{"id":58687,"date":"2023-10-26T17:46:13","date_gmt":"2023-10-26T09:46:13","guid":{"rendered":"https:\/\/docs.pingcode.com\/?p=58687"},"modified":"2023-10-26T17:46:14","modified_gmt":"2023-10-26T09:46:14","slug":"%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8gpu%e8%bf%9b%e8%a1%8c%e6%a8%a1%e5%9e%8b%e8%ae%ad%e7%bb%83","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/58687.html","title":{"rendered":"\u5982\u4f55\u4f7f\u7528GPU\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote\">\n<p>\u4f7f\u7528GPU\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u7684\u6b65\u9aa4\u6709\uff1a1\u3001<strong>\u9009\u62e9\u9002\u5f53\u7684GPU<\/strong>\uff1b2\u3001<strong>\u5b89\u88c5GPU\u9a71\u52a8\u548cCUDA<\/strong>\uff1b3\u3001<strong>\u5b89\u88c5\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6<\/strong>\uff1b4\u3001<strong>\u6570\u636e\u51c6\u5907\u548c\u6a21\u578b\u9009\u62e9<\/strong>\uff1b5\u3001<strong>GPU\u52a0\u901f\u8bad\u7ec3<\/strong>\uff1b6\u3001<strong>GPU\u6027\u80fd\u4f18\u5316<\/strong>\u7b49\u3002\u5728\u5f00\u59cbGPU\u52a0\u901f\u7684\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u9009\u62e9\u9002\u5408\u60a8\u9700\u6c42\u7684GPU\u3002NVIDIA\u662f\u76ee\u524d\u6700\u5e38\u89c1\u548c\u652f\u6301\u6700\u5e7f\u6cdb\u7684GPU\u4f9b\u5e94\u5546\uff0c\u5176CUDA\u5e73\u53f0\u4e5f\u88ab\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5e7f\u6cdb\u652f\u6301\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001<strong>\u9009\u62e9\u9002\u5f53\u7684GPU<\/strong><\/h2>\n\n\n\n<p>\u5728\u5f00\u59cbGPU\u52a0\u901f\u7684\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u9009\u62e9\u9002\u5408\u60a8\u9700\u6c42\u7684GPU\u3002NVIDIA\u662f\u76ee\u524d\u6700\u5e38\u89c1\u548c\u652f\u6301\u6700\u5e7f\u6cdb\u7684GPU\u4f9b\u5e94\u5546\uff0c\u5176CUDA\u5e73\u53f0\u4e5f\u88ab\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5e7f\u6cdb\u652f\u6301\u3002\u9009\u62e9GPU\u65f6\uff0c\u8981\u8003\u8651\u4ee5\u4e0b\u56e0\u7d20\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u6027\u80fd\u548c\u5185\u5b58<\/strong>\uff1a\u4e0d\u540c\u578b\u53f7\u7684GPU\u5177\u6709\u4e0d\u540c\u7684\u6027\u80fd\u548c\u5185\u5b58\u5bb9\u91cf\u3002\u6839\u636e\u60a8\u7684\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u548c\u6570\u636e\u96c6\u5927\u5c0f\u9009\u62e9\u9002\u5f53\u7684GPU\u3002<\/li>\n\n\n\n<li><strong>CUDA\u7248\u672c<\/strong>\uff1a\u786e\u4fdd\u60a8\u7684GPU\u652f\u6301\u60a8\u8ba1\u5212\u4f7f\u7528\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7684CUDA\u7248\u672c\uff0c\u4ee5\u83b7\u5f97\u6700\u4f73\u6027\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u4ef7\u683c\u548c\u9884\u7b97<\/strong>\uff1aGPU\u7684\u4ef7\u683c\u5404\u4e0d\u76f8\u540c\uff0c\u6839\u636e\u60a8\u7684\u9884\u7b97\u505a\u51fa\u660e\u667a\u9009\u62e9\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u5b89\u88c5GPU\u9a71\u52a8\u548cCUDA<\/strong><\/h2>\n\n\n\n<p>\u4e00\u65e6\u9009\u62e9\u4e86GPU\uff0c\u63a5\u4e0b\u6765\u9700\u8981\u5b89\u88c5\u76f8\u5e94\u7684GPU\u9a71\u52a8\u548cCUDA\u5de5\u5177\u5305\u3002\u8fd9\u4e9b\u5de5\u5177\u5305\u53ef\u4ee5\u4eceNVIDIA\u5b98\u65b9\u7f51\u7ad9\u4e0b\u8f7d\u5e76\u5b89\u88c5\u3002\u786e\u4fdd\u9009\u62e9\u4e0e\u60a8\u7684GPU\u578b\u53f7\u548c\u64cd\u4f5c\u7cfb\u7edf\u517c\u5bb9\u7684\u7248\u672c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u5b89\u88c5\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6<\/strong><\/h2>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u60a8\u9700\u8981\u9009\u62e9\u4e00\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u5982TensorFlow\u3001PyTorch\u6216Keras\uff0c\u5e76\u5b89\u88c5\u76f8\u5e94\u7684\u5e93\u3002\u8fd9\u4e9b\u6846\u67b6\u63d0\u4f9b\u4e86GPU\u52a0\u901f\u7684\u6df1\u5ea6\u5b66\u4e60\u5de5\u5177\u548c\u63a5\u53e3\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528pip\u6216conda\u7b49\u5305\u7ba1\u7406\u5de5\u5177\u53ef\u4ee5\u8f7b\u677e\u5b89\u88c5\u8fd9\u4e9b\u6846\u67b6\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5TensorFlow\uff1aCopy code<\/p>\n\n\n\n<p><code>pip install tensorflow-gpu<\/code><\/p>\n\n\n\n<p>\u786e\u4fdd\u5b89\u88c5\u7684\u662fGPU\u7248\u672c\u7684\u6846\u67b6\uff0c\u4ee5\u4fbf\u5229\u7528GPU\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u6570\u636e\u51c6\u5907\u548c\u6a21\u578b\u9009\u62e9<\/strong><\/h2>\n\n\n\n<p>\u5728\u5f00\u59cb\u8bad\u7ec3\u4e4b\u524d\uff0c\u786e\u4fdd\u60a8\u7684\u6570\u636e\u96c6\u5df2\u7ecf\u51c6\u5907\u597d\uff0c\u5e76\u9009\u62e9\u9002\u5f53\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002\u6839\u636e\u4efb\u52a1\u9009\u62e9\u6a21\u578b\u67b6\u6784\uff0c\u4f8b\u5982\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7528\u4e8e\u56fe\u50cf\u5206\u7c7b\u6216\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u7528\u4e8e\u5e8f\u5217\u6570\u636e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001GPU\u52a0\u901f\u8bad\u7ec3<\/strong><\/h2>\n\n\n\n<p>\u4e00\u65e6GPU\u9a71\u52a8\u3001CUDA\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u548c\u6570\u636e\u51c6\u5907\u5c31\u7eea\uff0c\u60a8\u53ef\u4ee5\u5f00\u59cbGPU\u52a0\u901f\u7684\u6a21\u578b\u8bad\u7ec3\u3002\u786e\u4fdd\u5728\u4ee3\u7801\u4e2d\u542f\u7528GPU\u52a0\u901f\uff0c\u901a\u5e38\u6846\u67b6\u4f1a\u81ea\u52a8\u68c0\u6d4b\u5e76\u4f7f\u7528GPU\u3002<\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u60a8\u53ef\u4ee5\u76d1\u89c6GPU\u7684\u5229\u7528\u7387\u548c\u6027\u80fd\uff0c\u4ee5\u786e\u4fdd\u8bad\u7ec3\u6b63\u5728\u5145\u5206\u5229\u7528GPU\u8d44\u6e90\u3002\u5982\u679c\u53d1\u73b0GPU\u5185\u5b58\u4e0d\u8db3\uff0c\u53ef\u4ee5\u8003\u8651\u51cf\u5c0f\u6279\u5904\u7406\u5927\u5c0f\u6216\u4f18\u5316\u6a21\u578b\u67b6\u6784\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u516d\u3001GPU\u6027\u80fd\u4f18\u5316<\/strong><\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u4f18\u5316GPU\u8bad\u7ec3\u6027\u80fd\uff0c\u60a8\u53ef\u4ee5\u8003\u8651\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3<\/strong>\uff1a\u4f7f\u7528\u534a\u7cbe\u5ea6\u6d6e\u70b9\u6570\uff08float16\uff09\u8fdb\u884c\u8bad\u7ec3\u53ef\u4ee5\u51cf\u5c11\u5185\u5b58\u5360\u7528\u548c\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u591aGPU\u8bad\u7ec3<\/strong>\uff1a\u5982\u679c\u60a8\u62e5\u6709\u591a\u4e2aGPU\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u6570\u636e\u5e76\u884c\u6216\u6a21\u578b\u5e76\u884c\u6765\u52a0\u901f\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li><strong>\u5206\u5e03\u5f0f\u8bad\u7ec3<\/strong>\uff1a\u5c06\u8bad\u7ec3\u4efb\u52a1\u5206\u5e03\u5230\u591a\u53f0\u673a\u5668\u4e0a\u4ee5\u5b9e\u73b0\u5206\u5e03\u5f0f\u8bad\u7ec3\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u8bad\u7ec3\u901f\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e03\u3001\u7ed3\u679c\u8bc4\u4f30\u548c\u8c03\u6574<\/strong><\/h2>\n\n\n\n<p>\u5b8c\u6210\u8bad\u7ec3\u540e\uff0c\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\u5e76\u8fdb\u884c\u8c03\u6574\u3002\u6839\u636e\u6a21\u578b\u7684\u8868\u73b0\uff0c\u60a8\u53ef\u4ee5\u5c1d\u8bd5\u4e0d\u540c\u7684\u8d85\u53c2\u6570\u8bbe\u7f6e\u3001\u6a21\u578b\u67b6\u6784\u6216\u6570\u636e\u589e\u5f3a\u6280\u672f\u6765\u63d0\u9ad8\u6027\u80fd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u516b\u3001\u6301\u7eed\u5b66\u4e60\u548c\u66f4\u65b0<\/strong><\/h2>\n\n\n\n<p>\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u4e0d\u65ad\u53d1\u5c55\uff0c\u65b0\u7684GPU\u786c\u4ef6\u548c\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7248\u672c\u4e0d\u65ad\u53d1\u5e03\u3002\u8981\u4fdd\u6301\u7ade\u4e89\u529b\uff0c\u6301\u7eed\u5b66\u4e60\u548c\u66f4\u65b0GPU\u548c\u6846\u67b6\uff0c\u4ee5\u786e\u4fdd\u60a8\u59cb\u7ec8\u4f7f\u7528\u6700\u65b0\u7684\u6280\u672f\u6765\u52a0\u901f\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"484\" height=\"300\" src=\"https:\/\/cdn-docs.pingcode.com\/wp-content\/uploads\/2023\/10\/\u4f60\u7684\u6bb5\u843d\u6587\u5b57-19-3.jpg?x-oss-process=image\/auto-orient,1\/format,webp\" alt=\"\" class=\"wp-image-58692\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5e38\u89c1\u95ee\u7b54<\/strong><\/h2>\n\n\n\n<ol>\n<li><strong><strong>\u4e3a\u4ec0\u4e48\u9700\u8981\u4f7f\u7528GPU\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\uff1f<\/strong><\/strong>\n<ul>\n<li>\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u800cCPU\u7684\u8ba1\u7b97\u80fd\u529b\u6709\u9650\uff0c\u96be\u4ee5\u6ee1\u8db3\u8bad\u7ec3\u5927\u578b\u6a21\u578b\u7684\u9700\u6c42\u3002GPU\u5177\u6709\u6570\u5343\u4e2a\u6838\u5fc3\uff0c\u9002\u7528\u4e8e\u5e76\u884c\u8ba1\u7b97\uff0c\u56e0\u6b64\u80fd\u591f\u663e\u8457\u52a0\u901f\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u3002\u8fd9\u4f7f\u5f97\u5728\u5408\u7406\u7684\u65f6\u95f4\u5185\u5b8c\u6210\u8bad\u7ec3\u6210\u4e3a\u53ef\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong><strong>\u6709\u6ca1\u6709\u5fc5\u8981\u4f7f\u7528\u591a\u4e2aGPU\u8fdb\u884c\u8bad\u7ec3\uff1f<\/strong><\/strong>\n<ul>\n<li>\u591aGPU\u8bad\u7ec3\u53ef\u4ee5\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4f46\u662f\u5426\u6709\u5fc5\u8981\u53d6\u51b3\u4e8e\u4efb\u52a1\u7684\u590d\u6742\u6027\u548c\u53ef\u7528\u8d44\u6e90\u3002\u5bf9\u4e8e\u5927\u578b\u6a21\u578b\u548c\u6570\u636e\u96c6\uff0c\u4f7f\u7528\u591a\u4e2aGPU\u53ef\u4ee5\u63d0\u9ad8\u8bad\u7ec3\u901f\u5ea6\u3002\u60a8\u53ef\u4ee5\u8003\u8651\u6570\u636e\u5e76\u884c\u548c\u6a21\u578b\u5e76\u884c\u7b49\u65b9\u6cd5\u6765\u5145\u5206\u5229\u7528\u591a\u4e2aGPU\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong><strong>\u6709\u54ea\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u8fdb\u4e00\u6b65\u4f18\u5316GPU\u8bad\u7ec3\u6027\u80fd\uff1f<\/strong><\/strong>\n<ul>\n<li>\u8981\u8fdb\u4e00\u6b65\u4f18\u5316GPU\u8bad\u7ec3\u6027\u80fd\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u4f7f\u7528\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u4ee5\u51cf\u5c11\u5185\u5b58\u5360\u7528\uff0c\u5b9e\u65bd\u5206\u5e03\u5f0f\u8bad\u7ec3\u4ee5\u5229\u7528\u591a\u53f0\u673a\u5668\uff0c\u6216\u8005\u4f7f\u7528\u4f18\u5316\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002\u6b64\u5916\uff0c\u6301\u7eed\u5b66\u4e60\u548c\u66f4\u65b0\u4ee5\u8ddf\u4e0a\u6700\u65b0\u7684GPU\u786c\u4ef6\u548c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u4e5f\u662f\u91cd\u8981\u7684\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"\u4f7f\u7528GPU\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u7684\u6b65\u9aa4\u6709\uff1a1\u3001\u9009\u62e9\u9002\u5f53\u7684GPU\uff1b2\u3001\u5b89\u88c5GPU\u9a71\u52a8\u548cCUDA\uff1b3\u3001\u5b89\u88c5\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff1b4\u3001 [&hellip;]","protected":false},"author":6,"featured_media":58688,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/58687"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=58687"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/58687\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/58688"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=58687"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=58687"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=58687"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}