\/strong><\/th><th><strong>\u4e3b\u306aPU&nbsp;<\/strong><\/th><th><strong>\u7406\u7531<\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u30d7\u30ed\u30bb\u30b9\u5236\u5fa1<\/td><td>CPU<\/td><td>\u67d4\u8edf\u306a\u30ed\u30b8\u30c3\u30af\u51e6\u7406\u3001\u4f4e\u9045\u5ef6&nbsp;<\/td><\/tr><tr><td>\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u5b66\u7fd2<\/td><td>GPU\u3001TPU<\/td><td><a href=\"https:\/\/ai-stack.ai\/ja\/what-is-elastic-distributed-training\">\u9ad8\u4e26\u5217\u30fb\u5206\u6563\u5b66\u7fd2\u306b\u9069\u3057\u3066\u3044\u308b<\/a><\/td><\/tr><tr><td><a href=\"https:\/\/ai-stack.ai\/ja\/what-is-hpc\">\u30af\u30e9\u30a6\u30c9HPC\u5927\u898f\u6a21\u63a8\u8ad6<\/a><\/td><td>GPU\u3001TPU\u3001LPU<\/td><td>\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u304c\u5fc5\u8981&nbsp;<\/td><\/tr><tr><td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5bfe\u8a71(\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578bAI)<\/td><td>LPU + GPU<\/td><td>\u8d85\u4f4e\u9045\u5ef6\u306e\u30c6\u30ad\u30b9\u30c8\u751f\u6210&nbsp;<\/td><\/tr><tr><td>\u30b9\u30de\u30db\u30fbIoT\u306e\u30c7\u30d0\u30a4\u30b9\u4e0aAI&nbsp;<\/td><td>NPU<\/td><td>\u4f4e\u6d88\u8cbb\u96fb\u529b\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u57fa\u76e4<\/td><td>DPU<\/td><td>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30fb\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u696d\u52d9\u306e\u30aa\u30d5\u30ed\u30fc\u30c9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u969b\u306e\u4f01\u696dAI\u30b7\u30b9\u30c6\u30e0\u306e\u307b\u307c\u3059\u3079\u3066\u306f<strong>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u69cb\u6210<\/strong>\u3060\u3002\u5178\u578b\u7684\u306aAI\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001CPU\u304cAPI\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51e6\u7406\u3057\u3001GPU\u304c\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306eprefill\u3092\u5b9f\u884c\u3057\u3001LPU\u304cdecode\u3092\u62c5\u5f53\u3057\u3001DPU\u304c\u30cd\u30c3\u30c8\u30ef\u30fc\u30afI\/O\u3092\u51e6\u7406\u3057\u3001NPU\u304c\u30e6\u30fc\u30b6\u30fc\u7aef\u672b\u3067\u8efd\u91cf\u63a8\u8ad6\u3092\u5b9f\u884c\u3059\u308b\u3002\u8907\u6570\u306ePU\u304c\u9023\u643a\u3057\u3066\u521d\u3081\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u304c\u52d5\u304f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4f01\u696d\u306e\u672c\u5f53\u306e\u8ab2\u984c\u306f\u300c\u3069\u306ePU\u3092\u8cb7\u3046\u304b\u300d\u3067\u306f\u306a\u304f\u300c\u3069\u3046\u7ba1\u7406\u3059\u308b\u304b\u300d<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u304b\u3064\u3066\u4f01\u696d\u304cAI\u30a4\u30f3\u30d5\u30e9\u3092\u8a08\u753b\u3059\u308b\u969b\u306e\u554f\u3044\u306f\u3001 \u300c<strong>GPU\u3092\u4f55\u679a\u8cb7\u3046\u304b<\/strong>\u300d\u3067\u3042\u3063\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e74\u306e\u73fe\u5834\u306f\u3088\u308a\u8907\u96d1\u3060\u3002\u4e2d\u5805\u4f01\u696d\u3067\u3082\u3001\u4ee5\u4e0b\u3092\u540c\u6642\u306b\u6301\u3064\u30b1\u30fc\u30b9\u304c\u73cd\u3057\u304f\u306a\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u7fd2\u7528\u306eNVIDIA H100 \/ Blackwell GPU<\/li>\n\n\n\n<li>\u63a8\u8ad6\u7528\u306eAMD MI300\u30b7\u30ea\u30fc\u30baGPU\u307e\u305f\u306fGroq LPU<\/li>\n\n\n\n<li>\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u306b\u642d\u8f09\u3055\u308c\u305f\u5404\u793e\u306eNPU<\/li>\n\n\n\n<li>GPU + DPU\u7d71\u5408\u578b\u30b5\u30fc\u30d0\u30fc\u30af\u30e9\u30b9\u30bf\u30fc<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3082\u30d9\u30f3\u30c0\u30fc\u3082\u4e16\u4ee3\u3082\u7570\u306a\u308b\u3053\u308c\u3089\u3092\u3001\u3069\u3046\u7d71\u4e00\u7ba1\u7406\u3057\u3001\u3069\u3046\u52b9\u7387\u7684\u306b\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3057\u3001\u7a3c\u50cd\u7387\u3092\u6700\u5927\u5316\u3059\u308b\u304b\u3002\u3053\u308c\u304c2026\u5e74\u306e\u4f01\u696dAI\u30a4\u30f3\u30d5\u30e9\u306b\u304a\u3051\u308b\u6700\u91cd\u8981\u8ab2\u984c\u3067\u3042\u308b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Gartner\u306f2026\u5e74\u306e\u91cd\u70b9\u6226\u7565\u30c6\u30fc\u30de\u306e\u4e00\u3064\u3068\u3057\u3066\u300c\u8a08\u7b97\u5354\u8abf\u80fd\u529b\uff08Compute Orchestration Capability\uff09\u300d\u3092\u6319\u3052\u3066\u3044\u308b\u3002\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u63c3\u3048\u308b\u3060\u3051\u3067\u306a\u304f\u3001<a href=\"https:\/\/ai-stack.ai\/ja\/what-is-mlops\">MLOps\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/a>\u3068\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u521d\u3081\u3066\u3001\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\uff08\u7570\u7a2e\u6df7\u5728\uff09\u306a\u8a08\u7b97\u74b0\u5883\u3092\u4f7f\u3044\u5207\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/ai-stack.ai\/ja\/ai-stack-solutions\">INFINITIX\u306eAI-Stack\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/a>\u306f\u3001\u307e\u3055\u306b\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002<a href=\"https:\/\/ai-stack.ai\/ja\/kubeflow-ixgpu-gpu-partitioning\">GPU\u5206\u5272\u6280\u8853<\/a>\u3001GPU\u96c6\u7d04\u6280\u8853\u3001\u30af\u30ed\u30b9\u30ce\u30fc\u30c9\u6f14\u7b97\u3001\u305d\u3057\u3066\u72ec\u81ea\u306e<strong>CTAs(Core Type Aware Scheduler)<\/strong>\u6280\u8853\u306b\u3088\u308a\u3001NVIDIA\u30fbAMD\u306eGPU\u3084NPU\u3092\u5358\u4e00\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u7d71\u5408\u7ba1\u7406\u3059\u308b\u3002\u4f01\u696d\u3067\u3088\u304f\u898b\u3089\u308c\u308b\u300cGPU\u7a3c\u50cd\u738730%\u300d\u3092\u3001<strong>90%\u4ee5\u4e0a<\/strong>\u306b\u307e\u3067\u5f15\u304d\u4e0a\u3052\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PU\u306e\u7a2e\u985e\u304c\u5897\u3048\u308c\u3070\u5897\u3048\u308b\u307b\u3069\u3001<strong>\u7570\u7a2e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406<\/strong>\u306e\u4fa1\u5024\u3082\u9ad8\u307e\u308b\u30022026\u5e74\u306ePU\u591a\u69d8\u5316\u306f\u3001\u9006\u8aac\u7684\u306b\u3001AI\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u30c4\u30fc\u30eb\u306b\u3068\u3063\u3066\u6700\u5927\u306e\u30d3\u30b8\u30cd\u30b9\u6a5f\u4f1a\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u307e\u3068\u3081\uff1a\u554f\u3044\u3092\u5909\u3048\u308b\u6642\u4ee3\u304c\u6765\u305f<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e74\u306eAI\u30d7\u30ed\u30bb\u30c3\u30b5\u5e02\u5834\u306f\u3001\u300cGPU\u4e00\u5f37\u300d\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u6642\u4ee3\u306b\u5225\u308c\u3092\u544a\u3052\u305f\u3002GPU\u30fbTPU\u30fbNPU\u30fbLPU\u30fbDPU\u3001\u305d\u308c\u305e\u308c\u306b\u5f97\u610f\u306a\u821e\u53f0\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u306eIT\u610f\u601d\u6c7a\u5b9a\u8005\u304c\u4eca\u554f\u3046\u3079\u304d\u306f\u3001\u300cNVIDIA\u304bAMD\u304b\u300d\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u793e\u306eAI\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306f\u5b66\u7fd2\u304c\u591a\u3044\u304b\u3001\u63a8\u8ad6\u304c\u591a\u3044\u304b<\/li>\n\n\n\n<li>\u63a8\u8ad6\u306f\u4f4e\u9045\u5ef6\u91cd\u8996\uff08LPU\u5411\u304d\uff09\u304b\u3001\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u91cd\u8996\uff08GPU\u30fbTPU\u5411\u304d\uff09\u304b<\/li>\n\n\n\n<li>\u30a8\u30c3\u30b8AI\u306e\u8981\u4ef6\u306f\u3042\u308b\u304b\uff08NPU\u304c\u5fc5\u8981\u304b\uff09<\/li>\n\n\n\n<li>\u7570\u306a\u308bPU\u3092\u3069\u3046\u7d71\u4e00\u7ba1\u7406\u3057\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u7121\u99c4\u3092\u306a\u304f\u3059\u304b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9069\u5207\u306aPU\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u9078\u3079\u3070\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u96fb\u529b\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u3002\u3055\u3089\u7570\u7a2e\u8a08\u7b97\u7ba1\u7406\u3092\u3046\u307e\u304f\u884c\u3048\u3070\u3001\u540c\u3058\u30ea\u30bd\u30fc\u30b9\u304b\u30892\u500d\u4ee5\u4e0a\u306e\u4fa1\u5024\u3092\u5f15\u304d\u51fa\u305b\u308b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u7af6\u4e89\u306f2026\u5e74\u3001\u300c<strong>\u7570\u7a2e\u8a08\u7b97\u6642\u4ee3<\/strong>\u300d\u3078\u3068\u6b63\u5f0f\u306b\u7a81\u5165\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u3088\u304f\u3042\u308b\u8cea\u554f(FAQ)<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q1\uff1aGPU\u3068TPU\u3001\u3069\u3061\u3089\u304c\u512a\u308c\u3066\u3044\u308b\u306e\u304b\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u6982\u306b\u306f\u6bd4\u8f03\u3067\u304d\u306a\u3044\u3002GPU\u306f\u6c4e\u7528\u6027\u304c\u9ad8\u304f\u3001\u5b66\u7fd2\u30fb\u63a8\u8ad6\u3069\u3061\u3089\u306b\u3082\u4f7f\u3048\u308b\u3002TPU\u306fGoogle Cloud\u4e0a\u3067\u306e\u5927\u898f\u6a21\u5b66\u7fd2\u306b\u304a\u3044\u3066\u96fb\u529b\u52b9\u7387\u304c\u6700\u9ad8\u3060\u304c\u3001Google Cloud\u3067\u3057\u304b\u4f7f\u3048\u306a\u3044\u3002Google\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u6df1\u304f\u30b3\u30df\u30c3\u30c8\u3059\u308b\u306a\u3089TPU\u3001\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3084\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u91cd\u8996\u306a\u3089GPU\u304c\u4e3b\u6d41\u306e\u9078\u629e\u80a2\u3060\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95a2\u9023\u8a18\u4e8b:<a href=\"https:\/\/ai-stack.ai\/ja\/asic-vs-gpu\">ASIC vs GPU \u306e\u9055\u3044<\/a>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q2\uff1aNPU\u3068GPU\u306e\u9055\u3044\u306f\u4f55\u304b\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPU\u306f\u300c<strong>\u6c4e\u7528\u4e26\u5217\u8a08\u7b97\u30c1\u30c3\u30d7\u304c\u3001AI\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u308b<\/strong>\u300d\u5b58\u5728\u3060\u3002NPU\u306f\u300c<strong>AI\u63a8\u8ad6\u5c02\u7528\u30c1\u30c3\u30d7<\/strong>\u300d\u3067\u3042\u308b\u3002NPU\u306fGPU\u3088\u308a40\u301c60\u500d\u306e\u96fb\u529b\u52b9\u7387\u3092\u6301\u3064\u304c\u3001\u63a8\u8ad6\u306b\u7279\u5316\u3057\u3066\u304a\u308a\u5b66\u7fd2\u306b\u306f\u4e0d\u5411\u304d\u3067\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u74b0\u5883\u3082\u5206\u65ad\u3055\u308c\u3066\u3044\u308b\u3002\u30b9\u30de\u30db\u30fbIoT\u30fb\u30a8\u30c3\u30b8\u306b\u306fNPU\u3001\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306e\u5b66\u7fd2\u306b\u306fGPU\u304c\u57fa\u672c\u3060\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q3\uff1aLPU\u3068\u306f\u4f55\u304b\u3002GPU\u3068\u3069\u3046\u9055\u3046\u306e\u304b\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LPU\uff08Language Processing Unit\uff09\u306fGroq\u304c\u63d0\u5531\u3057\u305f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u5c02\u7528\u30d7\u30ed\u30bb\u30c3\u30b5\u3060\u3002\u30c1\u30c3\u30d7\u4e0a\u306b\u5927\u5bb9\u91cfSRAM\u3092\u7d71\u5408\uff08\u5e2f\u57df\u5e45150 TB\/s\u3001GPU\u306e7\u500d\uff09\u3057\u3001\u5b9f\u884c\u30d1\u30b9\u3092\u30b3\u30f3\u30d1\u30a4\u30e9\u3067\u4e8b\u524d\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u4f4e\u304f\u4e88\u6e2c\u3057\u3084\u3059\u3044\u9045\u5ef6\u3092\u5b9f\u73fe\u3059\u308b\u3002NVIDIA\u306f2025\u5e74\u672b\u306b200\u5104\u30c9\u30eb\u3067Groq\u6280\u8853\u3092\u30e9\u30a4\u30bb\u30f3\u30b9\u53d6\u5f97\u3057\u30012026\u5e74\u306bGroq 3 LPU\u3092Rubin GPU\u306e\u63a8\u8ad6\u30b3\u30d7\u30ed\u30bb\u30c3\u30b5\u3068\u3057\u3066\u767a\u8868\u3057\u305f\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q4\uff1aDPU\u306f\u4f55\u306e\u305f\u3081\u306b\u4f7f\u3046\u306e\u304b\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DPU\uff08Data Processing Unit\uff09\u306f\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30fb\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7ba1\u7406\u3092CPU\u304b\u3089\u5f15\u304d\u53d7\u3051\u3001CPU\u3068GPU\u30fbTPU\u304c\u8a08\u7b97\u51e6\u7406\u306b\u5c02\u5ff5\u3067\u304d\u308b\u74b0\u5883\u3092\u4f5c\u308b\u3002\u5927\u898f\u6a21AI\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u3092\u52b9\u7387\u3088\u304f\u52d5\u304b\u3059\u305f\u3081\u306e\u3001\u7e01\u306e\u4e0b\u306e\u529b\u6301\u3061\u3067\u3042\u308b\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q5\uff1a\u4f01\u696d\u304cAI\u3092\u5c0e\u5165\u3059\u308b\u969b\u3001\u3069\u3046PU\u3092\u9078\u3079\u3070\u3088\u3044\u306e\u304b\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u81ea\u793e\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u6574\u7406\u3059\u308b\u3053\u3068\u3060\u3002\u5b66\u7fd2\u304c\u591a\u3044\u306a\u3089GPU\u30fbTPU\u3001\u63a8\u8ad6\u4e2d\u5fc3\u306a\u3089\u9045\u5ef6\u8981\u4ef6\u306b\u5fdc\u3058\u3066GPU\u304bLPU\u3001\u30a8\u30c3\u30b8AI\u304c\u5fc5\u8981\u306a\u3089NPU\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306a\u3089DPU\u306b\u3088\u308bCPU\u30aa\u30d5\u30ed\u30fc\u30c9\u304c\u57fa\u672c\u65b9\u91dd\u3068\u306a\u308b\u3002\u3088\u308a\u91cd\u8981\u306a\u306e\u306f\u3001\u8907\u6570PU\u304c\u6df7\u5728\u3059\u308b\u74b0\u5883\u306b\u306f\u7d71\u4e00\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u4e0d\u53ef\u6b20\u3068\u3044\u3046\u70b9\u3060\u3002<a href=\"https:\/\/ai-stack.ai\/ja\/ai-stack-solutions\">INFINITIX AI-Stack<\/a>\u306e\u3088\u3046\u306a\u7570\u7a2e\u8a08\u7b97\u7ba1\u30ea\u30bd\u30fc\u30b9\u7406\u30c4\u30fc\u30eb\u304c\u3001\u3053\u306e\u8ab2\u984c\u3078\u306e\u5b9f\u8df5\u7684\u306a\u89e3\u7b54\u3067\u3042\u308b\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q6\uff1a2026\u5e74\u306eAI\u30d7\u30ed\u30bb\u30c3\u30b5\u5e02\u5834\u306e\u6700\u5927\u306e\u5909\u5316\u306f\u4f55\u304b\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8c\u70b9\u3042\u308b\u3002\u7b2c\u4e00\u306b\u3001<strong>\u63a8\u8ad6\u5e02\u5834\u304c\u5b66\u7fd2\u3092\u8d85\u3048\u5e02\u5834\u306e\u4e2d\u5fc3\u3068\u306a\u308a<\/strong>\u3001LPU\u306e\u3088\u3046\u306a\u5c02\u7528\u30c1\u30c3\u30d7\u304c\u751f\u307e\u308c\u305f\u3053\u3068\u3002\u7b2c\u4e8c\u306b\u3001<strong>\u7570\u7a2e\u8a08\u7b97\u304c\u4e3b\u6d41\u3068\u306a\u308a<\/strong>\u3001\u5358\u4e00\u30d7\u30ed\u30bb\u30c3\u30b5\u3067\u3059\u3079\u3066\u306eAI\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u30ab\u30d0\u30fc\u3059\u308b\u3053\u3068\u304c\u73fe\u5b9f\u7684\u3067\u306a\u304f\u306a\u3063\u305f\u3053\u3068\u3060\u3002\u4f01\u696d\u306f\u4eca\u5f8c\u3001\u8907\u6570PU\u306e\u6df7\u5728\u904b\u7528\u3068\u7d71\u4e00\u7ba1\u7406\u3092\u524d\u63d0\u306b\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u3092\u9032\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>2026\u5e74\u3001AI\u30d7\u30ed\u30bb\u30c3\u30b5\u304c\u5927\u7206\u767a!GPU\u3001NPU\u3001TPU\u3001LPU\u3001DPU\u306e\u5f79\u5272\u306f?5\u5927PU\u30d5\u30a1\u30df\u30ea\u30fc\u306e\u5f79\u5272\u3001\u9055\u3044\u3001\u9078\u629e\u57fa\u6e96\u3001\u305d\u3057\u3066\u4f01\u696d\u304c\u306a\u305c\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\u8a08\u7b97\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u5fc5\u8981\u3068\u3059\u308b\u304b\u3092\u4e00\u6c17\u306b\u89e3\u8aac\u3002<\/p>\n","protected":false},"author":253372376,"featured_media":13225,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[96987673,96988273,96987620],"tags":[96988088,96988660,96988659,96988658],"class_list":["post-13224","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-news","category-uncategorized","category-featured-articles","tag-gpu-2-ja","tag-lpu","tag-npu","tag-tpu"],"blocksy_meta":[],"acf":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/05\/%E6%A8%A1%E5%9E%8BA-59-7eabeeac.jpg?fit=1920%2C1080&quality=100&ct=202603031250&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/ph344V-3ri","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts\/13224","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/users\/253372376"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/comments?post=13224"}],"version-history":[{"count":1,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts\/13224\/revisions"}],"predecessor-version":[{"id":13229,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts\/13224\/revisions\/13229"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/media\/13225"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/media?parent=13224"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/categories?post=13224"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/tags?post=13224"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}