{"id":9855,"date":"2026-10-14T10:42:36","date_gmt":"2026-10-14T04:42:36","guid":{"rendered":"https:\/\/shadhinlab.com\/?p=9855"},"modified":"2026-10-14T10:42:36","modified_gmt":"2026-10-14T04:42:36","slug":"ai-infrastructure-for-llms","status":"publish","type":"post","link":"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/","title":{"rendered":"LLM\u5411\u3051AI\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\uff1a\u69cb\u6210\u8981\u7d20\u3001\u30b3\u30b9\u30c8\u3001\u5c0e\u5165"},"content":{"rendered":"<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3001\u672c\u756a\u74b0\u5883\u3067\u5b89\u5b9a\u3057\u3066\u52d5\u4f5c\u3059\u308b\u305f\u3081\u306b\u3001\u5358\u306b\u9ad8\u6027\u80fd\u306aGPU\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002LLM\u306f\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30e2\u30c7\u30eb\u63d0\u4f9b\u3001\u30c7\u30fc\u30bf\u691c\u7d22\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u76e3\u8996\u6a5f\u80fd\u306a\u3069\u3092\u542b\u3080\u3001\u76f8\u4e92\u306b\u63a5\u7d9a\u3055\u308c\u305f\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30b9\u30bf\u30c3\u30af\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u9069\u5207\u306a\u69cb\u6210\u306f\u3001\u4f55\u3092\u69cb\u7bc9\u3059\u308b\u304b\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u30db\u30b9\u30c8\u578b\u30e2\u30c7\u30ebAPI\u3092\u5229\u7528\u3059\u308b\u793e\u5185\u5411\u3051\u30ca\u30ec\u30c3\u30b8\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306f\u3001\u6570\u5343\u4eba\u306e\u540c\u6642\u30e6\u30fc\u30b6\u30fc\u306b\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u9867\u5ba2\u5411\u3051\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u3001\u5fc5\u8981\u3068\u306a\u308b\u30a4\u30f3\u30d5\u30e9\u8981\u4ef6\u304c\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u6280\u8853\u8cac\u4efb\u8005\u306b\u3068\u3063\u3066\u306e\u8ab2\u984c\u306f\u3001\u4e0d\u8981\u306a\u30b3\u30b9\u30c8\u3084\u904b\u7528\u306e\u8907\u96d1\u5316\u3092\u62db\u304f\u3053\u3068\u306a\u304f\u3001\u6027\u80fd\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u4fe1\u983c\u6027\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3059\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u30ac\u30a4\u30c9\u3067\u306f\u3001LLM\u5411\u3051AI\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u4e3b\u8981\u306a\u69cb\u6210\u8981\u7d20\u3092\u89e3\u8aac\u3057\u3001\u5c0e\u5165\u30e2\u30c7\u30eb\u3092\u6bd4\u8f03\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u30fb\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u5b9f\u8df5\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_87_1 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 ez-toc-toggle\" style=\"cursor:pointer\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><\/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:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/#Key_Takeaways\" >\u4e3b\u306a\u30dd\u30a4\u30f3\u30c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/#What_Is_AI_Infrastructure_for_LLMs\" >LLM\u5411\u3051AI\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u306f\u4f55\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/#Core_Components_of_AI_Infrastructure_for_LLMs\" >LLM\u5411\u3051AI\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u4e3b\u8981\u306a\u69cb\u6210\u8981\u7d20<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/#Choosing_the_Right_LLM_Infrastructure_Deployment_Model\" >\u9069\u5207\u306aLLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u5c0e\u5165\u30e2\u30c7\u30eb\u306e\u9078\u629e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/#How_to_Choose_Infrastructure_for_Your_LLM_Workload\" >LLM\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u9069\u3057\u305f\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u9078\u3073\u65b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/#How_to_Optimize_LLM_Infrastructure_Costs_and_Performance\" >LLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u30b3\u30b9\u30c8\u3068\u6027\u80fd\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/#Common_LLM_Infrastructure_Mistakes\" >\u3088\u304f\u3042\u308bLLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u5931\u6557\u4f8b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/#A_Practical_Roadmap_for_Building_Production_LLM_Infrastructure\" >\u672c\u756aLLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u5b9f\u8df5\u7684\u30ed\u30fc\u30c9\u30de\u30c3\u30d7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/#Frequently_Asked_Questions\" >\u3088\u304f\u3042\u308b\u8cea\u554f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/#Conclusion\" >\u7d50\u8ad6<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Key_Takeaways\"><\/span>\u4e3b\u306a\u30dd\u30a4\u30f3\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><strong>LLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306f\u5b8c\u5168\u306a\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<\/strong> \u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u63a8\u8ad6\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u76e3\u8996\u6a5f\u80fd\u304c\u9023\u643a\u3057\u3066\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u5b66\u7fd2\uff08Training\uff09\u3068\u63a8\u8ad6\uff08Inference\uff09\u3067\u306f\u5fc5\u8981\u306a\u8981\u4ef6\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/strong> \u5b66\u7fd2\u306f\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u7fd2\u5f97\u3084\u8abf\u6574\u306b\u91cd\u70b9\u3092\u7f6e\u304d\u3001\u63a8\u8ad6\u306f\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8981\u6c42\u3092\u51e6\u7406\u3057\u3066\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002<\/li>\n<li><strong>\u3059\u3079\u3066\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304cGPU\u3092\u5fc5\u8981\u3068\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30db\u30b9\u30c8\u578bLLM API\u3092\u5229\u7528\u3059\u308b\u4f01\u696d\u306f\u3001<\/strong> \u591a\u304f\u306e\u5834\u5408\u3001\u30e2\u30c7\u30eb\u63d0\u4f9b\u7528\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u7ba1\u7406\u305b\u305a\u306b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30c7\u30d7\u30ed\u30a4\u65b9\u6cd5\u306e\u9078\u629e\u306b\u306f\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u3042\u308a\u307e\u3059\u3002<\/strong> \u30db\u30b9\u30c8\u578bAPI\u306f\u904b\u7528\u3092\u7c21\u5358\u306b\u3057\u307e\u3059\u304c\u3001\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u306f\u3088\u308a\u5927\u304d\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u8ca0\u62c5\u3068\u5f15\u304d\u63db\u3048\u306b\u3001\u3088\u308a\u9ad8\u3044\u5236\u5fa1\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u7279\u6027\u304c\u5fc5\u8981\u306a\u30a4\u30f3\u30d5\u30e9\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/strong> \u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3001\u540c\u6642\u5229\u7528\u8005\u6570\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u76ee\u6a19\u3001\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u7387\u306a\u3069\u304c\u30ad\u30e3\u30d1\u30b7\u30c6\u30a3\u8a08\u753b\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u307e\u305a\u306f\u30b7\u30f3\u30d7\u30eb\u306a\u69cb\u6210\u304b\u3089\u59cb\u3081\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u6700\u9069\u5316\u3057\u307e\u3059\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u691c\u8a3c\u3057\u3001<\/strong> \u5b9f\u969b\u306e\u6027\u80fd\u3092\u6e2c\u5b9a\u3057\u305f\u4e0a\u3067\u3001\u5fc5\u8981\u306a\u5834\u5408\u306e\u307f\u3001\u3088\u308a\u8907\u96d1\u306a\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u5c0e\u5165\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"What_Is_AI_Infrastructure_for_LLMs\"><\/span>LLM\u5411\u3051AI\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u306f\u4f55\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>LLM\u5411\u3051AI\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3001\u5c0e\u5165\u3001\u63d0\u4f9b\u3001\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u30c7\u30fc\u30bf\u30b7\u30b9\u30c6\u30e0\u3001\u904b\u7528\u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u306f\u3001\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30ea\u30bd\u30fc\u30b9\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u30e2\u30c7\u30eb\u3092\u6709\u52b9\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u5468\u8fba\u30b7\u30b9\u30c6\u30e0\u3082\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8a8d\u8a3c\u3001\u4f01\u696d\u6587\u66f8\u306e\u691c\u7d22\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306e\u5b9f\u65bd\u3001\u54c1\u8cea\u76e3\u8996\u3001\u969c\u5bb3\u5bfe\u5fdc\u306a\u3069\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"size-full wp-image-9893 aligncenter\" src=\"https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/What-Is-AI-Infrastructure-for-LLMs-jp.png\" alt=\"What Is AI Infrastructure for LLMs\" width=\"1448\" height=\"1086\" srcset=\"https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/What-Is-AI-Infrastructure-for-LLMs-jp.png 1448w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/What-Is-AI-Infrastructure-for-LLMs-jp-300x225.png 300w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/What-Is-AI-Infrastructure-for-LLMs-jp-1024x768.png 1024w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/What-Is-AI-Infrastructure-for-LLMs-jp-768x576.png 768w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/What-Is-AI-Infrastructure-for-LLMs-jp-16x12.png 16w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/What-Is-AI-Infrastructure-for-LLMs-jp-1320x990.png 1320w\" sizes=\"(max-width: 1448px) 100vw, 1448px\" \/><\/p>\n<p>LLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306f\u3001\u4e00\u822c\u7684\u306b\u4ee5\u4e0b\u306e4\u3064\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002<\/p>\n<table>\n<tbody>\n<tr>\n<th>\u30a4\u30f3\u30d5\u30e9\u5c64<\/th>\n<th>\u4e3b\u306a\u76ee\u7684<\/th>\n<th>\u4e00\u822c\u7684\u306a\u69cb\u6210\u8981\u7d20<\/th>\n<\/tr>\n<tr>\n<td>\u767a\u9054<\/td>\n<td>\u30e2\u30c7\u30eb\u306e\u5b9f\u9a13\u3084\u6027\u80fd\u8a55\u4fa1\u3092\u884c\u3046<\/td>\n<td>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3001\u30c6\u30b9\u30c8\u74b0\u5883\u3001\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/td>\n<\/tr>\n<tr>\n<td>\u30a4\u30f3\u30d5\u30e9\u5c64\t\u4e3b\u306a\u76ee\u7684\t\u4e00\u822c\u7684\u306a\u69cb\u6210\u8981\u7d20\n\u958b\u767a\uff08Development\uff09<\/td>\n<td>\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u307e\u305f\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046<\/td>\n<td>GPU\u3001\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u8ad6\uff08Inference\uff09<\/td>\n<td>\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3057\u3001\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/td>\n<td>\u30e2\u30c7\u30eb\u63d0\u4f9b\u30a8\u30f3\u30b8\u30f3\u3001AI\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30fc\u3001API<\/td>\n<\/tr>\n<tr>\n<td>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\uff08Application\uff09<\/td>\n<td>\u30e2\u30c7\u30eb\u3092\u30d3\u30b8\u30cd\u30b9\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u63a5\u7d9a\u3059\u308b<\/td>\n<td>API\u3001\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u3001\u8a8d\u8a3c\u3001\u76e3\u8996<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u308c\u3089\u306e\u5c64\u306f\u4e00\u90e8\u91cd\u8907\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u5f79\u5272\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u30e2\u30c7\u30eb\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u4f01\u696d\u306f\u5c02\u7528\u306e\u5b66\u7fd2\u30ea\u30bd\u30fc\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u5546\u7528API\u3092\u5229\u7528\u3057\u3066AI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u4f01\u696d\u3067\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a4\u30f3\u30d5\u30e9\u3068\u30e2\u30c7\u30eb\u63d0\u4f9b\u8005\u3078\u306e\u5b89\u5b9a\u3057\u305f\u63a5\u7d9a\u3060\u3051\u3067\u5341\u5206\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>LLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30b9\u30bf\u30c3\u30af\u306e\u4ed5\u7d44\u307f<\/h3>\n<p>\u4f01\u696d\u306e\u5185\u90e8\u6587\u66f8\u3092\u5229\u7528\u3057\u3066\u8cea\u554f\u306b\u56de\u7b54\u3059\u308bAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u305d\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u51e6\u7406\u306e\u6d41\u308c\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"size-full wp-image-9895 aligncenter\" src=\"https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-an-LLM-Infrastructure-Stack-Works-jp.png\" alt=\"How an LLM Infrastructure Stack Works\" width=\"1448\" height=\"1086\" srcset=\"https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-an-LLM-Infrastructure-Stack-Works-jp.png 1448w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-an-LLM-Infrastructure-Stack-Works-jp-300x225.png 300w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-an-LLM-Infrastructure-Stack-Works-jp-1024x768.png 1024w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-an-LLM-Infrastructure-Stack-Works-jp-768x576.png 768w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-an-LLM-Infrastructure-Stack-Works-jp-16x12.png 16w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-an-LLM-Infrastructure-Stack-Works-jp-1320x990.png 1320w\" sizes=\"(max-width: 1448px) 100vw, 1448px\" \/><\/p>\n<ul>\n<li><strong>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30ea\u30af\u30a8\u30b9\u30c8\uff1a<\/strong> \u30e6\u30fc\u30b6\u30fc\u304cWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u793e\u5185\u30c4\u30fc\u30eb\u3092\u901a\u3058\u3066\u8cea\u554f\u3092\u9001\u4fe1\u3057\u307e\u3059\u3002<\/li>\n<li><strong>API\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\uff1a<\/strong> \u30b7\u30b9\u30c6\u30e0\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8a8d\u8a3c\u3001\u6a29\u9650\u78ba\u8a8d\u3001\u5165\u529b\u5185\u5bb9\u306e\u691c\u8a3c\u3001\u5229\u7528\u5236\u9650\uff08\u30ec\u30fc\u30c8\u5236\u9650\uff09\u306e\u9069\u7528\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u691c\u7d22\uff1a<\/strong> \u8cea\u554f\u306b\u4f01\u696d\u56fa\u6709\u306e\u77e5\u8b58\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u304c\u8a31\u53ef\u3055\u308c\u305f\u6587\u66f8\u3092\u691c\u7d22\u3057\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u90e8\u5206\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u69cb\u7bc9\uff1a<\/strong> \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3001\u53d6\u5f97\u3057\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3001\u9069\u7528\u3055\u308c\u308b\u6307\u793a\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30e2\u30c7\u30eb\u63a8\u8ad6\uff1a<\/strong> \u30db\u30b9\u30c8\u578bAPI\u307e\u305f\u306f\u81ea\u793e\u904b\u7528\u306e\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u304c\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51e6\u7406\u3057\u3001\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30ec\u30b9\u30dd\u30f3\u30b9\u51e6\u7406\uff1a<\/strong> \u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u56de\u7b54\u5185\u5bb9\u3092\u691c\u8a3c\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u3078\u8fd4\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u76e3\u8996\uff1a <\/strong>\u30b7\u30b9\u30c6\u30e0\u306f\u904b\u7528\u6307\u6a19\u3001\u30a8\u30e9\u30fc\u3001\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3001\u5fdc\u7b54\u9045\u5ef6\uff08\u30ec\u30a4\u30c6\u30f3\u30b7\uff09\u3001\u54c1\u8cea\u306b\u95a2\u3059\u308b\u91cd\u8981\u306a\u60c5\u5831\u3092\u8a18\u9332\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u3059\u3079\u3066\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3001\u3053\u308c\u3089\u3059\u3079\u3066\u306e\u69cb\u6210\u8981\u7d20\u3092\u5fc5\u8981\u3068\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5358\u7d14\u306a\u6587\u7ae0\u751f\u6210\u6a5f\u80fd\u3067\u306f\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u304c\u4e0d\u8981\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u4f01\u696d\u5411\u3051AI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u306f\u3001\u3088\u308a\u5f37\u56fa\u306a\u672c\u4eba\u8a8d\u8a3c\u3001\u6587\u66f8\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u7ba1\u7406\u3001\u76e3\u67fb\u53ef\u80fd\u6027\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u91cd\u8981\u306a\u70b9\u306f\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u306f\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u6210\u3059\u308b\u4e00\u90e8\u5206\u306b\u3059\u304e\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<h3>LLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u304c\u5f93\u6765\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u7570\u306a\u308b\u7406\u7531<\/h3>\n<p>\u5f93\u6765\u306eWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u542b\u307e\u308c\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u91cf\u304c\u7570\u306a\u308a\u3001\u751f\u6210\u3055\u308c\u308b\u56de\u7b54\u306e\u9577\u3055\u3082\u4e88\u6e2c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u8ffd\u52a0\u306e\u5909\u6570\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u9055\u3044\u306b\u3088\u308a\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8ab2\u984c\u304c\u751f\u3058\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>GPU\u30e1\u30e2\u30ea\uff1a<\/strong> \u30e2\u30c7\u30eb\u306e\u91cd\u307f\uff08Model Weights\uff09\u3084\u5b9f\u884c\u6642\u306e\u72b6\u614b\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u3001\u5927\u5bb9\u91cf\u306eAI\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30e1\u30e2\u30ea\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u5909\u52d5\u3059\u308b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\uff1a<\/strong> \u77ed\u3044\u5206\u985e\u51e6\u7406\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u3001\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u542b\u3080\u4f1a\u8a71\u51e6\u7406\u3068\u306f\u7570\u306a\u308b\u30ea\u30bd\u30fc\u30b9\u91cf\u3092\u6d88\u8cbb\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u751f\u6210\u30ec\u30a4\u30c6\u30f3\u30b7\uff1a<\/strong> \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u6700\u521d\u306e\u30c8\u30fc\u30af\u30f3\u304c\u8868\u793a\u3055\u308c\u308b\u307e\u3067\u306e\u6642\u9593\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u5f8c\u306e\u30c8\u30fc\u30af\u30f3\u751f\u6210\u901f\u5ea6\u3082\u91cd\u8981\u8996\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\uff1a<\/strong> \u30b7\u30b9\u30c6\u30e0\u306f\u3001\u591a\u6570\u306e\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u8a31\u5bb9\u3067\u304d\u306a\u3044\u9045\u5ef6\u3092\u767a\u751f\u3055\u305b\u305a\u306b\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u30e2\u30c7\u30eb\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\uff1a<\/strong> \u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3084\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u306f\u5927\u5bb9\u91cf\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u9069\u5207\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u7ba1\u7406\u3068\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<li><strong>1\u30ea\u30af\u30a8\u30b9\u30c8\u3042\u305f\u308a\u306e\u30b3\u30b9\u30c8\uff1a<\/strong> \u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3001\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u4f7f\u7528\u7387\u3001\u904b\u7528\u30b3\u30b9\u30c8\u306a\u3069\u304c\u5168\u4f53\u306e\u7d4c\u6e08\u6027\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u305d\u306e\u305f\u3081\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u8a08\u753b\u306f\u3001\u6700\u521d\u306b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u8cfc\u5165\u3092\u8003\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\uff08\u5229\u7528\u72b6\u6cc1\u30fb\u51e6\u7406\u8981\u4ef6\uff09\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u308b\u3079\u304d\u3067\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Core_Components_of_AI_Infrastructure_for_LLMs\"><\/span>LLM\u5411\u3051AI\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u4e3b\u8981\u306a\u69cb\u6210\u8981\u7d20<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"size-full wp-image-9897 aligncenter\" src=\"https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Core-Components-of-AI-Infrastructure-for-LLMs-jp.png\" alt=\"Core Components of AI Infrastructure for LLMs\" width=\"1448\" height=\"1086\" srcset=\"https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Core-Components-of-AI-Infrastructure-for-LLMs-jp.png 1448w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Core-Components-of-AI-Infrastructure-for-LLMs-jp-300x225.png 300w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Core-Components-of-AI-Infrastructure-for-LLMs-jp-1024x768.png 1024w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Core-Components-of-AI-Infrastructure-for-LLMs-jp-768x576.png 768w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Core-Components-of-AI-Infrastructure-for-LLMs-jp-16x12.png 16w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Core-Components-of-AI-Infrastructure-for-LLMs-jp-1320x990.png 1320w\" sizes=\"(max-width: 1448px) 100vw, 1448px\" \/><\/p>\n<h3>\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3084\u56de\u7b54\u751f\u6210\u306b\u5fc5\u8981\u306a\u8a08\u7b97\u51e6\u7406\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/h3>\n<p>CPU\u3082\u4f9d\u7136\u3068\u3057\u3066\u91cd\u8981\u3067\u3059\u3002\u30ea\u30af\u30a8\u30b9\u30c8\u51e6\u7406\u3001\u524d\u51e6\u7406\u3001\u51e6\u7406\u306e\u8abf\u6574\uff08\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\uff09\u3001\u30c7\u30fc\u30bf\u79fb\u52d5\u3001\u305d\u306e\u4ed6GPU\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u306e\u306a\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u51e6\u7406\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002<\/p>\n<p>GPU\u306f\u3001\u591a\u6570\u306e\u51e6\u7406\u3092\u4e26\u5217\u5b9f\u884c\u3067\u304d\u308b\u305f\u3081\u3001LLM\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3067\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30e2\u30c7\u30eb\u3068\u306e\u4e92\u63db\u6027\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30b5\u30dd\u30fc\u30c8\u3001\u5229\u7528\u53ef\u80fd\u6027\u3001\u6027\u80fd\u8981\u4ef6\u306b\u3088\u3063\u3066\u306f\u3001\u305d\u306e\u4ed6\u306e\u5c02\u7528AI\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30fc\u3082\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>CPU\u3082\u4f9d\u7136\u3068\u3057\u3066\u91cd\u8981\u3067\u3059\u3002\u30ea\u30af\u30a8\u30b9\u30c8\u51e6\u7406\u3001\u524d\u51e6\u7406\u3001\u51e6\u7406\u306e\u8abf\u6574\uff08\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\uff09\u3001\u30c7\u30fc\u30bf\u79fb\u52d5\u3001\u305d\u306e\u4ed6GPU\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u306e\u306a\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u51e6\u7406\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002<\/p>\n<p>\u5fc5\u8981\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306f\u3001\u5358\u306b\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3060\u3051\u3067\u6c7a\u307e\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u91cd\u8981\u306a\u8981\u7d20\u306b\u306f\u4ee5\u4e0b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30e2\u30c7\u30eb\u30a6\u30a7\u30a4\u30c8\uff1a<\/strong> \u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u305d\u306e\u6570\u5024\u8868\u73fe\u65b9\u6cd5\u304c\u3001\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u5bb9\u91cf\u306e\u5927\u90e8\u5206\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u91cf\u5b50\u5316\uff08Quantization\uff09\uff1a<\/strong> \u30e2\u30c7\u30eb\u30a6\u30a7\u30a4\u30c8\u3092\u4f4e\u7cbe\u5ea6\u3067\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u54c1\u8cea\u3084\u4e92\u63db\u6027\u3078\u306e\u5f71\u97ff\u3092\u8003\u616e\u3057\u306a\u304c\u3089\u3001\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u91cf\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\uff1a<\/strong> \u9577\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u4f1a\u8a71\u5c65\u6b74\u306f\u3001\u5b9f\u884c\u6642\u306b\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u91cf\u3092\u5897\u52a0\u3055\u305b\u307e\u3059\u3002<\/li>\n<li><strong>\u540c\u6642\u5b9f\u884c\u6570\uff08Concurrency\uff09\uff1a<\/strong> \u8907\u6570\u306e\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3084\u30e1\u30e2\u30ea\u3092\u5171\u6709\u3059\u308b\u305f\u3081\u3001\u8ca0\u8377\u304c\u5897\u52a0\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u6027\u80fd\u76ee\u6a19\uff1a<\/strong> \u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u304c\u6c42\u3081\u3089\u308c\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u975e\u540c\u671f\u51e6\u7406\u3084\u30d0\u30c3\u30c1\u51e6\u7406\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3088\u308a\u3082\u5927\u304d\u306a\u51e6\u7406\u80fd\u529b\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u5c0f\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u306f1\u53f0\u306eGPU\u3067\u52d5\u4f5c\u3067\u304d\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3084\u9ad8\u8ca0\u8377\u306a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3067\u306f\u8907\u6570\u306eGPU\u304c\u5fc5\u8981\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u90e8\u306e\u30e2\u30c7\u30eb\u306f\u8907\u6570\u30c7\u30d0\u30a4\u30b9\u306b\u5206\u6563\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u306e\u5834\u5408\u3001\u901a\u4fe1\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3084\u904b\u7528\u306e\u8907\u96d1\u6027\u304c\u5897\u52a0\u3057\u307e\u3059\u3002<\/p>\n<p class=\"translation-block\">\u5b9f\u8df5\u7684\u306a\u63a8\u5968\u4e8b\u9805\uff1a GPU\u306e\u7a2e\u985e\u3084\u53f0\u6570\u3092\u6c7a\u5b9a\u3059\u308b\u524d\u306b\u3001\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u91cf\u3092\u898b\u7a4d\u3082\u308a\u3001\u5b9f\u969b\u306e\u5229\u7528\u74b0\u5883\u3092\u60f3\u5b9a\u3057\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8\u3092\u5b9f\u65bd\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7279\u5b9a\u306e\u300c\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3068GPU\u6570\u306e\u95a2\u4fc2\u300d\u3092\u3059\u3079\u3066\u306e\u30b1\u30fc\u30b9\u306b\u5f53\u3066\u306f\u3081\u308b\u3053\u3068\u306f\u907f\u3051\u308b\u3079\u304d\u3067\u3059\u3002<\/p>\n<h3>2. \u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30e2\u30c7\u30eb\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8<\/h3>\n<p>LLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3067\u306f\u3001\u30e2\u30c7\u30eb\u672c\u4f53\u3060\u3051\u3067\u306a\u304f\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u304c\u5fc5\u8981\u3067\u3059\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u3063\u3066\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u8a55\u4fa1\u7d50\u679c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3001\u57cb\u3081\u8fbc\u307f\u30c7\u30fc\u30bf\uff08Embeddings\uff09\u3001\u691c\u7d22\u3055\u308c\u305f\u6587\u66f8\u3001\u30ed\u30b0\u3001\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n<p>\u30b9\u30c8\u30ec\u30fc\u30b8\u8a2d\u8a08\u306f\u3001\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u5fa9\u65e7\u3001\u518d\u73fe\u6027\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n<p>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u306f\u3001\u30e2\u30c7\u30eb\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u4fdd\u5b58\u6e08\u307f\u306e\u8a55\u4fa1\u7d50\u679c\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u6709\u52b9\u3067\u3059\u3002\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3092\u9ad8\u901f\u306b\u8aad\u307f\u8fbc\u3080\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3084\u3001\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u5834\u5408\u306b\u306f\u3001\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3084\u95a2\u9023\u6587\u66f8\u306e\u691c\u7d22\u306a\u3069\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u76ee\u7684\u3067\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u672c\u756a\u74b0\u5883\u3067\u306f\u3001\u30e2\u30c7\u30eb\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3068\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3082\u7dad\u6301\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30c1\u30fc\u30e0\u306f\u3001\u7279\u5b9a\u306e\u30c7\u30d7\u30ed\u30a4\u74b0\u5883\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u5b9a\u3001\u8a55\u4fa1\u7d50\u679c\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30b9\u30c8\u30ec\u30fc\u30b8\u6027\u80fd\u306f\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3059\u3079\u3066\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3001\u9ad8\u6027\u80fd\u306a\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u30b7\u30b9\u30c6\u30e0\u3092\u5fc5\u8981\u3068\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h3>3. \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/h3>\n<p>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30b7\u30b9\u30c6\u30e0\u3001CPU\u3001AI\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30fc\u3092\u63a5\u7d9a\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u3092\u8907\u6570\u306eGPU\u3084\u30de\u30b7\u30f3\u306b\u5206\u6563\u3057\u3066\u5b9f\u884c\u3059\u308b\u5834\u5408\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u91cd\u8981\u6027\u306f\u3055\u3089\u306b\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u30de\u30eb\u30c1GPU\u74b0\u5883\u3067\u306f\u3001\u30c7\u30d0\u30a4\u30b9\u9593\u3067\u983b\u7e41\u306a\u901a\u4fe1\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002AI\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30fc\u81ea\u4f53\u304c\u9ad8\u6027\u80fd\u3067\u3042\u3063\u3066\u3082\u3001\u4f4e\u901f\u306a\u63a5\u7d9a\u306f\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u9593\u306e\u30c7\u30fc\u30bf\u8ee2\u9001\u901f\u5ea6\u3082\u3001\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u3084\u5b66\u7fd2\u51e6\u7406\u306e\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n<p>\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u30011\u53f0\u306e\u30c7\u30d0\u30a4\u30b9\u306e\u51e6\u7406\u80fd\u529b\u3092\u8d85\u3048\u308b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3084\u3001\u8ffd\u52a0\u306e\u63a8\u8ad6\u51e6\u7406\u80fd\u529b\u304c\u5fc5\u8981\u306a\u5834\u5408\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002\u30c6\u30f3\u30bd\u30eb\u4e26\u5217\uff08Tensor Parallelism\uff09\u3084\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u4e26\u5217\uff08Pipeline Parallelism\uff09\u306a\u3069\u306e\u6280\u8853\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u8a08\u7b97\u51e6\u7406\u3092\u8907\u6570\u306e\u30c7\u30d0\u30a4\u30b9\u3078\u5206\u5272\u3057\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u30e2\u30c7\u30eb\u3092\u5206\u6563\u914d\u7f6e\u3059\u308b\u3068\u3001\u540c\u671f\u51e6\u7406\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u901a\u4fe1\u91cf\u3001\u969c\u5bb3\u5bfe\u5fdc\u3001\u30c7\u30d7\u30ed\u30a4\u306e\u8907\u96d1\u6027\u306a\u3069\u3001\u65b0\u305f\u306a\u8ab2\u984c\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<p>\u30db\u30b9\u30c8\u578b\u30e2\u30c7\u30ebAPI\u3092\u5229\u7528\u3059\u308b\u5c0f\u898f\u6a21\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u901a\u5e38\u3001GPU\u9593\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4e00\u65b9\u3001\u81ea\u793e\u904b\u7528\u578b\uff08\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\uff09\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u8981\u4ef6\u304c\u5fc5\u8981\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306b\u306e\u307f\u3001\u9ad8\u5e2f\u57df\u5e45\u306e\u63a5\u7d9a\u6280\u8853\u3084\u30de\u30eb\u30c1\u30ce\u30fc\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u5c0e\u5165\u3059\u308b\u3079\u304d\u3067\u3059\u3002<\/p>\n<h3>4. \u30e2\u30c7\u30eb\u63d0\u4f9b\uff08Model Serving\uff09\u3068\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\uff08Inference Engines\uff09<\/h3>\n<p>\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u306f\u3001\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u3001\u5b9f\u884c\u7ba1\u7406\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u51e6\u7406\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3001\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u306e\u751f\u6210\u3092\u884c\u3044\u307e\u3059\u3002\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u578bLLM\u74b0\u5883\u3067\u306f\u3001\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u306f\u30e2\u30c7\u30eb\u63d0\u4f9b\u30ec\u30a4\u30e4\u30fc\u306e\u4e2d\u5fc3\u7684\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n<p>TensorRT-LLM <a href=\"https:\/\/docs.vllm.ai\/\">vLLM\u3084NVIDIA<\/a> \u305d\u3057\u3066 <a href=\"https:\/\/docs.nvidia.com\/tensorrt-llm\/\">NVIDIA TensorRT-LLM<\/a> \u306a\u3069\u306e\u30c4\u30fc\u30eb\u306f\u3001LLM\u306e\u63d0\u4f9b\u3084\u6700\u9069\u5316\u306b\u7279\u5316\u3057\u305f\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u30e2\u30c7\u30eb\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u57fa\u76e4\u3068\u306a\u308b\u3059\u3079\u3066\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u81ea\u5206\u305f\u3061\u3067\u7ba1\u7406\u305b\u305a\u306b\u30e2\u30c7\u30eb\u3092\u5c55\u958b\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u63d0\u4f9b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u70b9\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\uff1a<\/strong> \u4e00\u5b9a\u6642\u9593\u5185\u306b\u30b7\u30b9\u30c6\u30e0\u304c\u51e6\u7406\u3067\u304d\u308b\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3084\u30c8\u30fc\u30af\u30f3\u6570\u306f\u3069\u306e\u7a0b\u5ea6\u304b\u3002<\/li>\n<li><strong>\u30ec\u30a4\u30c6\u30f3\u30b7\uff1a<\/strong> \u30ea\u30af\u30a8\u30b9\u30c8\u9001\u4fe1\u5f8c\u3001\u3069\u308c\u304f\u3089\u3044\u65e9\u304f\u56de\u7b54\u751f\u6210\u304c\u958b\u59cb\u3055\u308c\u3001\u305d\u306e\u5f8c\u306e\u30c8\u30fc\u30af\u30f3\u304c\u3069\u306e\u901f\u5ea6\u3067\u751f\u6210\u3055\u308c\u308b\u304b<\/li>\n<li><strong>\u30d0\u30c3\u30c1\u51e6\u7406\uff1a<\/strong> \u8907\u6570\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u307e\u3068\u3081\u3066\u51e6\u7406\u3057\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u5229\u7528\u52b9\u7387\u3092\u5411\u4e0a\u3067\u304d\u308b\u304b\u3002<\/li>\n<li><strong>\u30e1\u30e2\u30ea\u7ba1\u7406\uff1a<\/strong> \u30e2\u30c7\u30eb\u30a6\u30a7\u30a4\u30c8\u3084\u751f\u6210\u51e6\u7406\u4e2d\u306b\u4f7f\u7528\u3055\u308c\u308bKey-Value\uff08KV\uff09\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u3069\u308c\u3060\u3051\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3067\u304d\u308b\u304b\u3002<\/li>\n<li><strong>\u4e92\u63db\u6027\uff1a<\/strong> \u9078\u629e\u3057\u305f\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u7cbe\u5ea6\u8a2d\u5b9a\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u5fc5\u8981\u306a\u6a5f\u80fd\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u304b\u3002<\/li>\n<li><strong>\u904b\u7528\u6027\uff1a<\/strong> \u30b7\u30b9\u30c6\u30e0\u306e\u5c0e\u5165\u3001\u66f4\u65b0\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u4fdd\u5b88\u304c\u3069\u306e\u7a0b\u5ea6\u5bb9\u6613\u304b\u3002<\/li>\n<\/ul>\n<p>\u63a8\u8ad6\u30b9\u30bf\u30c3\u30af\u3067\u306f\u3001API\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30e2\u30c7\u30eb\u63d0\u4f9b\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u5206\u96e2\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u51e6\u7406\u3001\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30ad\u30e5\u30fc\u7ba1\u7406\u3001\u30e1\u30c8\u30ea\u30af\u30b9\u53ce\u96c6\u3092\u62c5\u5f53\u3057\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306f\u30e2\u30c7\u30eb\u306e\u8a08\u7b97\u51e6\u7406\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<p>\u6700\u3082\u512a\u308c\u305f\u30a8\u30f3\u30b8\u30f3\u3068\u306f\u3001\u5fc5\u305a\u3057\u3082\u516c\u958b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u6700\u9ad8\u6027\u80fd\u3092\u793a\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3068\u30ea\u30af\u30a8\u30b9\u30c8\u30d1\u30bf\u30fc\u30f3\u3092\u73fe\u5b9f\u7684\u306a\u74b0\u5883\u3067\u30c6\u30b9\u30c8\u3057\u3001\u904b\u7528\u306b\u5fc5\u8981\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u4f5c\u696d\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>5. \u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/h3>\n<p>\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\u3084\u30e2\u30c7\u30eb\u63d0\u4f9b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u5c55\u958b\u3001\u66f4\u65b0\u3001\u518d\u8d77\u52d5\u3001\u30b9\u30b1\u30fc\u30eb\u8abf\u6574\u3092\u7ba1\u7406\u3057\u307e\u3059\u3002<\/p>\n<p>Docker\u30b3\u30f3\u30c6\u30ca\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u5fc5\u8981\u306a\u4f9d\u5b58\u95a2\u4fc2\u3092\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3057\u307e\u3059\u3002Kubernetes\u306f\u3001\u30af\u30e9\u30b9\u30bf\u5168\u4f53\u3067\u3053\u308c\u3089\u306e\u30b3\u30f3\u30c6\u30ca\u3092\u7ba1\u7406\u3057\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306e\u5236\u5fa1\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u8a08\u753b\u7684\u306a\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u3063\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7ba1\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30e2\u30c7\u30eb\u63d0\u4f9b\u30ef\u30fc\u30ab\u30fc\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u66f4\u65b0\u3002<\/li>\n<li>\u5229\u7528\u53ef\u80fd\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u9593\u3067\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u5206\u6563\u3002<\/li>\n<li>\u9700\u8981\u306e\u5909\u5316\u306b\u5fdc\u3058\u305f\u51e6\u7406\u80fd\u529b\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3002<\/li>\n<li>\u30d8\u30eb\u30b9\u30c1\u30a7\u30c3\u30af\u306e\u5b9f\u884c\u3068\u3001\u969c\u5bb3\u304c\u767a\u751f\u3057\u305f\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u81ea\u52d5\u7f6e\u63db\u3002<\/li>\n<li>\u8a2d\u5b9a\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\uff08Secrets\uff09\u306e\u7ba1\u7406\u3002<\/li>\n<li>\u65b0\u3057\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u3084\u30e2\u30c7\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u6bb5\u968e\u7684\u306a\u5c55\u958b\u3002<\/li>\n<\/ul>\n<p>Kubernetes\u306f\u8907\u96d1\u306a\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u6709\u52b9\u3067\u3059\u304c\u3001\u3059\u3079\u3066\u306eLLM\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5fc5\u9808\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u521d\u671f\u6bb5\u968e\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u304c\u5c11\u306a\u3044\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u30de\u30cd\u30fc\u30b8\u30c9API\u3001\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30b5\u30fc\u30d3\u30b9\u3001\u307e\u305f\u306f\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u306a\u30c7\u30d7\u30ed\u30a4\u65b9\u6cd5\u306e\u65b9\u304c\u9069\u3057\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u5927\u898f\u6a21\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u6a19\u6e96\u8981\u7d20\u3060\u304b\u3089\u5c0e\u5165\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u904b\u7528\u8981\u4ef6\u306b\u57fa\u3065\u3044\u3066\u9078\u629e\u3059\u308b\u3079\u304d\u3067\u3059\u3002<\/p>\n<h3>6. \u30c7\u30fc\u30bf\u3068\u691c\u7d22\uff08Retrieval\uff09\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3<\/h3>\n<p>\u591a\u304f\u306e\u30d3\u30b8\u30cd\u30b9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001LLM\u304c\u5b66\u7fd2\u6642\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u793e\u5185\u6587\u66f8\u3001\u88fd\u54c1\u60c5\u5831\u3001\u9867\u5ba2\u8a18\u9332\u3001\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u3066\u8cea\u554f\u306b\u56de\u7b54\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff1aRetrieval-Augmented Generation\uff09\u306f\u3001\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u308c\u3092\u30e2\u30c7\u30eb\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u8981\u4ef6\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n<p>\u4e00\u822c\u7684\u306aRAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u51e6\u7406\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<ol start=\"1\">\n<li>\u627f\u8a8d\u3055\u308c\u305f\u60c5\u5831\u6e90\u304b\u3089\u6587\u66f8\u3092\u53d6\u308a\u8fbc\u3080\u3002<\/li>\n<li>\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u6574\u7406\u3057\u3001\u7ba1\u7406\u3057\u3084\u3059\u3044\u5c0f\u3055\u306a\u30c1\u30e3\u30f3\u30af\uff08\u5206\u5272\u5358\u4f4d\uff09\u306b\u5206\u3051\u308b\u3002<\/li>\n<li>\u57cb\u3081\u8fbc\u307f\uff08Embedding\uff09\u3092\u751f\u6210\u3057\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u6570\u5024\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u8868\u73fe\u3059\u308b\u3002<\/li>\n<li>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3059\u308b\u3002<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u90e8\u5206\u3092\u691c\u7d22\u3059\u308b\u3002<\/li>\n<li>\u8a31\u53ef\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092LLM\u3078\u6e21\u3057\u3001\u6839\u62e0\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3002<\/li>\n<\/ol>\n<p>\u3053\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306b\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u6587\u66f8\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u7ba1\u7406\u3001\u5b9a\u671f\u66f4\u65b0\u51e6\u7406\u3001\u524a\u9664\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306a\u3069\u3082\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u691c\u7d22\u6a5f\u80fd\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30ec\u30d9\u30eb\u306e\u80fd\u529b\u3067\u3042\u308a\u3001\u30e2\u30c7\u30eb\u63d0\u4f9b\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u4ee3\u66ff\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u4e0d\u5b89\u5b9a\u306a\u63a8\u8ad6\u30b7\u30b9\u30c6\u30e0\u3092\u88dc\u3046\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u9ad8\u901f\u306a\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u3067\u3082\u3001\u691c\u7d22\u54c1\u8cea\u304c\u4f4e\u3044\u5834\u5408\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>\u4f01\u696d\u5411\u3051\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u30ed\u30b0\u30a4\u30f3\u6642\u3060\u3051\u3067\u306a\u304f\u3001\u60c5\u5831\u691c\u7d22\u306e\u6bb5\u968e\u3067\u3082\u9069\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3046\u3057\u306a\u3051\u308c\u3070\u3001LLM\u304c\u30e6\u30fc\u30b6\u30fc\u306b\u95b2\u89a7\u6a29\u9650\u306e\u306a\u3044\u60c5\u5831\u3092\u53d7\u3051\u53d6\u3063\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>7. \u76e3\u8996\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u4fe1\u983c\u6027<\/h3>\n<p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u6280\u8853\u7684\u306b\u306f\u7a3c\u50cd\u3057\u3066\u3044\u3066\u3082\u3001\u8cea\u306e\u4f4e\u3044\u56de\u7b54\u3092\u751f\u6210\u3057\u305f\u308a\u3001\u30b3\u30b9\u30c8\u304c\u904e\u5927\u306b\u306a\u3063\u305f\u308a\u3001\u6a5f\u5bc6\u60c5\u5831\u3092\u6f0f\u3048\u3044\u3057\u305f\u308a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u672c\u756a\u74b0\u5883\u306e\u76e3\u8996\u3067\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u6027\u80fd\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u54c1\u8cea\u306e\u4e21\u65b9\u3092\u5bfe\u8c61\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e3b\u8981\u306a\u904b\u7528\u6307\u6a19\u306b\u306f\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u5931\u6557\u7387\u3001\u53ef\u7528\u6027\u3001\u5165\u529b\u30fb\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3001\u30b3\u30b9\u30c8\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u54c1\u8cea\u76e3\u8996\u3067\u306f\u3001\u56de\u7b54\u7cbe\u5ea6\u3001\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u6027\u3001\u6307\u793a\u3078\u306e\u9069\u5408\u6027\u3001\u30bf\u30b9\u30af\u5b8c\u4e86\u5ea6\u306a\u3069\u3092\u8a55\u4fa1\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u306b\u306f\u3001\u8a8d\u8a3c\u3001\u8a8d\u53ef\u3001\u6a5f\u5bc6\u60c5\u5831\uff08Secrets\uff09\u306e\u7ba1\u7406\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u305f\u6697\u53f7\u5316\u3001\u30e2\u30c7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u5236\u9650\u306a\u3069\u3092\u542b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30c1\u30fc\u30e0\u306f\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u691c\u7d22\u3055\u308c\u305f\u6587\u66f8\u3001\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u3092\u3069\u306e\u3088\u3046\u306b\u30ed\u30b0\u4fdd\u5b58\u30fb\u4fdd\u6301\u3059\u308b\u304b\u3092\u660e\u78ba\u306b\u5b9a\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306f\u3001\u6027\u80fd\u4f4e\u4e0b\uff08\u30ea\u30b0\u30ec\u30c3\u30b7\u30e7\u30f3\uff09\u306e\u8abf\u67fb\u3084\u52d5\u4f5c\u306e\u518d\u73fe\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u81ea\u52d5\u8a55\u4fa1\u30b7\u30b9\u30c6\u30e0\u306f\u30ea\u30ea\u30fc\u30b9\u524d\u306b\u4ee3\u8868\u7684\u306a\u30bf\u30b9\u30af\u3092\u30c6\u30b9\u30c8\u3067\u304d\u3001\u4e00\u65b9\u3067\u672c\u756a\u74b0\u5883\u306e\u30ec\u30d3\u30e5\u30fc\u3067\u306f\u3001\u30c6\u30b9\u30c8\u3067\u306f\u767a\u898b\u3067\u304d\u306a\u3044\u554f\u984c\u3092\u7279\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u660e\u78ba\u306a\u969c\u5bb3\u5bfe\u5fdc\u3082\u5fc5\u8981\u3067\u3059\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u3001\u518d\u8a66\u884c\uff08\u30ea\u30c8\u30e9\u30a4\uff09\u3001\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u52d5\u4f5c\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3001\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u624b\u9806\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u7e70\u308a\u8fd4\u3057\u306e\u30ea\u30c8\u30e9\u30a4\u306b\u3088\u3063\u3066\u3001\u4e00\u6642\u7684\u306a\u30b5\u30fc\u30d3\u30b9\u63d0\u4f9b\u8005\u5074\u306e\u554f\u984c\u304c\u3001\u3088\u308a\u5927\u304d\u306a\u30b3\u30b9\u30c8\u5897\u52a0\u3084\u53ef\u7528\u6027\u969c\u5bb3\u306b\u3064\u306a\u304c\u3089\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Choosing_the_Right_LLM_Infrastructure_Deployment_Model\"><\/span>\u9069\u5207\u306aLLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u5c0e\u5165\u30e2\u30c7\u30eb\u306e\u9078\u629e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u9069\u5207\u306a\u5c0e\u5165\u30e2\u30c7\u30eb\u306f\u3001\u5236\u5fa1\u7bc4\u56f2\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u80fd\u529b\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u8981\u4ef6\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u30d1\u30bf\u30fc\u30f3\u3001\u7dcf\u6240\u6709\u30b3\u30b9\u30c8\uff08TCO\uff09\u306b\u3088\u3063\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-9899 aligncenter\" src=\"https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Choosing-the-Right-LLM-Infrastructure-Deployment-Model-jp.png\" alt=\"Choosing the Right LLM Infrastructure Deployment Model\" width=\"1448\" height=\"1086\" srcset=\"https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Choosing-the-Right-LLM-Infrastructure-Deployment-Model-jp.png 1448w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Choosing-the-Right-LLM-Infrastructure-Deployment-Model-jp-300x225.png 300w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Choosing-the-Right-LLM-Infrastructure-Deployment-Model-jp-1024x768.png 1024w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Choosing-the-Right-LLM-Infrastructure-Deployment-Model-jp-768x576.png 768w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Choosing-the-Right-LLM-Infrastructure-Deployment-Model-jp-16x12.png 16w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/Choosing-the-Right-LLM-Infrastructure-Deployment-Model-jp-1320x990.png 1320w\" sizes=\"(max-width: 1448px) 100vw, 1448px\" \/><\/p>\n<table>\n<tbody>\n<tr>\n<th>\u5c0e\u5165\u30e2\u30c7\u30eb\uff08Deployment model\uff09<\/th>\n<th>\u9069\u3057\u3066\u3044\u308b\u7528\u9014\uff08Best suited for\uff09<\/th>\n<th>\u4e3b\u306a\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\uff08Main trade-off\uff09<\/th>\n<\/tr>\n<tr>\n<td>\u30db\u30b9\u30c8\u578bLLM API<\/td>\n<td>\u8fc5\u901f\u306a\u958b\u767a\u3084\u5909\u52d5\u3059\u308b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9<\/td>\n<td>\u57fa\u76e4\u3068\u306a\u308b\u30e2\u30c7\u30eb\u63d0\u4f9b\u30a4\u30f3\u30d5\u30e9\u3078\u306e\u5236\u5fa1\u304c\u5c11\u306a\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u30de\u30cd\u30fc\u30b8\u30c9\u30e2\u30c7\u30eb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/td>\n<td>\u30e2\u30c7\u30eb\u9078\u629e\u3084\u30c7\u30d7\u30ed\u30a4\u5236\u5fa1\u3092\u5fc5\u8981\u3068\u3059\u308b\u30c1\u30fc\u30e0<\/td>\n<td>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5236\u7d04\u3084\u30b5\u30fc\u30d3\u30b9\u6599\u91d1\u304c\u767a\u751f\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u578b\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9<\/td>\n<td>\u30e2\u30c7\u30eb\u3001\u63d0\u4f9b\u74b0\u5883\u3001\u8a2d\u5b9a\u3092\u7d30\u304b\u304f\u5236\u5fa1\u3057\u305f\u3044\u30ef\u30fc\u30af\u30ed\u30fc\u30c9<\/td>\n<td>\u904b\u7528\u8cac\u4efb\u304c\u5927\u304d\u304f\u306a\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u30a4\u30f3\u30d5\u30e9<\/td>\n<td>\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u6240\u5728\u5730\u3001\u7ba1\u7406\u8981\u4ef6\u3001\u5c02\u7528\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u304c\u5fc5\u8981\u306a\u5834\u5408<\/td>\n<td>\u521d\u671f\u6295\u8cc7\u3068\u4fdd\u5b88\u30b3\u30b9\u30c8\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<tr>\n<td>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30a4\u30f3\u30d5\u30e9\uff08Hybrid infrastructure\uff09<\/td>\n<td>\u7570\u306a\u308b\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u6027\u80fd\u3001\u30b3\u30b9\u30c8\u8981\u4ef6\u3092\u6301\u3064\u30ef\u30fc\u30af\u30ed\u30fc\u30c9<\/td>\n<td>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u304c\u8907\u96d1\u306b\u306a\u308b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u30db\u30b9\u30c8\u578bAPI\u306f\u3001<\/strong> \u591a\u304f\u306e\u5834\u5408\u3001\u6700\u3082\u7c21\u5358\u306a\u958b\u59cb\u65b9\u6cd5\u3067\u3059\u3002\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u304c\u30e2\u30c7\u30eb\u63d0\u4f9b\u74b0\u5883\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30c1\u30fc\u30e0\u306f\u7d71\u5408\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u8a55\u4fa1\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u306e\u6539\u5584\u306b\u96c6\u4e2d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>\u30de\u30cd\u30fc\u30b8\u30c9\u30d7\u30e9\u30c3<\/strong> \u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u4e2d\u9593\u7684\u306a\u9078\u629e\u80a2\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u30a4\u30f3\u30d5\u30e9\u5c64\u3092\u81ea\u5206\u305f\u3061\u3067\u904b\u7528\u3059\u308b\u5fc5\u8981\u306a\u304f\u3001\u30c7\u30d7\u30ed\u30a4\u30c4\u30fc\u30eb\u3084\u30a4\u30f3\u30d5\u30e9\u5236\u5fa1\u6a5f\u80fd\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u306f<\/strong> \u7d44\u7e54\u306b\u30e2\u30c7\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u63d0\u4f9b\u8a2d\u5b9a\u3001\u30a4\u30f3\u30d5\u30e9\u74b0\u5883\u306b\u5bfe\u3059\u308b\u3088\u308a\u5927\u304d\u306a\u5236\u5fa1\u3092\u4e0e\u3048\u307e\u3059\u3002\u30db\u30b9\u30c8\u578b\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u6e80\u305f\u305b\u306a\u3044\u660e\u78ba\u306a\u8981\u4ef6\u304c\u3042\u308b\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u4e00\u65b9\u3067\u3001\u5bb9\u91cf\u8a08\u753b\u3001\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u7ba1\u7406\u3001\u76e3\u8996\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u969c\u5bb3\u5bfe\u5fdc\u306a\u3069\u306e\u8cac\u4efb\u3082\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u304a\u3088\u3073\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5c0e\u5165\u306f\u3001\u7279\u5b9a\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001<\/strong> \u898f\u5236\u5bfe\u5fdc\u3001\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u7d71\u5408\u8981\u4ef6\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u305d\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u30b3\u30b9\u30c8\u3084\u8907\u6570\u74b0\u5883\u3092\u904b\u7528\u3059\u308b\u305f\u3081\u306e\u8ca0\u62c5\u3068\u6bd4\u8f03\u3057\u3066\u5224\u65ad\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3059\u3079\u3066\u306e\u30b1\u30fc\u30b9\u3067\u6700\u3082\u5b89\u4fa1\u3001\u307e\u305f\u306f\u6700\u3082\u5b89\u5168\u306a\u9078\u629e\u80a2\u306f\u5b58\u5728\u3057\u307e\u305b\u3093\u3002API\u5229\u7528\u6599\u91d1\u3084\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u4fa1\u683c\u3060\u3051\u3067\u306a\u304f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u6642\u9593\u3001\u672a\u4f7f\u7528\u30ea\u30bd\u30fc\u30b9\u3001\u30b5\u30dd\u30fc\u30c8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u4fe1\u983c\u6027\u3092\u542b\u3081\u305f\u7dcf\u6240\u6709\u30b3\u30b9\u30c8\uff08TCO\uff09\u3067\u6bd4\u8f03\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u672c\u756a\u74b0\u5883\u5411\u3051\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u8a08\u753b\u3057\u3066\u3044\u308b\u5834\u5408\u3001 <a href=\"https:\/\/shadhinlab.com\/jp\/\">ShadhinLab\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u8981\u4ef6\u3092\u8a55\u4fa1<\/a> \u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3001\u7d71\u5408\u30cb\u30fc\u30ba\u3001\u904b\u7528\u4e0a\u306e\u5236\u7d04\u306b\u5408\u308f\u305b\u305fAI\u5c0e\u5165\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u8a2d\u8a08\u3092\u652f\u63f4\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_to_Choose_Infrastructure_for_Your_LLM_Workload\"><\/span>LLM\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u9069\u3057\u305f\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u9078\u3073\u65b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u6c7a\u5b9a\u3059\u308b\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u610f\u601d\u6c7a\u5b9a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3>\u30b9\u30c6\u30c3\u30d71\uff1a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u5b9a\u7fa9\u3059\u308b<\/h3>\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u4f55\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u304b\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002\u30db\u30b9\u30c8\u578b\u30e2\u30c7\u30ebAPI\u3092\u5229\u7528\u3059\u308b\u306e\u304b\u3001\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u30e2\u30c7\u30eb\u3092\u5c55\u958b\u3059\u308b\u306e\u304b\u3001\u65e2\u5b58\u30e2\u30c7\u30eb\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u306e\u304b\u3001\u30bc\u30ed\u304b\u3089\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3059\u308b\u306e\u304b\u3001RAG\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u904b\u7528\u3059\u308b\u306e\u304b\u3001\u307e\u305f\u306f\u8907\u6570\u9867\u5ba2\u5411\u3051\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u306e\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u306f\u3001\u5fc5\u8981\u306a\u30a4\u30f3\u30d5\u30e9\u8981\u4ef6\u304c\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30e2\u30c7\u30eb\u3092\u30bc\u30ed\u304b\u3089\u5b66\u7fd2\u3059\u308b\u5834\u5408\u306f\u3001\u65e2\u5b58\u30e2\u30c7\u30eb\u3092API\u7d4c\u7531\u3067\u63d0\u4f9b\u3059\u308b\u5834\u5408\u3068\u306f\u7570\u306a\u308b\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3084\u30c7\u30fc\u30bf\u6226\u7565\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30b9\u30c6\u30c3\u30d72\uff1a\u30e2\u30c7\u30eb\u3068\u30e1\u30e2\u30ea\u8981\u4ef6\u3092\u898b\u7a4d\u3082\u308b<\/h3>\n<p>\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u578b\u306e\u5c0e\u5165\u3067\u306f\u3001\u30e2\u30c7\u30eb\u30a6\u30a7\u30a4\u30c8\u3001\u5b9f\u884c\u6642\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3001KV\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3001\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3092\u8003\u616e\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u9078\u629e\u3057\u305f\u30e2\u30c7\u30eb\u304c\u5bfe\u5fdc\u3059\u308b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u7cbe\u5ea6\u8a2d\u5b9a\uff08Precision\uff09\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3060\u3051\u3067\u5bb9\u91cf\u3092\u5224\u65ad\u3057\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002\u30e1\u30e2\u30ea\u4e0a\u306b\u53ce\u307e\u308b\u69cb\u6210\u3067\u3042\u3063\u3066\u3082\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3084\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u76ee\u6a19\u3092\u6e80\u305f\u305b\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30b9\u30c6\u30c3\u30d73\uff1a\u6027\u80fd\u76ee\u6a19\u3092\u8a2d\u5b9a\u3059\u308b<\/h3>\n<p>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u5b9f\u65bd\u3059\u308b\u524d\u306b\u3001\u6e2c\u5b9a\u53ef\u80fd\u306a\u8981\u4ef6\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u6700\u521d\u306e\u30c8\u30fc\u30af\u30f3\u304c\u751f\u6210\u3055\u308c\u308b\u307e\u3067\u306e\u6642\u9593\u3002<\/li>\n<li>\u30c8\u30fc\u30af\u30f3\u751f\u6210\u901f\u5ea6\u3002<\/li>\n<li>1\u79d2\u3042\u305f\u308a\u306e\u51e6\u7406\u53ef\u80fd\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3002<\/li>\n<li>\u901a\u5e38\u6642\u304a\u3088\u3073\u30d4\u30fc\u30af\u6642\u306e\u540c\u6642\u5229\u7528\u6570\u3002<\/li>\n<li>\u53ef\u7528\u6027\u304a\u3088\u3073\u5fa9\u65e7\u76ee\u6a19\u3002<\/li>\n<\/ul>\n<p>\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u5b9f\u884c\u3055\u308c\u308b\u6587\u66f8\u51e6\u7406\u30b8\u30e7\u30d6\u3067\u8a31\u5bb9\u3055\u308c\u308b\u5fdc\u7b54\u6642\u9593\u306f\u3001\u5bfe\u8a71\u578b\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8AI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306b\u6c42\u3081\u3089\u308c\u308b\u5fdc\u7b54\u6642\u9593\u3068\u306f\u5927\u304d\u304f\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30b9\u30c6\u30c3\u30d74\uff1a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3068\u30b3\u30b9\u30c8\u3092\u898b\u7a4d\u3082\u308b<\/h3>\n<p>\u5165\u529b\u30fb\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u91cf\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u30d1\u30bf\u30fc\u30f3\u3001\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u7387\u3001\u5c06\u6765\u7684\u306a\u6210\u9577\u4e88\u6e2c\u3092\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u578b\u3067\u306f\u3001AI\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30fc\u306e\u8cbb\u7528\u3001\u672a\u4f7f\u7528\u30ea\u30bd\u30fc\u30b9\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u4fdd\u5b88\u8cbb\u7528\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u6642\u9593\u3092\u542b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001\u5229\u7528\u91cf\u306b\u5fdc\u3058\u305f\u6599\u91d1\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u8cbb\u7528\u3001\u8ffd\u52a0\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a4\u30f3\u30d5\u30e9\u8cbb\u7528\u3092\u8003\u616e\u3057\u307e\u3059\u3002<\/p>\n<p>\u30b3\u30b9\u30c8\u898b\u7a4d\u3082\u308a\u3092\u3088\u308a\u73fe\u5b9f\u7684\u306b\u3059\u308b\u305f\u3081\u3001\u7406\u60f3\u7684\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u306f\u306a\u304f\u3001\u5b9f\u969b\u306e\u5229\u7528\u72b6\u6cc1\u3092\u4ee3\u8868\u3059\u308b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3>\u30b9\u30c6\u30c3\u30d75\uff1a\u5b9f\u73fe\u53ef\u80fd\u306a\u6700\u3082\u30b7\u30f3\u30d7\u30eb\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u629e\u3059\u308b<\/h3>\n<p>\u8981\u4ef6\u3092\u6e80\u305f\u3059\u4e2d\u3067\u3001\u6700\u3082\u8907\u96d1\u3067\u306f\u306a\u3044\u69cb\u6210\u304b\u3089\u59cb\u3081\u307e\u3059\u3002\u30db\u30b9\u30c8\u578bAPI\u3067\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u691c\u8a3c\u3067\u304d\u308b\u5834\u5408\u3001\u6700\u521d\u304b\u3089GPU\u30af\u30e9\u30b9\u30bf\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u5b9f\u969b\u306e\u30b3\u30b9\u30c8\u3001\u5236\u5fa1\u8981\u4ef6\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u8981\u4ef6\u3001\u30e2\u30c7\u30eb\u4e92\u63db\u6027\u306a\u3069\u304c\u5fc5\u8981\u6027\u3092\u793a\u3057\u305f\u5834\u5408\u306b\u3001\u30de\u30cd\u30fc\u30b8\u30c9\u74b0\u5883\u3084\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u578b\u30a4\u30f3\u30d5\u30e9\u3078\u79fb\u884c\u3057\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_to_Optimize_LLM_Infrastructure_Costs_and_Performance\"><\/span>LLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u30b3\u30b9\u30c8\u3068\u6027\u80fd\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6700\u9069\u5316\u306e\u76ee\u7684\u306f\u3001\u5358\u306b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u4f7f\u7528\u91cf\u3084\u30c8\u30fc\u30af\u30f3\u6599\u91d1\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u6709\u7528\u306a\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306e\u7d4c\u6e08\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-9900 aligncenter\" src=\"https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-to-Optimize-LLM-Infrastructure-Costs-and-Performance-jp.png\" alt=\"How to Optimize LLM Infrastructure Costs and Performance\" width=\"1448\" height=\"1086\" srcset=\"https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-to-Optimize-LLM-Infrastructure-Costs-and-Performance-jp.png 1448w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-to-Optimize-LLM-Infrastructure-Costs-and-Performance-jp-300x225.png 300w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-to-Optimize-LLM-Infrastructure-Costs-and-Performance-jp-1024x768.png 1024w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-to-Optimize-LLM-Infrastructure-Costs-and-Performance-jp-768x576.png 768w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-to-Optimize-LLM-Infrastructure-Costs-and-Performance-jp-16x12.png 16w, https:\/\/shadhinlab.com\/wp-content\/uploads\/2026\/10\/How-to-Optimize-LLM-Infrastructure-Costs-and-Performance-jp-1320x990.png 1320w\" sizes=\"(max-width: 1448px) 100vw, 1448px\" \/><\/p>\n<h3>\u9069\u5207\u306a\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b<\/h3>\n<p>\u5206\u985e\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u62bd\u51fa\u3001\u8981\u7d04\u3001\u305d\u306e\u4ed6\u306e\u9650\u5b9a\u3055\u308c\u305f\u30bf\u30b9\u30af\u3067\u306f\u3001\u5c0f\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3067\u5341\u5206\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u3088\u308a\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3067\u306f\u3001\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30b3\u30b9\u30c8\u3060\u3051\u3092\u57fa\u6e96\u306b\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u524d\u306b\u3001\u5b9f\u969b\u306e\u5229\u7528\u30b1\u30fc\u30b9\u3092\u4ee3\u8868\u3059\u308b\u5165\u529b\u30c7\u30fc\u30bf\u3067\u54c1\u8cea\u3092\u8a55\u4fa1\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4e00\u90e8\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u7c21\u5358\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u306b\u51e6\u7406\u3055\u305b\u3001\u96e3\u3057\u3044\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u307f\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3078\u632f\u308a\u5206\u3051\u308b\u3053\u3068\u3067\u3001\u30b3\u30b9\u30c8\u3068\u54c1\u8cea\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u9069\u5207\u306a\u5834\u5408\u306b\u91cf\u5b50\u5316\u3092\u5229\u7528\u3059\u308b<\/h3>\n<p>\u91cf\u5b50\u5316\uff08Quantization\uff09\u306f\u3001\u30e2\u30c7\u30eb\u30a6\u30a7\u30a4\u30c8\u3084\u305d\u306e\u4ed6\u306e\u5024\u3092\u4f4e\u3044\u6570\u5024\u7cbe\u5ea6\u3067\u8868\u73fe\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u30e2\u30c7\u30eb\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u5b9f\u88c5\u65b9\u6cd5\u306b\u3088\u3063\u3066\u306f\u3001\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u91cf\u3092\u524a\u6e1b\u3057\u3001\u63a8\u8ad6\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u4f4e\u7cbe\u5ea6\u5316\u306b\u3088\u3063\u3066\u51fa\u529b\u54c1\u8cea\u3084\u6a5f\u80fd\u4e92\u63db\u6027\u306b\u5f71\u97ff\u304c\u51fa\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u672c\u683c\u5c0e\u5165\u3059\u308b\u524d\u306b\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u54c1\u8cea\u8981\u4ef6\u306b\u5bfe\u3057\u3066\u30c6\u30b9\u30c8\u3092\u884c\u3044\u3001\u5b9f\u969b\u306e\u6027\u80fd\u5909\u5316\u3092\u6e2c\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30d0\u30c3\u30c1\u51e6\u7406\u3068\u30ea\u30af\u30a8\u30b9\u30c8\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3092\u6539\u5584\u3059\u308b<\/h3>\n<p>\u30d0\u30c3\u30c1\u51e6\u7406\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u306f\u8907\u6570\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u51e6\u7406\u3092\u307e\u3068\u3081\u3066\u5b9f\u884c\u3067\u304d\u3001AI\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30fc\u306e\u5229\u7528\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u52d5\u7684\u30d0\u30c3\u30c1\u51e6\u7406\u3084\u9023\u7d9a\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5230\u7740\u3084\u5b8c\u4e86\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u51e6\u7406\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3092\u8abf\u6574\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3068\u3057\u3066\u30ec\u30a4\u30c6\u30f3\u30b7\u304c\u3042\u308a\u307e\u3059\u3002\u5927\u304d\u306a\u30d0\u30c3\u30c1\u3092\u5f62\u6210\u3059\u308b\u305f\u3081\u306b\u5f85\u6a5f\u3059\u308b\u3068\u3001\u500b\u3005\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5fdc\u7b54\u304c\u9045\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u30b5\u30fc\u30d3\u30b9\u306e\u5fdc\u7b54\u6642\u9593\u76ee\u6a19\u3068\u5b9f\u969b\u306e\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u30d1\u30bf\u30fc\u30f3\u306b\u5408\u308f\u305b\u3066\u30d0\u30c3\u30c1\u51e6\u7406\u3092\u8abf\u6574\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3>\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u6226\u7565\u7684\u306b\u5229\u7528\u3059\u308b<\/h3>\n<p>\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u518d\u5229\u7528\u53ef\u80fd\u306a\u60c5\u5831\u3092\u542b\u3080\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u540c\u3058\u51e6\u7406\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3092\u9632\u3052\u307e\u3059\u3002\u540c\u3058\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4e00\u90e8\u3092\u518d\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u3084\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u5f79\u7acb\u3061\u307e\u3059\u3002\u307e\u305f\u3001\u691c\u7d22\u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u5909\u66f4\u3055\u308c\u3066\u3044\u306a\u3044\u60c5\u5831\u306b\u5bfe\u3059\u308b\u7e70\u308a\u8fd4\u3057\u691c\u7d22\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u3001\u5341\u5206\u306b\u985e\u4f3c\u3057\u305f\u8cea\u554f\u306b\u5bfe\u3057\u3066\u4ee5\u524d\u306e\u56de\u7b54\u3092\u518d\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u614e\u91cd\u306a\u7ba1\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002\u898b\u305f\u76ee\u304c\u4f3c\u305f\u8cea\u554f\u3067\u3082\u3001\u6a29\u9650\u3001\u65e5\u4ed8\u3001\u30d3\u30b8\u30cd\u30b9\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6b63\u78ba\u6027\u3068\u60c5\u5831\u306e\u6700\u65b0\u6027\u8981\u4ef6\u304c\u8a31\u3059\u5834\u5408\u306b\u306e\u307f\u5229\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3>\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3068\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u9069\u6b63\u5316\u3059\u308b<\/h3>\n<p>\u6027\u80fd\u76ee\u6a19\u3068\u53ef\u7528\u6027\u76ee\u6a19\u3092\u6e80\u305f\u3059\u305f\u3081\u306b\u5341\u5206\u306a\u5bb9\u91cf\u3092\u78ba\u4fdd\u3057\u306a\u304c\u3089\u3001\u7406\u7531\u306a\u304f\u9ad8\u4fa1\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u672a\u4f7f\u7528\u72b6\u614b\u3067\u7dad\u6301\u3059\u308b\u3053\u3068\u306f\u907f\u3051\u307e\u3059\u3002<\/p>\n<p>\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306f\u3001\u9700\u8981\u5909\u5316\u306b\u5fdc\u3058\u3066\u51e6\u7406\u80fd\u529b\u3092\u8abf\u6574\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u63d0\u4f9b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u5bfe\u3057\u3066\u5341\u5206\u306a\u901f\u5ea6\u3067\u30b9\u30b1\u30fc\u30eb\u3067\u304d\u308b\u3053\u3068\u304c\u6761\u4ef6\u3067\u3059\u3002\u30e2\u30c7\u30eb\u8aad\u307f\u8fbc\u307f\u6642\u9593\u3001\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u30fc\u306e\u5229\u7528\u53ef\u80fd\u6027\u3001\u6025\u6fc0\u306a\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u5897\u52a0\u306a\u3069\u304c\u3001\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u52b9\u679c\u3092\u5236\u9650\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u5bb9\u91cf\u3092\u5897\u3084\u3059\u524d\u306b\u3001\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u7387\u3084\u30ad\u30e5\u30fc\u51e6\u7406\u72b6\u6cc1\u3092\u6e2c\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u691c\u7d22\u51e6\u7406\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306f\u3001GPU\u3092\u8ffd\u52a0\u3057\u3066\u3082\u89e3\u6c7a\u3067\u304d\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u6709\u7528\u306a\u51fa\u529b\u3042\u305f\u308a\u306e\u30b3\u30b9\u30c8\u3092\u76e3\u8996\u3059\u308b<\/h3>\n<p>\u30c8\u30fc\u30af\u30f3\u6599\u91d1\u3060\u3051\u3067\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u7d4c\u6e08\u7684\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002\u30b3\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u56de\u7b54\u54c1\u8cea\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u4fe1\u983c\u6027\u3001\u30bf\u30b9\u30af\u6210\u529f\u7387\u3082\u5408\u308f\u305b\u3066\u8ffd\u8de1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u5b89\u4fa1\u306a\u30e2\u30c7\u30eb\u3067\u3082\u983b\u7e41\u306a\u518d\u8a66\u884c\u3084\u4eba\u9593\u306b\u3088\u308b\u4fee\u6b63\u304c\u5fc5\u8981\u306a\u5834\u5408\u30011\u56de\u3067\u6b63\u78ba\u306a\u7d50\u679c\u3092\u51fa\u3059\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3088\u308a\u3082\u3001\u5b8c\u4e86\u3057\u305f\u30bf\u30b9\u30af\u3042\u305f\u308a\u306e\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u9069\u5207\u306a\u8a55\u4fa1\u6307\u6a19\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d3\u30b8\u30cd\u30b9\u76ee\u7684\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Common_LLM_Infrastructure_Mistakes\"><\/span>\u3088\u304f\u3042\u308bLLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u5931\u6557\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3044\u304f\u3064\u304b\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u4e0a\u306e\u5224\u65ad\u306f\u3001\u4e0d\u8981\u306a\u30b3\u30b9\u30c8\u5897\u52a0\u3084\u4fe1\u983c\u6027\u306e\u554f\u984c\u3092\u5f15\u304d\u8d77\u3053\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\n-<\/p>\n<ul>\n<li><strong>\u65e9\u3059\u304e\u308b\u904e\u5270\u8a2d\u8a08\uff1a<\/strong> \u9700\u8981\u3092\u691c\u8a3c\u3059\u308b\u524d\u306b\u5206\u6563\u578b\u30e2\u30c7\u30eb\u63d0\u4f9b\u30af\u30e9\u30b9\u30bf\u3092\u69cb\u7bc9\u3059\u308b\u3068\u3001\u4fa1\u5024\u3092\u78ba\u8a8d\u3067\u304d\u306a\u3044\u307e\u307e\u30b7\u30b9\u30c6\u30e0\u306e\u8907\u96d1\u6027\u3060\u3051\u304c\u5897\u52a0\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u5b9a\u7fa9\u3059\u308b\u524d\u306b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u9078\u629e\u3059\u308b\u3053\u3068\uff1a<\/strong> \u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3060\u3051\u3067\u306f\u3001\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u5bb9\u91cf\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u8981\u4ef6\u3092\u6c7a\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002<\/li>\n<li><strong>\u5b66\u7fd2\u3068\u63a8\u8ad6\u3092\u540c\u3058\u554f\u984c\u3068\u3057\u3066\u6271\u3046\u3053\u3068\uff1a<\/strong> \u4e21\u8005\u306f\u8a08\u7b97\u30d1\u30bf\u30fc\u30f3\u3001\u5fc5\u8981\u306a\u30ea\u30bd\u30fc\u30b9\u3001\u6700\u9069\u5316\u76ee\u6a19\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u904b\u7528\u8ca0\u8377\u3092\u7121\u8996\u3059\u308b\u3053\u3068\uff1a<\/strong> \u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3067\u306f\u3001\u4fdd\u5b88\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u66f4\u65b0\u3001\u76e3\u8996\u3001\u5bb9\u91cf\u8a08\u753b\u3001\u969c\u5bb3\u5bfe\u5fdc\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u8a55\u4fa1\u3068\u53ef\u89b3\u6e2c\u6027\u3092\u7701\u7565\u3059\u308b\u3053\u3068\uff1a<\/strong> \u30b5\u30fc\u30d3\u30b9\u304c\u6b63\u5e38\u306aHTTP\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u8fd4\u3057\u3066\u3044\u3066\u3082\u3001\u4e0d\u6b63\u78ba\u307e\u305f\u306f\u5f79\u306b\u7acb\u305f\u306a\u3044\u56de\u7b54\u3092\u751f\u6210\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u5206\u6790\u305b\u305a\u306b\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u3053\u3068\uff1a<\/strong> \u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u5897\u3084\u3057\u3066\u3082\u3001\u691c\u7d22\u51e6\u7406\u306e\u9045\u5ef6\u3001\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u554f\u984c\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u9045\u5ef6\u306f\u89e3\u6c7a\u3067\u304d\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u30c7\u30fc\u30bf\u6e96\u5099\u3092\u904e\u5c0f\u8a55\u4fa1\u3059\u308b\u3053\u3068\uff1a<\/strong> \u6587\u66f8\u54c1\u8cea\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3001\u66f4\u65b0\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306fRAG\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6027\u80fd\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u4fdd\u8b77\u3055\u308c\u3066\u3044\u306a\u3044\u30e2\u30c7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u516c\u958b\u3059\u308b\u3053\u3068\uff1a<\/strong> \u516c\u958b\u30fb\u793e\u5185\u5411\u3051\u3092\u554f\u308f\u305a\u3001\u9069\u5207\u306a\u8a8d\u8a3c\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<li><strong>\u76f4\u63a5\u8cbb\u7528\u3060\u3051\u3067\u6bd4\u8f03\u3059\u308b\u3053\u3068\uff1a<\/strong> \u30db\u30b9\u30c8\u578bAPI\u6599\u91d1\u3068\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u8cbb\u7528\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30b3\u30b9\u30c8\u3001\u672a\u4f7f\u7528\u30ea\u30bd\u30fc\u30b9\u3001\u4fdd\u5b88\u8cbb\u7528\u3092\u542b\u3081\u306a\u3051\u308c\u3070\u5358\u7d14\u6bd4\u8f03\u3067\u304d\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"A_Practical_Roadmap_for_Building_Production_LLM_Infrastructure\"><\/span>\u672c\u756aLLM\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u5b9f\u8df5\u7684\u30ed\u30fc\u30c9\u30de\u30c3\u30d7<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6bb5\u968e\u7684\u306a\u5c0e\u5165\u65b9\u6cd5\u306f\u3001\u30ea\u30b9\u30af\u3092\u4f4e\u6e1b\u3057\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30a4\u30f3\u30d5\u30e9\u5224\u65ad\u3092\u884c\u3046\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u30b9\u30c6\u30fc\u30b81\uff1a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u958b\u767a<\/strong> \u30db\u30b9\u30c8\u578bAPI\u307e\u305f\u306f\u9069\u5207\u306a\u30de\u30cd\u30fc\u30b8\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u5229\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002\u5c02\u7528\u30a4\u30f3\u30d5\u30e9\u3078\u6295\u8cc7\u3059\u308b\u524d\u306b\u3001\u521d\u671f\u6bb5\u968e\u306e\u54c1\u8cea\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u30b9\u30c6\u30fc\u30b82\uff1a\u691c\u8a3c<\/strong> \u8a31\u53ef\u3055\u308c\u305f\u7bc4\u56f2\u3067\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u3084\u4ee3\u8868\u7684\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30c6\u30b9\u30c8\u3057\u307e\u3059\u3002\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u91cf\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3001\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u8981\u4ef6\u3001\u904b\u7528\u30b3\u30b9\u30c8\u3092\u898b\u7a4d\u3082\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u554f\u984c\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u30b9\u30c6\u30fc\u30b83\uff1a\u672c\u756a\u57fa\u76e4\u306e\u69cb\u7bc9<\/strong> \u8a8d\u8a3c\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u76e3\u8996\u3001\u8a55\u4fa1\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u51e6\u7406\u3001\u969c\u5bb3\u5fa9\u65e7\u6a5f\u80fd\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u691c\u7d22\u6a5f\u80fd\u3084\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u30b9\u30c6\u30fc\u30b84\uff1a\u6700\u9069\u5316<\/strong> \u30e2\u30c7\u30eb\u3084\u63d0\u4f9b\u8a2d\u5b9a\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002\u91cf\u5b50\u5316\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u914d\u5206\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u8a55\u4fa1\u3057\u3001\u54c1\u8cea\u3084\u4fe1\u983c\u6027\u3092\u5927\u304d\u304f\u640d\u306a\u308f\u305a\u3001\u6e2c\u5b9a\u53ef\u80fd\u306a\u6539\u5584\u3092\u793a\u3059\u5909\u66f4\u3092\u63a1\u7528\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u30b9\u30c6\u30fc\u30b85\uff1a\u8a08\u753b\u7684\u306a\u30b9\u30b1\u30fc\u30eb\u62e1\u5f35<\/strong> \u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u6e2c\u5b9a\u7d50\u679c\u3084\u30b5\u30fc\u30d3\u30b9\u8981\u4ef6\u304c\u5fc5\u8981\u6027\u3092\u793a\u3057\u305f\u5834\u5408\u306b\u3001\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u5197\u9577\u5316\u3001\u9ad8\u5ea6\u306a\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u5206\u6563\u63a8\u8ad6\u306a\u3069\u3092\u5c0e\u5165\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u65b9\u6cd5\u306b\u3088\u308a\u3001\u88fd\u54c1\u8981\u4ef6\u3092\u7406\u89e3\u3059\u308b\u524d\u306b\u904e\u5270\u306a\u30a4\u30f3\u30d5\u30e9\u6295\u8cc7\u3092\u884c\u3046\u3053\u3068\u3092\u907f\u3051\u3089\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u6b21\u306e\u30ec\u30d9\u30eb\u306e\u8907\u96d1\u6027\u3092\u5c0e\u5165\u3059\u3079\u304d\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306e\u518d\u73fe\u53ef\u80fd\u306a\u65b9\u6cd5\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions\"><\/span>\u3088\u304f\u3042\u308b\u8cea\u554f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>LLM\u5b66\u7fd2\u30a4\u30f3\u30d5\u30e9\u3068\u63a8\u8ad6\u30a4\u30f3\u30d5\u30e9\u306e\u9055\u3044\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h3>\n<p>\u5b66\u7fd2\u30a4\u30f3\u30d5\u30e9\u306f\u3001\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5b66\u7fd2\u30fb\u8abf\u6574\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u8a08\u7b97\u51e6\u7406\u3068\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u652f\u3048\u307e\u3059\u3002\u63a8\u8ad6\u30a4\u30f3\u30d5\u30e9\u306f\u3001\u65e2\u5b58\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u3066\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51e6\u7406\u3057\u3001\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<h3>\u4f01\u696d\u306f\u3069\u306e\u3088\u3046\u306bLLM\u30a4\u30f3\u30d5\u30e9\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u304b\uff1f<\/h3>\n<p>\u4f01\u696d\u306f\u3001\u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u3001\u9069\u5207\u306a\u91cf\u5b50\u5316\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u6539\u5584\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u5229\u7528\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u9069\u6b63\u5316\u3001\u9700\u8981\u306b\u5fdc\u3058\u305f\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>RAG\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u30a4\u30f3\u30d5\u30e9\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/h3>\n<p>RAG\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u901a\u5e38\u3001\u6587\u66f8\u53d6\u308a\u8fbc\u307f\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001Embedding\u751f\u6210\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u307e\u305f\u306f\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u691c\u7d22\u3057\u305f\u60c5\u5831\u3092\u5229\u7528\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308bLLM\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h3>\u4f01\u696d\u306f\u3044\u3064API\u5229\u7528\u3067\u306f\u306a\u304fLLM\u3092\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3059\u3079\u304d\u3067\u3059\u304b\uff1f<\/h3>\n<p>\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u4f01\u696d\u304c\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u5236\u5fa1\u3001\u67d4\u8edf\u306a\u30c7\u30d7\u30ed\u30a4\u3001\u307e\u305f\u306f\u30db\u30b9\u30c8\u578b\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u6e80\u305f\u305b\u306a\u3044\u30a4\u30f3\u30d5\u30e9\u8981\u4ef6\u3092\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>\u7d50\u8ad6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>LLM\u5411\u3051AI\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306f\u3001\u5358\u4e00\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u8cfc\u5165\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30e2\u30c7\u30eb\u63d0\u4f9b\u3001\u30c7\u30fc\u30bf\u691c\u7d22\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u76e3\u8996\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u7d71\u5408\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<\/p>\n<p>\u6700\u9069\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3001\u30c7\u30fc\u30bf\u306e\u6a5f\u5bc6\u6027\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u80fd\u529b\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u91cf\u3001\u6027\u80fd\u76ee\u6a19\u306b\u3088\u3063\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002\u307e\u305a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u691c\u8a3c\u3057\u3001\u5b9f\u969b\u306e\u52d5\u4f5c\u3092\u6e2c\u5b9a\u3057\u305f\u4e0a\u3067\u3001\u5fc5\u8981\u306a\u5834\u5408\u306e\u307f\u8907\u96d1\u6027\u3092\u8ffd\u52a0\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u672c\u756a\u74b0\u5883\u5411\u3051\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3059\u308b\u7d44\u7e54\u306b\u3068\u3063\u3066\u3001ShadhinLab\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u8981\u4ef6\u306e\u8a55\u4fa1\u3092\u901a\u3058\u3066\u3001 <a href=\"https:\/\/shadhinlab.com\/jp\/\">ShadhinLab\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u8981\u4ef6\u3092\u8a55\u4fa1<\/a> AI\u958b\u767a\u304a\u3088\u3073\u5c0e\u5165\u652f\u63f4\u3092\u691c\u8a0e\u3059\u308b\u305f\u3081\u306e\u5165\u308a\u53e3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u307e\u305a\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8981\u4ef6\u3068\u7d71\u5408\u4e0a\u306e\u8ab2\u984c\u3092\u660e\u78ba\u306b\u3057\u3001\u305d\u306e\u5f8c\u3001\u6700\u3082\u8907\u96d1\u306a\u6280\u8853\u30b9\u30bf\u30c3\u30af\u3067\u306f\u306a\u304f\u3001\u81ea\u793e\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u9069\u3057\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Large language models (LLMs) need more than a powerful GPU to operate reliably in production. They depend on a connected infrastructure stack that includes compute, storage, networking, model serving, data retrieval, security, and monitoring. The right setup depends on what you are building. An internal knowledge assistant using a hosted model API has very different infrastructure requirements from a customer-facing application serving an open-weight model to thousands of concurrent users. For technical leaders, the challenge is choosing an architecture that meets performance, security, and reliability requirements without introducing unnecessary cost or operational complexity. This guide explains the core components of AI infrastructure for LLMs, compares deployment models, and provides a [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":9901,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17],"tags":[],"class_list":["post-9855","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Infrastructure for LLMs: Components, Costs, and Deployment - Shadhin Lab LLC | Cloud Based AI Automation\u00a0Partner<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/shadhinlab.com\/jp\/ai-infrastructure-for-llms\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Infrastructure for LLMs: Components, Costs, and Deployment - Shadhin Lab LLC | Cloud Based AI Automation\u00a0Partner\" \/>\n<meta property=\"og:description\" content=\"Large language models (LLMs) need more than a powerful GPU to operate reliably in production. 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