{"id":45093,"date":"2023-10-28T21:08:20","date_gmt":"2023-05-01T17:12:05","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/"},"modified":"2024-05-04T06:28:12","modified_gmt":"2024-05-03T22:28:12","slug":"45093-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/","title":{"rendered":""},"content":{"rendered":"

\u6982\u8981<\/h2>\n

1.\u3000Pyhton\u3067\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u307e\u3067\u66f8\u3044\u3066\u3042\u308b\u306e\u306f\u901f\u5ea6\u9762\u3067\u306f\u597d\u307e\u3057\u304f\u306a\u3044\u306a\u301c
\n2.\u3000\u3088\u3057\u3001C, C++\u3042\u305f\u308a\u3067\u66f8\u3044\u3066\u3042\u308b\u3082\u306e\u3092\u63a2\u3057\u3066\u3001\u305d\u308c\u3092Python\u304b\u3089\u547c\u3093\u3067\u9ad8\u901f\u5316\u3057\u3088\u3046\u3002
\n3.\u3000\u306a\u304b\u306a\u304b\u3044\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u898b\u3064\u304b\u3089\u3093\u306a\u3001
\n4.\u3000\u304a\u3063\u3001Rust\u3066\u3044\u3046\u8a00\u8a9e\u3067\u66f8\u304b\u308c\u3066\u308b\u306e\u306a\u3089\u3042\u3063\u305f\u305e
\n5.\u3000Rust\u3066Python\u304b\u3089\u547c\u3079\u3093\u306e\u304b\uff1f\uff1f<\/p>\n

\u6700\u7d42\u7684\u306a\u76ee\u6a19<\/h2>\n

\u3068\u3044\u3046\u308f\u3051\u3067\u3001\u4eca\u307e\u3067C++\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092Python\u304b\u3089\u547c\u3093\u3067\u9ad8\u901f\u5316\u3092\u56f3\u308b\u305f\u3081\u306e\u300cCython\u300d\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u66f8\u3044\u3066\u304d\u307e\u3057\u305f\u304c\u3001<\/p>\n

\u4eca\u56de\u304b\u3089\u306fRust\u3092Python\u304b\u3089\u547c\u3093\u3067\u9ad8\u901f\u5316\u3059\u308b\u305f\u3081\u306e\u300cPyO3\u300d\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u66f8\u3044\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n

\u6700\u7d42\u7684\u306a\u76ee\u6a19\u306f\u3001
\nRust\u3067\u66f8\u3044\u305f\u95a2\u6570\u3084\u30af\u30e9\u30b9\uff08\u7684\u306a\u3082\u306e\uff1f\uff09\u3092Python\u304b\u3089\u6c17\u8efd\u306b\u547c\u3079\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068
\n\u3067\u3059\u3002<\/p>\n

\u3053\u306ePyO3(git\u306f\u3053\u3053)\u306f\u3001\u958b\u767a\u306e\u771f\u3063\u53ea\u4e2d\u3067\u3042\u308a\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u66f4\u65b0\u304c\uff08\u304a\u305d\u3089\u304f\uff09\u51c4\u307e\u3058\u3044\u901f\u5ea6\u3067\u884c\u308f\u308c\u3066\u304a\u308a\u307e\u3059\u3002<\/p>\n

\u4eca\u56de\u306e\u76ee\u6a19<\/h2>\n

\u305d\u3082\u305d\u3082Rust\u521d\u898b\u306e\u72b6\u614b\u304b\u3089\u30b9\u30bf\u30fc\u30c8\u3057\u3066\u3001
\nPython\u304b\u3089Rust\u3067\u66f8\u3044\u305f\u95a2\u6570\u3092\u547c\u3079\u308b\u3088\u3046\u306b\u306a\u308b\u3001\u3068\u3044\u3046\u76ee\u6a19\u306e\u3082\u3068PyO3\u3092\u89e6\u3063\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n

\u30ad\u30fc\u30bf\u306b\u3082\u3001\u4ed6\u30d6\u30ed\u30b0\u3067\u3082\u3044\u304f\u3064\u304b\u306e\u89e3\u8aac\u8a18\u4e8b\u304c\u51fa\u3066\u304a\u308a\u307e\u3059\u3002
\n– [Rust] PyO3 \u3067 Python \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f5c\u6210
\n– Pyo3\u3067Python\u3068Rust\u3092\u9023\u643a\u3055\u305b\u308b
\n– Rust\u30e2\u30b8\u30e5\u30fc\u30eb\u3092Python\u304b\u3089\u5b9f\u884c\u3059\u308b (PyO3)
\n– Python\u3068Rust\u3092\u4f7f\u3063\u3066Python\u306e\u62e1\u5f35\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u66f8\u304f<\/p>\n

\u4eca\u56de\u306f\u3001
\nRust\u30e2\u30b8\u30e5\u30fc\u30eb\u3092Python\u304b\u3089\u5b9f\u884c\u3059\u308b (PyO3)
\n\u3055\u3093\u306e\u30b3\u30fc\u30c9\u3092\u304a\u501f\u308a\u3057\u3066\u3001\u305d\u308c\u306bsetup.py\u3092\u4ed8\u3051\u52a0\u3048\u3066\u3001Rust\u3067\u66f8\u304b\u308c\u305f\u95a2\u6570\u3092Python\u304b\u3089\u547c\u3093\u3067\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

\u624b\u9806<\/h2>\n

rust\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/p><\/blockquote>\n

\uff11\u884c\u76ee\u3092\u5b9f\u884c\u3059\u308b\u3068\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u3064\u3044\u3066\uff13\u629e\u3067\u805e\u304b\u308c\u307e\u3059\u304cdefault\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\uff11\u3092\u9078\u3093\u3067\u554f\u984c\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

curl https:\/\/sh.rustup.rs -sSf<\/span> | sh\r\nsource<\/span> $HOME<\/span>\/.cargo\/env\r\n<\/code><\/pre>\n
rust nightly\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/p><\/blockquote>\n
PyO3\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002
\n\u958b\u767a\u4e2d\u306e\u30af\u30ec\u30fc\u30c8\u3092\u305f\u304f\u3055\u3093\u542b\u3093\u3060\u03b2\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u8a00\u3046\u3088\u3046\u306a\u3082\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n
\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u78ba\u8a8d\u3057\u3066\u307f\u308b
\n\u3053\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u4eca\u56de\u306f\u4f7f\u3044\u307e\u3059\u3002<\/p><\/blockquote>\n
$rustc<\/span> --version<\/span>\r\nrustc 1.44.0-nightly (<\/span>f509b26a7 2020-03-18)<\/span>\r\n$ <\/span>rustup --version<\/span>\r\nrustup 1.21.1 (<\/span>7832b2ebe 2019-12-20)<\/span>\r\n<\/code><\/pre>\n
rustup install <\/span>nightly\r\nrustup default nightly\r\n<\/code><\/pre>\n
rust \u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u308b<\/p><\/blockquote>\n
–lib \u3092\u3064\u3051\u308b\u3053\u3068\u3067\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u7528\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u308a\u307e\u3059\u3002
\n\u4eca\u56de\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d\u3092example\u3068\u3057\u307e\u3057\u305f\u3002<\/p>\n
cargo new --lib<\/span> example\r\n\r\n$ <\/span>tree example\/\r\n\u251c\u2500\u2500 Cargo.toml\r\n\u251c\u2500\u2500 setup.py\r\n\u251c\u2500\u2500 src\r\n\u2502   \u2514\u2500\u2500 lib.rs\r\n<\/code><\/pre>\n
\u30d5\u30a9\u30eb\u30c0\u69cb\u9020\u306f\u3053\u306e\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
Cargo.toml\u3092\u8a2d\u5b9a\u3059\u308b<\/h2>\n
Rust\u304cC++\u306a\u3069\u3088\u308a\u512a\u308c\u3066\u3044\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u308b\u3053\u3068\u306e\u3072\u3068\u3064\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u7ba1\u7406\u306e\u624b\u8efd\u3055\u304c\u3053\u3053\u306b\u3042\u308a\u307e\u3059\u3002
\nCargo.toml\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u66f8\u304f\u306e\u3067\u3059\u304c\u3001CMakeLists.txt\u3068\u304b\u3088\u308a\u306f\u308b\u304b\u306b\u7c21\u5358\u3067\u898b\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n
[package]<\/span>\r\nname<\/span> =<\/span> \"test\"<\/span>\r\nversion<\/span> =<\/span> \"0.1.0\"<\/span>\r\nedition<\/span> =<\/span> \"2018\"<\/span>\r\n\r\n[lib]<\/span>\r\nname<\/span> =<\/span> \"test_library\"<\/span>\r\ncrate-type<\/span> =<\/span> [\"cdylib\"]<\/span>\r\n\r\n[dependencies.pyo3]<\/span>\r\nversion<\/span> =<\/span> \"0.9.1\"<\/span>\r\nfeatures<\/span> =<\/span> [\"extension-module\"]<\/span>\r\n<\/code><\/pre>\n
\u4eca\u56de\u306fpyo3\u3092\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u4f7f\u7528\u3057\u3001
\n\u4f5c\u308b\u76ee\u7684\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001test_library\u3067\u3059\u3002<\/p>\n
\u3059\u306a\u308f\u3061\u3001Python\u3067<\/p>\n
import<\/span> test_library<\/span>\r\n<\/code><\/pre>\n
\u307f\u305f\u3044\u306b\u66f8\u304d\u305f\u3044\u308f\u3051\u3067\u3059\u3002<\/p>\n
Rust\u3067\u95a2\u6570\u3092\u4f5c\u308b<\/h2>\n
\u3068\u308a\u3042\u3048\u305a\u5199\u7d4c\u3057\u3066\u307f\u308b<\/p><\/blockquote>\n
\u30b3\u30fc\u30c9\u306fRust\u30e2\u30b8\u30e5\u30fc\u30eb\u3092Python\u304b\u3089\u5b9f\u884c\u3059\u308b (PyO3)
\n\u3055\u3093\u306e\u3082\u306e\u3092\u4e38\u3005\u6301\u3063\u3066\u304d\u307e\u3057\u305f\u3002
\n\u30a8\u30e9\u30c8\u30b9\u30c6\u30cd\u30b9\u306e\u3075\u308b\u3044\u306e\u5b9f\u88c5\u3060\u305d\u3046\u3067\u3059\u3002<\/p>\n
\r\n\/\/lib.rs<\/span>\r\n\r\nuse<\/span> pyo3<\/span>::<\/span>prelude<\/span>::<\/span>*<\/span>;<\/span>\r\n\r\n\r\n\/\/ This is the test function in Rust, getting prime number, which is called by python as get_prime_numbers<\/span>\r\n#[pyfunction]<\/span>\r\nfn<\/span> get_prime_numbers<\/span>(<\/span>n<\/span>:<\/span> i32<\/span>)<\/span> -><\/span> PyResult<\/span><<\/span>Vec<\/span><<\/span>i32<\/span>>><\/span> {<\/span>\r\n    let<\/span> mut<\/span> flags<\/span> =<\/span> Vec<\/span>::<\/span>new<\/span>();<\/span>\r\n    for<\/span> _<\/span> in<\/span> 0<\/span>..<\/span>n<\/span>+<\/span>1<\/span> {<\/span>\r\n        flags<\/span>.push<\/span>(<\/span>true<\/span>);<\/span>\r\n    }<\/span>\r\n\r\n    let<\/span> upper<\/span> =<\/span> (<\/span>n<\/span> as<\/span> f32<\/span>)<\/span>.sqrt<\/span>()<\/span>.floor<\/span>()<\/span> as<\/span> i32<\/span>;<\/span>\r\n    for<\/span> i<\/span> in<\/span> 2<\/span>..<\/span>upper<\/span>+<\/span>1<\/span> {<\/span>\r\n        if<\/span> !<\/span>flags<\/span>[<\/span>i<\/span> as<\/span> usize<\/span>]<\/span> {<\/span>\r\n            continue<\/span>;<\/span>\r\n        }<\/span>\r\n\r\n        let<\/span> prime<\/span> =<\/span> i<\/span>;<\/span>\r\n\r\n        let<\/span> mut<\/span> j<\/span> =<\/span> prime<\/span> *<\/span> 2<\/span>;<\/span>\r\n        while<\/span> j<\/span> <=<\/span> n<\/span> {<\/span>\r\n            flags<\/span>[<\/span>j<\/span> as<\/span> usize<\/span>]<\/span> =<\/span> false<\/span>;<\/span>\r\n            j<\/span> +=<\/span> prime<\/span>;<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n\r\n    let<\/span> mut<\/span> primes<\/span> =<\/span> Vec<\/span>::<\/span>new<\/span>();<\/span>\r\n    for<\/span> i<\/span> in<\/span> 2<\/span>..<\/span>n<\/span>+<\/span>1<\/span> {<\/span>\r\n        if<\/span> flags<\/span>[<\/span>i<\/span> as<\/span> usize<\/span>]<\/span> {<\/span>\r\n            primes<\/span>.push<\/span>(<\/span>i<\/span>);<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n\r\n    Ok<\/span>(<\/span>primes<\/span>)<\/span>\r\n}<\/span>\r\n\r\n\r\n\r\n<\/code><\/pre>\n
Rust\u306e\u69cb\u6587\u3092\u7d30\u304b\u304f\u89e3\u8aac\u3067\u304d\u308b\u3060\u3051\u306e\u80fd\u529b\u304c\u3042\u308a\u307e\u305b\u3093\u306e\u3067\u3001
\n\u3053\u306e\u95a2\u6570\u306f\u3042\u3063\u3066\u3044\u308b\u3082\u306e\u3068\u3057\u3001\u3069\u3046\u3053\u308c\u304cPython\u304b\u3089\u547c\u3079\u308b\u5f62\u306b\u30e9\u30c3\u30d7\u3055\u308c\u3066\u3044\u308b\u304b\u3068\u3044\u3046\u3068\u3053\u308d\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n
#[pyfunction]<\/span>\r\nfn<\/span> get_prime_numbers<\/span>(<\/span>n<\/span>:<\/span> i32<\/span>)<\/span> -><\/span> PyResult<\/span><<\/span>Vec<\/span><<\/span>i32<\/span>>><\/span>\r\n<\/code><\/pre>\n
\u3092\u307f\u3066\u307f\u308b\u3068\u3001
\n\u307e\u305a#[pyfunction]\u306e\u30c7\u30b3\u30ec\u30fc\u30bf\u7684\u306a\u3082\u306e\u304c\u3053\u306e\u95a2\u6570\u306e\u5f15\u6570\u3082\u3057\u304f\u306f\u8fd4\u308a\u5024\u306bPyO3\u306b\u3088\u308a\u30d1\u30fc\u30b9\u3055\u308c\u305fPython\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u5165\u308b\u3053\u3068\u3092\u5ba3\u8a00\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u306eget_prime_numbers\u95a2\u6570\u306fint32\u3092\u5f15\u6570\u306b\u53d6\u308a\u3001\u305d\u308c\u4ee5\u4e0b\u306e\u7d20\u6570\u3092\u30ea\u30b9\u30c8\u3068\u3057\u3066\u8fd4\u3059\u95a2\u6570\u3067\u3059\u3002
\n\u3053\u306e\u3068\u304d\u3001\u8fd4\u308a\u5024\u306e\u3068\u3053\u308d\u304c\u3001PyResult<Vec>\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001
\n\u3053\u306ePyResult\u306fuse pyo3::prelude::*;\u304b\u3089\u6765\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001Vec\u306f\u3001\u4e0b\u306e\u578b\u306e\u5bfe\u5fdc\u8868\u306e\u3088\u3046\u306b\u306a\u3063\u3066\u304a\u308a\u3001PyResut \u306b\u3088\u3063\u3066Python\u306eList\u578b\u306b\u5909\u63db\u3055\u308c\u307e\u3059\u3002<\/p>\n
\n
RustPythoni32<\/code>, usize<\/code> \u7b49int<\/code>f32<\/code>, f64<\/code>float<\/code>bool<\/code>bool<\/code>Vec<T><\/code>list<\/code>String<\/code>str<\/code>HashMap<\/code>dict<\/code><\/div>\n<\/div>\n
[[Rust] PyO3 \u3067 Python \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f5c\u6210]\u304b\u3089\u306e\u5f15\u7528\u3000(https:\/\/qiita.com\/osanshouo\/items\/671888bdd6afeec1e939)<\/p><\/blockquote>\n
\u307e\u305f\u3001\u6700\u5f8c\u306e<\/p>\n
Ok<\/span>(<\/span>primes<\/span>)<\/span>\r\n<\/code><\/pre>\n
\u304cVec\u3092list\u3078\u3068\u5909\u63db\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u307e\u3068\u3081<\/h2>\n
\u3053\u3053\u3067\u7d42\u308f\u308b\u3068\u53c2\u8003\u6587\u732e\u3092\u307b\u3068\u3093\u3069\u30b3\u30d4\u30da\u3057\u305f\u3082\u306e\u306b\u306a\u3063\u3066\u7533\u3057\u8a33\u306a\u3044\u306e\u3067\u3059\u304c\u3001
\n\u4e00\u5ea6\u3053\u3053\u3067\u533a\u5207\u308a\u307e\u3059\u3002<\/p>\n
\u307e\u3068\u3081\u3068\u3057\u3066\u3001<\/p>\n
    \n
  • \n
      Rust\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u884c\u3063\u305f\u3002<\/ul>\n<\/li>\n<\/ul>\n
       <\/p>\n
        \n
      • \n
          Rust\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u7528\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u305f\u3002<\/ul>\n<\/li>\n<\/ul>\n
           <\/p>\n
            \n
          • \n
              Cargo.toml\u3092\u66f8\u3044\u305f\u3002<\/ul>\n<\/li>\n<\/ul>\n
               <\/p>\n
                \u95a2\u6570\u3092\u5199\u7d4c\u3057\u3001Rust->Python\u306e\u578b\u5909\u63db\u3092\u78ba\u8a8d\u3057\u305f\u3002<\/ul>\n
                \u4ee5\u4e0a\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
                \u6b21\u306flib.rs\u3092\u8ffd\u8a18\u3057\u3001setup.py\u3082\u52a0\u3048\u5b9f\u969b\u306b\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n
                \u4eca\u56de\u306f\u3053\u306e\u8fba\u3067\u3002<\/p>\n
                \u304a\u308f\u308a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
                \u6982\u8981 1.\u3000Pyhton\u3067\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u307e\u3067\u66f8\u3044\u3066\u3042\u308b\u306e\u306f\u901f\u5ea6\u9762\u3067\u306f\u597d\u307e\u3057\u304f\u306a\u3044\u306a\u301c 2.\u3000\u3088\u3057\u3001C, C++\u3042 […]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-45093","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\/45093-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u6982\u8981 1.\u3000Pyhton\u3067\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u307e\u3067\u66f8\u3044\u3066\u3042\u308b\u306e\u306f\u901f\u5ea6\u9762\u3067\u306f\u597d\u307e\u3057\u304f\u306a\u3044\u306a\u301c 2.\u3000\u3088\u3057\u3001C, C++\u3042 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-05-01T17:12:05+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-03T22:28:12+00:00\" \/>\n<meta name=\"author\" content=\"\u79d1, \u9896\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u79d1, \u9896\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/\",\"name\":\"- Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-05-01T17:12:05+00:00\",\"dateModified\":\"2024-05-03T22:28:12+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/8ca01ba7f7362ad4edb7da206a12f29e\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/8ca01ba7f7362ad4edb7da206a12f29e\",\"name\":\"\u79d1, \u9896\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8a6fb3cc7ba2f69d2189ba532aec4633ea7ed75ac0af162ec367cb3abc0fb2af?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8a6fb3cc7ba2f69d2189ba532aec4633ea7ed75ac0af162ec367cb3abc0fb2af?s=96&d=mm&r=g\",\"caption\":\"\u79d1, \u9896\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/keying\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"- Blog - Silicon Cloud","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/","og_locale":"zh_CN","og_type":"article","og_description":"\u6982\u8981 1.\u3000Pyhton\u3067\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u307e\u3067\u66f8\u3044\u3066\u3042\u308b\u306e\u306f\u901f\u5ea6\u9762\u3067\u306f\u597d\u307e\u3057\u304f\u306a\u3044\u306a\u301c 2.\u3000\u3088\u3057\u3001C, C++\u3042 […]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-05-01T17:12:05+00:00","article_modified_time":"2024-05-03T22:28:12+00:00","author":"\u79d1, \u9896","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u79d1, \u9896","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/","name":"- Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-05-01T17:12:05+00:00","dateModified":"2024-05-03T22:28:12+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/8ca01ba7f7362ad4edb7da206a12f29e"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/"]}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/8ca01ba7f7362ad4edb7da206a12f29e","name":"\u79d1, \u9896","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8a6fb3cc7ba2f69d2189ba532aec4633ea7ed75ac0af162ec367cb3abc0fb2af?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8a6fb3cc7ba2f69d2189ba532aec4633ea7ed75ac0af162ec367cb3abc0fb2af?s=96&d=mm&r=g","caption":"\u79d1, \u9896"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/keying\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/45093-2\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/45093","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=45093"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/45093\/revisions"}],"predecessor-version":[{"id":96670,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/45093\/revisions\/96670"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=45093"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=45093"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=45093"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}