{"id":45175,"date":"2023-09-13T23:01:14","date_gmt":"2024-01-29T13:52:45","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/45175-2\/"},"modified":"2024-05-03T23:37:51","modified_gmt":"2024-05-03T15:37:51","slug":"45175-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/45175-2\/","title":{"rendered":""},"content":{"rendered":"

\u524d\u56de\u306e\u8a18\u4e8b\u306f\u3053\u3061\u3089\u3067\u3059\u3002
\nRust\u7528\u306b\u5909\u63db\u3057\u305fGPT-2\u306e\u91cd\u307f\u3092\u4f7f\u3063\u3066\u3001\u5b9f\u969b\u306bTextGeneration\u30bf\u30b9\u30af\u3092\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n

\u203b\u4f7f\u7528\u74b0\u5883\u306a\u3069\u306f\u524d\u56de\u3068\u540c\u3058\u3067\u3059\u3002<\/p>\n

\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210<\/h2>\n

Rust\u3067\u306fcargo\u30b3\u30de\u30f3\u30c9\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210\u3084\u5b9f\u884c\u3001\u516c\u958b\u306a\u3069\u304c\u3067\u304d\u308b\u3089\u3057\u304f\u3001\u3059\u3054\u304f\u4fbf\u5229\u3060\u306a\u3041\u3068\u611f\u52d5\u3057\u307e\u3057\u305f\u3002
\n\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\uff01<\/p>\n

cargo new gpt2_test\r\n<\/code><\/pre>\n
\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u69cb\u6210\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059<\/p>\n
workspace\r\n    \u251c\u2500\u2500 gpt2\/\r\n    \u251c\u2500\u2500 rust-bert\/\r\n    \u2514\u2500\u2500 gpt2_test\/\r\n            \u251c\u2500\u2500Cargo.toml\r\n            \u2514\u2500\u2500src\/\r\n                \u2514\u2500\u2500main.rs\r\n<\/code><\/pre>\n
Cargo.toml\u306e\u7de8\u96c6<\/h2>\n
Cargo.toml\u306b\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u60c5\u5831\u3084\u3001\u4f9d\u5b58\u95a2\u4fc2\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002
\n\u4eca\u56de\u306f2\u3064\u306e\u30af\u30ec\u30fc\u30c8\u3092\u4f7f\u3063\u3066\u3044\u308b\u306e\u3067\u3001[dependencies]\u306e\u4e0b\u306b\u8ffd\u8a18\u3057\u307e\u3059\u3002<\/p>\n
rust-bert = \"0.17.0\"\r\nanyhow = \"1.0.55\"\r\n<\/code><\/pre>\n
\u203b \u5404\u30af\u30ec\u30fc\u30c8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306fPython\u3067\u3044\u3046PyPI\u306e\u3001crates.io\u3068\u3044\u3046\u3068\u3053\u308d\u304b\u3089\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n
main.rs\u306e\u7de8\u96c6<\/h2>\n
15\u884c\u76ee\u3042\u305f\u308a\u306e\u3001<\u30e2\u30c7\u30eb\u306e\u30d1\u30b9>\u3092\u3001\u524d\u56deRust\u7528\u306b\u5909\u63db\u3057\u305f\u30e2\u30c7\u30eb\u306e\u5834\u6240\u306b\u7f6e\u304d\u63db\u3048\u3066\u304f\u3060\u3044\u3002
\n\uff08Rust\u59cb\u3081\u30661\u30f6\u6708\u3082\u305f\u305f\u306a\u3044\u521d\u5fc3\u8005\u306a\u306e\u3067\u3001\u6587\u6cd5\u304a\u304b\u3057\u3044\u3068\u3053\u308d\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u52d5\u304f\u306e\u3067\u8a31\u3057\u3066\u304f\u3060\u3055\u3044…\uff09<\/p>\n
use<\/span> std<\/span>::<\/span>path<\/span>::<\/span>PathBuf<\/span>;<\/span>\r\nuse<\/span> rust_bert<\/span>::<\/span>resources<\/span>::<\/span>LocalResource<\/span>;<\/span>\r\nuse<\/span> rust_bert<\/span>::<\/span>resources<\/span>::<\/span>Resource<\/span>::<\/span>Local<\/span>;<\/span>\r\nuse<\/span> rust_bert<\/span>::<\/span>pipelines<\/span>::<\/span>text_generation<\/span>::{<\/span> TextGenerationConfig<\/span>,<\/span> TextGenerationModel<\/span> };<\/span>\r\nuse<\/span> rust_bert<\/span>::<\/span>resources<\/span>::<\/span>Resource<\/span>;<\/span>\r\n\r\nfn<\/span> input<\/span>()<\/span> -><\/span> String<\/span> {<\/span>\r\n    let<\/span> mut<\/span> text<\/span> =<\/span> String<\/span>::<\/span>new<\/span>();<\/span>\r\n    println!<\/span>(<\/span>\"Input: \"<\/span>);<\/span>\r\n    std<\/span>::<\/span>io<\/span>::<\/span>stdin<\/span>()<\/span>.read_line<\/span>(<\/span>&<\/span>mut<\/span> text<\/span>)<\/span>.unwrap<\/span>();<\/span>\r\n    return<\/span> text<\/span>.trim<\/span>()<\/span>.to_string<\/span>();<\/span>\r\n}<\/span>\r\n\r\nfn<\/span> get_resource<\/span>(<\/span>item<\/span>:<\/span> String<\/span>)<\/span> -><\/span> Resource<\/span> {<\/span>\r\n    let<\/span> mut<\/span> model_dir<\/span> =<\/span> PathBuf<\/span>::<\/span>from<\/span>(<\/span>\"<\u30e2\u30c7\u30eb\u306e\u30d1\u30b9>\/gpt2\/\"<\/span>);<\/span>\r\n    model_dir<\/span>.push<\/span>(<\/span>&<\/span>item<\/span>);<\/span>\r\n    println!<\/span>(<\/span>\"{:?}\"<\/span>,<\/span> model_dir<\/span>);<\/span>\r\n    let<\/span> resource<\/span> =<\/span> Local<\/span>(<\/span>LocalResource<\/span>{<\/span>\r\n        local_path<\/span>:<\/span> model_dir<\/span>,<\/span>\r\n    });<\/span>\r\n    return<\/span> resource<\/span>;<\/span>\r\n}<\/span>\r\n\r\nfn<\/span> main<\/span>()<\/span> -><\/span> anyhow<\/span>::<\/span>Result<\/span><<\/span>()<\/span>><\/span> {<\/span>\r\n\r\n    let<\/span> model_resource<\/span> =<\/span> get_resource<\/span>(<\/span>String<\/span>::<\/span>from<\/span>(<\/span>\"rust_model.ot\"<\/span>));<\/span>\r\n    let<\/span> vocab_resource<\/span> =<\/span> get_resource<\/span>(<\/span>String<\/span>::<\/span>from<\/span>(<\/span>\"vocab.json\"<\/span>));<\/span> \r\n    let<\/span> config_resource<\/span> =<\/span> get_resource<\/span>(<\/span>String<\/span>::<\/span>from<\/span>(<\/span>\"config.json\"<\/span>));<\/span>\r\n    let<\/span> merges_resource<\/span> =<\/span> get_resource<\/span>(<\/span>String<\/span>::<\/span>from<\/span>(<\/span>\"merges.txt\"<\/span>));<\/span>\r\n\r\n    \/\/ config\u306e\u4f5c\u6210<\/span>\r\n    let<\/span> generate_config<\/span> =<\/span> TextGenerationConfig<\/span> {<\/span>     \r\n        model_type<\/span>:<\/span> rust_bert<\/span>::<\/span>pipelines<\/span>::<\/span>common<\/span>::<\/span>ModelType<\/span>::<\/span>GPT2<\/span>,<\/span>\r\n        model_resource<\/span>,<\/span>\r\n        config_resource<\/span>,<\/span>\r\n        vocab_resource<\/span>,<\/span>\r\n        merges_resource<\/span>,<\/span>\r\n\r\n        \/\/ \u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u8abf\u6574<\/span>\r\n        repetition_penalty<\/span>:<\/span> 1.6<\/span>,<\/span>\r\n        max_length<\/span>:<\/span> 30<\/span>,<\/span>\r\n        do_sample<\/span>:<\/span> false<\/span>,<\/span>\r\n        num_beams<\/span>:<\/span> 1<\/span>,<\/span>\r\n        temperature<\/span>:<\/span> 1.0<\/span>,<\/span>\r\n        ..<\/span>Default<\/span>::<\/span>default<\/span>()<\/span>\r\n    };<\/span>\r\n    \r\n    \/\/ \u4e0a\u306econfig\u304b\u3089\u30e2\u30c7\u30eb\u4f5c\u6210<\/span>\r\n    let<\/span> model<\/span> =<\/span> TextGenerationModel<\/span>::<\/span>new<\/span>(<\/span>generate_config<\/span>)<\/span>?<\/span>;<\/span>\r\n    \/\/model.set_device(Device::cuda_if_available());<\/span>\r\n    loop<\/span> {<\/span>\r\n        let<\/span> input_text<\/span> =<\/span> input<\/span>();<\/span>\r\n        \/\/ QUIT\u3067\u7d42\u4e86\u3067\u304d\u308b\u3088\u3046\u306b<\/span>\r\n        if<\/span> input_text<\/span> ==<\/span> \"QUIT\"<\/span> {<\/span> break<\/span>;<\/span> }<\/span>\r\n        \/\/ \u6642\u9593\u6e2c\u5b9a\u30b9\u30bf\u30fc\u30c8<\/span>\r\n        let<\/span> start<\/span> =<\/span> std<\/span>::<\/span>time<\/span>::<\/span>Instant<\/span>::<\/span>now<\/span>();<\/span>\r\n        println!<\/span>(<\/span>\"Generating...\"<\/span>);<\/span>\r\n        \/\/ \u63a8\u8ad6<\/span>\r\n        let<\/span> output<\/span> =<\/span> model<\/span>.generate<\/span>(<\/span>&<\/span>[<\/span>input_text<\/span>],<\/span> None<\/span>);<\/span>\r\n\r\n        for<\/span> sentence<\/span> in<\/span> output<\/span> {<\/span>\r\n            println!<\/span>(<\/span>\"\u300c{:?}\u300d\"<\/span>,<\/span> sentence<\/span>);<\/span>\r\n        }<\/span>\r\n        \/\/ \u6642\u9593\u6e2c\u5b9a\u3002\u5dee\u5206\u3092\u53d6\u308b<\/span>\r\n        let<\/span> stop<\/span> =<\/span> std<\/span>::<\/span>time<\/span>::<\/span>Instant<\/span>::<\/span>now<\/span>();<\/span>\r\n        println!<\/span>(<\/span>\"<Time: {:.3}s>\"<\/span>,<\/span> (<\/span>stop<\/span>.duration_since<\/span>(<\/span>start<\/span>)<\/span>.as_millis<\/span>()<\/span> as<\/span> f64<\/span>)<\/span> \/<\/span> 1000.0<\/span>);<\/span>\r\n        println!<\/span>(<\/span>\"<\/span>\\n<\/span>\"<\/span>);<\/span>\r\n    }<\/span>\r\n    Ok<\/span>(())<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n
\u5b9f\u884c\uff01\uff01<\/h2>\n
gpt2_test\u4e0b\u3067\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n
cargo run\r\n<\/code><\/pre>\n
cargo run\u306f\u3001\u300e\u30b3\u30fc\u30c9\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u3066\u5b9f\u884c\u3059\u308b\u300f\u3068\u3044\u3046\u304a\u5f97\u306a\u30b3\u30de\u30f3\u30c9\u3089\u3057\u3044\u3067\u3059\u3002\u3059\u3054\u3044\u3002
\n\u203b\u30b3\u30f3\u30d1\u30a4\u30eb\u3060\u3051\u3057\u305f\u3044\u5834\u5408\u306f\u3001cargo build\u3067\u3044\u3051\u307e\u3059\u3002<\/p>\n
\u521d\u56de\u306f\u30b3\u30f3\u30d1\u30a4\u30eb\u3068\u3001\u5916\u90e8\u30af\u30ec\u30fc\u30c8\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304c\u3042\u308b\u305f\u3081\u3001\u5c11\u3005\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002
\n\u6b21\u56de\u4ee5\u964d\u306f\u3001target\/debug\/\u306b\u5b9f\u884c\u30d5\u30a1\u30a4\u30eb\u304c\u751f\u6210\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001<\/p>\n
.\/target\/debug\/gpt2_test\r\n<\/code><\/pre>\n
\u3067\u30b5\u30af\u30c3\u3068\u5b9f\u884c\u3067\u304d\u307e\u3059\uff01<\/p>\n
\u5b9f\u884c\u7d50\u679c<\/h2>\n
\"Screen<\/div>\n
\u63a8\u8ad6\u6642\u9593\uff1a0.495\u79d2<\/p>\n
\u611f\u60f3<\/h2>\n
rust-bert\u306b\u3064\u3044\u3066\u3001GPT-2\u306b\u3088\u308bTextGeneration\u30bf\u30b9\u30af\u3092\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u3002
\n\u4ed6\u306b\u3082Question Answering\u3084Translation\u3082\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3059\uff01
\nrust-bert \u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/p>\n
\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u3067\u306e\u751f\u6210\u306f\u307e\u3060\u4e0a\u624b\u304f\u884c\u3063\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u3067\u304d\u305f\u3089\u307e\u305f\u8a18\u4e8b\u306b\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002
\n\u74b0\u5883\u69cb\u7bc9\u3082(libtorch\u3092\u9664\u3051\u3070)\u7c21\u5358\u3060\u3068\u601d\u3046\u306e\u3067\u3001\u305c\u3072\u8208\u5473\u3082\u3063\u3066\u8a66\u3057\u3066\u304f\u308c\u305f\u3089\u5b09\u3057\u3044\u3067\u3059\u3002<\/p>\n
URL\u306a\u3069<\/h2>\n
crates.io
\nrust_bert
\nRust \u65e5\u672c\u8a9e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/p>\n
python\u3067\u5b66\u7fd2\u3057\u305fDNN\u30e2\u30c7\u30eb\u3092C++\u304b\u3089\u5229\u7528\u3059\u308b\uff08PyTorch & libtorch\u7248\uff09
\n\u203blibtorch\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u53c2\u8003\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305fmm<\/p>\n","protected":false},"excerpt":{"rendered":"
\u524d\u56de\u306e\u8a18\u4e8b\u306f\u3053\u3061\u3089\u3067\u3059\u3002 Rust\u7528\u306b\u5909\u63db\u3057\u305fGPT-2\u306e\u91cd\u307f\u3092\u4f7f\u3063\u3066\u3001\u5b9f\u969b\u306bTextGeneration\u30bf\u30b9 […]<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-45175","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n- 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\/45175-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u524d\u56de\u306e\u8a18\u4e8b\u306f\u3053\u3061\u3089\u3067\u3059\u3002 Rust\u7528\u306b\u5909\u63db\u3057\u305fGPT-2\u306e\u91cd\u307f\u3092\u4f7f\u3063\u3066\u3001\u5b9f\u969b\u306bTextGeneration\u30bf\u30b9 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/45175-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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