{"id":9043,"date":"2024-10-21T10:21:32","date_gmt":"2024-10-21T01:21:32","guid":{"rendered":"https:\/\/www.prime-strategy.co.jp\/column\/?p=9043"},"modified":"2026-02-17T01:22:41","modified_gmt":"2026-02-16T16:22:41","slug":"llama-cpp%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%9f%e3%83%ad%e3%83%bc%e3%82%ab%e3%83%abllm%e7%92%b0%e5%a2%83%e6%a7%8b%e7%af%89%e7%b4%b9%e4%bb%8b","status":"publish","type":"post","link":"https:\/\/kusanagi.tokyo\/column\/archives\/column_9043","title":{"rendered":"Llama.cpp\u3092\u4f7f\u3063\u305f\u30ed\u30fc\u30ab\u30ebLLM\u74b0\u5883\u69cb\u7bc9\u7d39\u4ecb"},"content":{"rendered":"\n<p>\u4eca\u56de\u306f\u3001Llama.cpp\u3068\u3044\u3046\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u91cf\u5b50\u5316\u3057\u305fOSS\u306eLLM\u30e2\u30c7\u30eb\u3092\u81ea\u5b85\u74b0\u5883\u3067\u52d5\u4f5c\u3055\u305b\u308b\u4e8b\u304c\u51fa\u6765\u308b\u74b0\u5883\u69cb\u7bc9\u306e\u624b\u9806\u3092\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Llamacpp%E3%81%A8%E3%81%AF%EF%BC%9F\"><\/span>Llama.cpp\u3068\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Llama.cpp\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u5143\u3005\u306f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u300cLlama\u300d\u3092C++\u3067\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u958b\u59cb\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3059\u3002\u6700\u521d\u306eLlama\u304b\u3089\u59cb\u307e\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u5927\u5206\u5e74\u5b63\u304c\u5165\u3063\u3066\u3044\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3059\u304c\u3001\u6700\u65b0\u306e\u66f4\u65b0\u65e5\u4ed8\u304c\u5e38\u306b\u66f4\u65b0\u3055\u308c\u7d9a\u3051\u308b\u7a0b\u3001\u672a\u3060\u306b\u6d3b\u767a\u306b\u958b\u767a\u304c\u7d9a\u3051\u3089\u308c\u3066\u3044\u308b\u4eba\u6c17\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/ggerganov\/llama.cpp\/tree\/master\">https:\/\/github.com\/ggerganov\/llama.cpp\/tree\/master<\/a><\/p>\n\n\n\n<p><br>\u307e\u305f\u3001Llama.cpp\u306f\u3001Llama\u30e2\u30c7\u30eb\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u7279\u306b\u30ea\u30bd\u30fc\u30b9\u5236\u7d04\u306e\u3042\u308b\u74b0\u5883\uff08\u4f4e\u30b9\u30da\u30c3\u30af\u306e\u30de\u30b7\u30f3\u3084GPU\u975e\u642d\u8f09\u306e\u30de\u30b7\u30f3\uff09\u3067\u3082\u52d5\u4f5c\u3059\u308b\u3088\u3046\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u6700\u9069\u5316\u306e\u624b\u6bb5\u306e\u4e00\u3064\u3068\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u91cf\u5b50\u5316\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u63a8\u8ad6\u6642\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u7279\u6027\u306b\u3088\u308a\u3001Llama.cpp\u306f\u5e45\u5e83\u3044\u7528\u9014\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Llamacpp%E3%81%AE%E7%89%B9%E5%BE%B4%E3%81%A8%E5%88%A9%E7%82%B9\"><\/span>Llama.cpp\u306e\u7279\u5fb4\u3068\u5229\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u306b\u3001Llama.cpp\u306e\u7279\u5fb4\u3068\u5229\u70b9\u3092\u30ea\u30b9\u30c8\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8efd\u91cf\u306a\u8a2d\u8a08<br>Llama.cpp\u306fC++\u3067\u8a18\u8ff0\u3055\u308c\u3066\u304a\u308a\u3001\u4ed6\u306e\u9ad8\u30ec\u30d9\u30eb\u8a00\u8a9e\u3067\u66f8\u304b\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u6bd4\u3079\u3066\u8efd\u91cf\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u4f4e\u30b9\u30da\u30c3\u30af\u306a\u30de\u30b7\u30f3\u3084\u30e1\u30e2\u30ea\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u74b0\u5883\u3067\u7279\u306b\u6709\u7528\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u5f93\u6765\u306eLLM\u304c\u52d5\u4f5c\u3057\u306b\u304f\u3044\u4f4e\u30b9\u30da\u30c3\u30af\u306aGPU\u642d\u8f09\u6a5f\u3084\u3001GPU\u304c\u305d\u3082\u305d\u3082\u7121\u3044\u74b0\u5883\u3067\u3082\u3001Llama.cpp\u306f\u5c11\u306a\u3044\u30ea\u30bd\u30fc\u30b9\u3067\u9ad8\u52b9\u7387\u306b\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91cf\u5b50\u5316\u5bfe\u5fdc<br>Llama.cpp\u3067\u306f\u3001\u30e2\u30c7\u30eb\u3092\u91cf\u5b50\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3092\u5927\u5e45\u306b\u7e2e\u5c0f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u91cf\u5b50\u5316\u306f\u7279\u306b\u3001\u63a8\u8ad6\u6642\u306e\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3092\u524a\u6e1b\u3059\u308b\u52b9\u679c\u304c\u3042\u308a\u3001\u3053\u308c\u306b\u3088\u308aCPU\u4e0a\u3067\u3082\u9ad8\u901f\u306b\u52d5\u4f5c\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u5f93\u6765\u306e32\u30d3\u30c3\u30c8\u6d6e\u52d5\u5c0f\u6570\u70b9\uff08FP32\uff09\u308416\u30d3\u30c3\u30c8\uff08FP16\uff09\u304b\u3089\u30018\u30d3\u30c3\u30c8\uff08Q8\uff09\u30844\u30d3\u30c3\u30c8\uff08Q4\uff09\u3068\u3044\u3063\u305f\u30b5\u30a4\u30ba\u306b\u5727\u7e2e\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u91cf\u5b50\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u3001\u30e1\u30e2\u30ea\u6d88\u8cbb\u91cf\u304c\u5c11\u306a\u304f\u306a\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u63a8\u8ad6\u901f\u5ea6\u3082\u5411\u4e0a\u3057\u307e\u3059\u3002<br>\u3069\u306e\u7a0b\u5ea6\u306e\u91cf\u5b50\u5316\u304c\u826f\u3044\u306e\u304b\uff1f\u306a\u3069\u306fLlama.cpp\u306eReadMe\u306b\u3082\u8a18\u8f09\u304c\u3042\u308b\u306e\u3067\u3001\u53c2\u8003\u306b\u3057\u3064\u3064\u3001\u81ea\u5206\u306e\u52d5\u304b\u3057\u305f\u3044\u74b0\u5883\u306e\u30b9\u30da\u30c3\u30af\u306b\u898b\u5408\u3046\u3082\u306e\u3092\u9078\u629e\u3059\u308b\u4e8b\u304c\u91cd\u8981\u3067\u3059\u3002<br><\/li>\n\n\n\n<li>\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5bfe\u5fdc<br>Llama.cpp\u306f\u3001Windows\u3001macOS\u3001Linux\u3068\u3044\u3063\u305f\u8907\u6570\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306bmacOS\u3067\u306f\u3001Apple Silicon\uff08M1\/M2\/M3\uff09\u30c1\u30c3\u30d7\u306eMetal API\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u975e\u5e38\u306b\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\u307e\u305f\u3001NVIDIA\u306eGPU\u3092\u642d\u8f09\u3057\u305f\u30de\u30b7\u30f3\u3067\u306f\u3001CUDA\u3092\u4f7f\u7528\u3057\u3066\u9ad8\u901f\u306a\u63a8\u8ad6\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3057\u3001AMD\u306eGPU\u5411\u3051\u306e\u6700\u9069\u5316\u306a\u3069\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u74b0\u5883\u3078\u5bfe\u5fdc\u3059\u308b\u4e8b\u304c\u53ef\u80fd\u3067\u3059\u3002<br><\/li>\n\n\n\n<li>\u7c21\u5358\u306a\u30d3\u30eb\u30c9\u3068\u5c0e\u5165<br>Llama.cpp\u306e\u5c0e\u5165\u306f\u975e\u5e38\u306b\u7c21\u5358\u3067\u3042\u308a\u3001Make\u3084CMake\u3092\u4f7f\u3063\u305f\u67d4\u8edf\u306a\u30d3\u30eb\u30c9\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u3001\u7570\u306a\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3084\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u9055\u3044\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u8907\u96d1\u306a\u4f9d\u5b58\u95a2\u4fc2\u3092\u6301\u305f\u306a\u3044\u305f\u3081\u3001\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7c21\u5358\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u77ed\u6642\u9593\u3067\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3092\u5b8c\u4e86\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Llamacpp%E3%81%AE%E3%83%93%E3%83%AB%E3%83%89%E6%96%B9%E6%B3%95\"><\/span>Llama.cpp\u306e\u30d3\u30eb\u30c9\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u307e\u305a\u3001\u524d\u63d0\u3068\u3057\u3066C\/C++\u306e\u30b3\u30f3\u30d1\u30a4\u30e9\u30fc\u3084make\uff08\u304bcmake\uff09\u3092\u4e8b\u524d\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br>make\u306b\u5fc5\u8981\u306a\u3082\u306e\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f\u3067\u3042\u308c\u3070\u3001\u3042\u3068\u306fGithub\u304b\u3089\u6700\u65b0\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3092clone\u3057\u3066make\u3059\u308b\u3060\u3051\u3067\u30d3\u30eb\u30c9\u304c\u5b8c\u4e86\u3057\u307e\u3059\u3002\u3068\u3066\u3082\u7c21\u5358\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>git clone https:\/\/github.com\/ggerganov\/llama.cpp\ncd llama.cpp\nmake<\/code><\/pre>\n\n\n\n<p>Windows\u74b0\u5883\u3084\u3001\u305d\u306e\u4ed6\u7279\u6b8a\u306a\u74b0\u5883\u306e\u65b9\u306fCmake\u306e\u65b9\u304c\u74b0\u5883\u4f9d\u5b58\u90e8\u5206\u3092\u67d4\u8edf\u306b\u5438\u53ce\u3057\u3066\u304f\u308c\u308b\u306e\u3067\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>git clone https:\/\/github.com\/ggerganov\/llama.cpp\ncd llama.cpp\ncmake -B build\ncmake --build build --config Release<\/code><\/pre>\n\n\n\n<p>make\u3068cmake\u306b\u306f\u3001\u305d\u308c\u305e\u308c\u30d3\u30eb\u30c9\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002<br>\u4e0a\u8a18\u306e\u5834\u5408\u3060\u3068\u3001CPU\u3067\u306e\u5b9f\u884c\u306e\u307f\u3068\u306a\u308aGPU\u3067\u51e6\u7406\u3057\u3066\u304f\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u30fbCUDA\u306e\u5834\u5408<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># make\u306e\u5834\u5408\nmake GGML_CUDA=1\n\n# cmake\u306e\u5834\u5408\ncmake -B build -DGGML_CUDA=ON\ncmake --build build --config Release<\/code><\/pre>\n\n\n\n<p>\u30fbMETAL\uff08mac\u74b0\u5883\uff09\u306e\u5834\u5408<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># make\u306e\u5834\u5408\nmake GGML_METAL=1\n\n# cmake\u306e\u5834\u5408\ncmake -B build -GGML_METAL=ON\ncmake --build build --config Release<\/code><\/pre>\n\n\n\n<p>\u4e0a\u8a18\u4ee5\u5916\u306b\u3082\u69d8\u3005\u306a\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001AMD\u306eGPU\u74b0\u5883\u3084AndroidOS\u306a\u3069\u7279\u6b8a\u74b0\u5883\u5411\u3051\u306f\u4e0b\u8a18\u306e\u30aa\u30d5\u30a3\u30b7\u30e3\u30eb\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/ggerganov\/llama.cpp\/blob\/master\/docs\/build.md\">https:\/\/github.com\/ggerganov\/llama.cpp\/blob\/master\/docs\/build.md<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%87%8F%E5%AD%90%E5%8C%96%E3%81%95%E3%82%8C%E3%81%9F%E3%83%A2%E3%83%87%E3%83%AB%E3%82%92%E5%AE%9F%E8%A1%8C%E3%81%99%E3%82%8B\"><\/span>\u91cf\u5b50\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>make\u3057\u305f\u5834\u5408\u306f\u3001make\u3092\u5b9f\u884c\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u76f4\u4e0b\u306b\u30b3\u30f3\u30d1\u30a4\u30eb\u3055\u308c\u305f\u5b9f\u884c\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u5404\u7a2e\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u914d\u7f6e\u3055\u308c\u307e\u3059\u3002<br>cmake\u306e\u5834\u5408\u306f\u3001llama.cpp\u3092\u30af\u30ed\u30fc\u30f3\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306bbuild\/\u3068\u3044\u3046\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u4f5c\u6210\u3055\u308c\u3001bin\/\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5185\u90e8\u306b\u30b3\u30f3\u30d1\u30a4\u30eb\u3055\u308c\u305f\u5b9f\u884c\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u304c\u914d\u7f6e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<br>\u4eca\u56de\u306fgemma2\u306e2b-jpn-it\u3068\u3044\u3046\u3001\u65e5\u672c\u8a9e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u306e4\u30d3\u30c3\u30c8\u91cf\u5b50\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30e2\u30c7\u30eb\u3092\u7f6e\u3044\u3066\u304a\u304f\u597d\u304d\u306a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u6210\u3057\u3066\u4e0b\u3055\u3044\u3002\nmkdir models\nwget -O models\/gemma-2-2b-jpn-it-Q4_K_M.gguf https:\/\/huggingface.co\/alfredplpl\/gemma-2-2b-jpn-it-gguf\/resolve\/main\/gemma-2-2b-jpn-it-Q4_K_M.gguf?download=true<\/code><\/pre>\n\n\n\n<p>\u4e0b\u8a18\u30b3\u30de\u30f3\u30c9\u3067\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>.\/llama-cli -m models\/gemma-2-2b-jpn-it-Q4_K_M.gguf -p \"python\u3092\u4f7f\u3063\u3066\u3001\u30b9\u30cd\u30fc\u30af\u30b2\u30fc\u30e0\u3092\u4f5c\u6210\u3057\u3066\u4e0b\u3055\u3044\u3002\"<\/code><\/pre>\n\n\n\n<p>\u3053\u308c\u3067\u3001Python\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u51fa\u529b\u3055\u308c\u308b\u306f\u305a\u3067\u3059\u3002<br>-cnv\u3092\u8ffd\u52a0\u3059\u308b\u3068\u3001\u30c1\u30e3\u30c3\u30c8\u30e9\u30a4\u30af\u306a\u5bfe\u8a71\u5f0f\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3067\u4f1a\u8a71\u3092\u7d9a\u3051\u3066\u3044\u304f\u4e8b\u304c\u51fa\u6765\u307e\u3059\u3002<br>\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u30aa\u30d7\u30b7\u30e7\u30f3\u4e00\u89a7\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u8272\u3005\u3068\u8a66\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4eca\u56de\u306f\u3001Llama.cpp\u3092\u7528\u3044\u305f\u30ed\u30fc\u30ab\u30ebLLM\u306e\u5b9f\u884c\u74b0\u5883\u69cb\u7bc9\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<br>\u5b9f\u306f\u3001\u69d8\u3005\u306a\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u304c\u9762\u5012\u306a\u5834\u5408\u306f\u300cllama-cpp-python\u300d\u3068\u3044\u3046\u3001llama.cpp\u3092python\u3067\u30e9\u30c3\u30d7\u3057\u3066\u3044\u308bpip\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u51fa\u6765\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3060\u3051\u3067\u3001\u5185\u90e8\u3067\u306fllama.cpp\u3082\u81ea\u52d5\u3067\u30d3\u30eb\u30c9\u3055\u308c\u3066\u697d\u3060\u3063\u305f\u308a\u3057\u307e\u3059\u3002<br>\u305f\u3060\u3001llama.cpp\u306f\u5192\u982d\u3067\u7d39\u4ecb\u3057\u305f\u901a\u308a\u3001\u3068\u3066\u3082\u66f4\u65b0\u304c\u65e9\u3044\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308b\u306e\u3067\u3001\u306a\u308b\u3079\u304f\u6700\u65b0\u7248\u3092\u8a66\u3057\u305f\u3044\u79c1\u306e\u3088\u3046\u306a\u4eba\u306e\u70ba\u306b\u3001\u6562\u3048\u3066\u30d3\u30eb\u30c9\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>llama.cpp\u306f\u69d8\u3005\u306a\u6709\u540d\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5185\u90e8\u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066\u3082\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u4f8b\u3048\u3070Ollama\u306a\u3069\uff09\u3002<br>rust\u7248\u3084nodeJS\u7248\u306a\u3069\u3001\u69d8\u3005\u306a\u8a00\u8a9e\u30e9\u30c3\u30d1\u30fc\u3082\u5b58\u5728\u3057\u307e\u3059\u306e\u3067\u3001\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u662f\u975e\u8abf\u3079\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u56de\u306f\u3001Llama.cpp\u3068\u3044\u3046\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u91cf\u5b50\u5316\u3057\u305fOSS\u306eLLM\u30e2\u30c7\u30eb\u3092\u81ea\u5b85\u74b0\u5883\u3067\u52d5\u4f5c\u3055\u305b\u308b\u4e8b\u304c\u51fa\u6765\u308b\u74b0\u5883\u69cb\u7bc9\u306e\u624b\u9806\u3092\u7d39\u4ecb\u3057\u305f\u3044\u3068 ... <a title=\"Llama.cpp\u3092\u4f7f\u3063\u305f\u30ed\u30fc\u30ab\u30ebLLM\u74b0\u5883\u69cb\u7bc9\u7d39\u4ecb\" class=\"read-more\" href=\"https:\/\/kusanagi.tokyo\/column\/archives\/column_9043\" aria-label=\"Llama.cpp\u3092\u4f7f\u3063\u305f\u30ed\u30fc\u30ab\u30ebLLM\u74b0\u5883\u69cb\u7bc9\u7d39\u4ecb \u306b\u3064\u3044\u3066\u3055\u3089\u306b\u8aad\u3080\">Read more<\/a><\/p>\n","protected":false},"author":36,"featured_media":9049,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[74],"tags":[110],"series":[73],"journey":[100],"product":[],"class_list":["post-9043","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-technical-guides","series-generative-ai","journey-deep","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-33","no-featured-image-padding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Llama.cpp\u3092\u4f7f\u3063\u305f\u30ed\u30fc\u30ab\u30ebLLM\u74b0\u5883\u69cb\u7bc9\u7d39\u4ecb - KUSANAGI Tech Column<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kusanagi.tokyo\/column\/archives\/column_9043\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Llama.cpp\u3092\u4f7f\u3063\u305f\u30ed\u30fc\u30ab\u30ebLLM\u74b0\u5883\u69cb\u7bc9\u7d39\u4ecb - KUSANAGI Tech Column\" \/>\n<meta property=\"og:description\" content=\"\u4eca\u56de\u306f\u3001Llama.cpp\u3068\u3044\u3046\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u91cf\u5b50\u5316\u3057\u305fOSS\u306eLLM\u30e2\u30c7\u30eb\u3092\u81ea\u5b85\u74b0\u5883\u3067\u52d5\u4f5c\u3055\u305b\u308b\u4e8b\u304c\u51fa\u6765\u308b\u74b0\u5883\u69cb\u7bc9\u306e\u624b\u9806\u3092\u7d39\u4ecb\u3057\u305f\u3044\u3068 ... 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