{"id":1378,"date":"2026-03-18T14:22:07","date_gmt":"2026-03-18T05:22:07","guid":{"rendered":"https:\/\/openclaw.helloai.jp\/?p=1378"},"modified":"2026-03-18T15:06:29","modified_gmt":"2026-03-18T06:06:29","slug":"%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%ef%bc%88llm%ef%bc%89%e3%81%ae%e3%82%a2%e3%83%bc%e3%82%ad%e3%83%86%e3%82%af%e3%83%81%e3%83%a3%e3%81%a8%e6%9c%80%e9%81%a9","status":"publish","type":"post","link":"https:\/\/openclaw.helloai.jp\/?p=1378","title":{"rendered":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u6700\u9069\u5316\u6280\u8853"},"content":{"rendered":"

\u306f\u3058\u3081\u306b<\/h2>\n

\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u8fd1\u5e74\u3001\u4eba\u5de5\u77e5\u80fd\u5206\u91ce\u3067\u6700\u3082\u6025\u901f\u306b\u767a\u5c55\u3057\u3066\u3044\u308b\u6280\u8853\u306e\u4e00\u3064\u3067\u3059\u3002GPT\u3001Claude\u3001Gemini\u306a\u3069\u306e\u30e2\u30c7\u30eb\u304c\u767b\u5834\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u53ef\u80fd\u6027\u304c\u5287\u7684\u306b\u5e83\u304c\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001LLM\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u6700\u9069\u5316\u6280\u8853\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n

\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u57fa\u790e<\/h2>\n

\u307b\u3068\u3093\u3069\u306e\u6700\u65b0LLM\u306fGoogle\u304c2017\u5e74\u306b\u63d0\u6848\u3057\u305f\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\uff08Transformer\uff09\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u6838\u5fc3\u306f\u300c\u81ea\u5df1\u6ce8\u610f\uff08Self-Attention\uff09\u300d\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002\u81ea\u5df1\u6ce8\u610f\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u8a00\u8a9e\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u52b9\u7387\u7684\u306b\u5b66\u7fd2\u3057\u3001\u5e83\u7bc4\u56f2\u306a\u4f9d\u5b58\u95a2\u4fc2\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u4e3b\u306a\u7279\u5fb4\u306f\u3001\u4e26\u5217\u51e6\u7406\u80fd\u529b\u306b\u3042\u308a\u307e\u3059\u3002\u5f93\u6765\u306eRNN\uff08\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3067\u306f\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u9806\u756a\u306b\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u5165\u529b\u5168\u4f53\u3092\u540c\u6642\u306b\u51e6\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u8a08\u7b97\u52b9\u7387\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n

\u30de\u30eb\u30c1\u30d8\u30c3\u30c9\u6ce8\u610f\u6a5f\u69cb<\/h2>\n

\u30de\u30eb\u30c1\u30d8\u30c3\u30c9\u6ce8\u610f\uff08Multi-Head Attention\uff09\u306f\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u91cd\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u4e00\u3064\u3067\u3059\u3002\u5358\u4e00\u306e\u6ce8\u610f\u6a5f\u69cb\u3067\u306f\u306a\u304f\u3001\u8907\u6570\u306e\u6ce8\u610f\u30d8\u30c3\u30c9\u3092\u4e26\u5217\u3067\u5b9f\u884c\u3057\u3001\u5404\u30d8\u30c3\u30c9\u304c\u7570\u306a\u308b\u30bf\u30a4\u30d7\u306e\u95a2\u4fc2\u3092\u6349\u3048\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u3042\u308b\u30d8\u30c3\u30c9\u306f\u4e3b\u8a9e\u3068\u52d5\u8a5e\u306e\u95a2\u4fc2\u306b\u96c6\u4e2d\u3057\u3001\u5225\u306e\u30d8\u30c3\u30c9\u306f\u6587\u8108\u3068\u611f\u60c5\u306e\u95a2\u4fc2\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3088\u308a\u3001LLM\u306f\u8907\u96d1\u306a\u8a00\u8a9e\u73fe\u8c61\u3092\u3088\u308a\u8c4a\u304b\u306b\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u3088\u308a\u81ea\u7136\u7684\u306a\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u306e\u6700\u9069\u5316<\/h2>\n

\u5de8\u5927\u306aLLM\u306f\u6570\u5341\u5104\u304b\u3089\u6570\u5343\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u3053\u3068\u304c\u3042\u308a\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u975e\u5e38\u306b\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u3044\u304f\u3064\u304b\u306e\u6700\u9069\u5316\u6280\u8853\u304c\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059\uff1a<\/p>\n

LoRA\uff08Low-Rank Adaptation\uff09<\/strong>\uff1a\u5c11\u6570\u306e\u8ffd\u52a0\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u307f\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u30e1\u30a4\u30f3\u30e2\u30c7\u30eb\u3092\u51cd\u7d50\u3057\u305f\u307e\u307e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n

\u91cf\u5b50\u5316\uff08Quantization\uff09<\/strong>\uff1a\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u309232\u30d3\u30c3\u30c8\u6d6e\u52d5\u5c0f\u6570\u70b9\u304b\u308916\u30d3\u30c3\u30c8\u30018\u30d3\u30c3\u30c8\u3001\u3042\u308b\u3044\u306f4\u30d3\u30c3\u30c8\u6574\u6570\u306b\u5909\u63db\u3057\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3068\u8a08\u7b97\u6642\u9593\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/p>\n

\u84b8\u7559\uff08Distillation\uff09<\/strong>\uff1a\u5de8\u5927\u306a\u6559\u5e2b\u30e2\u30c7\u30eb\u304b\u3089\u5c0f\u3055\u306a\u5b66\u751f\u30e2\u30c7\u30eb\u3078\u306e\u77e5\u8b58\u8ee2\u9001\u3092\u884c\u3044\u3001\u985e\u4f3c\u306e\u6027\u80fd\u3092\u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n

\u63a8\u8ad6\u306e\u9ad8\u901f\u5316<\/h2>\n

\u904b\u7528\u74b0\u5883\u3067\u306eLLM\u4f7f\u7528\u3067\u306f\u3001\u63a8\u8ad6\u901f\u5ea6\u304c\u91cd\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u6280\u8853\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\uff1a<\/p>\n

KV-Caching<\/strong>\uff1a\u904e\u53bb\u306e\u8a08\u7b97\u7d50\u679c\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3066\u3001\u7e70\u308a\u8fd4\u3057\u306e\u8a08\u7b97\u3092\u56de\u907f\u3057\u307e\u3059\u3002<\/p>\n

Continuous Batching<\/strong>\uff1a\u8907\u6570\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u52d5\u7684\u306b\u30d0\u30c3\u30c1\u51e6\u7406\u3057\u3001GPU\u306e\u5229\u7528\u7387\u3092\u6700\u5927\u5316\u3057\u307e\u3059\u3002<\/p>\n

Speculative Decoding<\/strong>\uff1a\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u3092\u5148\u306b\u4f7f\u7528\u3057\u3001\u5927\u304d\u306a\u30e2\u30c7\u30eb\u306b\u3088\u308b\u691c\u8a3c\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u63a8\u8ad6\u3092\u9ad8\u901f\u5316\u3057\u307e\u3059\u3002<\/p>\n

\u7d50\u8ad6<\/h2>\n

LLM\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u6700\u9069\u5316\u6280\u8853\u306f\u6025\u901f\u306b\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u9769\u65b0\u304b\u3089\u59cb\u307e\u308a\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u306e\u6700\u9069\u5316\u3001\u63a8\u8ad6\u306e\u9ad8\u901f\u5316\u307e\u3067\u3001\u3053\u308c\u3089\u306e\u9032\u6b69\u306b\u3088\u308aAI\u306f\u3088\u308a\u5b9f\u7528\u7684\u3067\u5e83\u304f\u5229\u7528\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u5c06\u6765\u7684\u306b\u306f\u3001\u3055\u3089\u306b\u30a8\u30b3\u30ce\u30df\u30ab\u30eb\u3067\u9ad8\u6027\u80fd\u306aLLM\u304c\u767b\u5834\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3078\u306e\u7d71\u5408\u304c\u9032\u3080\u3067\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u306f\u3058\u3081\u306b \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u8fd1<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[128],"tags":[158,157,156],"class_list":["post-1378","post","type-post","status-publish","format-standard","hentry","category-ai","tag-ai","tag-japanese-post-2","tag-llm"],"_links":{"self":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts\/1378","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1378"}],"version-history":[{"count":1,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts\/1378\/revisions"}],"predecessor-version":[{"id":1383,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=\/wp\/v2\/posts\/1378\/revisions\/1383"}],"wp:attachment":[{"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1378"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1378"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/openclaw.helloai.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1378"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}