{"id":66565,"date":"2026-11-15T23:00:00","date_gmt":"2026-11-15T15:00:00","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=66565"},"modified":"2026-11-15T14:01:11","modified_gmt":"2026-11-15T06:01:11","slug":"rental-q018-b","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/rental-q018-b\/","title":{"rendered":"\u6309\u6bd4\u8f83\u4efb\u52a1\u5b89\u6392\u5e76\u53d1\u5e76\u6838\u7b97CPU\u4e0e\u5185\u5b58\u9700\u6c42"},"content":{"rendered":"<p><!-- ysx-rental-campaign:rental-tutorials-400-20261114 article:rental_q018_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_q018_b-poster.png?resize=1200%2C720&#038;ssl=1\" alt=\"\u5dee\u5f02\u5206\u6790\u6279\u91cf\u8dd1\uff0c\u5148\u63a7\u5236\u8fdb\u7a0b\u548c\u5cf0\u503c\uff1a\u51bb\u7ed3\u6bd4\u8f83\u6e05\u5355\uff1b\u6d4b\u5355\u4efb\u52a1\u8d44\u6e90\uff1b\u8ba1\u7b97\u5e76\u53d1\u4e0a\u9650\uff1b\u7528\u5c0f\u6279\u6b21\u9a8c\u8bc1\u541e\u5410\u91cf\" width=\"1200\" height=\"720\" loading=\"lazy\"><figcaption>\u672c\u6587\u64cd\u4f5c\u4e0e\u68c0\u67e5\u8def\u5f84\u793a\u610f\u3002<\/figcaption><\/figure>\n<p>\u5f53\u4e00\u4efd\u5dee\u5f02\u8868\u8fbe\u6bd4\u8f83\u5df2\u7ecf\u8dd1\u901a\uff0c\u771f\u6b63\u62d6\u6162\u8bfe\u9898\u7ec4\u8fdb\u5ea6\u7684\u5f80\u5f80\u662f\u51e0\u5341\u9879\u6bd4\u8f83\u600e\u6837\u6392\u961f\u3002\u4e00\u6b21\u5f00\u5f88\u591aR\u8fdb\u7a0b\u53ef\u80fd\u540c\u65f6\u8bfb\u53d6\u6574\u4e2a\u5bf9\u8c61\uff0c\u8ba9CPU\u66f4\u5fd9\u5374\u66f4\u65e9\u8017\u5c3d\u5185\u5b58\u3002\u672c\u6587\u4ee5\u5df2\u786e\u5b9a\u65b9\u6cd5\u4e0e\u5206\u7ec4\u7684\u4efb\u52a1\u4e3a\u524d\u63d0\uff0c\u628a\u6bd4\u8f83\u6e05\u5355\u3001\u5355\u4efb\u52a1\u5cf0\u503c\u548c\u8d44\u6e90\u989d\u5ea6\u8f6c\u6210\u53d7\u63a7\u6279\u5904\u7406\u65b9\u6848\uff0c\u4e0d\u6539\u53d8\u7edf\u8ba1\u8bbe\u8ba1\u3002<\/p>\n<h2>\u5148\u628a\u6bd4\u8f83\u6e05\u5355\u51bb\u7ed3\u6210\u4efb\u52a1\u8868<\/h2>\n<p>\u6bcf\u9879\u6bd4\u8f83\u6709\u72ec\u7acb\u7f16\u53f7\uff0c\u8bb0\u5f55\u8f93\u5165\u5bf9\u8c61\u3001\u8eab\u4efd\u3001\u68c0\u9a8c\u65b9\u6cd5\u3001\u8f93\u51fa\u76ee\u5f55\u548c\u7248\u672c\u3002\u5904\u7406\u7ec4\u6548\u5e94\u5e94\u4fdd\u7559\u6837\u672c\u5c42\u9762\u8bbe\u8ba1\uff0c\u4e0d\u80fd\u56e0\u4e3a\u6279\u5904\u7406\u65b9\u4fbf\u628a\u4e0d\u540c\u95ee\u9898\u5408\u5e76\u6210\u7ec6\u80de\u7ea7\u4e24\u4e24\u68c0\u9a8c\u3002\u6e05\u5355\u5728\u6b63\u5f0f\u8fd0\u884c\u524d\u590d\u6838\uff0c\u5220\u9664\u91cd\u590d\u4efb\u52a1\u5e76\u786e\u8ba4\u54ea\u4e9b\u4efb\u52a1\u786e\u6709\u7814\u7a76\u610f\u4e49\uff1b\u4e0d\u5efa\u8bae\u65e0\u76ee\u7684\u5730\u8ba1\u7b97\u6240\u6709\u7ec4\u5408\u6765\u5236\u9020\u5927\u91cf\u7ed3\u679c\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u4efb\u52a1\u5b57\u6bb5<\/th>\n<th>\u793a\u4f8b\u586b\u5199\u65b9\u5f0f<\/th>\n<th>\u9a8c\u6536\u7528\u9014<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>comparison_id<\/td>\n<td>cmp_A_B<\/td>\n<td>\u907f\u514d\u7ed3\u679c\u6587\u4ef6\u8986\u76d6<\/td>\n<\/tr>\n<tr>\n<td>input<\/td>\n<td>\u5b9e\u9645\u5bf9\u8c61\u8def\u5f84<\/td>\n<td>\u786e\u8ba4\u8bfb\u53d6\u540c\u4e00\u7248\u672c<\/td>\n<\/tr>\n<tr>\n<td>identity_1\u4e0eidentity_2<\/td>\n<td>\u5df2\u590d\u6838\u5206\u7ec4<\/td>\n<td>\u907f\u514d\u65b9\u5411\u548c\u5bf9\u7167\u98a0\u5012<\/td>\n<\/tr>\n<tr>\n<td>method\u4e0e\u53c2\u6570<\/td>\n<td>\u4e0e\u5df2\u901a\u8fc7\u6837\u4f8b\u4e00\u81f4<\/td>\n<td>\u4f7f\u4efb\u52a1\u53ef\u8ffd\u6eaf<\/td>\n<\/tr>\n<tr>\n<td>output<\/td>\n<td>\u72ec\u7acb\u4efb\u52a1\u76ee\u5f55<\/td>\n<td>\u652f\u6301\u5931\u8d25\u91cd\u8dd1\u4e0e\u6c47\u603b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u5206\u522b\u6c42CPU\u548c\u5185\u5b58\u5141\u8bb8\u7684\u5e76\u53d1<\/h2>\n<p>\u4ee5\u4e0b\u662f\u9884\u7b97\u6f14\u7b97\uff0c\u4e0d\u662fSeurat\u89c4\u683c\uff1a\u82e5\u53ef\u7528\u4e8e\u4efb\u52a1\u7684CPU\u4e3a12\u4e2a\u7ebf\u7a0b\uff0c\u5355\u4efb\u52a1\u75284\u4e2a\u7ebf\u7a0b\uff1b\u603b\u5185\u5b5896 GiB\uff0c\u53e6\u4fdd\u755916 GiB\uff0c\u5355\u4efb\u52a1\u7ecf\u9a8c\u8bc1\u5cf0\u503c24 GiB\uff0c\u5219CPU\u5141\u8bb83\u9879\u3001\u5185\u5b58\u4e5f\u53ea\u5141\u8bb83\u9879\u3002\u540c\u65f6\u8fd0\u884c\u4e0a\u9650\u53d6\u66f4\u4e25\u683c\u6761\u4ef6\uff0c\u518d\u8003\u8651\u5b9e\u9645I\/O\u4e0e\u5176\u4ed6\u7528\u6237\u3002\u672a\u6d4b\u8fc7\u5355\u4efb\u52a1\u5cf0\u503c\u524d\uff0c\u4e0d\u628a\u8fd9\u4e2a\u7b97\u5f0f\u5f53\u6b63\u5f0f\u914d\u7f6e\u627f\u8bfa\u3002<\/p>\n<pre><code>from math import floor\ncpu_available = 12\ncpu_per_job = 4\nmemory_total_gib = 96\nmemory_reserved_gib = 16\nmemory_per_job_gib = 24\nallowed = min(floor(cpu_available \/ cpu_per_job),\n              floor((memory_total_gib - memory_reserved_gib) \/ memory_per_job_gib))\nif allowed &lt; 1:\n    raise SystemExit(&quot;\u5355\u4efb\u52a1\u9884\u7b97\u4e5f\u4e0d\u6ee1\u8db3\uff0c\u5e94\u8c03\u6574\u65b9\u6848&quot;)\nprint(&quot;\u6f14\u7b97\u5e76\u53d1\u4e0a\u9650\uff08\u4ecd\u9700\u8bd5\u8dd1\uff09:&quot;, allowed)<\/code><\/pre>\n<p>\u6bcf\u4e2aR\u8fdb\u7a0b\u8bfb\u5165\u5b8c\u6574\u5bf9\u8c61\u65f6\uff0c\u4e0d\u80fd\u628a\u5bf9\u8c61\u5f53\u4f5c\u6240\u6709\u8fdb\u7a0b\u81ea\u52a8\u5171\u4eab\u4e00\u4efd\u5185\u5b58\u3002\u5e76\u884c\u65b9\u6848\u9700\u8981\u68c0\u67e5worker\u6570\u91cf\u4e0e\u6570\u636e\u5bfc\u51fa\u65b9\u5f0f\u3002CPU\u7ebf\u7a0b\u548c\u8fdb\u7a0b\u6570\u8981\u4e00\u8d77\u6838\u5bf9\uff0c\u907f\u514d\u6bcf\u4e2aworker\u53c8\u542f\u52a8\u4e00\u6279\u6570\u5b66\u5e93\u7ebf\u7a0b\u3002\u9884\u7b97\u4e2d\u53ea\u8ba1\u7b97\u8ba1\u5212\u5185\u4efb\u52a1\uff0c\u4e0d\u80fd\u5ffd\u7565\u540c\u65f6\u8fd0\u884c\u7684\u4ea4\u4e92\u4f1a\u8bdd\u6216\u5176\u4ed6\u6210\u5458\u3002<\/p>\n<h2>\u5148\u7528\u987a\u5e8f\u6279\u5904\u7406\u9a8c\u8bc1\u63a5\u53e3<\/h2>\n<p>\u51c6\u5907\u5df2\u7ecf\u9a8c\u8bc1\u7684run_de.R\uff0c\u7ea6\u5b9a\u53c2\u6570\u4f9d\u6b21\u662f\u8f93\u5165\u5bf9\u8c61\u3001\u4e24\u4e2a\u8eab\u4efd\u548c\u8f93\u51fa\u6587\u4ef6\u3002\u5b83\u5e94\u56fa\u5b9a\u6b63\u5f0f\u65b9\u6cd5\uff0c\u5e76\u5728\u9519\u8bef\u65f6\u8fd4\u56de\u975e\u96f6\u9000\u51fa\u72b6\u6001\u3002\u4e0b\u9762\u987a\u5e8f\u8fd0\u884c\u4e24\u4e2a\u793a\u4f8b\u6bd4\u8f83\uff0c\u4fdd\u5b58\u72ec\u7acb\u65e5\u5fd7\uff1bA\/B\/C\u6807\u7b7e\u548c\u5bf9\u8c61\u8def\u5f84\u9700\u6309\u9879\u76ee\u66ff\u6362\uff0c\u8ba1\u65f6\u4f7f\u7528Linux GNU time\u3002<\/p>\n<pre><code>from pathlib import Path\nimport subprocess\npairs = [(&quot;A&quot;, &quot;B&quot;), (&quot;A&quot;, &quot;C&quot;)]\nfor first, second in pairs:\n    folder = Path(&quot;batch-de&quot;) \/ f&quot;{first}_vs_{second}&quot;\n    folder.mkdir(parents=True, exist_ok=True)\n    command = [&quot;\/usr\/bin\/time&quot;, &quot;-v&quot;, &quot;-o&quot;, str(folder \/ &quot;resources.txt&quot;),\n               &quot;Rscript&quot;, &quot;--vanilla&quot;, &quot;run_de.R&quot;, &quot;object.rds&quot;,\n               first, second, str(folder \/ &quot;result.csv&quot;)]\n    with (folder \/ &quot;stdout.txt&quot;).open(&quot;w&quot;) as out, (folder \/ &quot;stderr.txt&quot;).open(&quot;w&quot;) as err:\n        result = subprocess.run(command, stdout=out, stderr=err, check=False)\n    (folder \/ &quot;exit.txt&quot;).write_text(str(result.returncode))<\/code><\/pre>\n<p>\u793a\u4f8b\u8eab\u4efd\u88ab\u7528\u4e8e\u76ee\u5f55\u540d\uff0c\u56e0\u6b64\u771f\u5b9e\u6807\u7b7e\u5305\u542b\u8def\u5f84\u5206\u9694\u7b26\u6216\u7279\u6b8a\u5b57\u7b26\u65f6\uff0c\u5e94\u6539\u7528\u7ecf\u8fc7\u68c0\u67e5\u7684\u72ec\u7acb\u4efb\u52a1ID\u3002\u8fd9\u91cc\u53ea\u5b9e\u73b0\u987a\u5e8f\u542f\u52a8\uff0c\u4fbf\u4e8e\u5148\u68c0\u9a8c\u811a\u672c\u53c2\u6570\u548c\u65e5\u5fd7\uff1b\u4e0d\u662f\u4e00\u4e2a\u5df2\u7ecf\u63d0\u4f9b\u8d44\u6e90\u9694\u79bb\u7684\u8c03\u5ea6\u5668\u3002\u987a\u5e8f\u6837\u4f8b\u901a\u8fc7\u540e\uff0c\u518d\u7531\u5408\u9002\u5de5\u5177\u5b9e\u73b0\u9884\u7b97\u5185\u5e76\u53d1\u3002<\/p>\n<h2>\u5c0f\u5e76\u53d1\u8bd5\u8dd1\u540e\u518d\u6269\u5927\u6279\u6b21<\/h2>\n<p>\u5148\u9009\u62e9\u4e24\u9879\u4ee3\u8868\u6027\u6bd4\u8f83\u91cd\u53e0\u8fd0\u884c\uff0c\u89c2\u5bdf\u662f\u5426\u51fa\u73b0\u6bd4\u5355\u4efb\u52a1\u66f4\u9ad8\u7684\u8bfb\u53d6\u4e0e\u5185\u5b58\u538b\u529b\uff0c\u68c0\u67e5\u5de5\u4f5c\u76d8\u548c\u5bf9\u8c61\u7248\u672c\u662f\u5426\u76f8\u540c\u3002\u82e5\u541e\u5410\u91cf\u672a\u6539\u5584\uff0c\u5148\u67e5\u5b58\u50a8\u4e89\u7528\u3001\u91cd\u590d\u52a0\u8f7d\u6216CPU\u7ebf\u7a0b\u8fc7\u5ea6\u8ba2\u9605\u3002\u5e76\u53d1\u8d8a\u591a\u4e0d\u5fc5\u7136\u8d8a\u5feb\uff0c\u6b63\u5f0f\u4e0a\u9650\u5e94\u6765\u81ea\u6709\u6548\u8f93\u51fa\u548c\u6574\u4f53\u5b8c\u6210\u65f6\u95f4\uff0c\u800c\u4e0d\u662fCPU\u66f2\u7ebf\u66f4\u6ee1\u3002<\/p>\n<p>\u6bcf\u9879\u5b8c\u6210\u540e\u6838\u5bf9\u7ed3\u679c\u3001\u8bb0\u5f55\u6210\u529f\u6216\u5931\u8d25\uff1b\u91cd\u8dd1\u53ea\u9488\u5bf9\u672a\u901a\u8fc7\u7684\u4efb\u52a1\uff0c\u4f7f\u7528\u65b0\u7684\u8fd0\u884c\u7f16\u53f7\uff0c\u4e0d\u80fd\u628a\u65e7\u7ed3\u679c\u8bef\u5f53\u8fd9\u4e00\u6b21\u6210\u529f\u3002\u6c47\u603b\u65f6\u6309comparison_id\u8fde\u63a5\uff0c\u800c\u4e0d\u662f\u6309\u76ee\u5f55\u904d\u5386\u987a\u5e8f\u62fc\u63a5\u3002\u6700\u7ec8\u5e94\u80fd\u627e\u5230\u6bcf\u4efd\u7ed3\u679c\u5bf9\u5e94\u7684\u547d\u4ee4\u3001\u8f93\u5165\u548c\u8d44\u6e90\u65e5\u5fd7\u3002<\/p>\n<p>\u82e5\u6279\u91cf\u6bd4\u8f83\u6709\u660e\u786e\u622a\u6b62\u65e5\u671f\u548c\u6301\u7eed\u8d44\u6e90\u9700\u6c42\uff0c\u53ef\u628a\u4efb\u52a1\u6e05\u5355\u3001\u5355\u4efb\u52a1\u5cf0\u503c\u3001\u9884\u671f\u5e76\u53d1\u4e0e\u79df\u671f\u4ea4\u7ed9\u4e91\u751f\u4fe1\u8bc4\u4f30CPU\u670d\u52a1\u5668\u3002\u8d44\u6e90\u989d\u5ea6\u4e0e\u73af\u5883\u90e8\u7f72\u6309\u7ea6\u5b9a\u63d0\u4f9b\uff1b\u5dee\u5f02\u8868\u8fbe\u65b9\u6cd5\u3001\u7ed3\u679c\u590d\u6838\u6216\u7edf\u8ba1\u89e3\u91ca\u662f\u5426\u9700\u8981\u53e6\u884c\u652f\u6301\uff0c\u5e94\u5728\u54a8\u8be2\u65f6\u5206\u5f00\u8bf4\u660e\u3002<\/p>\n<h2>\u53c2\u8003\u8d44\u6599<\/h2>\n<ul>\n<li><a href=\"https:\/\/satijalab.org\/seurat\/reference\/findmarkers\">Seurat FindMarkers\u5b98\u65b9\u53c2\u8003<\/a><\/li>\n<li><a href=\"https:\/\/manpages.debian.org\/bookworm\/time\/time.1.en.html\">GNU time\u624b\u518c\uff08Debian\u53d1\u5e03\uff09<\/a><\/li>\n<li><a href=\"https:\/\/www.kernel.org\/doc\/html\/latest\/admin-guide\/cgroup-v2.html\">Linux cgroup v2\u6587\u6863<\/a><\/li>\n<\/ul>\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_q018_b\/fdb2b8d36fc26b331014\/rental_q018_b.pdf\" download>\u4e0b\u8f7d\u6559\u7a0b PDF<\/a> \u00b7 <a href=\"https:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/rental-tutorials-400\/rental_q018_b\/5aeef9b145933ed952d6\/rental_q018_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\u9700\u8981\u5927\u91cf\u5408\u7406\u6bd4\u8f83\uff0c\u4e14\u5df2\u6709\u53ef\u6267\u884c\u5206\u6790\u6d41\u7a0b\u3002\u5982\u9700\u989d\u5916\u8d44\u6e90\uff0c\u53ef\u8bc4\u4f30\u6309\u4efb\u52a1\u6d4b\u7b97\u7684CPU\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-66565\">\n    <h2 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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<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u4e00\u4efd\u5dee\u5f02\u8868\u8fbe\u6bd4\u8f83\u5df2\u7ecf\u8dd1\u901a\uff0c\u771f\u6b63\u62d6\u6162\u8bfe\u9898\u7ec4\u8fdb\u5ea6\u7684\u5f80\u5f80\u662f\u51e0\u5341\u9879\u6bd4\u8f83\u600e\u6837\u6392\u961f\u3002\u4e00\u6b21\u5f00\u5f88\u591aR\u8fdb\u7a0b\u53ef\u80fd\u540c\u65f6\u8bfb\u53d6\u6574\u4e2a\u5bf9\u8c61\uff0c\u8ba9CPU\u66f4\u5fd9\u5374\u66f4\u65e9\u8017\u5c3d\u5185\u5b58\u3002\u672c\u6587\u4ee5\u5df2\u786e\u5b9a\u65b9\u6cd5\u4e0e\u5206\u7ec4\u7684\u4efb\u52a1\u4e3a\u524d\u63d0\uff0c\u628a\u6bd4\u8f83\u6e05\u5355\u3001\u5355\u4efb\u52a1\u5cf0\u503c\u548c\u8d44\u6e90\u989d\u5ea6\u8f6c\u6210\u53d7\u63a7\u6279\u5904\u7406\u65b9\u6848\uff0c\u4e0d\u6539\u53d8\u7edf\u8ba1\u8bbe\u8ba1\u3002 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