{"id":44968,"date":"2023-01-27T14:45:09","date_gmt":"2023-02-17T12:23:43","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/44968-2\/"},"modified":"2024-04-29T11:44:43","modified_gmt":"2024-04-29T03:44:43","slug":"44968-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/44968-2\/","title":{"rendered":""},"content":{"rendered":"<p>\u6700\u8fd1\u3001\u52c9\u5f37\u3092\u59cb\u3081\u305fRust\u521d\u5fc3\u8005\u306e\u300c\u3088\u3053\u300d\u3067\u3059\u3002<br \/>\nRust\u306b\u306f rust-bert \u306a\u308b\u30af\u30ec\u30fc\u30c8\u304c\u3042\u308b\u3093\u3067\u3059\u3088\uff01\uff01\uff01\u671f\u5f85\u3057\u304b\u7121\u3044\u3067\u3059\u3088\u306d\u3002<br \/>\n\u5b9f\u969b\u306b\u3001 rust-bert \u3067Huggingface\u4e0a\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u307f\u305f\u3044\u306a\u3068\u601d\u3044\u3001<br \/>\n\u3044\u308d\u3044\u308d\u89e6\u3063\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<h2>\u6d41\u308c<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u3053\u306e\u8a18\u4e8b\u2192\u3000\u74b0\u5883\u69cb\u7bc9\uff06\u6e96\u5099(\u30e2\u30c7\u30eb\u306e\u5909\u63db)<\/ul>\n<\/li>\n<\/ul>\n<p>\u6b21\u306e\u8a18\u4e8b\u2192\u3000GPT-2\u3067TextGeneration\u30bf\u30b9\u30af<\/p>\n<div>\n<p>\u4eca\u56de\u3001PyTorch\u7528\u2192Rust\u7528\u3078\u306e\u5909\u63db\u304b\u3089\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30e2\u30c7\u30eb\u306e\u5909\u63db\u3092\u305b\u305a\u3001\u63a8\u8ad6\u3060\u3051\u8a66\u3057\u3066\u307f\u305f\u3044\u65b9\u306f\u3001<\/p>\n<p>libtorch\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/p>\n<p>Rust\u7528\u306b\u5909\u63db<br \/>\n\u3092\u98db\u3070\u3057\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n<\/div>\n<h2>\u4f7f\u7528\u74b0\u5883<\/h2>\n<p>OS: Pop!_OS 21.10\uff08Ubuntu\uff09<br \/>\nCUDA: 11.3<br \/>\nPython: 3.8.9<br \/>\ntorch: 1.10.2+cu113<br \/>\n(CPU\u7528\u3067\u66f8\u3044\u3066\u307e\u3059\uff01)<\/p>\n<h2>Rust\u74b0\u5883\u306e\u6e96\u5099<\/h2>\n<p>Rust\u306e\u65e5\u672c\u8a9e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u901a\u308a\u306b\u9032\u3081\u3066\u3001cargo\u304c\u4f7f\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<br \/>\n\uff08\u5272\u611b\u3057\u307e\u3059\uff09<br \/>\nhttps:\/\/doc.rust-jp.rs\/book-ja\/ch01-01-installation.html<\/p>\n<h2>libtorch\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d5c2237434c4406ced1bc\/9-0.png\" alt=\"Screen Shot 2022-03-07 at 11.20.08.png\" \/><\/div>\n<p>Download here (cxx11 ABI):\u306eURL\u3092\u30b3\u30d4\u30fc\u3057\u3066\u3001wget\u3067\u53d6\u3063\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"post-pre\"><code>wget https:\/\/download.pytorch.org\/libtorch\/cu113\/libtorch-xxx.zip\r\nunzip libtorch-xxx.zip\r\n<span class=\"nb\">sudo cp<\/span> <span class=\"nt\">-r<\/span> libtorch\/include\/<span class=\"k\">*<\/span> \/usr\/local\/include\/\r\n<span class=\"nb\">sudo cp<\/span> <span class=\"nt\">-r<\/span> libtorch\/lib\/<span class=\"k\">*<\/span> \/usr\/local\/lib\/\r\n<span class=\"nb\">sudo cp<\/span> <span class=\"nt\">-r<\/span> libtorch\/share\/<span class=\"k\">*<\/span> \/usr\/local\/share\/\r\n<span class=\"nb\">sudo <\/span>ldconfig\r\n<span class=\"nb\">sudo <\/span>reboot now\r\n<\/code><\/pre>\n<p>\u203b\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<br \/>\npython\u3067\u5b66\u7fd2\u3057\u305fDNN\u30e2\u30c7\u30eb\u3092C++\u304b\u3089\u5229\u7528\u3059\u308b\uff08PyTorch &amp; libtorch\u7248\uff09<\/p>\n<h2>\u5909\u63db\u7528\u30e2\u30c7\u30eb\u306e\u6e96\u5099<\/h2>\n<p>(\u81ea\u524d\u306e\u30e2\u30c7\u30eb + vocab\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u304c\u6e96\u5099\u51fa\u6765\u3066\u3044\u308b\u65b9\u306f\u30b9\u30ad\u30c3\u30d7\u3057\u3066\u304f\u3060\u3055\u3044\u3002)<br \/>\n\u4eca\u56de\u306fHugging Face\u306b\u4e0a\u304c\u3063\u3066\u3044\u308b\u3001gpt2\u3092Rust\u7528\u306b\u5909\u63db\u3057\u3066\u307f\u307e\u3057\u305f\u3002<br \/>\n\u203b\u65e2\u306brust_model.ot\u304c\u6e96\u5099\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u7df4\u7fd2\u7528\u3068\u3044\u3046\u3053\u3068\u3067&#8230;<\/p>\n<pre class=\"post-pre\"><code>\/\/ git-lfs\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u4eba\u7528\r\nsudo apt install git-lfs\r\n\r\n\/\/ \u30e2\u30c7\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\r\ngit lfs install\r\ngit clone https:\/\/huggingface.co\/gpt2\r\n<\/code><\/pre>\n<h2>Rust\u7528\u306b\u5909\u63db<\/h2>\n<p>PyTorch\u7528\u306epytorch_model.bin\u306f\u305d\u306e\u307e\u307e\u3067\u306f\u4f7f\u3048\u306a\u3044\u306e\u3067\u3001Rust\u7528\u306erust_model.ot\u306b\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u53c2\u7167<br \/>\nLoading pretrained and custom model weights<\/p>\n<p>\u307e\u305a\u306frust-bert\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u53d6\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>git clone https:\/\/github.com\/guillaume-be\/rust-bert.git\r\n<\/code><\/pre>\n<p>\u3053\u306e\u3088\u3046\u306a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u9020\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>workspace\r\n    \u251c\u2500\u2500 gpt2\/<span class=\"o\">(<\/span>\u3082\u3057\u304f\u306f\u81ea\u524d\u306emodel<span class=\"o\">)<\/span>\r\n    \u2502    \u2514\u2500\u2500...\r\n    \u2514\u2500\u2500 rust-bert\/\r\n            \u251c\u2500\u2500...\r\n            \u251c\u2500\u2500utils\/\r\n            \u251c\u2500\u2500...\r\n<\/code><\/pre>\n<p>\u3055\u3063\u305d\u304f\u5909\u63db\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br \/>\n(torch\u306a\u3069\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u8db3\u308a\u306a\u3044\u306a\u3069\u306f\u5404\u81ea\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304f\u3060\u3055\u3044\u3002)<\/p>\n<pre class=\"post-pre\"><code>python .\/rust-bert\/utils\/convert_model.py .\/gpt2\/pytorch_model.bin\r\n<\/code><\/pre>\n<p>convert_model.py\u306e\u4e2d\u3092\u898b\u305f\u3089\u308f\u304b\u308a\u307e\u3059\u304c\u3001cargo run\u304c\u5b9f\u884c\u3055\u308c\u3066\u304a\u308a\u3001\u5fc5\u8981\u306a\u30af\u30ec\u30fc\u30c8\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9 + \u30d3\u30eb\u30c9\u304c\u81ea\u52d5\u3067\u884c\u308f\u308c\u3066\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nb\">ls <\/span>gpt2\/\r\n... ... ... rust_model.ot ... ... ...\r\n<\/code><\/pre>\n<p>\u3084\u3063\u305f\u30fc\uff01\uff01\uff01(gpt2\u306b\u306f\u65e2\u306b\u7528\u610f\u3055\u308c\u3066\u305f\u306e\u3067\u3001\u4e0a\u66f8\u304d\u3057\u305f\u3060\u3051\u3067\u3059\u304c\u3002)<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u4eca\u56de\u306fHugginface\u306egpt2\u3092\u5909\u63db\u3057\u3066\u307f\u307e\u3057\u305f\u304c\u3001rinna\u793e\u306ejapanese-gpt2-small\u3082\u540c\u69d8\u306b\u5909\u63db\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u6b21\u306e\u8a18\u4e8b\u3067\u306f\u5b9f\u969b\u306bTextGeneration\u30bf\u30b9\u30af\u3092\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u5f8c\u534a\u306f\u3053\u3061\u3089\u304b\u3089<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u3001\u52c9\u5f37\u3092\u59cb\u3081\u305fRust\u521d\u5fc3\u8005\u306e\u300c\u3088\u3053\u300d\u3067\u3059\u3002 Rust\u306b\u306f rust-bert \u306a\u308b\u30af\u30ec\u30fc\u30c8\u304c\u3042\u308b\u3093\u3067\u3059\u3088 [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-44968","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>- Blog - Silicon Cloud<\/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:\/\/www.silicloud.com\/zh\/blog\/44968-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u6700\u8fd1\u3001\u52c9\u5f37\u3092\u59cb\u3081\u305fRust\u521d\u5fc3\u8005\u306e\u300c\u3088\u3053\u300d\u3067\u3059\u3002 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