{"id":66453,"date":"2026-11-15T15:45:00","date_gmt":"2026-11-15T07:45:00","guid":{"rendered":"https:\/\/www.biocloudservice.com\/wordpress\/?p=66453"},"modified":"2026-11-15T14:01:10","modified_gmt":"2026-11-15T06:01:10","slug":"rental-q004-a","status":"publish","type":"post","link":"https:\/\/www.biocloudservice.com\/wordpress\/rental-q004-a\/","title":{"rendered":"\u751f\u4fe1\u8f6f\u4ef6\u662f\u5426\u652f\u6301GPU\uff1f\u6309\u5206\u6790\u6b65\u9aa4\u6838\u5bf9\u5e76\u5b9a\u4f4d\u8017\u65f6"},"content":{"rendered":"<p><!-- ysx-rental-campaign:rental-tutorials-400-20261114 article:rental_q004_a --><\/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_q004_a-poster-2.png?resize=1200%2C720&#038;ssl=1\" alt=\"\u751f\u4fe1\u8f6f\u4ef6\u662f\u5426\u652f\u6301GPU\uff1f\u6309\u5206\u6790\u6b65\u9aa4\u6838\u5bf9\u5e76\u5b9a\u4f4d\u8017\u65f6\uff1a\u62c6\u5206\u5206\u6790\u9636\u6bb5\u5e76\u786e\u8ba4\u652f\u6301\uff1b\u56fa\u5b9a\u7248\u672c\u3001\u8f93\u5165\u548c\u53c2\u6570\uff1b\u8bb0\u5f55\u8bbe\u5907\u5206\u914d\u4e0e\u5b9e\u9645\u8017\u65f6\uff1b\u6309\u6709\u6548\u4efb\u52a1\u548c\u5f53\u524d\u62a5\u4ef7\u6bd4\u8f83\" width=\"1200\" height=\"720\" loading=\"lazy\"><figcaption>\u672c\u6587\u64cd\u4f5c\u4e0e\u68c0\u67e5\u8def\u5f84\u793a\u610f\u3002<\/figcaption><\/figure>\n<p>\u670d\u52a1\u5668\u80fd\u8bc6\u522b\u663e\u5361\uff0c\u4e0d\u7b49\u4e8e\u4f60\u7684\u5206\u6790\u4efb\u52a1\u4f1a\u7528GPU\u3002\u4e00\u4e2a\u6d41\u7a0b\u53ef\u80fd\u7531\u591a\u4e2a\u8f6f\u4ef6\u7ec4\u6210\uff0c\u53ea\u6709\u90e8\u5206\u8f6f\u4ef6\u3001\u90e8\u5206\u9636\u6bb5\u6216\u7279\u5b9a\u7b97\u6cd5\u652f\u6301GPU\uff1b\u6709\u7684\u7a0b\u5e8f\u8fd8\u8981\u6c42\u7279\u5b9a\u7248\u672c\u3001\u7f16\u8bd1\u9009\u9879\u548c\u9a71\u52a8\u3002\u786e\u8ba4\u65f6\u5e94\u4ece\u201c\u7814\u7a76\u6d41\u7a0b\u4e2d\u7684\u54ea\u4e00\u6b65\u8017\u65f6\u6700\u957f\u201d\u5f00\u59cb\uff0c\u9010\u4e00\u6838\u5bf9\u8be5\u6b65\u9aa4\u7684\u8f6f\u4ef6\u6587\u6863\u548c\u5b9e\u9645\u8fd0\u884c\u65e5\u5fd7\u3002<\/p>\n<h2>\u5148\u628a\u5206\u6790\u6d41\u7a0b\u62c6\u6210\u53ef\u68c0\u67e5\u7684\u6b65\u9aa4<\/h2>\n<p>\u628a\u4efb\u52a1\u5199\u6210\u8f93\u5165\u6574\u7406\u3001\u6838\u5fc3\u8ba1\u7b97\u3001\u6392\u5e8f\/\u7d22\u5f15\u3001\u7edf\u8ba1\u548c\u7ed8\u56fe\u7b49\u9636\u6bb5\uff0c\u8bb0\u5f55\u5404\u81ea\u5899\u949f\u65f6\u95f4\u3001CPU\u5360\u7528\u3001\u5185\u5b58\u3001\u78c1\u76d8\u8bfb\u5199\u548cGPU\u5229\u7528\u7387\u3002\u77ed\u547d\u4ee4\u7684\u603b\u65f6\u957f\u5bb9\u6613\u88ab\u542f\u52a8\u3001\u8f7d\u5165\u53c2\u8003\u5e93\u548c\u6587\u4ef6\u4f20\u8f93\u5360\u4e3b\u5bfc\uff1b\u6700\u597d\u5728\u4ee3\u8868\u6027\u6570\u636e\u4e0a\u8fde\u7eed\u91c7\u6837\u3002GPU\u4f7f\u7528\u7387\u4f4e\u5e76\u4e0d\u80fd\u5355\u72ec\u8bc1\u660e\u8f6f\u4ef6\u4e0d\u652f\u6301GPU\uff0c\u4e5f\u53ef\u80fd\u662f\u78c1\u76d8\u4f9b\u6570\u3001CPU\u9884\u5904\u7406\u6216\u6570\u636e\u89c4\u6a21\u592a\u5c0f\u5bfc\u81f4\u7b49\u5f85\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u8981\u6838\u5bf9\u7684\u5c42\u9762<\/th>\n<th>\u68c0\u67e5\u4ec0\u4e48<\/th>\n<th>\u53ef\u7559\u4e0b\u7684\u8bc1\u636e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8f6f\u4ef6\u7248\u672c<\/td>\n<td>\u5b98\u65b9\u6587\u6863\u662f\u5426\u8bf4\u660e\u6b64\u7248\u672c\u548c\u64cd\u4f5c\u652f\u6301GPU<\/td>\n<td>\u7248\u672c\u3001\u53d1\u5e03\u9875\u3001\u53c2\u6570\u8bf4\u660e<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u884c\u8def\u5f84<\/td>\n<td>\u5b89\u88c5\u5305\u662f\u5426\u542bGPU\u6784\u5efa\uff0c\u547d\u4ee4\u662f\u5426\u542f\u7528\u5bf9\u5e94\u529f\u80fd<\/td>\n<td>\u914d\u7f6e\u8f93\u51fa\u4e0e\u5b8c\u6574\u547d\u4ee4<\/td>\n<\/tr>\n<tr>\n<td>\u8bbe\u5907<\/td>\n<td>\u9a71\u52a8\u3001CUDA\u8fd0\u884c\u73af\u5883\u3001\u5bb9\u5668\u8bbe\u5907\u6620\u5c04\u4e0e\u53ef\u89c1GPU<\/td>\n<td>nvidia-smi\u53ca\u4efb\u52a1\u65e5\u5fd7<\/td>\n<\/tr>\n<tr>\n<td>\u5b9e\u9645\u8d1f\u8f7d<\/td>\n<td>\u74f6\u9888\u662f\u5426\u4f4d\u4e8eGPU\u53ef\u52a0\u901f\u7684\u9636\u6bb5<\/td>\n<td>\u9636\u6bb5\u8ba1\u65f6\u53ca\u8fd0\u884c\u4e2d\u76d1\u63a7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u7528\u5b98\u65b9\u793a\u4f8b\u7406\u89e3\u201c\u652f\u6301\u201d\u7684\u8fb9\u754c<\/h2>\n<p>\u4ee5GROMACS\u4e3a\u4f8b\uff0c\u5f53\u524dmdrun\u6587\u6863\u5217\u51fa\u53ef\u5728CPU\u6216GPU\u6267\u884c\u7684\u4efb\u52a1\u9009\u9879\uff0c\u4e5f\u8bf4\u660e\u5b9e\u9645\u5206\u914d\u53d6\u51b3\u4e8e\u6784\u5efa\u548c\u8fd0\u884c\u6761\u4ef6\u3002\u68c0\u67e5\u672c\u673a<code>gmx --version<\/code>\u7684\u6784\u5efa\u4fe1\u606f\uff0c\u518d\u7528\u4e00\u4efd\u5df2\u9a8c\u8bc1\u7684\u8f93\u5165\u8fd0\u884c\u77ed\u57fa\u51c6\uff0c\u67e5\u770b\u65e5\u5fd7\u4e2d\u7684GPU\u4efb\u52a1\u5206\u914d\u3002PyTorch\u7528\u6237\u53ef\u4ee5\u8c03\u7528<code>torch.cuda.is_available()<\/code>\u68c0\u67e5\u5f53\u524d\u8fdb\u7a0b\u662f\u5426\u80fd\u4f7f\u7528CUDA\uff0c\u4f46\u8be5\u68c0\u67e5\u53ea\u8bf4\u660e\u8bbe\u5907\u53ef\u7528\uff0c\u4e0d\u8bc1\u660e\u81ea\u5df1\u7684\u6a21\u578b\u3001\u5f20\u91cf\u8fd0\u7b97\u6216\u6570\u636e\u8f93\u5165\u5df2\u7ecf\u653e\u5230GPU\u4e0a\u3002<\/p>\n<pre><code class=\"language-bash\"># \u8bb0\u5f55\u8f6f\u4ef6\u6784\u5efa\u4fe1\u606f\u4e0e\u8bbe\u5907\u53ef\u89c1\u6027\n gmx --version\n nvidia-smi\n# \u4f7f\u7528\u5df2\u9a8c\u8bc1\u7684GROMACS\u8f93\u5165\u4f5c\u77ed\u6d4b\uff1b\u5177\u4f53\u53c2\u6570\u6309\u7248\u672c\u6587\u6863\u786e\u8ba4\n gmx mdrun -s bench.tpr -deffnm gpu-pilot -nb gpu<\/code><\/pre>\n<p>\u793a\u4f8b\u547d\u4ee4\u4e0d\u5e94\u76f4\u63a5\u5957\u5230\u6b63\u5f0f\u751f\u4ea7\u4efb\u52a1\uff1a\u5148\u786e\u8ba4\u8f93\u5165\u6587\u4ef6\u3001\u53c2\u6570\u548cGPU\u4efb\u52a1\u8def\u5f84\u9002\u7528\u4e8e\u5f53\u524d\u7248\u672c\u3002Python\u6846\u67b6\u8fd8\u5e94\u68c0\u67e5\u8bbe\u5907\u662f\u5426\u6b63\u786e\u4f20\u7ed9\u6a21\u578b\u4e0e\u6570\u636e\u5f20\u91cf\uff0c\u5e76\u67e5\u770b\u8fd0\u884c\u671f\u95f4GPU\u663e\u5b58\u548c\u5229\u7528\u7387\uff1b\u53ea\u8fd0\u884c\u4e00\u6b21\u53ef\u7528\u6027\u5224\u65ad\u4e0d\u591f\u3002<\/p>\n<h2>\u6309\u75c7\u72b6\u5b9a\u4f4d\uff0c\u800c\u4e0d\u662f\u5148\u6362\u663e\u5361<\/h2>\n<p>\u82e5CPU\u5f88\u5fd9\u800cGPU\u7a7a\u95f2\uff0c\u68c0\u67e5\u662f\u5426\u542f\u7528\u4e86\u652f\u6301GPU\u7684\u7b97\u6cd5\u9009\u9879\u3001\u8f6f\u4ef6\u662f\u5426\u4e3aGPU\u6784\u5efa\u3001\u6570\u636e\u662f\u5426\u5df2\u653e\u5230\u8bbe\u5907\u3002\u82e5GPU\u4f4e\u5229\u7528\u7387\u4e14\u78c1\u76d8\u7b49\u5f85\u9ad8\uff0c\u5148\u628a\u5408\u89c4\u7684\u8f93\u5165\u590d\u5236\u5230\u672c\u5730\u5de5\u4f5c\u76d8\u5bf9\u7167\u6d4b\u8bd5\u3002\u82e5\u663e\u5b58\u4e0d\u8db3\uff0c\u5148\u67e5\u540c\u5361\u5176\u4ed6\u8fdb\u7a0b\u3001\u6279\u5927\u5c0f\u548c\u5e76\u53d1\u3002\u82e5\u8017\u65f6\u4e3b\u8981\u5728\u6587\u4ef6\u683c\u5f0f\u8f6c\u6362\u3001\u7f51\u7edc\u4f20\u8f93\u6216\u7edf\u8ba1\u6b65\u9aa4\uff0c\u6362GPU\u672a\u5fc5\u80fd\u6539\u5584\u6574\u4e2a\u6d41\u7a0b\u3002<\/p>\n<p>\u6700\u540e\u628a\u7ed3\u8bba\u5199\u6210\u5177\u4f53\u8303\u56f4\uff1a\u201c\u8f6f\u4ef6\u7248\u672cX\u7684\u6b65\u9aa4Y\u5728\u5f53\u524d\u6784\u5efa\u4e0e\u53c2\u6570\u4e0b\u80fd\u8c03\u7528GPU\u201d\uff0c\u5e76\u5217\u51fa\u5176\u4ed6CPU\u6b65\u9aa4\u548c\u672a\u9a8c\u8bc1\u6761\u4ef6\u3002\u5c06GPU\u8bd5\u8dd1\u4e0e\u5f53\u524dCPU\u57fa\u51c6\u5bf9\u7167\uff0c\u53ea\u6709\u5728\u540c\u4e00\u4efb\u52a1\u7684\u7ed3\u679c\u3001\u8d28\u91cf\u8981\u6c42\u548c\u540e\u5904\u7406\u5747\u53ef\u63a5\u53d7\u65f6\uff0c\u624d\u628aGPU\u5217\u4e3a\u8be5\u9879\u76ee\u7684\u5b9e\u9645\u9700\u6c42\u3002\u5bf9\u4e8e\u4e0d\u652f\u6301GPU\u6216\u65e0\u6cd5\u6d4b\u5230\u6536\u76ca\u7684\u5de5\u5177\uff0cCPU\u3001\u5185\u5b58\u548c\u5b58\u50a8\u53ef\u80fd\u66f4\u503c\u5f97\u4f18\u5148\u9884\u7b97\u3002<\/p>\n<h2>\u5411\u8f6f\u4ef6\u7ef4\u62a4\u8005\u786e\u8ba4\u65f6\u9644\u4e0a\u6700\u5c0f\u8bc1\u636e<\/h2>\n<p>\u6c42\u52a9\u65f6\u63d0\u4f9b\u8f6f\u4ef6\u7248\u672c\u3001\u5b89\u88c5\u6765\u6e90\u3001\u5b8c\u6574\u547d\u4ee4\u3001\u8f93\u5165\u89c4\u6a21\u3001\u6784\u5efa\u4fe1\u606f\u3001\u9519\u8bef\u65e5\u5fd7\u7247\u6bb5\u548c\u8fd0\u884c\u671f\u95f4\u7684\u8bbe\u5907\u76d1\u63a7\uff0c\u5e76\u8bf4\u660e\u54ea\u4e00\u6b65\u8017\u65f6\u3002\u4e0d\u8981\u53ea\u53d1\u663e\u5361\u578b\u53f7\u6216\u684c\u9762\u622a\u56fe\u3002\u82e5\u4f7f\u7528\u5bb9\u5668\uff0c\u8fd8\u5e94\u8bb0\u5f55\u955c\u50cf\u6807\u7b7e\u4e0e\u542f\u52a8\u65f6\u7684\u8bbe\u5907\u6620\u5c04\uff1b\u8fd9\u4e9b\u4fe1\u606f\u80fd\u533a\u5206\u9a71\u52a8\u4e0d\u53ef\u89c1\u3001\u8f6f\u4ef6\u672a\u542f\u7528GPU\u548c\u4efb\u52a1\u672c\u8eab\u53d7I\/O\u9650\u5236\u3002<\/p>\n<h2>\u53c2\u8003\u8d44\u6599<\/h2>\n<ul>\n<li><a href=\"https:\/\/manual.gromacs.org\/current\/user-guide\/mdrun-performance.html\">GROMACS mdrun\u6027\u80fd\u4e0eGPU\u4efb\u52a1\u5206\u914d<\/a><\/li>\n<li><a href=\"https:\/\/manual.gromacs.org\/current\/onlinehelp\/gmx-mdrun.html\">GROMACS mdrun\u9009\u9879<\/a><\/li>\n<li><a href=\"https:\/\/docs.pytorch.org\/docs\/stable\/generated\/torch.cuda.is_available.html\">PyTorch CUDA\u53ef\u7528\u6027\u63a5\u53e3\u8bf4\u660e<\/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_q004_a\/91c614cfebe0d0492bea\/rental_q004_a.pdf\" download>\u4e0b\u8f7d\u6559\u7a0b PDF<\/a> \u00b7 <a href=\"https:\/\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/rental-tutorials-400\/rental_q004_a\/0757e17066c74852547c\/rental_q004_a.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\u76ee\u6807\u6b65\u9aa4\u6709\u53d7\u652f\u6301\u7684GPU\u5b9e\u73b0\u4e14\u8bd5\u8dd1\u663e\u793a\u6709\u4ef7\u503c\u3002\u5982\u9700\u989d\u5916\u8d44\u6e90\uff0c\u53ef\u8bc4\u4f30\u6309\u76ee\u6807\u6b65\u9aa4\u9009\u62e9CPU\u6216\u517c\u5bb9GPU\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-66453\">\n    <h2 id=\"brtc-title-66453\">\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_q004_a\">\n    <input type=\"hidden\" name=\"action\" value=\"brtc_submit\"><input type=\"hidden\" name=\"post_id\" value=\"66453\">\n    <input type=\"hidden\" name=\"article_key\" value=\"rental_q004_a\"><input type=\"hidden\" name=\"nonce\" value=\"6eb6f987b8\">\n    <input type=\"hidden\" name=\"request_id\" value=\"973085e42ea1038049a4ea149c549e8e\"><input type=\"hidden\" name=\"first_key\" value=\"rental_q004_a\">\n    <label>\u624b\u673a\u53f7<input name=\"phone\" type=\"tel\" inputmode=\"numeric\" autocomplete=\"tel-national\" minlength=\"11\" 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