{"id":66487,"date":"2026-11-15T21:00:00","date_gmt":"2026-11-15T13:00:00","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=66487"},"modified":"2026-11-15T14:01:11","modified_gmt":"2026-11-15T06:01:11","slug":"rental-q014-b","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/rental-q014-b\/","title":{"rendered":"\u6bd4\u8f83\u4e32\u884c\u548c\u5e76\u884c\u7684\u5185\u5b58\u5360\u7528\uff0c\u518d\u9009\u62e9\u8fd0\u884c\u73af\u5883"},"content":{"rendered":"<p><!-- ysx-rental-campaign:rental-tutorials-400-20261114 article:rental_q014_b --><\/p>\n<div class=\"ysx-rental-tutorial\">\n<figure class=\"ysx-tutorial-figure\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2026\/11\/rental_q014_b-poster-1.png?resize=1200%2C720&#038;ssl=1\" alt=\"R\u5e76\u884c\u8981\u6bd4\u8f83\u6574\u4e2a\u4efb\u52a1\u7684\u8d44\u6e90\uff1a\u56fa\u5b9a\u8f93\u5165\u3001\u65b9\u6cd5\u548c\u8f93\u51fa\u68c0\u67e5\uff1b\u4ece1\u4e0e2\u4e2aworker\u5f00\u59cb\u6bd4\u8f83\uff1b\u5206\u6e05\u5355\u8fdb\u7a0b\u4e0e\u805a\u5408\u5185\u5b58\uff1b\u7528\u65f6\u95f4\u76ee\u6807\u9009\u62e9\u5e76\u53d1\u548c\u89c4\u683c\" width=\"1200\" height=\"720\" loading=\"lazy\"><figcaption>\u672c\u6587\u64cd\u4f5c\u4e0e\u68c0\u67e5\u8def\u5f84\u793a\u610f\u3002<\/figcaption><\/figure>\n<p>\u5e76\u884c\u80fd\u7f29\u77ed\u4e00\u6279\u72ec\u7acb\u4efb\u52a1\u7684\u603b\u5899\u949f\u65f6\u95f4\uff0c\u4f46\u5e38\u4f1a\u589e\u52a0\u540c\u65f6\u9a7b\u7559\u7684R\u5bf9\u8c61\u548cworker\u5f00\u9500\u3002\u6bd4\u8f83\u4e32\u884c\u4e0e\u5e76\u884c\u65f6\uff0c\u5fc5\u987b\u4f7f\u7528\u540c\u4e00\u8f93\u5165\u3001\u4ee3\u7801\u3001\u5305\u7248\u672c\u3001\u8f93\u51fa\u76ee\u6807\u548c\u8d44\u6e90\u4e0a\u9650\uff1b\u5426\u5219\u65e0\u6cd5\u5224\u65ad\u5dee\u5f02\u6765\u81eaworker\u6570\u91cf\u8fd8\u662f\u6570\u636e\/\u73af\u5883\u53d8\u5316\u3002<\/p>\n<h2>\u5efa\u7acb\u4e32\u884c\u57fa\u7ebf<\/h2>\n<p>\u5148\u5728sequential\u6a21\u5f0f\u4e0b\u8dd1\u4e00\u4e2a\u4ee3\u8868\u6027\u4efb\u52a1\uff0c\u8bb0\u5f55\u542f\u52a8\u548c\u7ed3\u675f\u65f6\u95f4\u3001\u9000\u51fa\u7801\u3001\u5cf0\u503c\u5185\u5b58\u3001\u8f93\u51fa\u5b8c\u6574\u6027\u3002\u786e\u8ba4\u811a\u672c\u65e0\u5e76\u884c\u4f9d\u8d56\u4e14\u5931\u8d25\u65f6\u4f1a\u8fd4\u56de\u975e\u96f6\u72b6\u6001\u3002\u5bf9\u8ba1\u7b97\u8f83\u77ed\u7684\u4efb\u52a1\uff0c\u53ef\u91cd\u590d\u6d4b\u91cf\u5e76\u4fdd\u7559\u6240\u6709\u7ed3\u679c\uff0c\u907f\u514d\u5076\u7136\u7f13\u5b58\u6216\u5171\u4eab\u8d1f\u8f7d\u9020\u6210\u8bef\u5224\u3002<\/p>\n<pre><code>library(future)\nplan(sequential)\nstart &lt;- Sys.time()\nresult_serial &lt;- run_one_sample(sample_id = \"S01\")\nelapsed_serial &lt;- difftime(Sys.time(), start, units = \"secs\")\nprint(elapsed_serial)\n# run_one_sample\u9700\u7531\u9879\u76ee\u811a\u672c\u5b9a\u4e49\u5e76\u68c0\u67e5\u8fd4\u56de\u503c\n<\/code><\/pre>\n<h2>\u9010\u7ea7\u589e\u52a0worker<\/h2>\n<p>\u5728\u786e\u8ba4\u5355\u4efb\u52a1\u6709\u6548\u540e\uff0c\u518d\u7528multisession\u5f00\u4e24\u4e2aworker\u8bd5\u8dd1\u540c\u6837\u7684\u4efb\u52a1\u6e05\u5355\u3002multisession\u5728\u72ec\u7acbR\u4f1a\u8bdd\u4e2d\u8fd0\u884cworker\uff0cworker\u4f1a\u6709\u542f\u52a8\u5f00\u9500\uff0c\u4e5f\u53ef\u80fd\u5bfc\u51fa\u6216\u590d\u5236\u5bf9\u8c61\u3002\u4e0d\u8981\u4e00\u5f00\u59cb\u5c31\u8bbe\u7f6e\u6210CPU\u6838\u6570\uff1b\u5148\u89c2\u5bdfglobal\u5bfc\u51fa\u91cf\u3001\u5e76\u53d1\u5185\u5b58\u548cI\/O\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u589e\u52a0\u3002<\/p>\n<pre><code>plan(multisession, workers = 2)\n# \u4f7f\u7528\u4e0e\u4e32\u884c\u57fa\u7ebf\u76f8\u540c\u7684\u6837\u672c\u6e05\u5355\u548crun_one_sample\n# \u4fdd\u5b58\u6bcf\u4e2aworker\u7684\u65e5\u5fd7\u3001\u9000\u51fa\u72b6\u6001\u548c\u8f93\u51fa\u76ee\u5f55\n# \u5168\u90e8\u4efb\u52a1\u7ed3\u675f\u540e\u6309\u9879\u76ee\u7ea6\u5b9a\u5173\u95edworker<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u5bf9\u6bd4\u6307\u6807<\/th>\n<th>\u4e32\u884c<\/th>\n<th>\u5e76\u884c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6709\u6548\u8f93\u51fa\u6570<\/td>\n<td>\u662f\u5426\u4e0e\u8f93\u5165\u6837\u672c\u6570\u4e00\u81f4<\/td>\n<td>\u662f\u5426\u65e0\u7f3a\u5931\u6216\u91cd\u590d<\/td>\n<\/tr>\n<tr>\n<td>\u603b\u5899\u949f<\/td>\n<td>\u4ece\u542f\u52a8\u5230\u5168\u90e8\u5b8c\u6210<\/td>\n<td>\u5305\u62ecworker\u542f\u52a8\u4e0e\u7b49\u5f85<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58\u5cf0\u503c<\/td>\n<td>R\u8fdb\u7a0b\/\u4f5c\u4e1a\u53e3\u5f84<\/td>\n<td>\u660e\u786e\u662f\u5426\u7edf\u8ba1\u6240\u6709worker<\/td>\n<\/tr>\n<tr>\n<td>\u5931\u8d25\u91cd\u8dd1<\/td>\n<td>\u8bb0\u5f55\u6837\u672c\u548c\u539f\u56e0<\/td>\n<td>\u53ea\u91cd\u8dd1\u5931\u8d25\u6837\u672c\u5e76\u9694\u79bb\u76ee\u5f55<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u89e3\u91ca\u7ed3\u679c\u5e76\u63a7\u5236\u5931\u8d25\u5f71\u54cd<\/h2>\n<p>\u5982\u679c\u5e76\u884c\u603b\u65f6\u95f4\u53d8\u77ed\u4f46\u5cf0\u503c\u8d85\u51fa\u989d\u5ea6\uff0c\u5e94\u51cf\u5c11worker\u6216\u5206\u6279\u6267\u884c\uff1b\u82e5\u65f6\u95f4\u6ca1\u6709\u660e\u663e\u6539\u5584\uff0c\u53ef\u80fd\u53d7\u78c1\u76d8I\/O\u3001\u4efb\u52a1\u4e0d\u5747\u8861\u6216worker\u542f\u52a8\u5f71\u54cd\u3002GNU Time\u4e3b\u8fdb\u7a0b\u7684\u6700\u5927RSS\u4e0d\u4e00\u5b9a\u5305\u542b\u6240\u6709worker\uff0c\u4f18\u5148\u4f7f\u7528\u8c03\u5ea6\u5668\u6216\u5bb9\u5668\u7684\u4f5c\u4e1a\u7ec4\u7edf\u8ba1\u3002\u68c0\u67e5\u6bcf\u4e2a\u6837\u672c\u72ec\u7acb\u65e5\u5fd7\uff0c\u4e0d\u80fd\u4ec5\u4ee5\u4e3bR\u8fdb\u7a0b\u6b63\u5e38\u9000\u51fa\u4f5c\u4e3a\u5168\u6279\u6210\u529f\u3002<\/p>\n<p>\u628afuture plan\u3001worker\u6570\u91cf\u3001globals\u9608\u503c\u3001\u8f93\u5165\u6e05\u5355\u3001\u8f6f\u4ef6\u7248\u672c\u3001\u65e5\u5fd7\u8def\u5f84\u548c\u8f93\u51fa\u9a8c\u6536\u5199\u8fdb\u9879\u76ee\u8bb0\u5f55\u3002\u66f4\u6362\u6570\u636e\u89c4\u6a21\u3001\u5b58\u50a8\u4f4d\u7f6e\u3001\u5e76\u884c\u540e\u7aef\u6216\u540c\u673a\u8d1f\u8f7d\u540e\u91cd\u65b0\u8bd5\u8dd1\u3002\u5e76\u884c\u65b9\u6848\u53ea\u6709\u5728\u7ed3\u679c\u6b63\u786e\u3001\u8d44\u6e90\u53ef\u627f\u53d7\u4e14\u91cd\u8dd1\u8def\u5f84\u6e05\u695a\u65f6\u624d\u9002\u5408\u6269\u5c55\u5230\u6b63\u5f0f\u6279\u6b21\u3002<\/p>\n<h2>\u7528\u8bb0\u5f55\u8868\u5224\u65ad\u5e76\u884c\u662f\u5426\u503c\u5f97<\/h2>\n<p>\u6bcf\u8f6e\u53ea\u6539worker\u6570\uff0c\u81f3\u5c11\u4fdd\u5b58\u6837\u672c\u7ea7\u9000\u51fa\u72b6\u6001\u3001\u5f00\u59cb\u7ed3\u675f\u65f6\u95f4\u3001\u4e3b\u8fdb\u7a0b\u53ca\u4f5c\u4e1a\u7ec4\u5185\u5b58\u53e3\u5f84\u3001CPU\u65f6\u95f4\u3001I\/O\u7b49\u5f85\u548c\u8f93\u51fa\u6821\u9a8c\u7ed3\u679c\u3002\u5e76\u884c\u8017\u65f6\u8981\u6309\u201c\u5168\u90e8\u4efb\u52a1\u4ece\u542f\u52a8\u5230\u6700\u540e\u5b8c\u6210\u201d\u8ba1\u7b97\uff0c\u4e0d\u662f\u628a\u5404worker\u7528\u65f6\u6c42\u5e73\u5747\u3002\u5e76\u884c\u4efb\u52a1\u82e5\u6709\u5feb\u6162\u5dee\u5f02\uff0c\u6700\u540e\u4e00\u4e2a\u6162\u4efb\u52a1\u4f1a\u51b3\u5b9a\u603b\u5899\u949f\u65f6\u95f4\uff1b\u56e0\u6b64\u591a\u6b21\u590d\u8dd1\u5e94\u4fdd\u6301\u540c\u4e00\u6279\u6837\u672c\u548c\u4efb\u52a1\u5206\u914d\u89c4\u5219\u3002<\/p>\n<p>\u82e5\u540c\u4e00\u914d\u7f6e\u91cd\u590d\u8fd0\u884c\u65f6\u7ed3\u679c\u5dee\u5f02\u5f88\u5927\uff0c\u5148\u6bd4\u8f83\u8282\u70b9\u8d1f\u8f7d\u3001\u6587\u4ef6\u7f13\u5b58\u548c\u5171\u4eab\u76d8\u8bfb\u5199\uff0c\u4e0d\u8981\u53ea\u4fdd\u7559\u6700\u5feb\u7684\u4e00\u6b21\u3002\u53ea\u6709\u5e76\u884c\u7ed3\u679c\u5728\u9884\u5b9a\u8d44\u6e90\u4e0a\u9650\u5185\u7a33\u5b9a\u5b8c\u6210\u3001\u7ed3\u679c\u4e0e\u4e32\u884c\u57fa\u7ebf\u901a\u8fc7\u540c\u4e00\u9a8c\u6536\uff0c\u4e14\u8282\u7701\u7684\u65f6\u95f4\u5bf9\u9879\u76ee\u6709\u610f\u4e49\uff0c\u624d\u91c7\u7528\u5e76\u884c\u914d\u7f6e\u3002\u8bb0\u5f55\u4e0d\u51fa\u4f5c\u4e1a\u7ec4\u5cf0\u503c\u65f6\uff0c\u5e94\u5199\u201c\u672a\u6d4b\u805a\u5408\u5cf0\u503c\u201d\uff0c\u4e0d\u8981\u7528\u5355\u4e2aworker\u6570\u636e\u4ee3\u66ff\u3002<\/p>\n<h2>\u628a\u5e76\u884c\u5931\u8d25\u6062\u590d\u7eb3\u5165\u8ba1\u5212<\/h2>\n<p>\u6bcf\u4e2a\u6837\u672c\u4f7f\u7528\u72ec\u7acb\u8f93\u51fa\u76ee\u5f55\u548c\u65e5\u5fd7\uff0c\u5df2\u6210\u529f\u7684\u6837\u672c\u5199\u5165\u5b8c\u6210\u6e05\u5355\uff0c\u5931\u8d25\u9879\u4fdd\u7559\u9000\u51fa\u7801\u4e0e\u6700\u540e\u65e5\u5fd7\u3002\u91cd\u8dd1\u524d\u5148\u786e\u8ba4\u65e7worker\u5df2\u9000\u51fa\u3001\u6587\u4ef6\u6ca1\u6709\u88ab\u5360\u7528\uff0c\u5e76\u53ea\u91cd\u542f\u5931\u8d25\u4efb\u52a1\u3002\u7ed3\u675f\u5e76\u884c\u8bd5\u9a8c\u540e\u6309\u6240\u7528future\u540e\u7aef\u5173\u95edworker\uff0c\u518d\u68c0\u67e5R\u4f1a\u8bdd\u4e0e\u8c03\u5ea6\u4f5c\u4e1a\u662f\u5426\u4ecd\u6709\u5b50\u8fdb\u7a0b\uff0c\u907f\u514d\u4e0a\u4e00\u8f6e\u8d44\u6e90\u6b8b\u7559\u5f71\u54cd\u4e0b\u4e00\u6b21\u6d4b\u91cf\u3002<\/p>\n<section class=\"ysx-tutorial-downloads\">\n<h2>\u4e0b\u8f7d\u7ec3\u4e60\u6750\u6599<\/h2>\n<p><a href=\"https:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/rental-tutorials-400\/rental_q014_b\/f11f0bab8d0c9e9fd576\/rental_q014_b.pdf\" download>\u4e0b\u8f7d\u6559\u7a0b PDF<\/a> \u00b7 <a href=\"https:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/rental-tutorials-400\/rental_q014_b\/696804dc1c4ddd96d215\/rental_q014_b.zip\" download>\u4e0b\u8f7d\u4ee3\u7801\u4e0e\u793a\u4f8b\u6570\u636e ZIP<\/a><\/p>\n<p>\u5148\u6838\u5bf9\u5305\u5185SHA256\u6e05\u5355\uff0c\u518d\u5728\u72ec\u7acb\u76ee\u5f55\u590d\u73b0\u3002<\/p>\n<\/section>\n<section class=\"ysx-rental-recommendation\">\n<h2>\u9700\u8981\u989d\u5916\u7b97\u529b\u65f6<\/h2>\n<p>\u9002\u7528\u524d\u63d0\uff1a\u786e\u8ba4\u662f\u5b9e\u9645\u5185\u5b58\u7f3a\u53e3\u65f6\u63a8\u8350\uff0c\u4e0d\u56e0\u5bfc\u51fa\u4e0a\u9650\u76f4\u63a5\u6269\u5bb9\u3002\u5982\u9700\u989d\u5916\u8d44\u6e90\uff0c\u53ef\u8bc4\u4f30\u5927\u5185\u5b58\u72ec\u4eabCPU\u670d\u52a1\u5668\u79df\u8d41\u3002\u54a8\u8be2\u65f6\u8bf4\u660e\u8f6f\u4ef6\u7248\u672c\u3001\u4efb\u52a1\u89c4\u6a21\u548c\u4f7f\u7528\u671f\u9650\uff0c\u914d\u7f6e\u4e0e\u652f\u6301\u8303\u56f4\u53e6\u884c\u786e\u8ba4\u3002<\/p>\n<details>\n<summary>\u54a8\u8be2\u672c\u4efb\u52a1\u7684\u670d\u52a1\u5668\u914d\u7f6e<\/summary>\n<p>    <section class=\"brtc-section\" id=\"rental-consultation\" aria-labelledby=\"brtc-title-66487\">\n    <h2 id=\"brtc-title-66487\">\u54a8\u8be2\u672c\u4efb\u52a1\u7684\u670d\u52a1\u5668\u914d\u7f6e<\/h2>\n    <p>\u7559\u4e0b\u624b\u673a\u53f7\uff0c\u6211\u4eec\u4f1a\u7ed3\u5408\u672c\u6587\u4efb\u52a1\u4e0e\u60a8\u6c9f\u901a\u670d\u52a1\u5668\u914d\u7f6e\u548c\u62a5\u4ef7\u3002<\/p>\n    <form class=\"brtc-form\" method=\"post\" action=\"https:\/\/www.biocloudservice.com\/wordpress\/wp-admin\/admin-ajax.php\" data-article-key=\"rental_q014_b\">\n    <input type=\"hidden\" name=\"action\" value=\"brtc_submit\"><input type=\"hidden\" name=\"post_id\" value=\"66487\">\n    <input type=\"hidden\" name=\"article_key\" value=\"rental_q014_b\"><input type=\"hidden\" name=\"nonce\" value=\"5ea27e9727\">\n    <input type=\"hidden\" name=\"request_id\" value=\"6d14ce06bc63c990545b53aaeab4a300\"><input type=\"hidden\" name=\"first_key\" value=\"rental_q014_b\">\n    <label>\u624b\u673a\u53f7<input name=\"phone\" type=\"tel\" inputmode=\"numeric\" autocomplete=\"tel-national\" minlength=\"11\" maxlength=\"11\" pattern=\"1[3-9][0-9]{9}\" required placeholder=\"\u8bf7\u8f93\u516511\u4f4d\u624b\u673a\u53f7\" title=\"\u8bf7\u8f93\u5165\u6709\u6548\u768411\u4f4d\u624b\u673a\u53f7\"><\/label>\n    <div class=\"brtc-honeypot\" aria-hidden=\"true\"><label>\u7f51\u7ad9<input name=\"website\" tabindex=\"-1\" autocomplete=\"off\"><\/label><\/div>\n    <label class=\"brtc-consent\"><input type=\"checkbox\" name=\"consent\" value=\"1\" required>\u6211\u540c\u610f\u901a\u8fc7\u6b64\u624b\u673a\u53f7\u8054\u7cfb\u6211\uff0c\u6c9f\u901a\u672c\u6b21\u670d\u52a1\u5668\u914d\u7f6e\u4e0e\u79df\u8d41\u9700\u6c42\u3002<\/label>\n    <button type=\"submit\">\u63d0\u4ea4\u54a8\u8be2<\/button><p class=\"brtc-status\" role=\"status\" aria-live=\"polite\"><\/p>\n    <\/form>\n    <p class=\"brtc-alternative\">\u4e5f\u53ef<a href=\"https:\/\/work.weixin.qq.com\/kfid\/kfcb05492f29d4d6064\" data-ysx-event=\"contact_click\">\u8054\u7cfb\u4e91\u751f\u4fe1\u4f01\u4e1a\u5fae\u4fe1\u5ba2\u670d<\/a>\uff0c\u8bf4\u660e\u672c\u6587\u4efb\u52a1\u3002<\/p>\n    <\/section>\n    <\/details>\n<\/section>\n<section class=\"ysx-tutorial-references\">\n<h2>\u53c2\u8003\u4e0e\u7248\u672c\u6838\u5bf9<\/h2>\n<ul>\n<li><a href=\"https:\/\/future.futureverse.org\/reference\/zzz-future.options.html\" target=\"_blank\" rel=\"noopener\">future options<\/a><\/li>\n<li><a href=\"https:\/\/future.futureverse.org\/reference\/multisession.html\" target=\"_blank\" rel=\"noopener\">future multisession<\/a><\/li>\n<li><a href=\"https:\/\/stat.ethz.ch\/R-manual\/R-devel\/library\/base\/html\/Memory.html\" target=\"_blank\" rel=\"noopener\">R Memory 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