{"id":180638,"date":"2024-05-08T20:39:22","date_gmt":"2024-05-08T12:39:22","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/180638.html"},"modified":"2024-05-08T20:39:27","modified_gmt":"2024-05-08T12:39:27","slug":"r%e8%af%ad%e8%a8%80%e4%b8%ba%e4%bb%80%e4%b9%88%e6%85%a2%ef%bc%8c%e6%9c%89%e6%b2%a1%e6%9c%89%e5%8f%af%e8%83%bd%e4%bc%98%e5%8c%96","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/180638.html","title":{"rendered":"R\u8bed\u8a00\u4e3a\u4ec0\u4e48\u6162\uff0c\u6709\u6ca1\u6709\u53ef\u80fd\u4f18\u5316"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/27065955\/3c388ae8-b94c-4090-a828-f3ab87f4405a.webp\" alt=\"R\u8bed\u8a00\u4e3a\u4ec0\u4e48\u6162\uff0c\u6709\u6ca1\u6709\u53ef\u80fd\u4f18\u5316\" \/><\/p>\n<p><p><strong>R\u8bed\u8a00\u4e4b\u6240\u4ee5\u6162\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u5b83\u662f\u4e00\u79cd\u89e3\u91ca\u578b\u8bed\u8a00\u3001\u5176\u6570\u636e\u64cd\u4f5c\u901a\u5e38\u57fa\u4e8e\u6574\u4e2a\u5bf9\u8c61\u3001\u7f3a\u5c11\u539f\u751f\u7684\u591a\u7ebf\u7a0b\u652f\u6301\u3001\u4e14\u67d0\u4e9b\u64cd\u4f5c\u4f9d\u8d56\u4e8e\u51fd\u6570\u8c03\u5ea6\u673a\u5236\u3002\u7136\u800c\uff0c\u901a\u8fc7\u6539\u8fdb\u4ee3\u7801\u7684\u5411\u91cf\u5316\u3001\u4f7f\u7528\u9ad8\u6027\u80fd\u8ba1\u7b97\u5305\u3001\u7f16\u5199C\/C++\u6269\u5c55\u3001\u5e76\u884c\u8ba1\u7b97\u4ee5\u53ca\u9002\u5f53\u7684\u4ee3\u7801\u5256\u6790\u548c\u4f18\u5316\uff0c\u6709\u53ef\u80fd\u663e\u8457\u63d0\u9ad8R\u8bed\u8a00\u7684\u8fd0\u884c\u6548\u7387\u3002<\/strong> \u5176\u4e2d\uff0c\u4ee3\u7801\u7684\u5411\u91cf\u5316\u5c24\u4e3a\u5173\u952e\uff1aR\u8bed\u8a00\u5728\u8bbe\u8ba1\u65f6\u5c31\u9f13\u52b1\u4f7f\u7528\u5411\u91cf\u64cd\u4f5c\uff0c\u8fd9\u4e9b\u64cd\u4f5c\u5728\u5185\u90e8\u7ecf\u8fc7\u9ad8\u6548\u7684C\u8bed\u8a00\u5b9e\u73b0\uff0c\u56e0\u6b64\u4ee3\u7801\u7684\u5411\u91cf\u5316\u80fd\u591f\u51cf\u5c11\u5faa\u73af\u6b21\u6570\uff0c\u51cf\u5c11\u89e3\u91ca\u5668\u7684\u8c03\u7528\uff0c\u4ece\u800c\u52a0\u5feb\u4ee3\u7801\u7684\u6267\u884c\u901f\u5ea6\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u5411\u91cf\u5316\u64cd\u4f5c<\/h3>\n<\/p>\n<p><p>R\u8bed\u8a00\u7684\u8bbe\u8ba1\u54f2\u5b66\u5f3a\u8c03\u6570\u636e\u7684\u5411\u91cf\u5316\u64cd\u4f5c\uff0c\u8be5\u7b56\u7565\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u4ee3\u7801\u6027\u80fd\u3002\u5411\u91cf\u5316\u6307\u4f7f\u7528\u6574\u4e2a\u5411\u91cf\u8fdb\u884c\u8ba1\u7b97\u800c\u975e\u9010\u5143\u7d20\u8fed\u4ee3\uff0c\u8fd9\u6837\u80fd\u6781\u5927\u964d\u4f4e\u5faa\u73af\u64cd\u4f5c\uff0c\u589e\u52a0\u4ee3\u7801\u6548\u7387\u3002\u4f8b\u5982\uff0c\u5bf9\u4e24\u4e2a\u5411\u91cf\u7684\u76f8\u5e94\u5143\u7d20\u8fdb\u884c\u76f8\u52a0\uff0c\u5411\u91cf\u5316\u7684\u65b9\u6cd5\u5c31\u662f\u76f4\u63a5\u4f7f\u7528<code>+<\/code>\u64cd\u4f5c\u7b26\uff0c\u800c\u975e\u7f16\u5199\u5faa\u73af\u9010\u4e2a\u76f8\u52a0\u3002<\/p>\n<\/p>\n<p><p><strong>\u5411\u91cf\u5316\u7684\u5b9e\u73b0\u901a\u5e38\u662f\u4f9d\u9760\u5e95\u5c42\u9ad8\u6548\u7684C\u6216\u8005FORTRAN\u4ee3\u7801\u3002<\/strong> \u8fd9\u610f\u5473\u7740\uff0c\u5728\u7f16\u5199R\u4ee3\u7801\u65f6\uff0c\u82e5\u80fd\u5229\u7528\u5185\u5efa\u5411\u91cf\u5316\u51fd\u6570\u800c\u907f\u514d\u663e\u5f0f\u5faa\u73af\uff0c\u5c31\u80fd\u5229\u7528\u5230C\u8bed\u8a00\u7684\u6267\u884c\u6548\u7387\uff0c\u4ece\u800c\u63d0\u9ad8\u6574\u4f53\u6027\u80fd\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u4f7f\u7528\u9ad8\u6027\u80fd\u8ba1\u7b97\u5305<\/h3>\n<\/p>\n<p><p>R\u793e\u533a\u63d0\u4f9b\u4e86\u591a\u79cd\u9ad8\u6027\u80fd\u8ba1\u7b97\u5305\u548c\u6846\u67b6\u7528\u4e8e\u4f18\u5316\u548c\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002\u4f8b\u5982\uff0c<code>data.table<\/code>\u548c<code>dplyr<\/code>\u5305\u5bf9\u4e8e\u6570\u636e\u64cd\u4f5c\u63d0\u4f9b\u4e86\u8d85\u8d8a\u57fa\u7840R\u529f\u80fd\u7684\u6027\u80fd\uff1b<code>Rcpp<\/code>\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7b80\u5355\u7684API\u6765\u5c06C++\u4ee3\u7801\u96c6\u6210\u5230R\u4e2d\uff1b\u800c<code>parallel<\/code>\u5e93\u5c06\u4efb\u52a1\u62c6\u5206\u5230\u591a\u4e2a\u5904\u7406\u5668\u6838\u5fc3\u4e0a\u6267\u884c\u3002<\/p>\n<\/p>\n<p><p><strong>\u8fd9\u4e9b\u5305\u7ecf\u8fc7\u4e13\u95e8\u4f18\u5316\uff0c\u80fd\u89e3\u51b3R\u8bed\u8a00\u5728\u6027\u80fd\u4e0a\u7684\u5c40\u9650\u3002<\/strong> \u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9b\u5305\uff0c\u80fd\u591f\u4f7f\u5f97\u6570\u636e\u5904\u7406\u53d8\u5f97\u66f4\u52a0\u8fc5\u901f\uff0c\u5e76\u5145\u5206\u5229\u7528\u73b0\u4ee3\u786c\u4ef6\u7684\u8ba1\u7b97\u80fd\u529b\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u7f16\u5199C\/C++\u6269\u5c55<\/h3>\n<\/p>\n<p><p>\u7531\u4e8e\u89e3\u91ca\u578b\u8bed\u8a00\u76f8\u5bf9\u7f16\u8bd1\u578b\u8bed\u8a00\u7684\u6027\u80fd\u5929\u7136\u52a3\u52bf\uff0cR\u8bed\u8a00\u5141\u8bb8\u5f00\u53d1\u8005\u76f4\u63a5\u7f16\u5199C\u6216C++\u4ee3\u7801\uff0c\u8fd9\u4e9b\u4ee3\u7801\u53ef\u4ee5\u7f16\u8bd1\u6210\u673a\u5668\u7801\uff0c\u63d0\u5347\u6027\u80fd\u3002<strong>\u901a\u8fc7<code>Rcpp<\/code>\u5305\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u65e0\u7f1d\u5730\u96c6\u6210C++\u4ee3\u7801\u5230R\u4e2d\uff0c\u4f7f\u5f97\u6027\u80fd\u5173\u952e\u90e8\u5206\u8fd0\u884c\u66f4\u5feb\u3002<\/strong><\/p>\n<\/p>\n<p><p>\u7f16\u5199\u6269\u5c55\u4ee3\u7801\u9700\u8981\u6df1\u5165\u4e86\u89e3C\/C++\u8bed\u8a00\uff0c\u8fd9\u53ef\u80fd\u6bd4\u7eafR\u4ee3\u7801\u8981\u56f0\u96be\u3002\u4f46\u662f\uff0c\u5bf9\u4e8e\u8017\u65f6\u7684\u8ba1\u7b97\u4efb\u52a1\uff0c\u8fd9\u4ecd\u7136\u662f\u4e00\u4e2a\u503c\u5f97\u6295\u8d44\u7684\u4f18\u5316\u65b9\u5411\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001\u5e76\u884c\u8ba1\u7b97<\/h3>\n<\/p>\n<p><p>\u5e76\u884c\u8ba1\u7b97\u662f\u6307\u540c\u65f6\u4f7f\u7528\u591a\u4e2a\u8ba1\u7b97\u6838\u5fc3\u6765\u6267\u884c\u4efb\u52a1\u3002R\u8bed\u8a00\u652f\u6301\u5e76\u884c\u8ba1\u7b97\uff0c\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u5b9e\u73b0\uff0c\u5982\u5229\u7528<code>parallel<\/code>\u5305\u8fdb\u884c\u7b80\u5355\u7684\u5e76\u884c\u5316\uff0c\u6216\u8005\u4f7f\u7528\u5982<code>foreach<\/code>\u3001<code>future<\/code>\u7b49\u66f4\u9ad8\u7ea7\u7684\u5e76\u884c\u6846\u67b6\u3002<\/p>\n<\/p>\n<p><p><strong>\u5c06\u4efb\u52a1\u5206\u6563\u5230\u591a\u6838\u5fc3\u4e0a\u6267\u884c\uff0c\u80fd\u591f\u663e\u8457\u63d0\u5347\u6267\u884c\u901f\u5ea6\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u65f6\u3002<\/strong> 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\u7ecf\u5e38\u7684\u505a\u6cd5\u662f\u91cd\u5199\u6216\u4f18\u5316\u8fd9\u4e9b\u74f6\u9888\u90e8\u5206\uff0c\u53ef\u80fd\u662f\u5c06\u5176\u5411\u91cf\u5316\uff0c\u6216\u8005\u7528\u66f4\u5feb\u7684\u7b97\u6cd5\u6216\u6570\u636e\u7ed3\u6784\u66ff\u6362\u6389\u539f\u6709\u7684\u5b9e\u73b0\u3002<\/p>\n<\/p>\n<p><p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u5c3d\u7ba1R\u8bed\u8a00\u7684\u8bbe\u8ba1\u51b3\u7b56\u548c\u8fd0\u884c\u673a\u5236\u5bfc\u81f4\u4e86\u5b83\u5728\u6027\u80fd\u4e0a\u7684\u5c40\u9650\u6027\uff0c\u901a\u8fc7\u5411\u91cf\u5316\u3001\u5229\u7528\u9ad8\u6027\u80fd\u8ba1\u7b97\u5305\u3001\u7f16\u5199C\/C++\u6269\u5c55\u3001\u5b9e\u884c\u5e76\u884c\u8ba1\u7b97\u3001\u8fdb\u884c\u4ed4\u7ec6\u7684\u4ee3\u7801\u5256\u6790\u548c\u4f18\u5316\u7b49\u65b9\u6cd5\uff0c\u90fd\u53ef\u4ee5\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u63d0\u5347R\u4ee3\u7801\u7684\u8fd0\u884c\u6548\u7387\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0c\u80fd\u591f\u901a\u8fc7\u8fd9\u4e9b\u7b56\u7565\u514b\u670dR\u8bed\u8a00\u7684\u6027\u80fd\u74f6\u9888\uff0c\u8fbe\u5230\u66f4\u5feb\u7684\u8ba1\u7b97\u901f\u5ea6\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. 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