{"id":10531,"date":"2026-06-05T19:23:06","date_gmt":"2026-06-05T10:23:06","guid":{"rendered":"https:\/\/techmania.jp\/blog\/?p=10531"},"modified":"2026-08-14T22:02:39","modified_gmt":"2026-08-14T13:02:39","slug":"local-llm","status":"publish","type":"post","link":"https:\/\/techmania.jp\/blog\/local-llm\/","title":{"rendered":"\u30102026\u6700\u65b0\u3011\u30ed\u30fc\u30ab\u30ebLLM\u3068\u306f\uff1f\u30af\u30e9\u30a6\u30c9\u3068\u306e\u9055\u3044\u30fb\u304a\u3059\u3059\u3081\u30e2\u30c7\u30eb\u30fb\u63a8\u5968PC\u30b9\u30da\u30c3\u30af\u3092\u89e3\u8aac"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u300cChatGPT\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9AI\u3092\u4f7f\u3044\u305f\u3044\u3051\u308c\u3069\u3001\u6a5f\u5bc6\u60c5\u5831\u306e\u6f0f\u6d29\u304c\u5fc3\u914d\u300d\u300c\u6bce\u6708\u306eAPI\u8cbb\u7528\u3084\u30b5\u30d6\u30b9\u30af\u4ee3\u3092\u6c17\u306b\u305b\u305aAI\u3092\u8a66\u3057\u305f\u3044\u300d\u3068\u304a\u60a9\u307f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u3093\u306a\u65b9\u306b\u304a\u3059\u3059\u3081\u306a\u306e\u304c\u3001\u81ea\u8eab\u306ePC\u3084\u793e\u5185\u74b0\u5883\u3067AI\u3092\u76f4\u63a5\u52d5\u304b\u3059\u300c\u30ed\u30fc\u30ab\u30ebLLM\u300d\u3067\u3059\u3002\u5165\u529b\u30c7\u30fc\u30bf\u304c\u5916\u90e8\u3078\u9001\u4fe1\u3055\u308c\u306a\u3044\u305f\u3081\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u6975\u3081\u3066\u9ad8\u304f\u3001\u4e00\u5ea6\u74b0\u5883\u3092\u6574\u3048\u3066\u3057\u307e\u3048\u3070\u5b8c\u5168\u7121\u6599\u3067\u4f7f\u3044\u653e\u984c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30ed\u30fc\u30ab\u30ebLLM\u306e\u57fa\u790e\u77e5\u8b58\u3084\u30af\u30e9\u30a6\u30c9AI\u3068\u306e\u9055\u3044\u3001\u5feb\u9069\u306b\u52d5\u304b\u3059\u305f\u3081\u306e\u63a8\u5968PC\u30b9\u30da\u30c3\u30af\u30012026\u5e74\u6700\u65b0\u306e\u304a\u3059\u3059\u3081\u30e2\u30c7\u30eb\u3001\u305d\u3057\u3066\u521d\u5fc3\u8005\u3067\u3082\u6570\u5206\u3067\u59cb\u3081\u3089\u308c\u308b\u5c0e\u5165\u624b\u9806\u307e\u3067\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__1\" class=\"wp-block-heading\">\u30ed\u30fc\u30ab\u30ebLLM\u3068\u306f\uff1f\u30af\u30e9\u30a6\u30c9\u578bAI\uff08ChatGPT\u7b49\uff09\u3068\u306e\u9055\u3044<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/common\/local_llm_framework.webp\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ed\u30fc\u30ab\u30ebLLM\uff08Large Language Model\uff09\u3068\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30af\u30e9\u30a6\u30c9\u4e0a\u306eWeb\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u5229\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u81ea\u5206\u306ePC\u3084\u793e\u5185\u30b5\u30fc\u30d0\u30fc\u4e0a\u3067\u76f4\u63a5\u52d5\u4f5c\u3055\u305b\u308b\u4ed5\u7d44\u307f<\/strong>\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ChatGPT\u3084Claude\u306a\u3069\u306e\u4e00\u822c\u7684\u306a\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u6587\u7ae0\u3084\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3092\u7d4c\u7531\u3057\u3066\u63d0\u4f9b\u5143\u306e\u5916\u90e8\u30b5\u30fc\u30d0\u30fc\u306b\u9001\u4fe1\u3055\u308c\u3001\u305d\u3053\u3067\u51e6\u7406\uff08\u63a8\u8ad6\uff09\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001\u30ed\u30fc\u30ab\u30ebLLM\u3067\u306f\u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u305d\u306e\u3082\u306e\u3092\u624b\u5143\u306e\u7aef\u672b\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u5b9f\u884c\u3059\u308b\u305f\u3081\u3001<strong>\u5165\u529b\u30c7\u30fc\u30bf\u304c\u5916\u90e8\u3078\u9001\u4fe1\u3055\u308c\u305a\u3001\u624b\u5143\u3067\u51e6\u7406\u304c\u5b8c\u7d50\u3059\u308b<\/strong>\u306e\u304c\u6700\u5927\u306e\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74\u306f\u30e2\u30c7\u30eb\u306e\u8efd\u91cf\u5316\uff08\u91cf\u5b50\u5316\u6280\u8853\uff09\u304c\u9032\u307f\u3001\u6570\u5e74\u524d\u307e\u3067\u306f\u9ad8\u984d\u306a\u5c02\u7528\u30b5\u30fc\u30d0\u30fc\u304c\u5fc5\u8981\u3060\u3063\u305f\u9ad8\u6027\u80fdAI\u304c\u3001\u500b\u4eba\u306ePC\u74b0\u5883\u3067\u3082\u30b9\u30e0\u30fc\u30ba\u306b\u52d5\u4f5c\u3059\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__1_1\" class=\"wp-block-heading\">\u30af\u30e9\u30a6\u30c9\u578bLLM\u3068\u306e\u6bd4\u8f03\u8868<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6bd4\u8f03\u9805\u76ee<\/th><th>\u30ed\u30fc\u30ab\u30ebLLM<\/th><th>\u30af\u30e9\u30a6\u30c9\u578bLLM\uff08ChatGPT\u7b49\uff09<\/th><\/tr><tr><td><strong>\u51e6\u7406\u3092\u884c\u3046\u5834\u6240<\/strong><\/td><td>\u81ea\u5206\u306ePC\u30fb\u793e\u5185\u30b5\u30fc\u30d0\u30fc<\/td><td>\u63d0\u4f9b\u5143\u306e\u5916\u90e8\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d0\u30fc<\/td><\/tr><tr><td><strong>\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/strong><\/td><td>\u6975\u3081\u3066\u9ad8\u3044\uff08\u5916\u90e8\u9001\u4fe1\u306a\u3057\uff09<\/td><td>\u898f\u7d04\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8a2d\u5b9a\u306e\u8003\u616e\u304c\u5fc5\u8981<\/td><\/tr><tr><td><strong>\u30b3\u30b9\u30c8\u69cb\u9020<\/strong><\/td><td>\u30a4\u30cb\u30b7\u30e3\u30eb\uff08PC\u4ee3\u7b49\uff09\u306e\u307f \/ \u30e9\u30f3\u30cb\u30f3\u30b00\u5186<\/td><td>\u6708\u984d\u30b5\u30d6\u30b9\u30af\u307e\u305f\u306fAPI\u5f93\u91cf\u8ab2\u91d1<\/td><\/tr><tr><td><strong>\u30cd\u30c3\u30c8\u63a5\u7d9a<\/strong><\/td><td>\u4e0d\u8981\uff08\u5b8c\u5168\u30aa\u30d5\u30e9\u30a4\u30f3\u53ef\uff09<\/td><td>\u5fc5\u9808<\/td><\/tr><tr><td><strong>\u30ec\u30b9\u30dd\u30f3\u30b9\u901f\u5ea6<\/strong><\/td><td>\u7aef\u672b\u306e\u30b9\u30da\u30c3\u30af\u306b\u4f9d\u5b58<\/td><td>\u56de\u7dda\u72b6\u614b\u30fb\u30b5\u30fc\u30d0\u30fc\u6df7\u96d1\u306b\u4f9d\u5b58<\/td><\/tr><tr><td><strong>\u5c0e\u5165\u306e\u30cf\u30fc\u30c9\u30eb<\/strong><\/td><td>PC\u30b9\u30da\u30c3\u30af\u30fb\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u304c\u5fc5\u8981<\/td><td>\u30a2\u30ab\u30a6\u30f3\u30c8\u767b\u9332\u306e\u307f\u3067\u3059\u3050\u4f7f\u3048\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"outline__2\" class=\"wp-block-heading\">\u30ed\u30fc\u30ab\u30ebLLM\u3092\u5c0e\u5165\u3059\u308b4\u3064\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<h3 id=\"outline__2_1\" class=\"wp-block-heading\">\u30ed\u30fc\u30ab\u30ebLLM\u306e\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a5f\u5bc6\u60c5\u5831\u30fb\u793e\u5185\u30c7\u30fc\u30bf\u3092\u5b89\u5168\u306b\u6271\u3048\u308b<\/strong><br>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3001\u9867\u5ba2\u30c7\u30fc\u30bf\u3001\u672a\u516c\u958b\u306e\u4f01\u753b\u66f8\u306a\u3069\u3092\u8aad\u307f\u8fbc\u307e\u305b\u3066\u3082\u3001\u5916\u90e8\u30b5\u30fc\u30d0\u30fc\u306b\u9001\u4fe1\u3055\u308c\u306a\u3044\u305f\u3081\u3001\u60c5\u5831\u6f0f\u6d29\u306e\u30ea\u30b9\u30af\u3092\u6975\u9650\u307e\u3067\u4f4e\u6e1b\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5b8c\u5168\u7121\u6599\u3067\u4f55\u5ea6\u3067\u3082\u5229\u7528\u53ef\u80fd\uff08API\u8cbb\u7528\u306a\u3057\uff09<\/strong><br>\u30af\u30e9\u30a6\u30c9AI\u306eAPI\u5f93\u91cf\u8ab2\u91d1\u3092\u6c17\u306b\u305b\u305a\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u3084\u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\u306e\u751f\u6210\u3092\u7e70\u308a\u8fd4\u3057\u8a66\u884c\u932f\u8aa4\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30aa\u30d5\u30e9\u30a4\u30f3\u74b0\u5883\u3067\u3082\u52d5\u4f5c\u3059\u308b<\/strong><br>\u79fb\u52d5\u4e2d\u306e\u65b0\u5e79\u7dda\u3084\u56de\u7dda\u304c\u4e0d\u5b89\u5b9a\u306a\u5834\u6240\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5236\u9650\u306e\u53b3\u3057\u3044\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u3067\u3082\u5feb\u9069\u306b\u4f5c\u696d\u3092\u884c\u3048\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30e2\u30c7\u30eb\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3084RAG\u69cb\u7bc9\u304c\u81ea\u7531<\/strong><br>\u81ea\u5206\u306e\u696d\u52d9\u306b\u5408\u308f\u305b\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3084\u3001\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8aad\u307f\u8fbc\u307e\u305b\u308b\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u3092\u67d4\u8edf\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 id=\"outline__2_2\" class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u5c0e\u5165\u524d\u306e\u6ce8\u610f\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76f8\u5fdc\u306ePC\u30b9\u30da\u30c3\u30af\uff08\u7279\u306bGPU\u30fbVRAM\uff09\u304c\u5fc5\u8981<\/strong>\uff1a\u5feb\u9069\u306b\u52d5\u304b\u3059\u306b\u306f\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30dc\u30fc\u30c9\u3084\u30e1\u30e2\u30ea\u306e\u6e96\u5099\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3068\u7ba1\u7406\u306e\u624b\u9593<\/strong>\uff1a\u6700\u65b0\u30e2\u30c7\u30eb\u3078\u306e\u66f4\u65b0\u3084\u30a8\u30e9\u30fc\u5bfe\u5fdc\u306a\u3069\u3092\u81ea\u8eab\u3067\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 id=\"outline__3\" class=\"wp-block-heading\">\u30ed\u30fc\u30ab\u30ebLLM\u306b\u5fc5\u8981\u306aPC\u30b9\u30da\u30c3\u30af\u30fb\u52d5\u4f5c\u8981\u4ef6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u624b\u5143\u306ePC\u3067\u30ed\u30fc\u30ab\u30ebLLM\u3092\u691c\u8a0e\u3059\u308b\u4e0a\u3067\u3001\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u91cd\u8981\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u304c\u300cVRAM\uff08\u30d3\u30c7\u30aa\u30e1\u30e2\u30ea\uff09\u300d<strong>\u3068<\/strong>\u300c\u91cf\u5b50\u5316\uff08Quantization\uff09\u300d\u306e2\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__3_1\" class=\"wp-block-heading\"> VRAM\uff08\u30d3\u30c7\u30aa\u30e1\u30e2\u30ea\uff09\u3068\u306f\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">VRAM\u3068\u306f\u3001AI\u306e\u8a08\u7b97\u30843D\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u51e6\u7406\u3092\u62c5\u5f53\u3059\u308b\u300cGPU\uff08\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30dc\u30fc\u30c9\uff09\u300d\u5c02\u7528\u306e\u9ad8\u901f\u30e1\u30e2\u30ea\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e00\u822c\u7684\u306a\u4e8b\u52d9\u7528\u30ce\u30fc\u30c8PC<\/strong>\uff1a\u5c02\u7528\u306eVRAM\u306f\u642d\u8f09\u3055\u308c\u3066\u3044\u306a\u3044\u304b\u3001\u308f\u305a\u304b\uff081\u301c2GB\u7a0b\u5ea6\uff09\u3057\u304b\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li><strong>\u30b2\u30fc\u30df\u30f3\u30b0PC \/ \u30af\u30ea\u30a8\u30a4\u30bf\u30fcPC<\/strong>\uff1aNVIDIA GeForce\u306a\u3069\u306eGPU\uff08VRAM 8GB\u301c24GB\u7b49\uff09\u304c\u642d\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Mac\uff08Apple Silicon\u642d\u8f09\u6a5f\uff09<\/strong>\uff1a\u300c\u30e6\u30cb\u30d5\u30a1\u30a4\u30c9\u30e1\u30e2\u30ea\u300d\u3068\u3044\u3046\u4ed5\u7d44\u307f\u306b\u3088\u308a\u3001\u30e1\u30a4\u30f3\u30e1\u30e2\u30ea\uff08RAM\uff09\u3092\u305d\u306e\u307e\u307eVRAM\u306e\u3088\u3046\u306b\u4f7f\u3048\u308b\u305f\u3081\u3001Mac\u3092\u304a\u4f7f\u3044\u306e\u65b9\u306f\u300c\u30e1\u30a4\u30f3\u30e1\u30e2\u30ea\uff08RAM\uff09\u5bb9\u91cf\u300d\u3092\u57fa\u6e96\u306b\u9078\u3079\u3070\u554f\u984c\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n\n\n\n<h3 id=\"outline__3_2\" class=\"wp-block-heading\">\u91cf\u5b50\u5316\uff08Quantization\uff09\u3068\u306f\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5143\u3005\u3001ChatGPT\u30af\u30e9\u30b9\u306e\u5927\u898f\u6a21AI\u306f\u6570\u767eGB\u4ee5\u4e0a\u306e\u30e1\u30e2\u30ea\u3092\u5fc5\u8981\u3068\u3059\u308b\u305f\u3081\u3001\u305d\u306e\u307e\u307e\u3067\u306f\u500b\u4eba\u306ePC\u3067\u306f\u52d5\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u3053\u3067\u7528\u3044\u3089\u308c\u308b\u306e\u304c\u300c\u91cf\u5b50\u5316\u300d\u3068\u3044\u3046\u5727\u7e2e\u6280\u8853\u3067\u3059\u3002AI\u30e2\u30c7\u30eb\u306e\u30c7\u30fc\u30bf\u306e\u7cbe\u5ea6\u3092\u5c11\u3057\u843d\u3068\u3059\uff08FP16\u304b\u3089Q4\u306a\u3069\u306b\u3059\u308b\uff09\u3053\u3068\u3067\u3001<strong>\u5143\u306e1\/2\u301c1\/4\u306e\u30e1\u30e2\u30ea\u5bb9\u91cf\u3067\u52d5\u4f5c\u3059\u308b\u3088\u3046\u8efd\u91cf\u5316<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u306e\u30ed\u30fc\u30ab\u30ebLLM\u306f\u3001\u3053\u306e\u300c\u91cf\u5b50\u5316\u30e2\u30c7\u30eb\u300d\u3092\u624b\u5143\u306ePC\u3067\u52d5\u304b\u3059\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__3_3\" class=\"wp-block-heading\">\u3010\u4e00\u76ee\u3067\u308f\u304b\u308b\u3011\u5fc5\u8981\u30b9\u30da\u30c3\u30af\u6bd4\u8f03\u8868<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u30e1\u30e2\u30ea \/ VRAM<\/th><th>\u52d5\u4f5c\u3059\u308b\u30e2\u30c7\u30eb\u306e\u898f\u6a21<\/th><th>\u304a\u3059\u3059\u3081\u306e\u7528\u9014\u30fb\u30ec\u30d9\u30eb<\/th><th>\u8a72\u5f53\u3059\u308b\u7aef\u672b\u306e\u4f8b<\/th><\/tr><tr><td><strong>8GB RAM \/ GPU\u306a\u3057 (CPU\u306e\u307f)<\/strong><\/td><td>1B\u301c3B\uff08\u8d85\u8efd\u91cf\u30e2\u30c7\u30eb\uff09<\/td><td><strong>\u8a66\u7528\u30fb\u7c21\u5358\u306a\u30c6\u30ad\u30b9\u30c8\u30c6\u30b9\u30c8\u7528<\/strong><br>\u203bCPU\u51e6\u7406\u306e\u305f\u3081\u751f\u6210\u30b9\u30d4\u30fc\u30c9\u306f\u9045\u3081\u3067\u3059<\/td><td>\u4e00\u822c\u7684\u306a\u4e8b\u52d9\u7528\u30ce\u30fc\u30c8PC<\/td><\/tr><tr><td><strong>16GB RAM \/ 8\u301c12GB VRAM<\/strong><\/td><td>7B\u301c8B\uff08\u4e2d\u578b\u30e2\u30c7\u30eb\u30fbQ4\u91cf\u5b50\u5316\uff09<\/td><td><strong>\u5b9f\u52d9\u30fb\u500b\u4eba\u958b\u767a\u306e\u6a19\u6e96\u30e9\u30a4\u30f3<\/strong><br>\u65e5\u5e38\u4f1a\u8a71\u30fb\u8981\u7d04\u30fb\u30b3\u30fc\u30c9\u751f\u6210\u304c\u5feb\u9069\u306b\u52d5\u304f<\/td><td>\u30b2\u30fc\u30df\u30f3\u30b0PC\uff08RTX 4060\u7b49\uff09\u3001Mac (16GB)<\/td><\/tr><tr><td><strong>24GB VRAM\u4ee5\u4e0a \/ 36GB+ RAM<\/strong><\/td><td>14B\u301c32B\uff08\u5927\u578b\u30e2\u30c7\u30eb\uff09<\/td><td><strong>\u8907\u96d1\u306a\u696d\u52d9\u88dc\u52a9\u30fb\u9ad8\u7cbe\u5ea6\u306a\u5fdc\u7b54<\/strong><br>\u9577\u6587\u51e6\u7406\u3084\u9ad8\u5ea6\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/td><td>RTX 3090\/4090\u642d\u8f09PC\u3001Mac Studio \/ M3 Max<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udccc \u91cf\u5b50\u5316\u30e2\u30c7\u30eb\u3092\u9078\u3076\u3068\u304d\u306e\u30dd\u30a4\u30f3\u30c8<\/strong><br>\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u969b\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u306b\u300cQ4_K_M\u300d\u3068\u66f8\u304b\u308c\u305f\u3082\u306e\u3092\u9078\u3076\u3068\u3001\u30e1\u30e2\u30ea\u6d88\u8cbb\u3092\u6291\u3048\u3064\u3064\u9ad8\u3044\u7cbe\u5ea6\u3092\u7dad\u6301\u3067\u304d\u308b\u305f\u3081\u3001\u6700\u3082\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 id=\"outline__4\" class=\"wp-block-heading\">\u30102026\u5e74\u6700\u65b0\u3011\u304a\u3059\u3059\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u30e2\u30c7\u30eb4\u9078<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u3001\u5546\u7528\u30fb\u500b\u4eba\u5229\u7528\u3067\u9ad8\u3044\u8a55\u4fa1\u3092\u5f97\u3066\u3044\u308b\u6700\u65b0\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__4_1\" class=\"wp-block-heading\">1. Gemma 4\uff08Google\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7279\u5fb4<\/strong>: Google\u304c\u958b\u767a\u3057\u305f\u9ad8\u7cbe\u5ea6\u30e2\u30c7\u30eb\u3002\u8efd\u91cf\u306a\u30b5\u30a4\u30ba\u304b\u3089\u5927\u578b\u30b5\u30a4\u30ba\u307e\u3067\u63c3\u3063\u3066\u304a\u308a\u3001\u7279\u306b\u63a8\u8ad6\u80fd\u529b\u3068\u8ad6\u7406\u7684\u601d\u8003\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u304a\u3059\u3059\u3081\u7528\u9014<\/strong>: \u30b3\u30fc\u30c9\u751f\u6210\u3001\u6280\u8853\u6587\u66f8\u306e\u89e3\u8aad\u3001\u65e5\u5e38\u7684\u306a\u30c6\u30ad\u30b9\u30c8\u51e6\u7406<\/li>\n<\/ul>\n\n\n\n<h3 id=\"outline__4_2\" class=\"wp-block-heading\">2. Qwen 3.5\uff08Alibaba\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7279\u5fb4<\/strong>: \u65e5\u672c\u8a9e\u306e\u7406\u89e3\u529b\u30fb\u51fa\u529b\u7cbe\u5ea6\u304c\u975e\u5e38\u306b\u9ad8\u304f\u3001\u540c\u7b49\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306e\u30e2\u30c7\u30eb\u306e\u4e2d\u3067\u3082\u982d\u4e00\u3064\u629c\u3051\u305f\u6027\u80fd\u3092\u8a87\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u304a\u3059\u3059\u3081\u7528\u9014<\/strong>: \u65e5\u672c\u8a9e\u306e\u6587\u7ae0\u4f5c\u6210\u3001\u30d3\u30b8\u30cd\u30b9\u6587\u66f8\u306e\u8981\u7d04\u3001\u7ffb\u8a33\u4f5c\u696d<\/li>\n<\/ul>\n\n\n\n<h3 id=\"outline__4_3\" class=\"wp-block-heading\">3. Llama 4\uff08Meta\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7279\u5fb4<\/strong>: \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u754c\u306e\u30c7\u30d5\u30a1\u30af\u30c8\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3002\u4e16\u754c\u4e2d\u306e\u958b\u767a\u8005\u304c\u6d3e\u751f\u30e2\u30c7\u30eb\u3084\u95a2\u9023\u30c4\u30fc\u30eb\u3092\u958b\u767a\u3057\u3066\u304a\u308a\u3001\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u6700\u3082\u5145\u5b9f\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u304a\u3059\u3059\u3081\u7528\u9014<\/strong>: \u6c4e\u7528\u7684\u306a\u30bf\u30b9\u30af\u5168\u822c\u3001RAG\uff08\u793e\u5185\u30c7\u30fc\u30bf\u691c\u7d22\uff09\u306e\u69cb\u7bc9<\/li>\n<\/ul>\n\n\n\n<h3 id=\"outline__4_4\" class=\"wp-block-heading\">4. Mistral \/ Codestral\uff08Mistral AI\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7279\u5fb4<\/strong>: \u975e\u5e38\u306b\u52b9\u7387\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001\u5c11\u306a\u3044\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3082\u9ad8\u901f\u304b\u3064\u9ad8\u7cbe\u5ea6\u306a\u5fdc\u7b54\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u304a\u3059\u3059\u3081\u7528\u9014<\/strong>: \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u88dc\u52a9\u3001\u9ad8\u901f\u30ec\u30b9\u30dd\u30f3\u30b9\u91cd\u8996\u306e\u51e6\u7406<\/li>\n<\/ul>\n\n\n\n<h3 id=\"outline__4_5\" class=\"wp-block-heading\">\u30ed\u30fc\u30ab\u30ebLLM\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u30ed\u30fc\u30ab\u30ebLLM\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u3001\u5177\u4f53\u7684\u306a\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 id=\"outline__4_5_1\" class=\"wp-block-heading\">\u500b\u4eba\u958b\u767a\u30fb\u5b66\u7fd2\u3067\u306e\u6d3b\u7528\u30b7\u30fc\u30f3<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u5b66\u7fd2\u30fb\u88dc\u52a9\u3011<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u5206\u306ePC\u5185\u3067\u30b3\u30fc\u30c9\u306e\u751f\u6210\u3084\u30ec\u30d3\u30e5\u30fc\u3001\u30c7\u30d0\u30c3\u30b0\u306e\u76f8\u8ac7\u3092\u5b8c\u7d50\u3055\u305b\u305f\u3044\u5834\u5408\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u5b66\u7fd2\u4e2d\u306e\u672a\u5b8c\u6210\u306a\u30b3\u30fc\u30c9\u3084\u3001\u500b\u4eba\u958b\u767a\u4e2d\u306e\u30a2\u30d7\u30ea\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092AI\u306b\u8aad\u307f\u8fbc\u307e\u305b\u308b\u969b\u3082\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u5916\u90e8\u306b\u30c7\u30fc\u30bf\u3092\u9001\u3089\u305a\u306b\u8cea\u554f\u3067\u304d\u308b\u305f\u3081\u3001\u5b89\u5fc3\u3057\u3066\u8a66\u884c\u932f\u8aa4\u3092\u91cd\u306d\u3089\u308c\u307e\u3059<\/span>\u3002\u307e\u305f\u3001\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u305d\u306e\u307e\u307e\u8cbc\u308a\u4ed8\u3051\u3066\u539f\u56e0\u3092\u5c0b\u306d\u308b\u3001\u3068\u3044\u3063\u305f\u4f7f\u3044\u65b9\u3082\u624b\u8efd\u306b\u8a66\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u624b\u5143\u306e\u6587\u66f8\u30fb\u30e1\u30e2\u306e\u691c\u7d22\u3011<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u3068\u3044\u3046\u4ed5\u7d44\u307f\u3092\u4f7f\u3046\u3068\u3001\u81ea\u5206\u306e\u6280\u8853\u30e1\u30e2\u3084\u5b66\u7fd2\u7528\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092AI\u306b\u8aad\u307f\u8fbc\u307e\u305b\u3066\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3060\u3051\u3092\u5f15\u304d\u51fa\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u5f93\u6765\u306f\u624b\u4f5c\u696d\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u63a2\u3057\u3066\u3044\u305f\u60c5\u5831\u3082\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">AI\u306b\u805e\u304f\u3060\u3051\u3067\u6570\u79d2\u3067\u898b\u3064\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u81ea\u5206\u3060\u3051\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6d3b\u7528\u3067\u304d\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u30aa\u30d5\u30e9\u30a4\u30f3\u74b0\u5883\u3067\u306e\u5b66\u7fd2\u30fb\u4f5c\u696d\u3011<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u304c\u306a\u3044\u74b0\u5883\u3067\u3082\u3001\u6587\u7ae0\u751f\u6210\u3084\u8981\u7d04\u3001\u30b3\u30fc\u30c9\u306e\u4f5c\u6210\u3068\u3044\u3063\u305f\u4f5c\u696d\u3092\u9032\u3081\u3089\u308c\u307e\u3059\u3002\u79fb\u52d5\u4e2d\u306e\u65b0\u5e79\u7dda\u5185\u3084\u3001\u901a\u4fe1\u74b0\u5883\u304c\u4e0d\u5b89\u5b9a\u306a\u5834\u6240\u3001\u3042\u308b\u3044\u306f\u901a\u4fe1\u91cf\u3092\u6c17\u306b\u3057\u305f\u304f\u306a\u3044\u74b0\u5883\u3067\u3082\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u5b66\u7fd2\u3084\u958b\u767a\u306e\u624b\u3092\u6b62\u3081\u305a\u306b\u6e08\u3080\u70b9\u306f\u5927\u304d\u306a\u5229\u70b9<\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u5b66\u7fd2\u7528\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f5c\u6210\u3011<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/docs.ollama.com\/modelfile\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Modelfile<\/a>\u306a\u3069\u306e\u4ed5\u7d44\u307f\u3092\u4f7f\u3063\u3066\u3001\u7279\u5b9a\u306e\u5f79\u5272\u3092\u6301\u305f\u305b\u305f\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u300c\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u7528\u8a9e\u3060\u3051\u3092\u3084\u3055\u3057\u304f\u89e3\u8aac\u3057\u3066\u304f\u308c\u308b\u8b1b\u5e2b\u5f79\u300d\u306e\u3088\u3046\u306a\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u3092\u8a2d\u5b9a\u3057\u3001\u81ea\u5206\u5c02\u7528\u306e\u5b66\u7fd2\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u80b2\u3066\u3066\u3044\u304f\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u500b\u4eba\u958b\u767a\u4e2d\u306e\u30a2\u30d7\u30ea\u3078\u306e\u7d44\u307f\u8fbc\u307f\u3011<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/docs.ollama.com\/api\/introduction\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Ollama\u306eAPI<\/a>\u3092\u7d4c\u7531\u3057\u3066\u3001\u81ea\u4f5c\u306eWeb\u30a2\u30d7\u30ea\u3084\u30c4\u30fc\u30eb\u306bAI\u6a5f\u80fd\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u6a5f\u80fd\u3092\u6301\u3064\u500b\u4eba\u958b\u767a\u30a2\u30d7\u30ea\u3084\u3001\u5165\u529b\u5185\u5bb9\u3092\u8981\u7d04\u3059\u308b\u30df\u30cb\u30c4\u30fc\u30eb\u306a\u3069\u3001AI\u3092\u4f7f\u3063\u305f\u30a2\u30d7\u30ea\u958b\u767a\u306e\u7df4\u7fd2\u74b0\u5883\u3068\u3057\u3066\u3001\u30b3\u30b9\u30c8\u3092\u304b\u3051\u305a\u306b\u8a66\u4f5c\u3092\u91cd\u306d\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h4 id=\"outline__4_5_2\" class=\"wp-block-heading\">\u696d\u754c\u5225\u306e\u6d3b\u7528\u30b7\u30fc\u30f3<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u500b\u4eba\u5229\u7528\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u969b\u306e\u4f01\u696d\u3067\u3082\u30ed\u30fc\u30ab\u30ebLLM\u306e\u5c0e\u5165\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<br>\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u76ee\u6307\u3059\u65b9\u306b\u3068\u3063\u3066\u3001\u5c06\u6765\u643a\u308f\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u73fe\u5834\u3092\u30a4\u30e1\u30fc\u30b8\u3059\u308b\u53c2\u8003\u3068\u3057\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u533b\u7642\u696d\u754c\u3011<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u96fb\u5b50\u30ab\u30eb\u30c6\u30b7\u30b9\u30c6\u30e0\u3068\u9023\u643a\u3055\u305b\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u60a3\u8005\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u306b\u51fa\u3055\u305a\u306b\u3001\u753b\u50cf\u8a3a\u65ad\u306e\u88dc\u52a9\u3084\u8a3a\u7642\u8a18\u9332\u304b\u3089\u306e\u60c5\u5831\u62bd\u51fa\u306a\u3069\u306b\u5f79\u7acb\u3066\u308b<\/span>\u53d6\u308a\u7d44\u307f\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u88fd\u9020\u696d\u3011<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u5834\u306e\u751f\u7523\u30e9\u30a4\u30f3\u4e0a\u3067\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u901a\u4fe1\u74b0\u5883\u306b\u4f9d\u5b58\u305b\u305a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u52d5\u4f5c\u3059\u308bAI\u3068\u3057\u3066\u3001\u54c1\u8cea\u691c\u67fb\u3084\u7570\u5e38\u691c\u77e5\u306b\u6d3b\u7528\u3055\u308c\u308b<\/span>\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u91d1\u878d\u696d\u754c\u3011<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"c-user01\" style=\"font-weight:bold;\">\u9867\u5ba2\u306e\u53d6\u5f15\u30c7\u30fc\u30bf\u3084\u6295\u8cc7\u60c5\u5831\u3068\u3044\u3063\u305f\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u3001\u5916\u90e8\u306b\u9001\u4fe1\u305b\u305a\u793e\u5185\u3060\u3051\u3067\u5206\u6790\u3059\u308b<\/span>\u7528\u9014\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u6cd5\u52d9\u30fb\u6cd5\u5f8b\u95a2\u9023\u3011<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u904e\u53bb\u306e\u5951\u7d04\u66f8\u3084\u5224\u4f8b\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u793e\u5185\u74b0\u5883\u3067\u7ba1\u7406\u3057\u3001\u985e\u4f3c\u6848\u4ef6\u306e\u691c\u7d22\u3084\u6587\u66f8\u4f5c\u6210\u3092\u52b9\u7387\u5316\u3059\u308b\u53d6\u308a\u7d44\u307f\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"techmania-recirc\">\n<style>\n.techmania-recirc{margin:24px 0;font-family:-apple-system,\"Hiragino Kaku Gothic ProN\",\"Yu Gothic\",sans-serif;}\n.techmania-recirc__label{font-size:14px;color:#333;margin-bottom:8px;font-weight:bold;}\n.techmania-recirc__box{display:flex;align-items:center;gap:16px;border:1px solid #ddd;border-radius:4px;padding:12px 16px;text-decoration:none;transition:background .2s;}\n.techmania-recirc__box:hover{background:#f7f9fc;}\n.techmania-recirc__thumb{width:96px;aspect-ratio:6\/4;object-fit:cover;border-radius:4px;flex-shrink:0;}\n.techmania-recirc__title{color:#2952cc;font-size:15px;line-height:1.6;flex:1;}\n.techmania-recirc__arrow{flex-shrink:0;width:28px;height:28px;border-radius:50%;background:#2952cc;color:#fff;display:flex;align-items:center;justify-content:center;font-size:12px;}\n<\/style>\n<div class=\"techmania-recirc__label\">\u25bc\u3053\u3061\u3089\u3082\u30c1\u30a7\u30c3\u30af\u25bc<\/div>\n<a class=\"techmania-recirc__box\" href=\"https:\/\/techmania.jp\/blog\/langchain\/\">\n  <img decoding=\"async\" class=\"techmania-recirc__thumb\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/LangChain.webp\" alt=\"LangChain\u306e\u6982\u8981\u3068\u7279\u5fb4\u3092\u5fb9\u5e95\u89e3\u8aac\uff5c\u57fa\u672c\u6a5f\u80fd\u304b\u3089\u4f7f\u3044\u65b9\u307e\u3067\u7db2\u7f85\">\n  <span class=\"techmania-recirc__title\">LangChain\u306e\u6982\u8981\u3068\u7279\u5fb4\u3092\u5fb9\u5e95\u89e3\u8aac\uff5c\u57fa\u672c\u6a5f\u80fd\u304b\u3089\u4f7f\u3044\u65b9\u307e\u3067\u7db2\u7f85<\/span>\n  <span class=\"techmania-recirc__arrow\">\u25b6<\/span>\n<\/a>\n<\/div>\n\n\n\n<h2 id=\"outline__5\" class=\"wp-block-heading\">Ollama\u3092\u7528\u3044\u305f\u30ed\u30fc\u30ab\u30ebLLM\u306e\u5177\u4f53\u7684\u306a\u5c0e\u5165\u624b\u9806\u3068\u57fa\u672c\u30b3\u30de\u30f3\u30c9<\/h2>\n\n\n\n<h2 id=\"outline__6\" class=\"wp-block-heading\">\u30ed\u30fc\u30ab\u30ebLLM\u306e\u7c21\u5358\u306a\u5c0e\u5165\u624b\u9806\uff08\u521d\u5fc3\u8005\u5411\u3051\u30c4\u30fc\u30eb2\u9078\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ed\u30fc\u30ab\u30ebLLM\u3092\u52d5\u304b\u3059\u306b\u306f\u3001\u96e3\u3057\u3044\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u77e5\u8b58\u306f\u4e0d\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u3044\u305a\u308c\u304b\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3048\u3070\u3001\u6570\u5206\u3067\u5c0e\u5165\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__6_1\" class=\"wp-block-heading\">\u30d1\u30bf\u30fc\u30f3A\uff1a\u30a2\u30d7\u30ea\u611f\u899a\u3067\u4f7f\u3044\u305f\u3044\u306a\u3089\u300cLM Studio\u300d\uff08GUI\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/lmstudio.ai\/\">LM Studio\u516c\u5f0f\u30b5\u30a4\u30c8<\/a>\u304b\u3089\u30a2\u30d7\u30ea\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002<\/li>\n\n\n\n<li>\u691c\u7d22\u30d0\u30fc\u3067\u300cQwen\u300d\u3084\u300cGemma\u300d\u306a\u3069\u306e\u30e2\u30c7\u30eb\u540d\u3092\u691c\u7d22\u3002<\/li>\n\n\n\n<li>PC\u306e\u30b9\u30da\u30c3\u30af\u306b\u5408\u3063\u305f\u91cf\u5b50\u5316\u30e2\u30c7\u30eb\uff08<code>Q4_K_M<\/code> \u7b49\uff09\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3002<\/li>\n\n\n\n<li>\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u3092\u958b\u304d\u3001\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308c\u3070\u3059\u3050\u306b\u4f1a\u8a71\u304c\u30b9\u30bf\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 id=\"outline__6_2\" class=\"wp-block-heading\">\u30d1\u30bf\u30fc\u30f3B\uff1a\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3084\u9023\u643a\u91cd\u8996\u306a\u3089\u300cOllama\u300d\uff08CLI\/API\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/ollama.com\/\">Ollama\u516c\u5f0f\u30b5\u30a4\u30c8<\/a>\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3002<\/li>\n\n\n\n<li>\u30bf\u30fc\u30df\u30ca\u30eb\uff08macOS\uff09\u3084\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\uff08Windows\uff09\u3092\u958b\u304f\u3002<\/li>\n\n\n\n<li>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068\u8d77\u52d5\u304c\u5b8c\u4e86\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>ollama run qwen3.5\n<\/code><\/pre>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li>WebUI\u30c4\u30fc\u30eb\uff08Open WebUI\u306a\u3069\uff09\u3068\u9023\u643a\u3055\u305b\u308b\u3053\u3068\u3067\u3001ChatGPT\u306e\u3088\u3046\u306a\u30d6\u30e9\u30a6\u30b6\u753b\u9762\u3067\u64cd\u4f5c\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 id=\"outline__6_3\" class=\"wp-block-heading\">Ollama\u306e\u74b0\u5883\u69cb\u7bc9\u304b\u3089\u30e2\u30c7\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u307e\u3067\u306e\u5b9f\u8df5\u30b9\u30c6\u30c3\u30d7<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u304b\u3089\u306f\u30ed\u30fc\u30ab\u30ebLLM\u521d\u5fc3\u8005\u306b\u6700\u3082\u4eba\u6c17\u306e\u3042\u308bOllama\u3092\u7528\u3044\u3066\u5b9f\u969b\u306e\u5c0e\u5165\u624b\u9806\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u3001<a href=\"https:\/\/ollama.com\/download\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u516c\u5f0f\u30b5\u30a4\u30c8<\/a>\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u5404\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u304b\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/local_llm.webp\" class=\"post-img\" alt=\"\u30ed\u30fc\u30ab\u30ebLLM Ollama\" loading=\"lazy\">\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u6b63\u5e38\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u305f\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>ollama --version<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">--version<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">\u4f8b<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>% ollama --version\nollama version is 0.31.1<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">%<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">--version<\/span><\/span>\n<span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">version<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">is<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #F78C6C\">0.31<\/span><span style=\"color: #C3E88D\">.1<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u52d5\u4f5c\u306b\u554f\u984c\u304c\u306a\u3051\u308c\u3070\u3001\u30e2\u30c7\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306b\u79fb\u884c\u53ef\u80fd\u3067\u3059\u3002<br>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u65b9\u6cd5\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u300collama pull\u300d\u30b3\u30de\u30f3\u30c9\u3067\u5c0e\u5165\u3057\u305f\u3044\u30e2\u30c7\u30eb\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>ollama pull qwen3.5:4b<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">pull<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">qwen3.5:4b<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304c\u958b\u59cb\u3055\u308c\u307e\u3059\u3002\u5b8c\u4e86\u307e\u3067\u6570\u5206\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/ollama_pull.webp\" class=\"post-img\" alt=\"ollama pull\u5b9f\u884c\" loading=\"lazy\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u300csuccess\u300d\u3068\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/ollama_download.webp\" class=\"post-img\" alt=\"ollama\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u753b\u9762\" loading=\"lazy\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u5b8c\u4e86\u5f8c\u306f\u3001\u300collama run\u300d \u30b3\u30de\u30f3\u30c9\u3067\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>ollama run qwen3.5:4b<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">run<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">qwen3.5:4b<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">ollama run\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30e2\u30c7\u30eb\u304c\u8d77\u52d5\u3057\u307e\u3059\u3002<br>&gt;&gt;&gt; Send a message\u3068\u8868\u793a\u3055\u308c\u305f\u3089\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u3066\u5229\u7528\u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>ollama run qwen3.5:4b\n>>> Send a message (\/? for help)<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">run<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">qwen3.5:4b<\/span><\/span>\n<span class=\"line\"><span style=\"color: #EEFFFF\">&gt;&gt;&gt; <\/span><span style=\"color: #FFCB6B\">Send<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">a<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">message<\/span><span style=\"color: #EEFFFF\"> (\/? <\/span><span style=\"color: #C3E88D\">for<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">help<\/span><span style=\"color: #EEFFFF\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 id=\"outline__6_4\" class=\"wp-block-heading\">Ollama\u3067\u30ed\u30fc\u30ab\u30ebLLM\u3092\u5b9f\u969b\u306b\u52d5\u304b\u3057\u3066\u307f\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001Ollama\u4e0a\u3067Qwen3.5\u3092\u5b9f\u969b\u306b\u52d5\u304b\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306f\u3001\u30ed\u30fc\u30ab\u30ebLLM\u306b\u3064\u3044\u3066\u7c21\u6f54\u306a\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u304b\u78ba\u8a8d\u3059\u308b\u305f\u3081\u3001\u4ee5\u4e0b\u306e\u8cea\u554f\u3092\u5165\u529b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">\u8cea\u554f<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>\u30ed\u30fc\u30ab\u30ebLLM\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f2\u6587\u3067\u7c21\u6f54\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #EEFFFF\">\u30ed\u30fc\u30ab\u30ebLLM\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f2\u6587\u3067\u7c21\u6f54\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cea\u554f\u3092\u5165\u529b\u3057\u3066Enter\u30ad\u30fc\u3092\u62bc\u3059\u3068\u3001Qwen3.5\u306b\u3088\u308b\u56de\u7b54\u306e\u751f\u6210\u304c\u59cb\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u4f7f\u7528\u3057\u305fQwen3.5\u3067\u306f\u3001\u6700\u7d42\u7684\u306a\u56de\u7b54\u304c\u8868\u793a\u3055\u308c\u308b\u524d\u306b\u3001\u8cea\u554f\u306e\u5185\u5bb9\u3084\u56de\u7b54\u6761\u4ef6\u3092\u6574\u7406\u3059\u308b\u51e6\u7406\u904e\u7a0b\u304c\u82f1\u8a9e\u3067\u8868\u793a\u3055\u308c\u307e\u3057\u305f\u3002<br><span class=\"c-user01\" style=\"font-weight:bold;\">\u300cThinking Process\u300d\u3068\u8868\u793a\u3055\u308c\u3066\u3082\u30a8\u30e9\u30fc\u3067\u306f\u306a\u3044<\/span>\u305f\u3081\u3001\u305d\u306e\u307e\u307e\u56de\u7b54\u306e\u751f\u6210\u304c\u5b8c\u4e86\u3059\u308b\u307e\u3067\u5f85\u3061\u307e\u3057\u3087\u3046\u3002<br>\u51e6\u7406\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u753b\u9762\u306e\u6700\u5f8c\u306b\u65e5\u672c\u8a9e\u306e\u56de\u7b54\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<br>\u7b46\u8005\u304c\u8a66\u3057\u305f\u969b\u3082\u30014B\u30af\u30e9\u30b9\u306e\u5c0f\u578b\u30e2\u30c7\u30eb\u3067\u3042\u308c\u3070\u6570\u79d2\u301c\u5341\u6570\u79d2\u307b\u3069\u3067\u56de\u7b54\u304c\u8fd4\u3063\u3066\u304d\u3066\u304a\u308a\u3001\u4f53\u611f\u3068\u3057\u3066\u3082\u30b9\u30c8\u30ec\u30b9\u306e\u5c11\u306a\u3044\u901f\u5ea6\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u5f8c\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u8cea\u554f\u306e\u5165\u529b\u304b\u3089\u56de\u7b54\u751f\u6210\u307e\u3067\u3092\u81ea\u5206\u306ePC\u5185\u3067\u51e6\u7406\u3067\u304d\u308b<\/span>\u305f\u3081\u3001\u30af\u30e9\u30a6\u30c9\u578b\u306e\u751f\u6210AI\u3068\u306f\u7570\u306a\u308b\u30ed\u30fc\u30ab\u30ebLLM\u306e\u52d5\u4f5c\u3092\u5b9f\u969b\u306b\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<br><\/p>\n\n\n\n<h3 id=\"outline__6_5\" class=\"wp-block-heading\">\u5b9f\u52d9\u3067\u4eca\u3059\u3050\u4f7f\u3048\u308b\u5b9f\u884c\u30fb\u64cd\u4f5c\u306e\u57fa\u672c\u30b3\u30de\u30f3\u30c9\u96c6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u969b\u306e\u696d\u52d9\u3067\u3082\u4f7f\u7528\u53ef\u80fd\u306a\u30b3\u30de\u30f3\u30c9\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u4e00\u89a7\u8868\u793a\u3011<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>ollama list<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">list<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ed\u30fc\u30ab\u30eb\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3092\u4e00\u89a7\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u30e2\u30c7\u30eb\u306e\u5b9f\u884c\u3011<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>ollama run qwen3.5:4b<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">run<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">qwen3.5:4b<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u884c\u3059\u308b\u3068\u3001\u30c1\u30e3\u30c3\u30c8\u30e2\u30fc\u30c9\u3067\u8d77\u52d5\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u30e2\u30c7\u30eb\u306e\u524a\u9664\u3011<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>ollama rm qwen3.5:4b<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">rm<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">qwen3.5:4b<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8981\u306b\u306a\u3063\u305f\u30e2\u30c7\u30eb\u306f\u3001\u3053\u306e\u30b3\u30de\u30f3\u30c9\u3067\u524a\u9664\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u30e2\u30c7\u30eb\u306e\u60c5\u5831\u8868\u793a\u3011<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>ollama show qwen3.5:4b<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">show<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">qwen3.5:4b<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3084\u8a2d\u5b9a\u5185\u5bb9\u306a\u3069\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u30b5\u30fc\u30d0\u30fc\u30e2\u30fc\u30c9\u3092\u8d77\u52d5\u3011<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>ollama serve<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">serve<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">REST API\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u72b6\u614b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010API\u7d4c\u7531\u3067\u5b9f\u884c\u3011<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>curl http:\/\/localhost:11434\/api\/generate \\\n-d '{\n  \"model\":\"qwen3\",\n  \"prompt\":\"Python\u306efor\u6587\u3092\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\"\n}'<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">curl<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">http:\/\/localhost:11434\/api\/generate<\/span><span style=\"color: #EEFFFF\"> \\<\/span><\/span>\n<span class=\"line\"><span style=\"color: #EEFFFF\">-d <\/span><span style=\"color: #89DDFF\">&#39;<\/span><span style=\"color: #C3E88D\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #C3E88D\">  &quot;model&quot;:&quot;qwen3&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #C3E88D\">  &quot;prompt&quot;:&quot;Python\u306efor\u6587\u3092\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #C3E88D\">}<\/span><span style=\"color: #89DDFF\">&#39;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001<a href=\"https:\/\/techmania.jp\/blog\/streamlit\/\">\u81ea\u4f5c\u30a2\u30d7\u30ea\u3084Web\u30b7\u30b9\u30c6\u30e0<\/a>\u3068\u9023\u643a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3010\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3011<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>FROM qwen3.5:4b\nSYSTEM \u3042\u306a\u305f\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8b1b\u5e2b\u3067\u3059<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">FROM<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">qwen3.5:4b<\/span><\/span>\n<span class=\"line\"><span style=\"color: #FFCB6B\">SYSTEM<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">\u3042\u306a\u305f\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8b1b\u5e2b\u3067\u3059<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u4e0a\u8a18\u5185\u5bb9\u3092Modelfile\u3068\u3057\u3066\u4fdd\u5b58\u3057\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u72ec\u81ea\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>ollama create mymodel -f Modelfile<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">ollama<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">create<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">mymodel<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">-f<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">Modelfile<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div class=\"techmania-recirc\">\n<style>\n.techmania-recirc{margin:24px 0;font-family:-apple-system,\"Hiragino Kaku Gothic ProN\",\"Yu Gothic\",sans-serif;}\n.techmania-recirc__label{font-size:14px;color:#333;margin-bottom:8px;font-weight:bold;}\n.techmania-recirc__box{display:flex;align-items:center;gap:16px;border:1px solid #ddd;border-radius:4px;padding:12px 16px;text-decoration:none;transition:background .2s;}\n.techmania-recirc__box:hover{background:#f7f9fc;}\n.techmania-recirc__thumb{width:96px;aspect-ratio:6\/4;object-fit:cover;border-radius:4px;flex-shrink:0;}\n.techmania-recirc__title{color:#2952cc;font-size:15px;line-height:1.6;flex:1;}\n.techmania-recirc__arrow{flex-shrink:0;width:28px;height:28px;border-radius:50%;background:#2952cc;color:#fff;display:flex;align-items:center;justify-content:center;font-size:12px;}\n<\/style>\n<div class=\"techmania-recirc__label\">\u25bc\u3053\u3061\u3089\u3082\u30c1\u30a7\u30c3\u30af\u25bc<\/div>\n<a class=\"techmania-recirc__box\" href=\"https:\/\/techmania.jp\/blog\/interface0001\/\">\n  <img decoding=\"async\" class=\"techmania-recirc__thumb\" src=\"https:\/\/web-img.rensa.jp.net\/rensa\/images\/techmania\/thumbnail\/20220106\/iStock-1215417094.jpg\" alt=\"API\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3084\u30e1\u30ea\u30c3\u30c8\u3001\u4e8b\u4f8b\u3001\u5229\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac\">\n  <span class=\"techmania-recirc__title\">API\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3084\u30e1\u30ea\u30c3\u30c8\u3001\u4e8b\u4f8b\u3001\u5229\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac<\/span>\n  <span class=\"techmania-recirc__arrow\">\u25b6<\/span>\n<\/a>\n<\/div>\n\n\n\n<h2 id=\"outline__7\" class=\"wp-block-heading\">\u30ed\u30fc\u30ab\u30ebLLM\u6d3b\u7528\u6642\u306e\u3088\u304f\u3042\u308b\u8cea\u554f\uff08Q&amp;A\uff09<\/h2>\n\n\n\n<h3 id=\"outline__7_1\" class=\"wp-block-heading\">Q1. \u5546\u7528\u5229\u7528\u306f\u53ef\u80fd\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>A. \u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Gemma\u3084Qwen\u3001Llama\u306a\u3069\u306e\u4e3b\u8981\u30e2\u30c7\u30eb\u306f\u57fa\u672c\u7684\u306b\u5546\u7528\u5229\u7528\u53ef\u80fd\uff08Apache 2.0\u3084\u56fa\u6709\u306e\u30aa\u30fc\u30d7\u30f3\u30e9\u30a4\u30bb\u30f3\u30b9\uff09\u3067\u3059\u304c\u3001\u300c\u6708\u9593\u30a2\u30af\u30c6\u30a3\u30d6\u30e6\u30fc\u30b6\u30fc\u6570\u306b\u3088\u308b\u5236\u9650\u300d\u3084\u300c\u7279\u5b9a\u7528\u9014\u306e\u7981\u6b62\u300d\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u5546\u7528\u30a2\u30d7\u30ea\u306b\u7d44\u307f\u8fbc\u3080\u969b\u306f\u3001\u5fc5\u305a\u5404\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u9805\uff08LICENSE\u30d5\u30a1\u30a4\u30eb\uff09\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 id=\"outline__7_2\" class=\"wp-block-heading\">Q2. GPU\u304c\u306a\u3044\uff08CPU\u306e\u307f\u306e\uff09PC\u3067\u3082\u52d5\u304d\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>A. \u52d5\u4f5c\u306f\u53ef\u80fd\u3067\u3059\u304c\u3001\u751f\u6210\u901f\u5ea6\u304c\u9045\u304f\u306a\u308a\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3B\u306a\u3069\u306e\u8d85\u8efd\u91cf\u30e2\u30c7\u30eb\u3067\u3042\u308c\u3070CPU\u306e\u307f\u3067\u3082\u52d5\u4f5c\u3057\u307e\u3059\u304c\u30017B\u301c8B\u4ee5\u4e0a\u306e\u30e2\u30c7\u30eb\u306b\u306a\u308b\u30681\u6587\u5b57\u51fa\u529b\u3059\u308b\u306e\u306b\u6570\u79d2\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u5b9f\u7528\u7684\u306b\u5229\u7528\u3057\u305f\u3044\u5834\u5408\u306f\u3001NVIDIA\u88fdGPU\uff08VRAM 8GB\u4ee5\u4e0a\uff09\u307e\u305f\u306fApple Silicon\u642d\u8f09Mac\uff08\u30e6\u30cb\u30d5\u30a1\u30a4\u30c9\u30e1\u30e2\u30ea 16GB\u4ee5\u4e0a\uff09\u306e\u5229\u7528\u3092\u5f37\u304f\u63a8\u5968\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__7_3\" class=\"wp-block-heading\">Q3. \u30ed\u30fc\u30ab\u30eb\u3067\u8aad\u307f\u8fbc\u307e\u305b\u305f\u30c7\u30fc\u30bf\u304c\u52dd\u624b\u306b\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u4f7f\u308f\u308c\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>A. \u4e00\u5207\u3042\u308a\u307e\u305b\u3093\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u5168\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u52d5\u4f5c\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5165\u529b\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u304c\u5916\u90e8\u306b\u9001\u4fe1\u3055\u308c\u305f\u308a\u3001\u30e2\u30c7\u30eb\u306e\u518d\u5b66\u7fd2\u306b\u4f7f\u7528\u3055\u308c\u305f\u308a\u3059\u308b\u30ea\u30b9\u30af\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h2 id=\"outline__8\" class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ed\u30fc\u30ab\u30ebLLM\u306f\u3001\u300c\u30c7\u30fc\u30bf\u306e\u5b89\u5168\u6027\u3092\u62c5\u4fdd\u3057\u305f\u3044\u300d\u300c\u30b3\u30b9\u30c8\u3092\u6c17\u306b\u305b\u305aAI\u3092\u4f7f\u3044\u5012\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u975e\u5e38\u306b\u6709\u529b\u306a\u9078\u629e\u80a2\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u306f\u300cLM 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