{"id":15098,"date":"2026-09-02T07:45:22","date_gmt":"2026-09-02T07:45:22","guid":{"rendered":"https:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/?p=15098"},"modified":"2026-09-30T02:41:48","modified_gmt":"2026-09-30T02:41:48","slug":"%e4%bd%9c%e6%a5%ad%e3%83%a1%e3%83%a2-20260902-%e6%8e%a1%e7%82%b9%e3%82%92%e8%a3%9c%e5%8a%a9%e3%81%99%e3%82%8b%e3%82%b5%e3%83%bc%e3%83%90%e3%83%bc%e3%82%92%e5%bb%ba%e3%81%a6%e3%82%8b-llm%e7%b7%a8","status":"publish","type":"post","link":"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/?p=15098","title":{"rendered":"(\u4f5c\u696d\u30e1\u30e2 20260902) \u63a1\u70b9\u3092\u88dc\u52a9\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u3092\u5efa\u3066\u308b_LLM\u7de8"},"content":{"rendered":"<p>\u4f55\u56de\u304b\u540c\u3058\u3088\u3046\u306a\u30bf\u30a4\u30c8\u30eb\u3067\u66f8\u3044\u3066\u3044\u307e\u3059\u304c\uff0c\u4eca\u56de\u306fLLM\u3092\u5229\u7528\u3059\u308b\u4e0a\u3067\u306e\u63a1\u70b9\u88dc\u52a9\u30b5\u30fc\u30d0\u30fc\u3067\u3059\u3002<\/p>\n<p>\u63a1\u70b9\u88dc\u52a9\u30b5\u30fc\u30d0\u30fc\u3068\u306f\u4f55\u3092\u8a00\u3063\u3066\u3044\u308b\u304b\u3068\u3044\u3046\u3068\uff0c\u5177\u4f53\u7684\u306a\u63a1\u70b9\u306e\u307f\u3092\u62c5\u5f53\u3057\u3066\uff0c\u63a1\u70b9\u7d50\u679c\u306e\u8a18\u9332\u306a\u3069\u306f\u3068\u3089\u306a\u3044\u30b5\u30fc\u30d0\u30fc\u306e\u3053\u3068\u3067\u3059\u3002LMS \u304b\u3089\u6765\u305f\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u6700\u521d\u306b\u53d7\u3051\u308b\u306e\u304c kanaike \u3068\u3044\u3046\u30b5\u30fc\u30d0\u30fc\u3067\u3059\u3002kanaike \u306f\u63a1\u70b9\u306e\u5dee\u914d\u3068\u8a18\u9332\u3068\u8fd4\u4e8b\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002\u4ee5\u524d\u306b\u66f8\u3044\u305f\u7d75\u3067\u3059\u304c\uff0c\u4e0b\u8a18\u306e\u3088\u3046\u306a\u9023\u643a\u3067\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2022\/10\/version500.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2022\/10\/version500-1024x469.png\" alt=\"\" width=\"600\" height=\"275\" class=\"aligncenter size-large wp-image-11028\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2022\/10\/version500-1024x469.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2022\/10\/version500-300x137.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2022\/10\/version500-768x352.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2022\/10\/version500-1536x703.png 1536w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2022\/10\/version500-600x275.png 600w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2022\/10\/version500.png 1820w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u5b9f\u969b\u306e\u63a1\u70b9\u51e6\u7406\uff0c\u6570\u5f0f\u306e\u6b63\u8aa4\u5224\u5b9a\u3068\u304b\u3067\u3059\u304c\uff0c\u305d\u308c\u306f kanaike \u3068\u306f\u5225\u306e\u30b5\u30fc\u30d0\u30fc\u3067\u62c5\u5f53\u3057\u307e\u3059\u3002\u5225\u306b\u5206\u3051\u305f\u7406\u7531\u306f\uff0c\u5c06\u6765\u7684\u306b AI \u7684\u306a\u51e6\u7406\u3092\u3059\u308b\u5834\u5408\u306b\u30d3\u30c7\u30aa\u30ab\u30fc\u30c9\u306a\u3069\u306e\u30cf\u30fc\u30c9\u3092\u5229\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3060\u308d\u3046\u3068\u4e88\u60f3\u3057\u305f\u305f\u3081\u3067\u3059\u3002kanaike \u306f\u4eee\u60f3\u3067\u904b\u7528\u3055\u308c\u3066\u307e\u3059\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u63a1\u70b9\u51e6\u7406\u62c5\u5f53\u306f\u4eee\u60f3\u3067\u7528\u610f\u3057\u307e\u3059\u304c\uff0c\u3053\u308c\u306b\u306f\u6700\u5927\u516c\u7d04\u6570\u7684\u306a\u5171\u901a\u3059\u308b\u63a1\u70b9\u6a5f\u80fd\u3092\u7f6e\u304f\u611f\u3058\u3067\u3059\u3002\u305d\u306e\u4e0a\u3067\u5225\u306e\u63a1\u70b9\u51e6\u7406\u62c5\u5f53\u306e\u30b5\u30fc\u30d0\u30fc\u3092\u7528\u610f\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u307e\u3057\u305f\u3002\u3053\u3046\u3057\u3066\u304a\u3051\u3070\uff0c\u305d\u308c\u305e\u308c\u306e\u6559\u5e2b\u306e\u624b\u8fd1\u306a\u3068\u3053\u308d\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u63a1\u70b9\u51e6\u7406\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002\u624b\u8fd1\u306a\u3068\u3053\u308d\u306b\u306a\u3051\u308c\u3070\uff0c\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306f\u96e3\u3057\u3044\u3067\u3059\u3057\uff0c\u307e\u305f\u30c7\u30d5\u30a9\u30eb\u30c8\u304c\u5225\u306b\u7a3c\u50cd\u3057\u3066\u3044\u307e\u3059\u306e\u3067\uff0c\u5b89\u5b9a\u6027\u3092\u691c\u8a3c\u3059\u308b\u5fc5\u8981\u3082\u305d\u308c\u307b\u3069\u3042\u308a\u307e\u305b\u3093\u3002\u4ed6\u306e\u4eba\u3078\u306e\u8ff7\u60d1\u3092\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u304b\u3089\u3002\u3053\u3046\u3044\u3063\u305f\u3053\u3068\u3092\u8003\u3048\u3066\uff0c\u5177\u4f53\u7684\u306a\u63a1\u70b9\u51e6\u7406\u3092 kanaike \u304b\u3089\u5916\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u8a71\u304c\u9577\u304f\u306a\u308a\u305d\u3046\u3067\u3059\u304c\uff0c\u3053\u306e\u3088\u3046\u306a\u5916\u90e8\u306b\u7f6e\u304f\u63a1\u70b9\u30b5\u30fc\u30d0\u30fc\u3067\u306f\uff0c\u6700\u521d\u306f\u6a5f\u68b0\u5b66\u7fd2\u7684\u306a\u3082\u306e\u306e\u5229\u7528\u3092\u8003\u3048\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u3046\u3059\u308b\u3068\u63a1\u70b9\u306e\u6a5f\u80fd\u3054\u3068\u306b\u500b\u5225\u306e\u91cd\u307f\uff08\u30d1\u30e9\u30e1\u30fc\u30bf\uff09\u306a\u3069\u304c\u5fc5\u8981\u3067\u3059\u3002\u305d\u308c\u3082\u3042\u3063\u3066\uff0c\u6559\u5e2b\u306e\u624b\u8fd1\u306b\u7f6e\u3044\u305f\u65b9\u304c\u826f\u3044\u3068\u8003\u3048\u3066\u3044\u305f\u306e\u3067\u3059\u304c\uff0c\u6700\u8fd1\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u306a\u3089\uff0c\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u66f8\u304f\u5185\u5bb9\u3067\uff0c\u305d\u306e\u6a5f\u80fd\u3092\u5909\u5316\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306a\u3088\u3046\u3067\u3059\u3002\u305d\u3046\u3067\u3042\u308c\u3070\u3042\u308b\u7a0b\u5ea6\u6c4e\u7528\u54c1\u304c\u898b\u3048\u3066\u304f\u308b\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u304a\u305d\u3089\u304f\u4e00\u53f0\u3067\u306f\u96e3\u3057\u3044\u306e\u3067\u4e0b\u56f3\u306e\u3088\u3046\u306b\u8907\u6570\u53f0\u3067\u69cb\u6210\u3055\u308c\u308b\u30b5\u30fc\u30d0\u30fc\u7fa4\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002\u4e00\u53f0\u306e\u4ed5\u5207\u308b\u30b5\u30fc\u30d0\u30fc\uff08\u4eee\u60f3\uff09\u3068\u305d\u306e\u5468\u308a\u306b ollama \u304b\u4f55\u304b\u304c\u52d5\u304f\u8907\u6570\u53f0\u306e\u30b5\u30fc\u30d0\u30fc\uff08\u7269\u7406\u30b5\u30fc\u30d0\u30fc\uff09\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260903a.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260903a-1024x511.png\" alt=\"\" width=\"600\" height=\"299\" class=\"aligncenter size-large wp-image-15117\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260903a-1024x511.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260903a-300x150.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260903a-768x383.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260903a-1536x766.png 1536w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260903a-940x469.png 940w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260903a.png 1857w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u4e00\u53f0\u306e\u4ed5\u5207\u308b\u30b5\u30fc\u30d0\u30fc\u304c\u4eee\u60f3\u306a\u306e\u306f\uff0c\u3053\u306e\u30b5\u30fc\u30d0\u30fc\u306f\u7279\u6b8a\u306a\u3082\u306e\u306a\u306e\u3067\u30b5\u30f3\u30d7\u30eb\u3092\u3053\u3061\u3089\u3067\u7528\u610f\u3057\u3066\u304a\u3044\u3066\u30b3\u30d4\u30fc\u3092\u914d\u5e03\u3059\u308b\u305f\u3081\u3067\u3059\u3002ollama \u304c\u52d5\u304f\u30b5\u30fc\u30d0\u30fc\u306f\u4e00\u822c\u7684\u306a\u69cb\u6210\u3067\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u666e\u901a\u306b ollama \u304cAPI\u3092\u901a\u3058\u3066\u5229\u7528\u3067\u304d\u308b\u69d8\u306b\u3057\u3066\u304a\u304f\u611f\u3058\u3067\u3059\u3002\u3068\u3082\u304b\u304f LLM \u3092\u5229\u7528\u3059\u308b\u63a1\u70b9\u88dc\u52a9\u30b5\u30fc\u30d0\u30fc\u7fa4\u306e\u69cb\u7bc9\u306e\u305f\u3081\u306b\uff0c\u3053\u306e\u4ed5\u5207\u308b\u4eee\u60f3\u30b5\u30fc\u30d0\u30fc\u306e\u69cb\u7bc9\u4f5c\u696d\u3092\u307e\u3068\u3081\u307e\u3059\u3002\u3068\u8a00\u3063\u3066\u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u306e\u3088\u3046\u306a\u3082\u306e\u3060\u3051\u3067\uff0c\u305d\u3053\u3067\u5dee\u914d\u3057\u305f\u308a\u63a1\u70b9\u51e6\u7406\u3092\u3059\u308b\u30bd\u30d5\u30c8\u306e\u8a71\u306f\u9664\u304d\u307e\u3059\u3002<\/p>\n<p>\u3055\u3066\uff0c\u59cb\u3081\u307e\u3059\u3002OS \u306f ubuntu 24 \u3067\u3059\u3002\u6700\u521d\u306b synaptic \u3092\u5165\u308c\u307e\u3057\u305f\u3002\u305d\u308c\u3092\u4f7f\u3063\u3066 git \u3092\u5165\u308c\u307e\u3057\u305f\uff08\u5fc5\u8981\u3060\u3063\u305f\u304b\u306a\uff1f\uff09\u3002<\/p>\n<p>apache \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">sudo apt install apache2<\/code><\/pre>\n<p>php\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">sudo apt install php<\/code><\/pre>\n<p>phpinfo\u30b3\u30de\u30f3\u30c9\u3092\u8a66\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3086\u304f\u3086\u304f\u306f\u524a\u9664\u3057\u3068\u304b\u306a\u3044\u3068\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">&lt;?php\r\nphpinfo();\r\n?&gt;<\/code><\/pre>\n<p>upload \u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u7b49\u306e\u5909\u66f4\u3092\u3057\u307e\u3059\u3002\/etc\/php\/8.3\/apache2\/php.ini \u3092\u66f8\u304d\u63db\u3048\u307e\u3059\u3002apache \u306e\u518d\u8d77\u52d5\u3092\u3059\u308c\u3070\u53cd\u6620\u3055\u308c\u307e\u3059\u3002phpinfo \u306e\u60c5\u5831\u3067\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">post_max_size = \u5927\u304d\u306a\u5024\r\nupload_max_filesize = \u5927\u304d\u306a\u5024\r\nmax_execution_time = \u5927\u304d\u306a\u5024\r\nmemory_limit = \u5927\u304d\u306a\u5024<\/code><\/pre>\n<p>php-xml \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002synaptic \u304b\u3089\u3002simplexml_load_string \u3092\u5229\u7528\u3059\u308b\u305f\u3081\u3002<\/p>\n<p>synaptic \u304b\u3089 php-mbstring \u3092\u8ffd\u52a0\u3059\u308b\u3002\u3053\u306e\u8fba\u3092\u6709\u52b9\u306b\u3057\u305f\u3044\u3068\u304d\u306b\u306f apache \u306e\u518d\u8d77\u52d5\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>Python \u95a2\u9023\u3002\u3082\u3068\u3082\u3068\u5165\u3063\u3066\u3044\u308b Python \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u4e0b\u8a18\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">$ python3 --version\r\nPython 3.12.3\r\n<\/code><\/pre>\n<p>Python \u306e\u6e96\u5099\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u306a\u3069\u3092\u7528\u610f\u3059\u308b\u3002synaptic \u304b\u3089 pandas\u3001numpy\uff08\u3059\u3067\u306b\u5165\u3063\u3066\u3044\u305f\uff09\u3001sympy\uff08\u3059\u3067\u306b\u5165\u3063\u3066\u3044\u305f\uff09\u3001pip \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002\u3053\u306e\u4eee\u60f3\u30de\u30b7\u30f3\u3067\u306f cupy \u306a\u3069\u306f\u5fc5\u8981\u306a\u3044\u3002wsgi \u3082\u5229\u7528\u3057\u306a\u3044\u3002\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u306f\u30b0\u30ed\u30fc\u30d0\u30eb\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u3053\u306e\u30b5\u30fc\u30d0\u30fc\u3067\u3084\u308b\u3053\u3068\u306f\u7279\u6b8a\u306a\u74b0\u5883\u3092\u7528\u610f\u3057\u306a\u304f\u3066\u3082\u3059\u3080\u7bc4\u56f2\u5185\u306b\u3068\u3069\u3081\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>build-essential \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3088\u3046\u3068\u3057\u305f\u3089\u3001\u3059\u3067\u306b\u5165\u3063\u3066\u3044\u305f\u3002\u3053\u308c\u306f maxima \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p> maxima \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002\u305f\u3076\u3093\u307e\u3060\u6570\u5f0f\u81ea\u52d5\u63a1\u70b9\u306e\u7d50\u679c\u306f\u5fc5\u8981\u3060\u3068\u601d\u3046\u306e\u3067 maxima \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002synaptic \u304b\u3089 gnuplot, texinfo, sbcl 2.2.9 \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002maxima \u306f 5.36.0 \u3092 sbcl \u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u3064\u3051\u3066\u4ee5\u4e0b\u306e\u69d8\u306b\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u307e\u3059\u3002\u30bd\u30fc\u30b9\u306f<a href=\"https:\/\/sourceforge.net\/projects\/maxima\/files\/Maxima-source\/\">\u3053\u3053\u304b\u3089<\/a>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002 \u305d\u308c\u3092\u30db\u30fc\u30e0\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u30fc\u7b49\u3067\u5c55\u958b\u3057\u3066\uff0c\u305d\u306e\u30d5\u30a9\u30eb\u30c0\u30fc\u306b\u79fb\u52d5\u3057\u307e\u3059\uff08\u5f8c\u306f\u4e0b\u8a18\u306e\u30b3\u30fc\u30c9\u53c2\u7167\uff09\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">cd .\/maxima-5.36.0\r\n.\/configure \u2013enable-sbcl\r\nmake\r\nsudo make install<\/code><\/pre>\n<p>maxima \u306e\u30b3\u30f3\u30d1\u30a4\u30eb\u306b\u30a8\u30e9\u30fc\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u53e4\u3044 maxima \u3092\u5229\u7528\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u3053\u3053\u306f\u5fc3\u914d\u306a\u3068\u3053\u308d\u3067\u3059\u3002\u53e4\u3044 maxima \u3092\u306a\u305c\u4f7f\u3063\u3066\u3044\u308b\u304b\u3068\u3044\u3046\u3068\u3001\u53e4\u3044 STUCK \u306e\u30d1\u30fc\u30c4\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002\u305d\u308c\u306b\u5408\u308f\u305b\u3066\u305d\u306e\u9803\u306e maxima \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u4f7f\u3044\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\/var\/www \u306e\u5185\u5bb9\u3092\u6e96\u5099\u3002\u30b3\u30d4\u30fc\u3057\u3066\u914d\u7f6e\u3002temporary \u306e\u6240\u6709\u6a29\u3092 www-data \u306b\u5909\u66f4\u3057\u307e\u3059\u3002\u63a1\u70b9\u7528\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u95a2\u3057\u3066\u3082\u4eca\u56de\u306f\u4fee\u6b63\u304c\u5fc5\u8981\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>maxima-optimised \u306e\u518d\u69cb\u7bc9\u3092\u3057\u307e\u3059\u3002maximalocal.mac \u306e\u3042\u308b\u30d5\u30a9\u30eb\u30c0\u30fc\u306e\u3068\u3053\u308d\u306b\u79fb\u52d5\u3057\u3066\u304a\u3044\u3066\u3001maxima \u3092\u8d77\u52d5\u3057\u307e\u3059\u3002\u305d\u308c\u304b\u3089\u4e0b\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u3092\u6253\u3061\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">(%i1) load(\"maximalocal.mac\");\r\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u306e\u51fa\u529b\u306f\u4e0b\u8a18\u3067\u3059\u3002\u5931\u6557\u306b\u6c17\u3065\u304f\u3088\u3046\u306b\u51fa\u529b\u3082\u8a18\u9332\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">; compiling file \"\/usr\/local\/share\/maxima\/5.36.0\/share\/draw\/grcommon.lisp\" (written 04 SEP 2026 12:36:27 PM):\r\n\r\n; wrote \/home\/friend\/.maxima\/binary\/5_36_0\/sbcl\/2_2_9_debian\/share\/draw\/grcommon.fasl\r\n; compilation finished in 0:00:00.532\r\n;; loading #P\"\/home\/friend\/.maxima\/binary\/5_36_0\/sbcl\/2_2_9_debian\/share\/draw\/grcommon.fasl\"\r\n; compiling file \"\/usr\/local\/share\/maxima\/5.36.0\/share\/draw\/gnuplot.lisp\" (written 04 SEP 2026 12:36:27 PM):\r\n\r\n; file: \/usr\/local\/share\/maxima\/5.36.0\/share\/draw\/gnuplot.lisp\r\n; in: DEFUN REGION\r\n;     (MAKE-ARRAY (LIST (1+ MAXIMA::NX) (1+ MAXIMA::NY)) :ELEMENT-TYPE 'BOOLEAN)\r\n; \r\n; caught STYLE-WARNING:\r\n;   The default initial element 0 is not a BOOLEAN.\r\n;   See also:\r\n;     The ANSI Standard, Function MAKE-ARRAY\r\n;     The ANSI Standard, Function UPGRADED-ARRAY-ELEMENT-TYPE\r\n\r\n\r\n; wrote \/home\/friend\/.maxima\/binary\/5_36_0\/sbcl\/2_2_9_debian\/share\/draw\/gnuplot.fasl\r\n; compilation finished in 0:00:01.263\r\n;; loading #P\"\/home\/friend\/.maxima\/binary\/5_36_0\/sbcl\/2_2_9_debian\/share\/draw\/gnuplot.fasl\"\r\n; compiling file \"\/usr\/local\/share\/maxima\/5.36.0\/share\/draw\/vtk.lisp\" (written 04 SEP 2026 12:36:27 PM):\r\n\r\n; wrote \/home\/friend\/.maxima\/binary\/5_36_0\/sbcl\/2_2_9_debian\/share\/draw\/vtk.fasl\r\n; compilation finished in 0:00:00.941\r\n;; loading #P\"\/home\/friend\/.maxima\/binary\/5_36_0\/sbcl\/2_2_9_debian\/share\/draw\/vtk.fasl\"\r\n; compiling file \"\/usr\/local\/share\/maxima\/5.36.0\/share\/draw\/picture.lisp\" (written 04 SEP 2026 12:36:27 PM):\r\n\r\n; wrote \/home\/friend\/.maxima\/binary\/5_36_0\/sbcl\/2_2_9_debian\/share\/draw\/picture.fasl\r\n; compilation finished in 0:00:00.101\r\n;; loading #P\"\/home\/friend\/.maxima\/binary\/5_36_0\/sbcl\/2_2_9_debian\/share\/draw\/picture.fasl\"\r\n; \r\n; compilation unit finished\r\n;   caught 1 STYLE-WARNING condition\r\nWARNING: redefining MAXIMA::TEX-MQUOTIENT in DEFUN\r\nWARNING: redefining MAXIMA::TEX-PREFIX in DEFUN\r\nWARNING: redefining MAXIMA::TEX-STRING in DEFUN\r\nWARNING: redefining MAXIMA::TEX-DERIVATIVE in DEFUN\r\nWARNING: redefining MAXIMA::TEX-D in DEFUN\r\nWARNING: redefining MAXIMA::TEX-DABBREV in DEFUN\r\nWARNING: redefining MAXIMA::TEX-INT in DEFUN\r\n[ STACK-Maxima started, library version 2015060800 ] \r\n(%o0) \"maximalocal.mac\"\r\n<\/code><\/pre>\n<p>\u3046\u307e\u304f\u3044\u3063\u305f\u306e\u3060\u3068\u601d\u3044\u307e\u3059\u3002\u7d9a\u3044\u3066\u4e0b\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u3092\u6253\u3061\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">:lisp (sb-ext:save-lisp-and-die \"maxima-optimised\" :toplevel #'run :executable t);<\/code><\/pre>\n<p>\u4eca\u5ea6\u306f\u51fa\u529b\u306f\u7121\u304f\u3066\u3001maxima \u3082\u7d42\u4e86\u3057\u307e\u3059\u3002\u30d5\u30a9\u30eb\u30c0\u30fc\u3092\u898b\u308b\u3068 maxima-optimised \u3068\u3044\u3046 70MB \u3042\u305f\u308a\u306e\u5927\u304d\u3055\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u3053\u3067\u63a1\u70b9\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u8a66\u3057\u305f\u65b9\u304c\u3044\u3044\u3068\u601d\u3063\u3066\u3001\u63a1\u70b9\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u4e2d\u8eab\u3092\u8abf\u3079\u3066\u898b\u307e\u3057\u305f\u3002<\/p>\n<p>\u3068\u308a\u3042\u3048\u305a\u3001\u6570\u5f0f\u306e\u81ea\u52d5\u63a1\u70b9\u306f\u52d5\u3044\u3066\u3044\u308b\u3088\u3046\u3067\u3057\u305f\u3002<\/p>\n<p>\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u898b\u3066\u3044\u3066video \u306e\u51e6\u7406\u3082\u3042\u308b\u304b\u3082\u3068\u601d\u3063\u3066\u3001ffmpeg \u3092 synaptic \u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>apache \u306e\u30a8\u30e9\u30fc\u30ed\u30b0\u3092\u898b\u3066\u3044\u305f\u3089 tex \u304c\u7121\u3044\u3068\u304b\u8a00\u308f\u308c\u3066\u3044\u305f\u306e\u3067\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3057\u305f\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">sudo apt install texlive-full<\/code><\/pre>\n<p>\u3053\u306e\u3042\u3068\u3001\u4ed6\u306e\u63a1\u70b9\u6a5f\u80fd\u3082\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u63a1\u70b9\u306e\u969b\u306b maxima \u3084 Python \u304c\u52d5\u304d\u307e\u3059\u304c\u3001Python \u306b\u95a2\u3057\u3066\u4eca\u56de\u306f wsgi \u3092\u4f7f\u3044\u307e\u305b\u3093\u3002\u76f4\u63a5 Python \u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u3064\u307e\u308a exec \u306b\u30b3\u30fc\u30c9\u3092\u6e21\u3057\u307e\u3059\u3002LLM \u3092\u52d5\u304b\u3059\u3068\u306a\u308b\u3068\u63a1\u70b9\u306b\u304b\u304b\u308b\u6642\u9593\u306f\u3044\u305a\u308c\u306b\u305b\u3088\u9577\u304f\u306a\u308b\u306e\u3067\u3001\u8907\u96d1\u306a wsgi \u3092\u4f7f\u3046\u306e\u3092\u6b62\u3081\u307e\u3057\u305f\u3002\u305d\u3046\u3059\u308b\u3068\u56de\u7b54\u304c\u30d0\u30a4\u30ca\u30ea\u30fc\u30c7\u30fc\u30bf\u3092\u542b\u3093\u3067\u3044\u308b\u3068\u304d\u306b\u3001exec \u306b\u6e21\u3059\u306b\u306f\u6587\u5b57\u5217\u304c\u5927\u304d\u304f\u306a\u308a\u3059\u304e\u3066\u30a8\u30e9\u30fc\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u305d\u308c\u3067\u30d0\u30a4\u30ca\u30ea\u30fc\u30c7\u30fc\u30bf\u306f\u3001\u3068\u3044\u3063\u3066\u3082 base64 \u5909\u63db\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306a\u306e\u3067\u3059\u304c\u3001\u3044\u3063\u305f\u3093 PHP \u304b\u3089\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u66f8\u304d\u51fa\u3057\u3066\u3001Python \u304b\u3089\u305d\u308c\u3092\u8aad\u307f\u8fbc\u3080\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u8272\u3005\u3042\u308a\u307e\u3059\u306d\u3002<\/p>\n<p>\u63a1\u70b9\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u691c\u8a0e\u306f\u3053\u308c\u3050\u3089\u3044\u306b\u3057\u3066\u3001\u8a2d\u5b9a\u306e\u4ed5\u4e0a\u3052\u3067\u3059\u3002<\/p>\n<p>apache \u306e\u8a00\u8a9e\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002\u3000php \u3067\u306e\u65e5\u672c\u8a9e\u306e\u53d6\u308a\u6271\u3044\u306b\u95a2\u3059\u308b\u3082\u306e\u3067\u3059\uff08<a href=\"https:\/\/blog.myntinc.com\/2017\/10\/phpexec.html\">\u53c2\u8003\u30b5\u30a4\u30c8<\/a>\uff09\u3002\u4f5c\u696d\u5185\u5bb9\u3092\u4e0b\u8a18\u306b\u5f15\u7528\u3057\u307e\u3059\u3002<\/p>\n<p>\/etc\/apache2\/envvars \u3092\u4fee\u6b63\u3002export LANG=C \u306e\u884c\u3092\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u3057\u3066\u3001export LANG=ja_JP.UTF-8 \u3092\u8ffd\u52a0\u3002\u4e0b\u8a18\u306e\u3088\u3046\u306a\u611f\u3058\u3067\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\"># export LANG=C\r\nexport LANG=ja_JP.UTF-8<\/code><\/pre>\n<p>apache \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u8fd4\u3055\u306a\u3044\u3088\u3046\u306b\u8a2d\u5b9a\u3092\u5909\u66f4\u3059\u308b\u3002\/etc\/apache2\/conf-available\/security.conf \u306b\u304a\u3044\u3066<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">ServerTokens Prod\r\nServerSignature Off<\/code><\/pre>\n<p>emporary \u30d5\u30a9\u30eb\u30c0\u30fc\u306e\u4e2d\u8eab\u3092\u5b9a\u671f\u7684\u306b\u524a\u9664\u3059\u308b\u8a2d\u5b9a\uff08<a href=\"https:\/\/qiita.com\/UNILORN\/items\/a1a3f62409cdb4256219\">\u53c2\u8003\u30b5\u30a4\u30c8<\/a>\uff09\u3092\u3059\u308b\u3002\u76f4\u63a5\u8a2d\u5b9a\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n<p>\/etc\/crontab \u3092 \/etc\/cron.d\/ \u3078\u3001\u9069\u5f53\u306a\u540d\u524d\u3092\u3064\u3051\u3066\u30b3\u30d4\u30fc\u3059\u308b\u3002\u62e1\u5f35\u5b50\u7121\u3057\u306e\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u4ed8\u3051\u308b\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">sudo cp .\/crontab .\/cron.d\/newName<\/code><\/pre>\n<p>\u3082\u3068\u3082\u3068\u30d5\u30a1\u30a4\u30eb\u306b\u8a18\u8ff0\u3055\u308c\u3066\u3044\u305f\u547d\u4ee4\u306e\u30ea\u30b9\u30c8\u3092\u524a\u9664\u3057\u3066\uff08\u591a\u5206\u524a\u9664\u3057\u306a\u3044\u3068\u4e8c\u91cd\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\uff09\u3001\u5b9f\u884c\u3057\u305f\u3044\u30d5\u30a1\u30a4\u30eb\uff08\u3053\u3053\u3067\u306f php \u30d5\u30a1\u30a4\u30eb\uff09\u3092\u6307\u5b9a\u3059\u308b\u3002\u53c2\u8003\u30b5\u30a4\u30c8\u306b\u6ce8\u610f\u70b9\u304c\u591a\u3005\u3042\u308b\u3002\/bin\/bash \u3068\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u306e\u78ba\u8a8d\u3084\u3001\u30b9\u30da\u30fc\u30b9\u3068\u30bf\u30d6\u306e\u4f7f\u3044\u65b9\u304c\u53b3\u5bc6\u3067\u3042\u308b\u3053\u3068\u306a\u3069\u3067\u3042\u308b\u3002\u4e0b\u8a18\u306f\u6bce\u65e512\u6642\u3061\u3087\u3046\u3069\u306b\u5b9f\u884c\u3059\u308b\u6307\u5b9a\u3067\u3042\u308b\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">SHELL=\/bin\/bash\r\nPATH=\/usr\/local\/sbin:\/usr\/local\/bin:\/sbin:\/bin:\/usr\/sbin:\/usr\/bin\r\n\r\n# Example of job definition:\r\n# .---------------- minute (0 - 59)\r\n# |  .------------- hour (0 - 23)\r\n# |  |  .---------- day of month (1 - 31)\r\n# |  |  |  .------- month (1 - 12) OR jan,feb,mar,apr ...\r\n# |  |  |  |  .---- day of week (0 - 6) (Sunday=0 or 7) OR sun,mon,tue,wed,thu,fri,sat\r\n# |  |  |  |  |\r\n# *  *  *  *  * user-name command to be executed\r\n0 0\t* * *\troot\tphp \/var\/www\/html\/xxx\/xxxxx.php<\/code><\/pre>\n<p>\u3060\u3044\u305f\u3044\u3053\u306e\u3088\u3046\u306a\u3068\u3053\u308d\u304b\u3068\u601d\u3044\u307e\u3059\u3002\u3042\u3068\u306f\u63a1\u70b9\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4fee\u6b63\u3059\u308b\u3053\u3068\u304c\u6b8b\u3063\u3066\u3044\u307e\u3059\u3002\u5916\u90e8\u306e ollama \u30b5\u30fc\u30d0\u30fc\u306b\u3044\u304b\u306b\u306b\u3064\u306a\u3050\u304b\u3092\u8003\u3048\u306a\u3044\u3068\u3002<\/p>\n<p><strong>\u8ffd\u52a0 20260917<\/strong><\/p>\n<p>curl \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002ollama \u30b5\u30fc\u30d0\u30fc\u3068\u306e\u901a\u4fe1\u3092\u306a\u308b\u3079\u304f curl \u306e\u307f\u3067\u3084\u308a\u305f\u3044\u3067\u3059\u3002Python \u3092 www-data \u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u3092\u8003\u3048\u305f\u3089\uff0c curl \u306e\u307f\u306e\u65b9\u304c\u826f\u3044\u3002<\/p>\n<p><strong>\u8ffd\u52a0 20260927<\/strong><\/p>\n<p>\u65b9\u91dd\u3092\u5909\u3048\u307e\u3057\u305f\u3002\u7d50\u5c40 ollama \u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u3092\u4f7f\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u5229\u7528\u65b9\u6cd5\u306f \u30b0\u30ed\u30fc\u30d0\u30eb\u306b ollama \u3092\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306e\u3068\u306f\u5c11\u3057\u9055\u3046\u3084\u308a\u65b9\u3067\u3059\u3002\u7279\u5b9a\u306e\u74b0\u5883\u3067\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u5f8c\uff0c\u305d\u306e\u30d5\u30a1\u30a4\u30eb\u3092 www-data \u304c\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u306a\u30d5\u30a9\u30eb\u30c0\u30fc\u306b\u30b3\u30d4\u30fc\u3057\u307e\u3059\u3002\u305d\u308c\u3092\u4e0b\u8a18\u306e\u3088\u3046\u306b\u8aad\u307f\u3053\u3081\u308b\u3088\u3046\u306b\u30d1\u30b9\u3092\u767b\u9332\u3057\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\">import sys\r\nsys.path.insert(0, '\/\u3069\u3053\u304b\/lib\/python3.12\/site-packages\/')\r\nimport ollama\r\n<\/code><\/pre>\n<p>\u3053\u3093\u306a\u611f\u3058\u3067\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u8907\u6570\u53f0\u306e ollama \u30b5\u30fc\u30d0\u30fc\u7fa4\u3092\u4f5c\u308b\u8a71\u306b\u306f\uff0c\u9032\u5c55\u304c\u3042\u308a\u307e\u3057\u305f\u3002<a href=\"https:\/\/www.nvidia.com\/ja-jp\/ai-on-rtx\/personal-ai-router\/\">NVIDIA \u304c\u5148\u65e5\u516c\u8868\u3057\u305f PAIR<\/a> \u3092\u5229\u7528\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u53c2\u8003\u8a18\u4e8b&#8230;<a href=\"https:\/\/pc.watch.impress.co.jp\/docs\/column\/nishikawa\/2138806.html\">\u897f\u5ddd\u548c\u4e45\u306e\u4e0d\u5b9a\u671f\u30b3\u30e9\u30e0\uff1a\u5bb6\u5ead\u306b\u3042\u308bPC\u306eLLM\u30ea\u30bd\u30fc\u30b9\u3092\u675f\u306d\u308bNVIDIA\u300cPAIR\u300d\u3001\u65e9\u901f\u8a66\u3057\u3066\u307f\u305f\uff01<\/a><\/p>\n<p>ollama \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3042\u308b\u30d1\u30bd\u30b3\u30f3\u306b\uff0cPAIR \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u305d\u3046\u3059\u308b\u3068 ollama \u306e\u30dd\u30fc\u30c8\u756a\u53f7\u3068\u306f\u5225\u306b\uff0cPAIR \u7528\u306e\u30dd\u30fc\u30c8\u756a\u53f7\u304c\u5272\u308a\u632f\u3089\u308c\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927a.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927a-1024x674.png\" alt=\"\" width=\"600\" height=\"395\" class=\"aligncenter size-large wp-image-15263\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927a-1024x674.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927a-300x198.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927a-768x506.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927a-940x619.png 940w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927a.png 1183w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u4e0a\u56f3\u306e\u3088\u3046\u306b URL \u306f\u30ed\u30fc\u30ab\u30eb\u306e\u307f\u306a\u306e\u3067\u3059\u304c\uff0c\u3053\u306e\u30ed\u30fc\u30ab\u30eb\u306e\u30dd\u30fc\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u5229\u7528\u3057\u307e\u3059\u3002\u30ed\u30fc\u30ab\u30eb\u306e\u307f\u306a\u306e\u3067\u4f7f\u7528\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u69d8\u306b\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u3053\u306e\u4eee\u60f3\u3067\u904b\u7528\u3059\u308b\u63a1\u70b9\u30b5\u30fc\u30d0\u30fc\u306b ollama \u3068 PAIR \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\uff0cLLM \u306e\u30e2\u30c7\u30eb\u306f\u4f55\u3082\u5165\u308c\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u305d\u306e\u72b6\u614b\u306a\u3089 \u30ed\u30fc\u30ab\u30eb\u306e PAIR \u306b\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u3059\u308c\u3070\uff0c\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304c PAIR \u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u7d44\u3080\u4ed6\u306e\u30d1\u30bd\u30b3\u30f3\u306b\u6d41\u308c\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927b.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927b-1024x762.png\" alt=\"\" width=\"600\" height=\"446\" class=\"aligncenter size-large wp-image-15265\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927b-1024x762.png 1024w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927b-300x223.png 300w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927b-768x572.png 768w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927b-940x700.png 940w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260927b.png 1193w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u4e0a\u56f3\u306f\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u7d44\u3080\u4e8c\u3064\u306e\u30d1\u30bd\u30b3\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30e1\u30fc\u30bf\u30fc\uff1f\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5de6\u7aef\u306b\u73fe\u5728\u306e\u30b8\u30e7\u30d6\uff08\u30ea\u30af\u30a8\u30b9\u30c8\uff09\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u3066\uff0c\u305d\u308c\u304c\uff12\u53f0\u76ee\u306e\u30d1\u30bd\u30b3\u30f3\u3067\u51e6\u7406\u3055\u308c\u3066\u3044\u308b\u72b6\u6cc1\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u51e6\u7406\u3057\u3066\u3044\u308b\u30d1\u30bd\u30b3\u30f3\u3068\u7dda\u3067\u7d50\u3070\u308c\u3066\u3044\u307e\u3059\u3002PAIR \u306f\u8a2d\u5b9a\u3082\u7c21\u5358\u306a\u306e\u3067\uff0c\u5f53\u9762\u3053\u308c\u3092\u8a66\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e PAIR \u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3067\u4e0b\u56f3\u306e\u3088\u3046\u306a\u3053\u3068\u3092\u3084\u308a\u307e\u3059\u3002\u4e0b\u56f3\u306f e-Learning \u306e\u6559\u6750\u3067\u3059\u3002\u53d7\u8b1b\u8005\u306e\u56de\u7b54\u306b\u5bfe\u3057\u3066\u6279\u8a55\u3055\u305b\u3066\u307f\u307e\u3057\u305f\u3002\u554f\u984c\u306e\u5185\u5bb9\u306f\u753b\u50cf\u60c5\u5831\u3068\u3057\u3066\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002LLM \u306f gemma4:12b \u3067\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u4e0b\u8a18\u3002<\/p>\n<p>\u300c\u753b\u50cf\u306f\u7a74\u57cb\u3081\u554f\u984c\u3067\u3059\u3002\u56de\u7b54\u8005\u306f\u554f\u3044\u306e\uff11\u756a\u306e\u7b54\u3048\u3068\u3057\u3066 \u30bf\u30cc\u30ad \u3068\u7b54\u3048\u3066\u304d\u3066\u3044\u307e\u3059\u3002\u6b63\u89e3\u306f \u732b\u578b\u30ed\u30dc\u30c3\u30c8 \u3068\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u56de\u7b54\u8005\u306e\u56de\u7b54\u304c\u9069\u5207\u304b\u3069\u3046\u304b\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u300d<\/p>\n<p><a href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260922a.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260922a.png\" alt=\"\" width=\"786\" height=\"1023\" class=\"aligncenter size-full wp-image-15243\" srcset=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260922a.png 786w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260922a-230x300.png 230w, http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/wp-content\/uploads\/2026\/09\/20260922a-768x1000.png 768w\" sizes=\"auto, (max-width: 786px) 100vw, 786px\" \/><\/a><\/p>\n<p>\u3053\u306e\u901a\u4fe1\u306f\u8fd4\u4e8b\u306b\uff11\u5206\u304b\u3089\u9577\u3044\u6642\u306b\u306f\uff13\u5206\u307b\u3069\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n<pre><code style=\"color: midnightblue; font-size: 12px; white-space: pre-wrap;\"><\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u4f55\u56de\u304b\u540c\u3058\u3088\u3046\u306a\u30bf\u30a4\u30c8\u30eb\u3067\u66f8\u3044\u3066\u3044\u307e\u3059\u304c\uff0c\u4eca\u56de\u306fLLM\u3092\u5229\u7528\u3059\u308b\u4e0a\u3067\u306e\u63a1\u70b9\u88dc\u52a9\u30b5 &#8230; <a class=\"more-link\" href=\"http:\/\/zairyo.susi.oita-u.ac.jp\/wordpress\/?p=15098\">Read More 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