{"id":16496,"date":"2024-12-09T19:51:44","date_gmt":"2024-12-09T16:21:44","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=16496"},"modified":"2024-12-09T19:51:44","modified_gmt":"2024-12-09T16:21:44","slug":"boosting-python-scripts-cython","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/ja\/tutorials\/boosting-python-scripts-cython\/","title":{"rendered":"Cython \u3067 Python \u30b9\u30af\u30ea\u30d7\u30c8\u3092\u6539\u5584\u3059\u308b"},"content":{"rendered":"<h2 id=\"%d9%85%d9%82%d8%af%d9%85%d9%87\">\u5c0e\u5165<\/h2>\n<p>Python\u306f\u4eca\u65e5\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u4e00\u3064\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u6700\u3082\u52b9\u7387\u7684\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002\u7279\u306b\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e16\u754c\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306fPython\u304c\u63d0\u4f9b\u3059\u308b\u4f7f\u3044\u3084\u3059\u3055\u306e\u305f\u3081\u306b\u52b9\u7387\u6027\u3092\u72a0\u7272\u306b\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>\u3057\u304b\u3057\u3001\u3060\u304b\u3089\u3068\u3044\u3063\u3066\u4ed6\u306e\u65b9\u6cd5\u3067\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u3067\u304d\u306a\u3044\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002Cython\u306f\u3001Python\u3067\u7c21\u5358\u306b\u5b9f\u73fe\u3067\u304d\u308b\u6a5f\u80fd\u3092\u72a0\u7272\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u3001Python\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u8a08\u7b97\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u7c21\u5358\u306a\u65b9\u6cd5\u3067\u3059\u3002.<\/p>\n<p>\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Cython \u3092\u4f7f\u3063\u3066 Python \u30b9\u30af\u30ea\u30d7\u30c8\u3092\u9ad8\u901f\u5316\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u5358\u7d14\u306a\u304c\u3089\u3082\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u9ad8\u3044\u30bf\u30b9\u30af\u3001\u3064\u307e\u308a 10 \u5104\u500b\u306e\u6570\u5024\u304b\u3089\u306a\u308b Python \u30ea\u30b9\u30c8\u3092\u53cd\u5fa9\u51e6\u7406\u3057\u3066\u5408\u8a08\u3092\u8a08\u7b97\u3059\u308b for \u30eb\u30fc\u30d7\u306e\u4f5c\u6210\u306b\u53d6\u308a\u7d44\u307f\u307e\u3059\u3002\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u305f\u30c7\u30d0\u30a4\u30b9\u3067\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u3001\u6642\u9593\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u305d\u3053\u3067\u3001Raspberry Pi (RPi) \u4e0a\u306e Cython \u3067 Python \u30b3\u30fc\u30c9\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u554f\u984c\u3092\u63a2\u6c42\u3057\u307e\u3059\u3002Cython \u306f\u3001lazy \u3068 yozo \u306e\u9055\u3044\u306e\u3088\u3046\u306b\u3001\u8a08\u7b97\u901f\u5ea6\u306b\u5927\u304d\u306a\u9055\u3044\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002.<\/p>\n<h2 id=\"%d9%be%db%8c%d8%b4%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a8%d9%87%db%8c%d9%86%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%d8%a7%d8%b3%da%a9%d8%b1%db%8c%d9%be%d8%aa\">Cython \u3067 Python \u30b9\u30af\u30ea\u30d7\u30c8\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u524d\u63d0\u6761\u4ef6<\/h2>\n<ul>\n<li>Python \u306e\u57fa\u790e\u77e5\u8b58: Python \u306e\u69cb\u6587\u3001\u95a2\u6570\u3001\u30c7\u30fc\u30bf\u578b\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u95a2\u3059\u308b\u77e5\u8b58\u3002.<\/li>\n<li>\u57fa\u672c\u7684\u306a C\/C++ \u306e\u6982\u5ff5\u3092\u7406\u89e3\u3059\u308b: \u30dd\u30a4\u30f3\u30bf\u30fc\u3001\u30c7\u30fc\u30bf\u578b\u3001\u5236\u5fa1\u69cb\u9020\u306a\u3069\u306e\u57fa\u672c\u7684\u306a C \u307e\u305f\u306f C++ \u306e\u6982\u5ff5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u3053\u3068\u3002.<\/li>\n<li>Python \u958b\u767a\u74b0\u5883: pip \u306a\u3069\u306e\u30d1\u30c3\u30b1\u30fc\u30b8 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u4f7f\u7528\u3057\u3066 Python (Python 3.x \u304c\u671b\u307e\u3057\u3044) \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002.<\/li>\n<li>Cython \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002pip install cython \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066 Cython \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002.<\/li>\n<li>\u30bf\u30fc\u30df\u30ca\u30eb\/\u30b3\u30de\u30f3\u30c9 \u30e9\u30a4\u30f3\u306e\u77e5\u8b58: \u30bf\u30fc\u30df\u30ca\u30eb\u307e\u305f\u306f\u30b3\u30de\u30f3\u30c9 \u30e9\u30a4\u30f3\u3067\u30b3\u30de\u30f3\u30c9\u3092\u64cd\u4f5c\u304a\u3088\u3073\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u80fd\u529b\u3002.<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u524d\u63d0\u6761\u4ef6\u306f\u3001Cython \u3092\u4f7f\u7528\u3057\u3066 Python \u30b3\u30fc\u30c9\u306e\u6700\u9069\u5316\u3092\u958b\u59cb\u3059\u308b\u6e96\u5099\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09183840\/1.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"262\"  class=\"aligncenter wp-image-16498 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09183840\/1.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09183840\/1.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09183840\/1-300x136.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09183840\/1-110x50.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09183840\/1-200x91.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09183840\/1-380x173.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09183840\/1-255x116.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09183840\/1-550x250.png 550w\" ><\/a><\/p>\n<h2 id=\"%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%b3%db%8c%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\">Python\u3068CPython<\/h2>\n<p>Python\u306e\u3088\u3046\u306a\u8a00\u8a9e\u304c\u5b9f\u969b\u306b\u306f\u4ed6\u306e\u8a00\u8a9e\u3067\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u4e8b\u5b9f\u306b\u6c17\u3065\u3044\u3066\u3044\u306a\u3044\u4eba\u306f\u591a\u304f\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001Python\u306eC\u8a00\u8a9e\u5b9f\u88c5\u306fCPython\u3068\u3057\u3066\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306fCython\u3068\u306f\u7570\u306a\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002Python\u306e\u69d8\u3005\u306a\u5b9f\u88c5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u306f\u3001\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002.<\/p>\n<p>Python\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u5b9f\u88c5\u3067\u3042\u308a\u3001\u6700\u3082\u666e\u53ca\u3057\u3066\u3044\u308b\u306e\u306fC-Python\u3067\u3059\u3002C-Python\u3092\u4f7f\u3046\u3053\u3068\u306b\u306f\u91cd\u8981\u306a\u5229\u70b9\u304c\u4e00\u3064\u3042\u308a\u307e\u3059\u3002C\u306f\u30b3\u30f3\u30d1\u30a4\u30eb\u8a00\u8a9e\u3067\u3042\u308a\u3001\u305d\u306e\u30b3\u30fc\u30c9\u306f\u6a5f\u68b0\u8a9e\u306b\u5909\u63db\u3055\u308c\u3001\u4e2d\u592e\u51e6\u7406\u88c5\u7f6e\uff08CPU\uff09\u306b\u3088\u3063\u3066\u76f4\u63a5\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002\u3067\u306f\u3001C\u304c\u30b3\u30f3\u30d1\u30a4\u30eb\u8a00\u8a9e\u3067\u3042\u308b\u306a\u3089\u3001Python\u3082\u540c\u3058\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u3068\u7591\u554f\u306b\u601d\u3046\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>C\u8a00\u8a9e\u306b\u3088\u308bPython\u5b9f\u88c5\uff08Cpython\uff09100%\u306f\u30b3\u30f3\u30d1\u30a4\u30eb\u3082\u89e3\u91c8\u3082\u3055\u308c\u307e\u305b\u3093\u3002\u5b9f\u969b\u3001Python\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u5b9f\u884c\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30b3\u30f3\u30d1\u30a4\u30eb\u3068\u89e3\u91c8\u306e\u4e21\u65b9\u304c\u884c\u308f\u308c\u307e\u3059\u3002\u3053\u308c\u3092\u660e\u78ba\u5316\u3059\u308b\u305f\u3081\u306b\u3001Python\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u5b9f\u884c\u624b\u9806\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<ol>\n<li>CPython\u3092\u4f7f\u7528\u3057\u3066\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u3001\u30d0\u30a4\u30c8\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3059\u308b<\/li>\n<li>CPython\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u306b\u3088\u308b\u30d0\u30a4\u30c8\u30b3\u30fc\u30c9\u89e3\u91c8<\/li>\n<li>CPython\u4eee\u60f3\u30de\u30b7\u30f3\u3067CPython\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u306e\u51fa\u529b\u3092\u5b9f\u884c\u3059\u308b<\/li>\n<\/ol>\n<p>\u30b3\u30f3\u30d1\u30a4\u30eb\u30d7\u30ed\u30bb\u30b9\u306f\u3001Cpython\u304c\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\uff08.py\u30d5\u30a1\u30a4\u30eb\uff09\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u3001Cpython\u30d0\u30a4\u30c8\u30b3\u30fc\u30c9\uff08.pyc\u30d5\u30a1\u30a4\u30eb\uff09\u3092\u751f\u6210\u3059\u308b\u3068\u304d\u306b\u767a\u751f\u3057\u307e\u3059\u3002Cpython\u30d0\u30a4\u30c8\u30b3\u30fc\u30c9\u306fCpython\u30a4\u30f3\u30bf\u30d7\u30ea\u30bf\u306b\u3088\u3063\u3066\u89e3\u91c8\u3055\u308c\u3001\u51fa\u529b\u306fCpython\u4eee\u60f3\u30de\u30b7\u30f3\u3067\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002\u4e0a\u8a18\u306e\u624b\u9806\u3067\u793a\u3057\u305f\u3088\u3046\u306b\u3001Python\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u5b9f\u884c\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u30b3\u30f3\u30d1\u30a4\u30eb\u3068\u89e3\u91c8\u306e\u4e21\u65b9\u304c\u542b\u307e\u308c\u307e\u3059\u3002.<\/p>\n<p>Cpython\u30b3\u30f3\u30d1\u30a4\u30e9\u306f\u30d0\u30a4\u30c8\u30b3\u30fc\u30c9\u3092\u4e00\u5ea6\u3060\u3051\u751f\u6210\u3057\u307e\u3059\u304c\u3001\u30b3\u30fc\u30c9\u304c\u5b9f\u884c\u3055\u308c\u308b\u305f\u3073\u306b\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u304c\u547c\u3073\u51fa\u3055\u308c\u307e\u3059\u3002\u30d0\u30a4\u30c8\u30b3\u30fc\u30c9\u306e\u89e3\u91c8\u306b\u306f\u901a\u5e38\u3001\u9577\u3044\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3068\u5b9f\u884c\u901f\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u305d\u3082\u305d\u3082\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u3092\u4f7f\u7528\u3059\u308b\u610f\u5473\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4e3b\u306a\u7406\u7531\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067Python\u3092\u7570\u306a\u308b\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3067\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002\u30d0\u30a4\u30c8\u30b3\u30fc\u30c9\u306fCPU\u4e0a\u3067\u5b9f\u884c\u3055\u308c\u308bCpython\u4eee\u60f3\u30de\u30b7\u30f3\u5185\u3067\u30de\u30b7\u30f3\u3068\u306f\u72ec\u7acb\u3057\u3066\u5b9f\u884c\u3055\u308c\u308b\u305f\u3081\u3001\u5909\u66f4\u3092\u52a0\u3048\u308b\u3053\u3068\u306a\u304f\u7570\u306a\u308b\u30de\u30b7\u30f3\u3067\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09184025\/2.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"654\"  class=\"aligncenter wp-image-16499 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09184025\/2.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09184025\/2.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09184025\/2-264x300.png 264w, https:\/\/cdn.itpiran.net\/2024\/12\/09184025\/2-110x125.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09184025\/2-200x227.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09184025\/2-380x431.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09184025\/2-255x290.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09184025\/2-300x341.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09184025\/2-550x624.png 550w\" ><\/a><\/p>\n<p>\u30a4\u30f3\u30bf\u30d7\u30ea\u30bf\u3092\u4f7f\u7528\u3057\u306a\u3044\u5834\u5408\u3001Cpython\u30b3\u30f3\u30d1\u30a4\u30e9\u306fCPU\u4e0a\u3067\u76f4\u63a5\u5b9f\u884c\u3055\u308c\u308b\u30de\u30b7\u30f3\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u3088\u3063\u3066\u547d\u4ee4\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u30b3\u30fc\u30c9\u306f\u7570\u306a\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u5b9f\u884c\u3067\u304d\u307e\u305b\u3093\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09184215\/3.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"390\"  class=\"aligncenter wp-image-16500 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09184215\/3.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09184215\/3.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09184215\/3-300x203.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09184215\/3-110x74.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09184215\/3-200x135.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09184215\/3-380x257.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09184215\/3-255x173.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09184215\/3-550x372.png 550w\" ><\/a><\/p>\n<p>\u7c21\u5358\u306b\u8a00\u3046\u3068\u3001\u30b3\u30f3\u30d1\u30a4\u30e9\u3092\u4f7f\u3046\u3068\u51e6\u7406\u306f\u901f\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u3092\u4f7f\u3046\u3068\u30b3\u30fc\u30c9\u306f\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u306a\u308a\u307e\u3059\u3002\u3064\u307e\u308a\u3001Python\u304cC\u8a00\u8a9e\u3088\u308a\u3082\u9045\u3044\u7406\u7531\u306e\u4e00\u3064\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u306e\u4f7f\u7528\u306b\u3042\u308a\u307e\u3059\u3002\u30b3\u30f3\u30d1\u30a4\u30e9\u306f\u4e00\u5ea6\u3057\u304b\u5b9f\u884c\u3055\u308c\u307e\u305b\u3093\u304c\u3001\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u306f\u30b3\u30fc\u30c9\u304c\u5b9f\u884c\u3055\u308c\u308b\u305f\u3073\u306b\u5b9f\u884c\u3055\u308c\u308b\u3053\u3068\u3092\u899a\u3048\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002.<\/p>\n<p>Python\u306fC\u8a00\u8a9e\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u9045\u3044\u3067\u3059\u304c\u3001\u591a\u304f\u306e\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306f\u4f7f\u3044\u3084\u3059\u3055\u304b\u3089Python\u3092\u597d\u3093\u3067\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002Python\u306f\u591a\u304f\u306e\u8a73\u7d30\u3092\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u304b\u3089\u96a0\u853d\u3059\u308b\u305f\u3081\u3001\u9762\u5012\u306a\u30c7\u30d0\u30c3\u30b0\u4f5c\u696d\u3092\u8efd\u6e1b\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001Python\u306f\u52d5\u7684\u578b\u4ed8\u3051\u8a00\u8a9e\u3067\u3042\u308b\u305f\u3081\u3001\u30b3\u30fc\u30c9\u5185\u306e\u3059\u3079\u3066\u306e\u5909\u6570\u306e\u578b\u3092\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002Python\u304c\u81ea\u52d5\u7684\u306b\u578b\u3092\u63a8\u6e2c\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001\u9759\u7684\u578b\u4ed8\u3051\u8a00\u8a9e\uff08C\u3001C++\u3001Java\u306a\u3069\uff09\u3067\u306f\u3001\u4ee5\u4e0b\u306b\u793a\u3059\u3088\u3046\u306b\u3001\u5909\u6570\u306e\u578b\u3092\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-c\" data-lang=\"C\"><code>int x = 10\r\nstring s = \"Hello\"<\/code><\/pre>\n<\/div>\n<p>Python \u3067\u306e\u6b21\u306e\u5b9f\u88c5\u3068\u6bd4\u8f03\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u52d5\u7684\u578b\u4ed8\u3051\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u304c\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u578b\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u30de\u30b7\u30f3\u306b\u8ca0\u62c5\u3092\u304b\u3051\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5b9f\u884c\u30d7\u30ed\u30bb\u30b9\u304c\u9045\u304f\u306a\u308a\u307e\u3059\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>x = 10\r\ns = \"Hello\"<\/code><\/pre>\n<\/div>\n<p>\u4e00\u822c\u7684\u306b\u3001Python\u306e\u3088\u3046\u306a\u300c\u9ad8\u6c34\u6e96\u300d\u8a00\u8a9e\u306f\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u7406\u89e3\u3057\u3084\u3059\u3044\u3082\u306e\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u969b\u306b\u306f\u3001\u4f4e\u6c34\u6e96\u547d\u4ee4\u306b\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u5909\u63db\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u4f7f\u3044\u3084\u3059\u3055\u3092\u512a\u5148\u3059\u308b\u305f\u3081\u306b\u305d\u306e\u6642\u9593\u304c\u72a0\u7272\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>\u6642\u9593\u304c\u554f\u984c\u306b\u306a\u308b\u5834\u5408\u306f\u3001\u4f4e\u30ec\u30d9\u30eb\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3067\u3042\u308bPython\u3067\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u4ee3\u308f\u308a\u306b\u3001CPython\uff08\u88cf\u3067\u306fPython\u3092C\u8a00\u8a9e\u3067\u5b9f\u88c5\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u3092\u4f7f\u3063\u3066\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u3092\u884c\u3046\u3068\u3001Python\u3067\u306f\u306a\u304fC\u8a00\u8a9e\u3067\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3057\u3066\u3044\u308b\u3088\u3046\u306a\u611f\u899a\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n<p>CPython\u306f\u306f\u308b\u304b\u306b\u8907\u96d1\u3067\u3059\u3002CPython\u3067\u306f\u3059\u3079\u3066\u304cC\u3067\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u6642\u306bC\u306e\u8907\u96d1\u3055\u304b\u3089\u9003\u308c\u308b\u65b9\u6cd5\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u591a\u304f\u306e\u958b\u767a\u8005\u306f\u4ee3\u308f\u308a\u306bCython\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001Cython\u306fCPython\u3068\u3069\u3046\u9055\u3046\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<h2 id=\"cython-%da%86%da%af%d9%88%d9%86%d9%87-%d9%85%d8%aa%d9%81%d8%a7%d9%88%d8%aa-%d8%a7%d8%b3%d8%aa\">Cython \u3068\u306e\u9055\u3044\u306f\u4f55\u3067\u3059\u304b?<\/h2>\n<p>\u4e0a\u3067\u5b9a\u7fa9\u3057\u305f\u3088\u3046\u306b\u3001Cython\u306f\u30b9\u30d4\u30fc\u30c9\u3068\u4f7f\u3044\u3084\u3059\u3055\u3068\u3044\u3046\u4e21\u65b9\u306e\u9577\u6240\u3092\u517c\u306d\u5099\u3048\u305f\u8a00\u8a9e\u3067\u3059\u3002Python\u3067\u901a\u5e38\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u304c\u3001\u5b9f\u884c\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u305f\u3081\u306b\u3001Cython\u3067\u306fPython\u30b3\u30fc\u30c9\u306e\u4e00\u90e8\u3092C\u8a00\u8a9e\u306b\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u4e21\u65b9\u306e\u8a00\u8a9e\u30921\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002Python\u306e\u3059\u3079\u3066\u304cCython\u3067\u3082\u6709\u52b9\u3067\u3042\u308b\u3068\u8003\u3048\u308b\u306e\u306f\u5f53\u7136\u3067\u3059\u304c\u3001\u3044\u304f\u3064\u304b\u306e\u5236\u9650\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/p>\n<p>\u901a\u5e38\u306e Python \u30d5\u30a1\u30a4\u30eb\u306e\u62e1\u5f35\u5b50\u306f .py \u3067\u3059\u304c\u3001Cython \u30d5\u30a1\u30a4\u30eb\u306e\u62e1\u5f35\u5b50\u306f .pyx \u3067\u3059\u3002.pyx \u30d5\u30a1\u30a4\u30eb\u5185\u306b\u3082\u540c\u3058 Python \u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3067\u304d\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u306e\u30d5\u30a1\u30a4\u30eb\u3067\u306f Cython \u30b3\u30fc\u30c9\u3082\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002Python \u30b3\u30fc\u30c9\u3092 .pyx \u30d5\u30a1\u30a4\u30eb\u306b\u683c\u7d0d\u3059\u308b\u3068\u3001Python \u30b3\u30fc\u30c9\u3092\u76f4\u63a5\u5b9f\u884c\u3059\u308b\u3088\u308a\u3082\u51e6\u7406\u901f\u5ea6\u304c\u901f\u304f\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u5909\u6570\u306e\u578b\u3092\u5ba3\u8a00\u3059\u308b\u307b\u3069\u9ad8\u901f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001.pyx \u30d5\u30a1\u30a4\u30eb\u5185\u306b Python \u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u884c\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u5909\u66f4\u3092\u52a0\u3048\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u304c\u5c11\u3057\u8907\u96d1\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u591a\u304f\u306e\u6642\u9593\u3092\u7bc0\u7d04\u3067\u304d\u307e\u3059\u3002C \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u7d4c\u9a13\u304c\u3042\u308c\u3070\u3001\u3053\u306e\u624b\u9806\u306f\u3088\u308a\u7c21\u5358\u306b\u7406\u89e3\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002.<\/p>\n<h2 id=\"%d8%b3%d8%a7%db%8c%d8%aa%d8%b1%d9%88%d9%86-%da%a9%d8%b1%d8%af%d9%86-%da%a9%d8%af-%d8%b3%d8%a7%d8%af%d9%87-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\">\u30b7\u30f3\u30d7\u30eb\u306aPython\u30b3\u30fc\u30c9\u306eCitron\u5316<\/h2>\n<p>Python \u30b3\u30fc\u30c9\u3092 Cython \u306b\u5909\u63db\u3059\u308b\u306b\u306f\u3001\u307e\u305a\u62e1\u5f35\u5b50 . <code inline=\"\">.pyx<\/code> \u62e1\u5f35\u3067\u306f\u306a\u304f\u4f5c\u6210 <code inline=\"\">.py<\/code>. \u3053\u306e\u30d5\u30a1\u30a4\u30eb\u5185\u3067\u3001\u901a\u5e38\u306e Python \u30b3\u30fc\u30c9\u306e\u8a18\u8ff0\u3092\u958b\u59cb\u3067\u304d\u307e\u3059 (Cython \u304c\u53d7\u3051\u5165\u308c\u308b\u30b3\u30fc\u30c9\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u5236\u9650\u304c\u3042\u308a\u3001\u3053\u308c\u306b\u3064\u3044\u3066\u306f Cython \u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u8aac\u660e\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044)\u3002.<\/p>\n<p>\u5148\u306b\u9032\u3080\u524d\u306b\u3001Cython\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>pip install cython\r\n<\/code><\/pre>\n<\/div>\n<p>.pyd\/.so \u30d5\u30a1\u30a4\u30eb\u3092\u751f\u6210\u3059\u308b\u306b\u306f\u3001\u307e\u305a Cython \u30d5\u30a1\u30a4\u30eb\u3092\u30d3\u30eb\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002.pyd\/.so \u30d5\u30a1\u30a4\u30eb\u306f\u3001\u5f8c\u3067\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u8868\u3057\u307e\u3059\u3002Cython \u30d5\u30a1\u30a4\u30eb\u306e\u30d3\u30eb\u30c9\u306b\u306f setup.py \u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002distutils.core.setup() \u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066 Cython.Build.cythonize() \u95a2\u6570\u3092\u547c\u3073\u51fa\u3057\u3001.pyx \u30d5\u30a1\u30a4\u30eb\u3092\u30b7\u30a2\u30f3\u5316\u3057\u307e\u3059\u3002\u3053\u306e\u95a2\u6570\u306f\u3001\u30b7\u30a2\u30f3\u5316\u3057\u305f\u3044\u30d5\u30a1\u30a4\u30eb\u3078\u306e\u30d1\u30b9\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001setup.py \u30d5\u30a1\u30a4\u30eb\u304c test_cython.pyx \u30d5\u30a1\u30a4\u30eb\u3068\u540c\u3058\u5834\u6240\u306b\u3042\u308b\u3068\u4eee\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import distutils.core\r\nimport Cython.Build\r\ndistutils.core.setup(\r\next_modules = Cython.Build.cythonize(\"test_cython.pyx\"))<\/code><\/pre>\n<\/div>\n<p>Cython\u30d5\u30a1\u30a4\u30eb\u3092\u30d3\u30eb\u30c9\u3059\u308b\u306b\u306f\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\u3002\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u306e\u30ab\u30ec\u30f3\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306f\u3001setup.py\u30d5\u30a1\u30a4\u30eb\u3068\u540c\u3058\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>python setup.py build_ext --inplace\r\n<\/code><\/pre>\n<\/div>\n<p>\u3053\u306e\u30b3\u30de\u30f3\u30c9\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001.pyx\u30d5\u30a1\u30a4\u30eb\u306e\u6a2a\u306b2\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u30021\u3064\u76ee\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u62e1\u5f35\u5b50\u306f.c\u3001\u3082\u30461\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u62e1\u5f35\u5b50\u306f.pyd\uff08\u307e\u305f\u306f\u4f7f\u7528\u3057\u3066\u3044\u308b\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306b\u5fdc\u3058\u3066\u985e\u4f3c\u306e\u62e1\u5f35\u5b50\uff09\u306b\u306a\u308a\u307e\u3059\u3002\u751f\u6210\u3055\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001test_cython\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u3060\u3051\u3067\u3001\u300cHello Cython\u300d\u3068\u3044\u3046\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u76f4\u63a5\u8868\u793a\u3055\u308c\u307e\u3059\uff08\u4ee5\u4e0b\u3092\u53c2\u7167\uff09\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09185034\/4.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"195\"  height=\"47\"  class=\"aligncenter wp-image-16501 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 195px) 100vw, 195px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09185034\/4.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09185034\/4.png 195w, https:\/\/cdn.itpiran.net\/2024\/12\/09185034\/4-110x27.png 110w\" ><\/a><\/p>\n<p>\u3053\u308c\u3067Python\u30b3\u30fc\u30c9\u306eCyton\u5316\u304c\u5b8c\u4e86\u3057\u307e\u3057\u305f\u3002\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30eb\u30fc\u30d7\u304c\u4f5c\u6210\u3055\u308c\u305f.pyx\u30d5\u30a1\u30a4\u30eb\u306eCyton\u5316\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002.<\/p>\n<p>\u300cfor\u300d\u30eb\u30fc\u30d7\u306e\u30b5\u30a4\u30c8\u30cb\u30c3\u30af\u5316\u201c<\/p>\n<p>\u3055\u3066\u3001\u5148\u307b\u3069\u306e\u30bf\u30b9\u30af\u3001\u3064\u307e\u308a100\u4e07\u500b\u306e\u6570\u5024\u3092\u30eb\u30fc\u30d7\u3057\u3066\u5408\u8a08\u3059\u308bfor\u30eb\u30fc\u30d7\u3092\u6700\u9069\u5316\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u307e\u305a\u306f\u30eb\u30fc\u30d7\u81ea\u4f53\u306e\u52b9\u7387\u6027\u3092\u8abf\u3079\u3066\u307f\u307e\u3057\u3087\u3046\u3002time\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u5b9f\u884c\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u63a8\u5b9a\u3059\u308b\u305f\u3081\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import time\r\nt1 = time.time()\r\nfor k in range(1000000):\r\npass\r\nt2 = time.time()\r\nt = t2-t1\r\nprint(\"%.20f\" % t)<\/code><\/pre>\n<\/div>\n<p>.pyx\u30d5\u30a1\u30a4\u30eb\u3067\u306f\u30013\u56de\u306e\u5b9f\u884c\u306b\u304b\u304b\u308b\u5e73\u5747\u6642\u9593\u306f0.0281\u79d2\u3067\u3059\u3002\u3053\u306e\u30b3\u30fc\u30c9\u306f\u3001Core i7-6500U\uff082.5GHz\uff09\u30d7\u30ed\u30bb\u30c3\u30b5\u306816GB\u306eDDR3 RAM\u3092\u642d\u8f09\u3057\u305f\u30de\u30b7\u30f3\u3067\u5b9f\u884c\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>\u3053\u308c\u3092\u3001\u5178\u578b\u7684\u306aPython\u30d5\u30a1\u30a4\u30eb\u306e\u5b9f\u884c\u6642\u9593\uff08\u5e73\u57470.0411\u79d2\uff09\u3068\u6bd4\u8f03\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3064\u307e\u308a\u3001for\u30eb\u30fc\u30d7\u3092C\u8a00\u8a9e\u306e\u901f\u5ea6\u3067\u5b9f\u884c\u3059\u308b\u3088\u3046\u306b\u5909\u66f4\u3057\u306a\u304f\u3066\u3082\u3001Cython\u306f\u53cd\u5fa9\u51e6\u7406\u306b\u304a\u3044\u3066Python\u306e\u308f\u305a\u304b1.46\u500d\u3057\u304b\u901f\u304f\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002.<\/p>\n<p>\u3067\u306f\u3001\u52a0\u7b97\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u308c\u3092\u884c\u3046\u306b\u306f\u3001range() \u95a2\u6570\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import time\r\nt1 = time.time()\r\ntotal = 0\r\nfor k in range(1000000):\r\ntotal = total + k\r\nprint \"Total =\", total\r\nt2 = time.time()\r\nt = t2-t1\r\nprint(\"%.100f\" % t)<\/code><\/pre>\n<\/div>\n<p>\u3069\u3061\u3089\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3082\u540c\u3058\u5024\u3001\u3064\u307e\u308a499999500000\u3092\u8fd4\u3059\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002Python\u3067\u306f\u3001\u3053\u306e\u5b9f\u884c\u306b\u306f\u5e73\u57470.1183\u79d2\u304b\u304b\u308a\u307e\u3059\uff083\u3064\u306e\u30c6\u30b9\u30c8\uff09\u3002Cython\u3067\u306f1.35\u500d\u9ad8\u901f\u3067\u3001\u5e73\u57470.0875\u79d2\u304b\u304b\u308a\u307e\u3059\u3002.<\/p>\n<p>\u3053\u3053\u3067\u3001\u30eb\u30fc\u30d7\u304c 0 \u304b\u3089\u59cb\u307e\u308a\u300110 \u5104\u306e\u6570\u5b57\u3092\u51e6\u7406\u3059\u308b\u5225\u306e\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import time\r\nt1 = time.time()\r\ntotal = 0\r\nfor k in range(1000000000):\r\ntotal = total + k\r\nprint \"Total =\", total\r\nt2 = time.time()\r\nt = t2-t1\r\nprint(\"%.20f\" % t)<\/code><\/pre>\n<\/div>\n<p>Cython\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u7d0485\u79d2\uff081.4\u5206\uff09\u3067\u5b8c\u4e86\u3057\u307e\u3057\u305f\u304c\u3001Python\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u7d04115\u79d2\uff081.9\u5206\uff09\u3067\u5b8c\u4e86\u3057\u307e\u3057\u305f\u3002\u3069\u3061\u3089\u306e\u5834\u5408\u3082\u3001\u304b\u306a\u308a\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u5358\u7d14\u306a\u30bf\u30b9\u30af\u306b1\u5206\u4ee5\u4e0a\u304b\u304b\u308b\u306e\u3067\u3042\u308c\u3070\u3001Cython\u3092\u4f7f\u3046\u610f\u5473\u304c\u3042\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u3053\u308c\u306fCython\u306e\u305b\u3044\u3067\u306f\u306a\u304f\u3001\u79c1\u305f\u3061\u306e\u305b\u3044\u3067\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/p>\n<p>\u524d\u8ff0\u306e\u901a\u308a\u3001Cython\u30b9\u30af\u30ea\u30d7\u30c8\uff08.pyx\uff09\u5185\u306bPython\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b\u3053\u3068\u306f\u78ba\u304b\u306b\u6539\u5584\u3055\u308c\u307e\u3059\u304c\u3001\u5b9f\u884c\u6642\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u306f\u5927\u304d\u306a\u9055\u3044\u306f\u3042\u308a\u307e\u305b\u3093\u3002Cython\u30b9\u30af\u30ea\u30d7\u30c8\u5185\u306ePython\u30b3\u30fc\u30c9\u306b\u3044\u304f\u3064\u304b\u5909\u66f4\u3092\u52a0\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u6700\u521d\u306b\u3001\u4f7f\u7528\u3059\u308b\u5909\u6570\u306e\u30c7\u30fc\u30bf\u578b\u3092\u660e\u793a\u7684\u306b\u5ba3\u8a00\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<h2 id=\"%d8%aa%d8%ae%d8%b5%db%8c%d8%b5-%d9%86%d9%88%d8%b9-%d8%af%d8%a7%d8%af%d9%87-c-%d8%a8%d9%87-%d9%85%d8%aa%d8%ba%db%8c%d8%b1%d9%87%d8%a7\">C\u30c7\u30fc\u30bf\u578b\u3092\u5909\u6570\u306b\u5272\u308a\u5f53\u3066\u308b<\/h2>\n<p>\u524d\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001total\u3001k\u3001t1\u3001t2\u3001t\u306e5\u3064\u306e\u5909\u6570\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5909\u6570\u306e\u30c7\u30fc\u30bf\u578b\u306f\u3059\u3079\u3066\u30b3\u30fc\u30c9\u306b\u3088\u3063\u3066\u6697\u9ed9\u7684\u306b\u63a8\u8ad6\u3055\u308c\u308b\u305f\u3081\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u578b\u306e\u63a8\u8ad6\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u7bc0\u7d04\u3059\u308b\u305f\u3081\u306b\u3001C\u8a00\u8a9e\u304b\u3089\u30c7\u30fc\u30bf\u578b\u3092\u5272\u308a\u5f53\u3066\u307e\u3057\u3087\u3046\u3002.<\/p>\n<p>\u5909\u6570total\u306e\u578b\u306funsigned long long int\u3067\u3059\u3002\u3059\u3079\u3066\u306e\u6570\u5024\u306e\u5408\u8a08\u304c\u6574\u6570\u306b\u306a\u308b\u305f\u3081\u6574\u6570\u578b\u3068\u306a\u308a\u3001\u305d\u306e\u5408\u8a08\u304c\u5e38\u306b\u6b63\u306b\u306a\u308b\u305f\u3081unsigned\u578b\u3068\u306a\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u306a\u305clong long\u578b\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u305d\u308c\u306f\u3001\u3059\u3079\u3066\u306e\u6570\u5024\u306e\u5408\u8a08\u304c\u975e\u5e38\u306b\u5927\u304d\u3044\u305f\u3081\u3001\u5909\u6570\u3092\u53ef\u80fd\u306a\u9650\u308a\u5927\u304d\u304f\u3059\u308b\u305f\u3081\u306blong long\u578b\u304c\u4f7f\u308f\u308c\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002.<\/p>\n<p>\u5909\u6570 k \u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u305f\u30c7\u30fc\u30bf\u578b\u306f int \u3067\u3042\u308a\u3001\u6b8b\u308a\u306e 3 \u3064\u306e\u5909\u6570 t1\u3001t2\u3001t \u306b\u306f\u30c7\u30fc\u30bf\u578b float \u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u307e\u3059\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import time\r\ncdef unsigned long long int total\r\ncdef int k\r\ncdef float t1, t2, t\r\nt1 = time.time()\r\nfor k in range(1000000000):\r\ntotal = total + k\r\nprint \"Total =\", total\r\nt2 = time.time()\r\nt = t2-t1\r\nprint(\"%.100f\" % t)<\/code><\/pre>\n<\/div>\n<p>\u6700\u5f8c\u306eprint\u6587\u3067\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308b\u7cbe\u5ea6\u304c100\u306b\u8a2d\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u306e\u6570\u5024\u306f\u3059\u3079\u30660\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u76ee\u3057\u3066\u304f\u3060\u3055\u3044\uff08\u6b21\u306e\u753b\u50cf\u3092\u53c2\u7167\uff09\u3002\u3053\u308c\u306fCython\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u671f\u5f85\u3067\u304d\u308b\u7d50\u679c\u3067\u3059\u3002Python\u3067\u306f1.9\u5206\u4ee5\u4e0a\u304b\u304b\u308b\u306e\u306b\u5bfe\u3057\u3001Cython\u3067\u306f\u5168\u304f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u305b\u3093\u3002Python\u306e1000\u500d\u3084100000\u500d\u901f\u3044\u3068\u306f\u8a00\u3044\u307e\u305b\u3093\u304c\u3001\u51fa\u529b\u6642\u9593\u306e\u7cbe\u5ea6\u3092\u5909\u3048\u3066\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u304c\u3001\u305d\u308c\u3067\u3082\u6570\u5024\u306f\u8868\u793a\u3055\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09185717\/5.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"44\"  class=\"aligncenter wp-image-16502 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09185717\/5.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09185717\/5.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09185717\/5-300x23.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09185717\/5-110x8.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09185717\/5-200x15.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09185717\/5-380x29.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09185717\/5-255x19.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09185717\/5-550x42.png 550w\" ><\/a><\/p>\n<p>range() \u95a2\u6570\u306b\u6e21\u3055\u308c\u308b\u5024\u3092\u683c\u7d0d\u3059\u308b\u6574\u6570\u5909\u6570\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u3055\u3089\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002\u65b0\u3057\u3044\u30b3\u30fc\u30c9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002\u5024\u306f\u6574\u6570\u5909\u6570 maxval \u306b\u683c\u7d0d\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>import time\r\ncdef unsigned long long int maxval\r\ncdef unsigned long long int total\r\ncdef int k\r\ncdef float t1, t2, t\r\nmaxval=1000000000\r\nt1=time.time()\r\nfor k in range(maxval):\r\ntotal = total + k\r\nprint \"Total =\", total\r\nt2=time.time()\r\nt = t2-t1\r\nprint(\"%.100f\" % t)<\/code><\/pre>\n<\/div>\n<p>Cython \u3092\u4f7f\u7528\u3057\u3066 Python \u30b9\u30af\u30ea\u30d7\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u3092\u78ba\u8a8d\u3057\u305f\u306e\u3067\u3001\u3053\u308c\u3092 Raspberry Pi (RPi) \u306b\u9069\u7528\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002.<\/p>\n<h2 id=\"%d8%af%d8%b3%d8%aa%d8%b1%d8%b3%d9%be%d8%b0%db%8c%d8%b1%db%8c-raspberry-pi-%d8%a7%d8%b2-%da%a9%d8%a7%d9%85%d9%be%db%8c%d9%88%d8%aa%d8%b1-%d8%b4%d8%ae%d8%b5%db%8c\">\u30d1\u30bd\u30b3\u30f3\u304b\u3089Raspberry Pi\u306b\u30a2\u30af\u30bb\u30b9\u53ef\u80fd<\/h2>\n<p>Raspberry Pi\u3092\u521d\u3081\u3066\u304a\u4f7f\u3044\u306b\u306a\u308b\u5834\u5408\u306f\u3001PC\u3068RPi\u306e\u4e21\u65b9\u3092\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u63a5\u7d9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002DHCP\uff08Dynamic Host Configuration Protocol\uff09\u304c\u6709\u52b9\u306b\u306a\u3063\u3066\u3044\u308b\u30b9\u30a4\u30c3\u30c1\u306b\u4e21\u65b9\u306e\u30c7\u30d0\u30a4\u30b9\u3092\u63a5\u7d9a\u3059\u308b\u3053\u3068\u3067\u3001IP\u30a2\u30c9\u30ec\u30b9\u3092\u81ea\u52d5\u5272\u308a\u5f53\u3066\u3067\u304d\u307e\u3059\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u6b63\u5e38\u306b\u69cb\u7bc9\u3055\u308c\u308b\u3068\u3001\u5272\u308a\u5f53\u3066\u3089\u308c\u305fIPv4\u30a2\u30c9\u30ec\u30b9\u306b\u57fa\u3065\u3044\u3066RPi\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002RPi\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u3066\u3044\u308bIPv4\u30a2\u30c9\u30ec\u30b9\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3057\u3087\u3046\u304b\uff1f\u3054\u5b89\u5fc3\u304f\u3060\u3055\u3044\u3002IP\u30b9\u30ad\u30e3\u30ca\u30fc\u30c4\u30fc\u30eb\u3092\u4f7f\u3048\u3070\u7c21\u5358\u3067\u3059\u3002\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u300cAdvanced IP Scanner\u300d\u3068\u3044\u3046\u7121\u6599\u30a2\u30d7\u30ea\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002.<\/p>\n<p>\u3053\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u691c\u7d22\u3059\u308bIPv4\u30a2\u30c9\u30ec\u30b9\u306e\u7bc4\u56f2\u3092\u53d7\u3051\u4ed8\u3051\u3001\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u30c7\u30d0\u30a4\u30b9\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u8fd4\u3057\u307e\u3059\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09185936\/6.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"366\"  class=\"aligncenter wp-image-16503 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09185936\/6.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09185936\/6.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09185936\/6-300x191.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09185936\/6-110x70.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09185936\/6-200x127.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09185936\/6-380x241.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09185936\/6-255x162.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09185936\/6-550x349.png 550w\" ><\/a><\/p>\n<p>\u30ed\u30fc\u30ab\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306eIPv4\u30a2\u30c9\u30ec\u30b9\u7bc4\u56f2\u3092\u5165\u529b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u7bc4\u56f2\u304c\u308f\u304b\u3089\u306a\u3044\u5834\u5408\u306f\u3001Windows\u3067\u306fipconfig\u30b3\u30de\u30f3\u30c9\uff08Linux\u3067\u306fifconfig\u30b3\u30de\u30f3\u30c9\uff09\u3092\u5b9f\u884c\u3057\u3066\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306eIPv4\u30a2\u30c9\u30ec\u30b9\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\uff08\u4e0b\u56f3\u53c2\u7167\uff09\u3002\u79c1\u306e\u5834\u5408\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306eWi-Fi\u30a2\u30c0\u30d7\u30bf\u30fc\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u305fIPv4\u30a2\u30c9\u30ec\u30b9\u306f192.168.43.177\u3001\u30b5\u30d6\u30cd\u30c3\u30c8\u30de\u30b9\u30af\u306f255.255.255.0\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u4e0a\u306eIPv4\u30a2\u30c9\u30ec\u30b9\u7bc4\u56f2\u306f192.168.43.1\u304b\u3089192.168.43.255\u307e\u3067\u3067\u3059\u3002\u56f3\u306b\u793a\u3059\u3088\u3046\u306b\u3001IPv4\u30a2\u30c9\u30ec\u30b9192.168.43.1\u306f\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u7bc4\u56f2\u306e\u6700\u5f8c\u306eIPv4\u30a2\u30c9\u30ec\u30b9\u3067\u3042\u308b192.168.43.255\u306f\u3001\u30d6\u30ed\u30fc\u30c9\u30ad\u30e3\u30b9\u30c8\u30e1\u30c3\u30bb\u30fc\u30b8\u7528\u306b\u4e88\u7d04\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u691c\u7d22\u3059\u308b\u7bc4\u56f2\u306f 192.168.43.2 \u304b\u3089\u59cb\u307e\u308a\u3001192.168.43.254 \u3067\u7d42\u308f\u308a\u307e\u3059\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190052\/7.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"544\"  height=\"170\"  class=\"aligncenter wp-image-16504 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 544px) 100vw, 544px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190052\/7.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190052\/7.png 544w, https:\/\/cdn.itpiran.net\/2024\/12\/09190052\/7-300x94.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09190052\/7-110x34.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09190052\/7-200x63.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09190052\/7-380x119.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09190052\/7-255x80.png 255w\" ><\/a><\/p>\n<p>\u6b21\u306e\u56f3\u306b\u793a\u3059\u30b9\u30ad\u30e3\u30f3\u7d50\u679c\u306b\u3088\u308b\u3068\u3001RPi\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u305fIPv4\u30a2\u30c9\u30ec\u30b9\u306f192.168.43.63\u3067\u3059\u3002\u3053\u306eIPv4\u30a2\u30c9\u30ec\u30b9\u306f\u3001\u30bb\u30ad\u30e5\u30a2\u30b7\u30a7\u30eb\uff08SSH\uff09\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u78ba\u7acb\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190516\/8.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"366\"  class=\"aligncenter wp-image-16505 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190516\/8.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190516\/8.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09190516\/8-300x191.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09190516\/8-110x70.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09190516\/8-200x127.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09190516\/8-380x241.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09190516\/8-255x162.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09190516\/8-550x349.png 550w\" ><\/a><\/p>\n<p>SSH\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u78ba\u7acb\u3059\u308b\u305f\u3081\u306b\u3001MobaXterm\u3068\u3044\u3046\u7121\u6599\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190623\/9.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"307\"  class=\"aligncenter wp-image-16506 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190623\/9.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190623\/9.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09190623\/9-300x160.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09190623\/9-110x59.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09190623\/9-200x107.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09190623\/9-380x203.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09190623\/9-255x136.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09190623\/9-550x293.png 550w\" ><\/a><\/p>\n<p>SSH\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u5de6\u4e0a\u9685\u306e\u300c\u30bb\u30c3\u30b7\u30e7\u30f3\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002\u4e0b\u56f3\u306e\u3088\u3046\u306a\u65b0\u3057\u3044\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190749\/10.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"387\"  class=\"aligncenter wp-image-16507 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190749\/10.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190749\/10.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09190749\/10-300x202.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09190749\/10-110x74.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09190749\/10-200x134.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09190749\/10-380x255.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09190749\/10-255x171.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09190749\/10-550x370.png 550w\" ><\/a><\/p>\n<p>\u3053\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u3067\u3001\u5de6\u4e0a\u9685\u306eSSH\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u958b\u304d\u307e\u3059\u3002Raspberry Pi\u306eIPv4\u30a2\u30c9\u30ec\u30b9\u3068\u30e6\u30fc\u30b6\u30fc\u540d\uff08\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306fpi\uff09\u3092\u5165\u529b\u3057\u3001\u300cOK\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u958b\u59cb\u3057\u307e\u3059\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190859\/11.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"387\"  class=\"aligncenter wp-image-16508 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190859\/11.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190859\/11.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09190859\/11-300x202.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09190859\/11-110x74.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09190859\/11-200x134.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09190859\/11-380x255.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09190859\/11-255x171.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09190859\/11-550x370.png 550w\" ><\/a><\/p>\n<p>\u300cOK\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u5165\u529b\u3092\u6c42\u3081\u308b\u65b0\u3057\u3044\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30d1\u30b9\u30ef\u30fc\u30c9\u306fraspberrypi\u3067\u3059\u3002\u30ed\u30b0\u30a4\u30f3\u3059\u308b\u3068\u3001\u6b21\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u5de6\u5074\u306e\u30da\u30a4\u30f3\u3067\u306f\u3001Raspberry Pi\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u9593\u3092\u7c21\u5358\u306b\u79fb\u52d5\u3067\u304d\u307e\u3059\u3002\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3059\u308b\u305f\u3081\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3082\u3042\u308a\u307e\u3059\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190959\/12.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"307\"  class=\"aligncenter wp-image-16509 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190959\/12.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09190959\/12.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09190959\/12-300x160.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09190959\/12-110x59.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09190959\/12-200x107.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09190959\/12-380x203.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09190959\/12-255x136.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09190959\/12-550x293.png 550w\" ><\/a><\/p>\n<h2 id=\"%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-cython-%d8%a8%d8%a7-raspberry-pi\">Raspberry Pi\u3067Cython\u3092\u4f7f\u7528\u3059\u308b<\/h2>\n<p>\u5148\u307b\u3069\u306e\u4f8b\u306e\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306b\u3001\u65b0\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3001\u62e1\u5f35\u5b50\u3092.pyx\u306b\u5909\u66f4\u3057\u307e\u3059\u3002\u5de6\u5074\u306e\u30d1\u30cd\u30eb\u30d0\u30fc\u306b\u306f\u3001\u65b0\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u3068\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002\u4e0b\u306e\u753b\u50cf\u306b\u793a\u3059\u3088\u3046\u306b\u3001\u65b0\u898f\u30d5\u30a1\u30a4\u30eb\u30a2\u30a4\u30b3\u30f3\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u4f5c\u696d\u304c\u7c21\u5358\u306b\u306a\u308a\u307e\u3059\u3002Raspberry Pi\u306e\u30eb\u30fc\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306btest_cython.pyx\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09191116\/14.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"223\"  height=\"328\"  class=\"aligncenter wp-image-16510 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 223px) 100vw, 223px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09191116\/14.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09191116\/14.png 223w, https:\/\/cdn.itpiran.net\/2024\/12\/09191116\/14-204x300.png 204w, https:\/\/cdn.itpiran.net\/2024\/12\/09191116\/14-110x162.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09191116\/14-200x294.png 200w\" ><\/a><\/p>\n<p>\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u958b\u304d\u3001\u30b3\u30fc\u30c9\u3092\u8cbc\u308a\u4ed8\u3051\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u5148\u307b\u3069\u8aac\u660e\u3057\u305f\u901a\u308a\u306esetup.py\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066Cython\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u30d3\u30eb\u30c9\u3057\u307e\u3059\u3002.<\/p>\n<div class=\"hcb_wrap\" data-no-translation=\"\" data-no-auto-translation=\"\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>python3 setup.py build_ext --inplace\r\n<\/code><\/pre>\n<\/div>\n<p>\u3053\u306e\u30b3\u30de\u30f3\u30c9\u304c\u6b63\u5e38\u306b\u5b8c\u4e86\u3059\u308b\u3068\u3001\u6b21\u306e\u56f3\u306b\u793a\u3059\u3088\u3046\u306b\u3001\u5de6\u5074\u306e\u30d1\u30cd\u30eb\u306b\u51fa\u529b\u30d5\u30a1\u30a4\u30eb\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002Windows\u3092\u4f7f\u7528\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u62e1\u5f35\u5b50\u304c.so\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09191406\/15.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"521\"  height=\"386\"  class=\"aligncenter wp-image-16511 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 521px) 100vw, 521px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09191406\/15.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09191406\/15.png 521w, https:\/\/cdn.itpiran.net\/2024\/12\/09191406\/15-300x222.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09191406\/15-110x81.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09191406\/15-200x148.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09191406\/15-380x282.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09191406\/15-255x189.png 255w\" ><\/a><\/p>\n<p>\u305d\u308c\u3067\u306f\u3001Python\u3092\u8d77\u52d5\u3057\u3066\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff08\u4ee5\u4e0b\u3092\u53c2\u7167\uff09\u3002PC\u3068\u540c\u3058\u7d50\u679c\u304c\u5f97\u3089\u308c\u3001\u5b9f\u884c\u6642\u9593\u306f\u5b9f\u8cea\u7684\u306b\u30bc\u30ed\u3067\u3059\u3002.<\/p>\n<p><a href=\"https:\/\/cdn.itpiran.net\/2024\/12\/09191524\/16.png\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"576\"  height=\"94\"  class=\"aligncenter wp-image-16512 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 576px) 100vw, 576px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/12\/09191524\/16.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/12\/09191524\/16.png 576w, https:\/\/cdn.itpiran.net\/2024\/12\/09191524\/16-300x49.png 300w, https:\/\/cdn.itpiran.net\/2024\/12\/09191524\/16-110x18.png 110w, https:\/\/cdn.itpiran.net\/2024\/12\/09191524\/16-200x33.png 200w, https:\/\/cdn.itpiran.net\/2024\/12\/09191524\/16-380x62.png 380w, https:\/\/cdn.itpiran.net\/2024\/12\/09191524\/16-255x42.png 255w, https:\/\/cdn.itpiran.net\/2024\/12\/09191524\/16-550x90.png 550w\" ><\/a><\/p>\n<h2 id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\">\u7d50\u679c<\/h2>\n<p>\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Cython\u3092\u4f7f\u3063\u3066Python\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u5b9f\u884c\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3057\u305f\u3002\u30eb\u30fc\u30d7\u306e\u4f7f\u7528\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 <code inline=\"\">\u306e\u305f\u3081\u306b<\/code> 10\u5104\u500b\u306e\u6570\u5024\u304b\u3089\u306a\u308bPython\u30ea\u30b9\u30c8\u306e\u5168\u8981\u7d20\u3092\u52a0\u7b97\u3059\u308b\u51e6\u7406\u306b\u3064\u3044\u3066\u3001\u5909\u6570\u5ba3\u8a00\u306e\u6709\u7121\u3067\u5b9f\u884c\u6642\u9593\u3092\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002\u7d14\u7c8b\u306aPython\u3067\u306f\u3053\u306e\u51e6\u7406\u306b\u7d042\u5206\u304b\u304b\u308a\u307e\u3059\u304c\u3001Cython\u3092\u4f7f\u7528\u3057\u3001\u9759\u7684\u5909\u6570\u3092\u5ba3\u8a00\u3059\u308b\u3053\u3068\u3067\u3001\u307b\u307c\u77ac\u6642\u306b\u51e6\u7406\u304c\u5b8c\u4e86\u3057\u307e\u3059\u3002.<\/p>","protected":false},"excerpt":{"rendered":"\u306f\u3058\u3081\u306b Python\u306f\u4eca\u65e5\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u4e00\u3064\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u6700\u3082\u52b9\u7387\u7684\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002\u7279\u306b\u2026","protected":false},"author":1,"featured_media":16513,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 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