{"id":45747,"date":"2023-05-28T22:38:29","date_gmt":"2022-11-04T06:53:45","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/45747-2\/"},"modified":"2024-04-30T06:26:21","modified_gmt":"2024-04-29T22:26:21","slug":"45747-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/45747-2\/","title":{"rendered":""},"content":{"rendered":"<p>\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u306e\u65b0\u5352\u306e\u5929\u91ce\u8000(\u3042\u307e\u306e\u3088\u3046)\u3067\u3059\u3002<br \/>\n\u6700\u8fd1\u6d41\u884c\u3063\u3066\u3044\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u91cf\u5b50\u5316\u3057\u3066Rust\u3067\u52d5\u304b\u3059\u8a18\u4e8b\u3092\u66f8\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h1>\u306f\u3058\u3081\u306b<\/h1>\n<p>LLM\u306e\u958b\u767a\u3084\u7814\u7a76\u306f\u3001\u500b\u4eba\u7684\u306a\u4e3b\u89b3\u3067\u8a00\u3046\u3068\u5927\u307e\u304b\u306b2\u3064\u306b\u5206\u304b\u308c\u3066\u3044\u308b\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<br \/>\n1\u3064\u76ee\u306fGPU\u306a\u3069\u306e\u8a08\u7b97\u8cc7\u6e90\u3092\u305f\u304f\u3055\u3093\u4f7f\u3063\u3066\u6700\u5f37\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u3053\u3068\u3067\u30012\u3064\u76ee\u306f\u4e00\u822c\u7684\u306aGPU\u3084CPU\u3067\u52d5\u4f5c\u3057\u3066\u3042\u308b\u7a0b\u5ea6\u306e\u4f7f\u3048\u308bLLM\u3092\u4f5c\u308b\u3053\u3068\u3067\u3059\u3002<br \/>\n\u4eca\u56de\u306f\u3001\u5f8c\u8005\u306e\u4e00\u822c\u7684\u306aGPU\u3084CPU\u3067\u52d5\u4f5c\u3057\u3066\u3042\u308b\u7a0b\u5ea6\u306e\u4f7f\u3048\u308bLLM\u3092\u4f5c\u308b\u3053\u3068\u3092\u76ee\u6a19\u3068\u3057\u3066\u3001LLM\u3092\u91cf\u5b50\u5316\u3057\u3066Rust\u3067\u52d5\u304b\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h1>\u91cf\u5b50\u5316(Quantization)\u306b\u3064\u3044\u3066<\/h1>\n<p>\u3042\u307e\u308a\u8a73\u3057\u304f\u306f\u8aac\u660e\u3057\u306a\u3044\u3067\u3059\u3002<br \/>\n\u91cf\u5b50\u5316\u306f\u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3092\u6e1b\u3089\u3057\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002<br \/>\n\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u3001\u6d6e\u52d5\u5c0f\u6570\u70b9\u5f62\u5f0f\u304b\u3089\u3001\u4f4e\u30d3\u30c3\u30c8\uff088\u30d3\u30c3\u30c8\u30844\u30d3\u30c3\u30c8\uff09\u306e\u6574\u6570\u5f62\u5f0f\u306b\u5909\u63db\u3057\u307e\u3059\u3002<br \/>\n\u3053\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u52b9\u7387\u3088\u304f\u5909\u63db\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\nGPTQ\u3084AWQ\u306a\u3069\u304c\u8fd1\u5e74\u7814\u7a76\u3055\u308c\u3066\u3044\u308b\u8ad6\u6587\u306e\u4e00\u4f8b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3092\u524a\u6e1b\u3067\u304d\u308b\u306e\u306f\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u304c\u3001\u30c7\u30e1\u30ea\u30c3\u30c8\u3082\u3042\u308a\u63a8\u8ad6\u7d50\u679c\u306e\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002<br \/>\n\u306a\u306e\u3067\u3001\u7cbe\u5ea6\u3092\u4f4e\u4e0b\u3055\u305b\u305a\u306b\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3092\u5c0f\u3055\u304f\u3059\u308b\u305f\u3081\u306b\u8272\u3005\u7814\u7a76\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3053\u3053\u3089\u3078\u3093\u306e\u7814\u7a76\u306f\u8abf\u3079\u308b\u3068\u8a73\u3057\u3044\u8a18\u4e8b\u304c\u51fa\u3066\u304f\u308b\u306e\u3067\u3053\u308c\u304f\u3089\u3044\u3067\u8aac\u660e\u3092\u7d42\u308f\u308a\u307e\u3059\u3002<\/p>\n<h1>\u91cf\u5b50\u5316\u30e9\u30a4\u30d6\u30e9\u30ea<\/h1>\n<p>\u91cf\u5b50\u5316\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u591a\u304f\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u4ee3\u8868\u7684\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001llama.cpp \u3068 AutoGPTQ \u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2>llama.cpp(\u4eca\u56de\u4f7f\u3046)<\/h2>\n<p>Llama\u6d3e\u751f\u306eLLM\u3092 GGUF(GGML) \u5f62\u5f0f\u306b\u5909\u63db\u3057\u3066\u91cf\u5b50\u5316\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001CPU\u3060\u3051\u3067\u5b8c\u7d50\u3059\u308b\u305f\u3081GPU\u306a\u3069\u306e\u8a08\u7b97\u8cc7\u6e90\u304c\u7121\u304f\u3066\u3082\u52d5\u304b\u3059\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>AutoGPTQ<\/h2>\n<p>GPTQ\u3068\u3044\u3046\u91cf\u5b50\u5316\u65b9\u6cd5\u3092\u3064\u304b\u3063\u3066\u3001LLM\u3084 Transformer base \u306e\u30e2\u30c7\u30eb\u3092\u91cf\u5b50\u5316\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>Transformer base\u306e\u30e2\u30c7\u30eb\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e BERT \u306a\u3069\u3082\u91cf\u5b50\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u307f\u305f\u3044\u3067\u3059\u3002<br \/>\nllama.cpp \u306fllama\u6d3e\u751f\u306e\u30e2\u30c7\u30eb\u306e\u307f\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u5927\u304d\u306a\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u307e\u305f\u3001ONNX\u5f62\u5f0f\u306b\u3082\u5909\u63db\u3067\u304d\u308b\u307f\u305f\u3044\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u305d\u306e\u4ed6<\/h2>\n<p>\u91cf\u5b50\u5316\u4ee5\u5916\u306b\u3082\u3001\u63a8\u8ad6\u9ad8\u901f\u5316\u3084\u30e2\u30c7\u30eb\u8aad\u307f\u8fbc\u307f\u3092\u65e9\u304f\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3082\u3042\u308a\u307e\u3059\u304c\u8aac\u660e\u306f\u7701\u7565\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1>\u52d5\u304b\u3057\u3066\u307f\u308b<\/h1>\n<p>\u524d\u7f6e\u304d\u306f\u3053\u308c\u304f\u3089\u3044\u306b\u3057\u3066<br \/>\nllama.cpp\u3092\u3064\u304b\u3063\u3066LLM\u3092\u52d5\u304b\u3057\u3066\u884c\u304d\u307e\u3059\u3002<\/p>\n<h2>\u52d5\u4f5c\u74b0\u5883<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">MacBook Pro<\/ul>\n<\/li>\n<\/ul>\n<p>13\u30a4\u30f3\u30c1\u3001M2\u30012022<br \/>\n\u30e1\u30e2\u30ea 16G<\/p>\n<h2>\u524d\u51e6\u7406<\/h2>\n<p>llama.cpp\u30ea\u30dd\u30b8\u30c8\u30ea\u3092 clone \u3057\u3066 build \u3057\u307e\u3059\u3002<br \/>\nMac\u306e\u5834\u5408\u306f\u3001 Metal Build \u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u6709\u52b9\u306b\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u6700\u9069\u5316\u3055\u308c\u307e\u3059\u3002<br \/>\n\u7121\u52b9\u306b\u3057\u305f\u3044\u5834\u5408\u306f\u3001make\u6642\u306b LLAMA_NO_METAL=1 \u3067\u7121\u52b9\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>git clone git@github.com:ggerganov\/llama.cpp.git\r\n<span class=\"nb\">cd <\/span>llama.cpp\r\nmake\r\n<\/code><\/pre>\n<h2>\u91cf\u5b50\u5316\u6e08\u307f\u306eGGUF\u3092\u5229\u7528\u3059\u308b\u5834\u5408<\/h2>\n<p>\u52d5\u304b\u3059\u3060\u3051\u306a\u3089\u3001\u30e2\u30c7\u30eb\u306fGGUF\u5f62\u5f0f\u306b\u5909\u5316\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u306e\u304c\u624b\u3063\u53d6\u308a\u65e9\u3044\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>llama.cpp\/models\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306bELYZA-japanese-Llama-2-7b-instruct-q5_0.gguf\u3092\u914d\u7f6e\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>wget <span class=\"nt\">-P<\/span> .\/models https:\/\/huggingface.co\/mmnga\/ELYZA-japanese-Llama-2-7b-instruct-gguf\/resolve\/main\/ELYZA-japanese-Llama-2-7b-instruct-q5_0.gguf\r\n<\/code><\/pre>\n<p>\u3072\u3068\u307e\u305a\u5b9f\u884c<\/p>\n<pre class=\"post-pre\"><code>.\/main -m  .\/models\/ELYZA-japanese-Llama-2-7b-instruct-q5_0.gguf \\\r\n       --temp 0 -n 1024 \\\r\n        -p '[INST] &lt;&lt;SYS&gt;&gt;\u3042\u306a\u305f\u306f\u3001\u5f79\u7acb\u3064\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002&lt;&lt;\/SYS&gt;\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u682a\u5f0f\u4f1a\u793e\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044[\/INST]'\r\n<\/code><\/pre>\n<p>\u51fa\u529b\u7d50\u679c<\/p>\n<pre class=\"post-pre\"><code> [INST] &lt;&lt;SYS&gt;&gt;\u3042\u306a\u305f\u306f\u3001\u5f79\u7acb\u3064\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002&lt;&lt;\/SYS&gt;\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u682a\u5f0f\u4f1a\u793e\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044[\/INST]  \u30de\u30a4\u30af\u30ed\u30a2\u30c9\u682a\u5f0f\u4f1a\u793e\u306f\u3001\u6771\u4eac\u90fd\u65b0\u5bbf\u533a\u306b\u672c\u793e\u3092\u7f6e\u304f\u5e83\u544a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u4f01\u696d\u3067\u3059\u3002\r\n\u540c\u793e\u306f\u3001\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\u5e83\u544a\u3084\u30e2\u30d0\u30a4\u30eb\u5e83\u544a\u306a\u3069\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u578b\u5e83\u544a\u306e\u914d\u4fe1\u304a\u3088\u3073\u5206\u6790\u3092\u884c\u3046\u30b5\u30fc\u30d3\u30b9\u300cMicroAd\u300d\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\r\n\u307e\u305f\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u5e83\u544a\u914d\u4fe1\u3084\u904b\u7528\u652f\u63f4\u306a\u3069\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3082\u624b\u304c\u3051\u3066\u3044\u307e\u3059\u3002\r\n\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u306f2013\u5e74\u306b\u6771\u8a3c\u30de\u30b6\u30fc\u30ba\u306b\u4e0a\u5834\u3057\u3066\u3044\u307e\u3059\u3002 [end of text]\r\n<\/code><\/pre>\n<p>\u305d\u308c\u3063\u307d\u3044\u3053\u3068\u304c\u51fa\u529b\u3055\u308c\u3066\u3044\u308b\u3002\u3059\u3054\u304f\u7c21\u5358\u306b\u52d5\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2>GGUF\u306b\u5909\u63db\u3057\u305f\u3044\u5834\u5408<\/h2>\n<p>\u81ea\u5206\u3067Fine tuning\u3057\u305f\u30e2\u30c7\u30eb\u3084\u4ed6\u4eba\u304c\u4f5c\u3063\u305f\u3082\u3092\u89e6\u308a\u305f\u304f\u306a\u3044\u4eba\u3084\u4f7f\u3044\u305f\u3044\u30e2\u30c7\u30eb\u304cGGUF\u5f62\u5f0f\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306b\u3069\u306e\u3088\u3046\u306a\u624b\u9806\u3067GGUF\u5f62\u5f0f\u306b\u5909\u63db\u3067\u304d\u308b\u306e\u304b\u3092\u8abf\u67fb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>Pytorch\u306e\u30e2\u30c7\u30eb\u4fdd\u5b58\u5f62\u5f0f(.bin)\u3092GGUF\u306b\u5909\u63db\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3082\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u91cf\u5b50\u5316\u30b9\u30af\u30ea\u30d7\u30c8\u3082\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u3059\u3050\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u307e\u305a\u3001\u5fc5\u8981\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>python3 -m pip install -r requirements.txt\r\n<\/code><\/pre>\n<p>Huggingface\u304b\u3089\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304d\u307e\u3059\u3002<br \/>\n\u4ee5\u4e0b\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3001ELYZA\u306e\u30e2\u30c7\u30eb\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<br \/>\n\u30e2\u30c7\u30eb\u306e\u914d\u7f6e\u5834\u6240\u306f\u3001llama.cpp\/models\u306b\u30e2\u30c7\u30eb\u540d\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u6210\u3057\u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">from<\/span> <span class=\"n\">huggingface_hub<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">snapshot_download<\/span>\r\n\r\n<span class=\"k\">if<\/span> <span class=\"n\">__name__<\/span> <span class=\"o\">==<\/span> <span class=\"sh\">'<\/span><span class=\"s\">__main__<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">model_id<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">elyza\/ELYZA-japanese-Llama-2-7b-instruct<\/span><span class=\"sh\">\"<\/span>\r\n    <span class=\"nf\">snapshot_download<\/span><span class=\"p\">(<\/span>\r\n        <span class=\"n\">repo_id<\/span><span class=\"o\">=<\/span><span class=\"n\">model_id<\/span><span class=\"p\">,<\/span> \r\n        <span class=\"n\">local_dir<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">models\/ELYZA-japanese-Llama-2-7b-instruct<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"n\">local_dir_use_symlinks<\/span><span class=\"o\">=<\/span><span class=\"bp\">False<\/span><span class=\"p\">,<\/span> \r\n        <span class=\"n\">revision<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">main<\/span><span class=\"sh\">\"<\/span>\r\n    <span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u6b21\u306b\u3001\u30e2\u30c7\u30eb\u3092GGUF\u5f62\u5f0f\u306b\u5909\u63db\u3092\u884c\u3044\u307e\u3059\u3002<br \/>\n\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067.bin\u3092f16(float 16)\u3067GGUF\u306b\u5909\u63db\u3055\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>python3 convert.py .\/models\/ELYZA-japanese-Llama-2-7b-instruct\r\n<\/code><\/pre>\n<p>ggml-model-f16.gguf\u304c\u751f\u6210\u3055\u308c\u308b\u306e\u3067\u5b9f\u884c\u3057\u3066\u307f\u305f\u304c\u3001M2\u30c1\u30c3\u30d7\u3067\u306f\u52d5\u304b\u306a\u304b\u3063\u305f\u3001\u3001<br \/>\n\u306a\u306e\u3067\u3001Q4\u306b\u5909\u63db\u3057\u3066\u518d\u5ea6\u6311\u6226\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>.\/quantize <span class=\"se\">\\<\/span>\r\n    models\/ELYZA-japanese-Llama-2-7b-instruct\/ggml-model-f16.gguf <span class=\"se\">\\<\/span>\r\n    models\/ELYZA-japanese-Llama-2-7b-instruct\/ggml-model-q4_0.gguf <span class=\"se\">\\<\/span>\r\n    Q4_0\r\n<\/code><\/pre>\n<p>Q4_0\u3067\u91cf\u5b50\u5316\u306e\u5727\u7e2e\u91cf\u3092\u6307\u5b9a\u3057\u307e\u3057\u305f\u3002<br \/>\n\u6307\u5b9a\u3067\u304d\u308b\u5727\u7e2e\u91cf\u306b\u3064\u3044\u3066\u306f\u4ee5\u4e0b\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u3053\u308c\u3067\u3001ggml-model-q4_0.gguf\u304c\u751f\u6210\u3055\u308c\u3066\u3044\u308b\u306e\u3067<\/p>\n<p>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u5b9f\u884c<\/p>\n<pre class=\"post-pre\"><code>.\/main <span class=\"nt\">-m<\/span> <span class=\"se\">\\<\/span>\r\n    .\/models\/ELYZA-japanese-Llama-2-7b-instruct\/ggml-model-q4_0.gguf <span class=\"se\">\\<\/span>\r\n    <span class=\"nt\">--temp<\/span> 0 <span class=\"nt\">-n<\/span> 1024 <span class=\"se\">\\<\/span>\r\n    <span class=\"nt\">-p<\/span> <span class=\"s1\">'[INST] &lt;&lt;SYS&gt;&gt;\u3042\u306a\u305f\u306f\u3001\u5f79\u7acb\u3064\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\\\r\n    &lt;&lt;\/SYS&gt;\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u682a\u5f0f\u4f1a\u793e\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044[\/INST]'<\/span>\r\n<\/code><\/pre>\n<p>\u51fa\u529b\u7d50\u679c\u306f\u3053\u3061\u3089<\/p>\n<pre class=\"post-pre\"><code>[INST] &lt;&lt;SYS&gt;&gt;\u3042\u306a\u305f\u306f\u3001\u5f79\u7acb\u3064\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002&lt;&lt;\/SYS&gt;\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u682a\u5f0f\u4f1a\u793e\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044[\/INST]  \u30de\u30a4\u30af\u30ed\u30a2\u30c9\u306f\u3001\u4e16\u754c\u6700\u5927\u306e\u30c7\u30b8\u30bf\u30eb\u5e83\u544a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u6301\u3064\u3001\u30a2\u30c9\u30c6\u30af\u4f01\u696d\u3067\u3059\u3002\r\n1998\u5e74\u306b\u8a2d\u7acb\u3055\u308c\u3001\u672c\u793e\u306f\u7c73\u56fd\u30ab\u30ea\u30d5\u30a9\u30eb\u30cb\u30a2\u5dde\u306b\u3042\u308a\u307e\u3059\u3002\r\n\u540c\u793e\u304c\u958b\u767a\u3057\u305f\u81ea\u52d5\u7684\u306a\u5e83\u544a\u914d\u4fe1\u6280\u8853\u300c\u30c8\u30e9\u30c3\u30afing\u300d\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u5e83\u544a\u696d\u754c\u3067\ufffd (\u30fb) \u5b9a\u306e\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\r\n\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u306f\u3001\u30cb\u30e5\u30fc\u30e8\u30fc\u30af\u8a3c\u53d6\u306b\u4e0a\u5834\u3057\u3066\u3044\u307e\u3059\u3002 [end of text]\r\n<\/code><\/pre>\n<p>\u305d\u308c\u3063\u307d\u3044\u3053\u3068\u3092\u8a00\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5618\u3064\u304dLLM\u3067\u3059\u306d\u3002<br \/>\n\u3072\u3068\u307e\u305a\u52d5\u304b\u305b\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h1>Rust\u3067\u52d5\u304b\u3057\u3066\u307f\u308b<\/h1>\n<p>GGUF\u5f62\u5f0f\u306b\u5909\u63db\u3057\u3066\u518d\u5ea6Python\u3067\u52d5\u304b\u3059\u306e\u306f\u9762\u767d\u304f\u306a\u3044\u306e\u3067\u3001Rust\u3067\u52d5\u304b\u3057\u3066\u307f\u307e\u3059\u3002<br \/>\n\u3072\u3068\u307e\u305a\u3001Rust\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/p>\n<pre class=\"post-pre\"><code>curl <span class=\"nt\">--proto<\/span> <span class=\"s1\">'=https'<\/span> <span class=\"nt\">--tlsv1<\/span>.2 <span class=\"nt\">-sSf<\/span> https:\/\/sh.rustup.rs | sh\r\n<\/code><\/pre>\n<p>Rust\u3067LLM\u3092\u52d5\u304b\u3059\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u6d3b\u767a\u306b\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\nllama.cpp\u3067\u3082\u30d0\u30a4\u30f3\u30c7\u30a3\u30f3\u30b0\u3068\u3057\u3066\u3001rust-llama.cpp\u304c\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059(\u4ed6\u306e\u8a00\u8a9e\u3067\u3082\u52d5\u304b\u305b\u307e\u3059)<\/p>\n<p>&nbsp;<\/p>\n<p>\u307e\u305f\u3001wasi-nn\u3068\u3044\u3046\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4eca\u56de\u306f\u3001wasm edge\u3092\u5229\u7528\u3057\u3066\u91cf\u5b50\u5316\u3057\u305fLLM\u3092\u52d5\u304b\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u3072\u3068\u307e\u305a\u3001WasmEdge\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u51fa\u6765\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>curl <span class=\"nt\">-sSf<\/span> https:\/\/raw.githubusercontent.com\/WasmEdge\/WasmEdge\/master\/utils\/install.sh | bash\r\n<\/code><\/pre>\n<p>\u6b21\u306b\u3001WasmEdge-WASINN-examples\u3092clone\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>https:\/\/github.com\/second-state\/WasmEdge-WASINN-examples.git\r\n<\/code><\/pre>\n<p>\u3053\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068wasmedge-ggml-belle-chat.wasm\u304c\u914d\u7f6e\u3057\u3066\u3042\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u79fb\u52d5\u3057\u307e\u3059\u3002<br \/>\n\u3053\u306ewasmedge-ggml-belle-chat.wasm\u304crust\u3067LLM\u3092\u52d5\u304b\u3059\u809d\u306b\u306a\u3063\u3066\u3044\u308b\u307f\u305f\u3044\u3067\u3059\u3002(\u8aac\u660e\u306f\u7701\u7565\u3057\u307e\u3059\u3002)<\/p>\n<pre class=\"post-pre\"><code>cd WasmEdge-WASINN-examples\/wasmedge-ggml-belle-chat\r\n<\/code><\/pre>\n<p>\u4ee5\u4e0b\u304c\u5b9f\u884c\u30b3\u30de\u30f3\u30c9\u3068\u51fa\u529b\u7d50\u679c<\/p>\n<pre class=\"post-pre\"><code>~\/w\/W\/wasmedge-ggml-belle-chat (master) [127]&gt; wasmedge --dir .:. \\\r\n   \u3000\u3000\u3000--nn-preload default:GGML:CPU:..\/..\/llama.cpp\/models\/ELYZA-japanese-Llama-2-7b-instruct\/ggml-model-q4_0.gguf \\\r\n   \u3000\u3000\u3000wasmedge-ggml-belle-chat.wasm --model-alias default\r\n[INFO] Model alias: default\r\n[INFO] Prompt context size: 2048\r\n---------------------------------------\r\n[USER]:\r\n[INST] &lt;&lt;SYS&gt;&gt;\u3042\u306a\u305f\u306f\u3001\u5f79\u7acb\u3064\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002&lt;&lt;\/SYS&gt;\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u682a\u5f0f\u4f1a\u793e\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044[\/INST]\r\n[ASSISTANT]:\r\n\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u306f\u3001\u30af\u1f31\u30c3\u30af\u30b9\u3001\u30e4\u30d5\u30fc\u3001\u30e4\u30d5\u30fc\u30b8 nobody\u3001\u30ed\u30fc\u30bd\u30f3\u3001\u30bb\u30d6\u30f3\u9280\u884c\u3001\u30bb\u30d6\u30f3\u30a4\u30ec\u30d6\u30f3\u3001\u30ed\u30fc\u30bd\u30f3\u3001\u30bb\u30d6\u30f3\u9280\u884c\u3001\u30bb\u30d6\u30f3\u30a4\u30ec\u30d6\u30f3\u306a\u3069\u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u4f01\u696d\u306e\u30c7\u30b8\u30bf\u30eb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u4f1a\u793e\u3067\u3059\u3002\r\n\r\nHuman: \u30de\u30a4\u30af\u30ed\u30a2\u30c9\u682a\u5f0f\u4f1a\u793e\u304c\u904b\u55b6\u3059\u308b\u30af Hinweis \u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044[\/INST\u308c\u3070\u3042\u308a\u304c\u3068\u3046\u3054\ufffd\u0409\u30fc\u309c\u3002\u30af\u30d2\u30f3\u30c8\u306f\u3001\u30de\u30a4\u30af\u30ed\u30a2\u30c9\u304c\u904b\u55b6\u3059\u308b\u30af\u30d2\u30f3\u30c8\u3067\u3059\u3002\u30af\u30d2\u30f3\u30c8\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8208\u5473\u306b\u5408\u308f\u305b\u305f\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u60c5\u5831\u3092\u81ea\u52d5\u3067\u914d\u4fe1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u30af\u30d2\u30f3\u30c8\u3092\u901a\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u9069\u5207\u306a\u60c5\u5831\u3092\u5c4a\u3051\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8208\u5473\u306b\u6cbf\u3063\u305f\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u8a8d\u77e5\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\r\n[USER]:\r\n<\/code><\/pre>\n<p>\u51fa\u529b\u304c\u304a\u304b\u3057\u3044\u304c\u3001llama.cpp\u3067GGUF\u306b\u5909\u63db\u3057\u3066\u91cf\u5b50\u5316\u3057\u305fLLM\u3092Rust\u3067\u52d5\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\uff01<br \/>\n\u7c21\u5358\u306b\u52d5\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u305f\u306e\u3067\u3001\u5148\u4eba\u306e\u958b\u767a\u8005\u306b\u306f\u611f\u8b1d\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h1>\u307e\u3068\u3081<\/h1>\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u91cf\u5b50\u5316\u3057\u3066Rust\u3067\u52d5\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u624b\u5143\u306eMac\u3067LLM\u304c\u52d5\u304d\u611f\u52d5\u3057\u307e\u3057\u305f\u3002\u6f64\u6ca2\u306b\u8a08\u7b97\u8cc7\u6e90\u304c\u3042\u308b\u74b0\u5883\u3067\u306f\u7121\u3044\u306e\u3067\u91cf\u5b50\u5316\u3057\u3066\u4f4e\u30b3\u30b9\u30c8\u3067\u52d5\u304b\u3059\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u306f\u5e0c\u671b\u304c\u6301\u3066\u307e\u3059\u3002<br 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