{"id":3455,"date":"2026-10-29T11:14:05","date_gmt":"2026-10-29T03:14:05","guid":{"rendered":"https:\/\/www.gxcom.net\/"},"modified":"2026-10-29T11:14:05","modified_gmt":"2026-10-29T03:14:05","slug":"gpu-%e6%9c%8d%e5%8a%a1%e5%99%a8%e8%bf%81%e7%a7%bb%e6%a3%80%e6%9f%a5%e6%b8%85%e5%8d%95","status":"publish","type":"post","link":"https:\/\/www.gxcom.net\/zh\/gpu-%e6%9c%8d%e5%8a%a1%e5%99%a8%e8%bf%81%e7%a7%bb%e6%a3%80%e6%9f%a5%e6%b8%85%e5%8d%95\/","title":{"rendered":"GPU \u670d\u52a1\u5668\u8fc1\u79fb\u68c0\u67e5\u6e05\u5355\uff1aCUDA \u9a71\u52a8\u7a0b\u5e8f\u3001\u5bb9\u5668\u3001\u6a21\u578b\u548c\u505c\u673a\u65f6\u95f4"},"content":{"rendered":"<p>GPU \u670d\u52a1\u5668\u8fc1\u79fb\u68c0\u67e5\u6e05\u5355\u53ef\u5e2e\u52a9 AI \u56e2\u961f\u5728\u4e91\u5b9e\u4f8b\u3001\u4e13\u7528\u670d\u52a1\u5668\u548c\u6258\u7ba1\u670d\u52a1\u63d0\u4f9b\u5546\u4e4b\u95f4\u8fc1\u79fb\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u540c\u65f6\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u505c\u673a\u65f6\u95f4\u3002\u4e0e\u666e\u901a\u7684\u7f51\u7ad9\u8fc1\u79fb\u4e0d\u540c\uff0cGPU \u57fa\u7840\u8bbe\u65bd\u7684\u53d8\u66f4\u53ef\u80fd\u4f1a\u5bfc\u81f4 CUDA \u9a71\u52a8\u7a0b\u5e8f\u51b2\u7a81\u3001\u5bb9\u5668\u4e0d\u517c\u5bb9\u3001\u6a21\u578b\u6587\u4ef6\u7f3a\u5931\u4ee5\u53ca\u6210\u672c\u9ad8\u6602\u7684\u6570\u636e\u96c6\u4f20\u8f93\u7b49\u95ee\u9898\u3002.<\/p>\n<p>\u65e0\u8bba\u60a8\u662f\u5347\u7ea7\u52a0\u901f\u5668\u3001\u66f4\u6362 GPU \u6258\u7ba1\u670d\u52a1\u5546\uff0c\u8fd8\u662f\u5c06\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u6295\u5165\u751f\u4ea7\u73af\u5883\uff0c\u5236\u5b9a\u4e00\u5957\u7ed3\u6784\u5316\u7684\u8fc1\u79fb\u8ba1\u5212\u90fd\u80fd\u786e\u4fdd\u6027\u80fd\u548c\u670d\u52a1\u8fde\u7eed\u6027\u3002\u672c\u6307\u5357\u6db5\u76d6\u4e86\u5173\u952e\u7684\u6280\u672f\u68c0\u67e5\u3001\u5b9e\u7528\u7684\u5207\u6362\u65b9\u6cd5\u4ee5\u53ca\u91c7\u8d2d\u6ce8\u610f\u4e8b\u9879\u3002.<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-3456\" src=\"https:\/\/www.gxcom.net\/wp-content\/uploads\/2026\/10\/gpu-server-migration-checklist.jpg\" alt=\"GPU \u670d\u52a1\u5668\u8fc1\u79fb\u68c0\u67e5\u6e05\u5355\uff0c\u5176\u4e2d\u5305\u542b CUDA \u9a71\u52a8\u7a0b\u5e8f\u517c\u5bb9\u6027\u3001Docker \u5bb9\u5668\u3001AI \u6a21\u578b\u8fc1\u79fb\u4ee5\u53ca\u505c\u673a\u65f6\u95f4\u89c4\u5212\" width=\"1000\" height=\"563\" srcset=\"https:\/\/www.gxcom.net\/wp-content\/uploads\/2026\/10\/gpu-server-migration-checklist.jpg 1000w, https:\/\/www.gxcom.net\/wp-content\/uploads\/2026\/10\/gpu-server-migration-checklist-300x169.jpg 300w, https:\/\/www.gxcom.net\/wp-content\/uploads\/2026\/10\/gpu-server-migration-checklist-768x432.jpg 768w, https:\/\/www.gxcom.net\/wp-content\/uploads\/2026\/10\/gpu-server-migration-checklist-18x10.jpg 18w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/p>\n<h2>1. \u5ba1\u6838\u60a8\u73b0\u6709\u7684 GPU \u73af\u5883<\/h2>\n<p>\u5728\u914d\u7f6e\u66ff\u6362\u670d\u52a1\u5668\u4e4b\u524d\uff0c\u8bf7\u8bb0\u5f55\u5f53\u524d\u73af\u5883\u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u8bb0\u5f55 GPU \u578b\u53f7\u3001\u64cd\u4f5c\u7cfb\u7edf\u3001\u5185\u6838\u3001\u9a71\u52a8\u7a0b\u5e8f\u7248\u672c\u3001CUDA \u8fd0\u884c\u65f6\u3001\u6846\u67b6\u7248\u672c\u3001\u5bb9\u5668\u955c\u50cf\u4ee5\u53ca\u5b58\u50a8\u4f9d\u8d56\u9879\u3002.<\/p>\n<p>\u5728 NVIDIA Linux \u670d\u52a1\u5668\u4e0a\uff0c\u8bf7\u6309\u4ee5\u4e0b\u6b65\u9aa4\u5f00\u59cb\uff1a<\/p>\n<pre><code>nvidia-smi\ndocker --version\ndf -h\r\n<\/code><\/pre>\n<p>\u8fd9\u4e9b\u547d\u4ee4\u53ef\u63d0\u4f9b\u786c\u4ef6\u3001\u5bb9\u5668\u548c\u5b58\u50a8\u7684\u521d\u6b65\u6e05\u70b9\u7ed3\u679c\u3002\u5b83\u4eec\u4e0d\u80fd\u66ff\u4ee3\u9488\u5bf9\u5177\u4f53\u5e94\u7528\u7a0b\u5e8f\u7684\u68c0\u67e5\u3002.<\/p>\n<p>\u8bb0\u5f55\u57fa\u7ebf\u63a8\u7406\u5ef6\u8fdf\u3001\u8bad\u7ec3\u541e\u5410\u91cf\u3001GPU\u5185\u5b58\u6d88\u8017\u4ee5\u53ca\u5cf0\u503c\u5e76\u53d1\u6570\u3002\u5982\u679c\u6ca1\u6709\u8fd9\u4e9b\u6d4b\u91cf\u6570\u636e\uff0c\u5c31\u5f88\u96be\u5728\u8fc1\u79fb\u540e\u8bc6\u522b\u6027\u80fd\u9000\u5316\u3002.<\/p>\n<h2>2. \u9a8c\u8bc1 CUDA \u9a71\u52a8\u7a0b\u5e8f\u548c GPU \u517c\u5bb9\u6027<\/h2>\n<p>\u65b0\u7684\u52a0\u901f\u5668\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u4e0d\u540c\u7684 NVIDIA \u9a71\u52a8\u7a0b\u5e8f\u5206\u652f\u3002\u6b64\u5916\uff0c\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u53ef\u80fd\u4f9d\u8d56\u4e8e\u7279\u5b9a\u7684 CUDA \u5e93\u3001\u6846\u67b6\u6784\u5efa\u7248\u672c\u6216 GPU \u67b6\u6784\u652f\u6301\u3002.<\/p>\n<p>\u5728\u590d\u5236\u5de5\u4f5c\u8d1f\u8f7d\u4e4b\u524d\uff0c\u8bf7\u68c0\u67e5\u76ee\u6807\u9a71\u52a8\u7a0b\u5e8f\u4e0e\u60a8\u7684 CUDA \u8fd0\u884c\u65f6\u548c\u5bb9\u5668\u955c\u50cf\u7684\u517c\u5bb9\u6027\u3002\u8bf7\u6ce8\u610f\uff0cnvidia-smi \u62a5\u544a\u7684 CUDA \u7248\u672c\u672a\u5fc5\u5c31\u662f\u5df2\u5b89\u88c5\u7684 CUDA \u5de5\u5177\u5305\u7248\u672c\u3002.<\/p>\n<p>\u6211\u4eec\u7684 <a href=\"https:\/\/www.gxcom.net\/zh\/nvidia-gpu-%e6%9c%8d%e5%8a%a1%e5%99%a8%e9%a9%b1%e5%8a%a8%e7%a8%8b%e5%ba%8f%e5%85%bc%e5%ae%b9%e6%80%a7\/\"><strong>NVIDIA GPU \u9a71\u52a8\u7a0b\u5e8f\u517c\u5bb9\u6027\u6307\u5357<\/strong><\/a> \u89e3\u91ca\u4e86\u8fd9\u4e9b\u4f9d\u8d56\u5173\u7cfb\u3002.<\/p>\n<p>\u5982\u679c\u8fc1\u79fb\u5230 AMD \u786c\u4ef6\uff0c\u8bf7\u5355\u72ec\u9a8c\u8bc1 ROCm \u7684\u652f\u6301\u60c5\u51b5\u3002\u4e0d\u5e94\u5047\u8bbe\u9488\u5bf9 CUDA \u5f00\u53d1\u7684\u8f6f\u4ef6\u5728 AMD \u52a0\u901f\u5668\u4e0a\u65e0\u9700\u4fee\u6539\u5373\u53ef\u8fd0\u884c\u3002.<\/p>\n<h2>3. \u51c6\u5907 Docker \u955c\u50cf\u548c\u5e94\u7528\u7a0b\u5e8f\u4f9d\u8d56\u9879<\/h2>\n<p>\u5bb9\u5668\u5316\u63d0\u9ad8\u4e86\u53ef\u79fb\u690d\u6027\uff0c\u4f46 GPU \u5bb9\u5668\u4ecd\u7136\u4f9d\u8d56\u4e8e\u4e3b\u673a\u9a71\u52a8\u7a0b\u5e8f\u3001\u8bbe\u5907\u8bbf\u95ee\u4ee5\u53ca\u517c\u5bb9\u7684\u8fd0\u884c\u65f6\u914d\u7f6e\u3002.<\/p>\n<p>\u5728\u53ef\u80fd\u7684\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u4e0d\u53ef\u53d8\u6458\u8981\u6765\u56fa\u5b9a\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u56fe\u50cf\u3002\u5bfc\u51fa\u73af\u5883\u53d8\u91cf\u3001\u5e94\u7528\u7a0b\u5e8f\u914d\u7f6e\u3001\u4f9d\u8d56\u9879\u6e05\u5355\u548c\u90e8\u7f72\u811a\u672c\u3002.<\/p>\n<p>\u8bf7\u52ff\u4ec5\u590d\u5236\u6b63\u5728\u8fd0\u884c\u7684\u5bb9\u5668\u7684\u53ef\u5199\u6587\u4ef6\u7cfb\u7edf\uff0c\u5e76\u56e0\u6b64\u8ba4\u4e3a\u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u590d\u73b0\u3002\u8bf7\u91cd\u65b0\u6784\u5efa\u6216\u68c0\u7d22\u76ee\u6807\u955c\u50cf\uff0c\u5e76\u5728\u76ee\u6807\u73af\u5883\u4e2d\u6d4b\u8bd5 GPU \u8bbf\u95ee\u529f\u80fd\u3002.<\/p>\n<p>\u8bf7\u5355\u72ec\u68c0\u67e5\u5bc6\u94a5\u7ba1\u7406\u3002\u51ed\u636e\u5e94\u901a\u8fc7\u7ecf\u6279\u51c6\u7684\u5b89\u5168\u6e20\u9053\u4f20\u8f93\uff0c\u800c\u975e\u5d4c\u5165\u5bb9\u5668\u955c\u50cf\u6216\u516c\u5171\u4ee3\u7801\u5e93\u4e2d\u3002.<\/p>\n<h2>4. \u5e93\u5b58\u6a21\u578b\u3001\u6570\u636e\u96c6\u548c\u68c0\u67e5\u70b9<\/h2>\n<p>AI \u5de5\u4f5c\u8d1f\u8f7d\u901a\u5e38\u5305\u542b\u591a\u4e2a\u5b58\u50a8\u7ec4\u4ef6\uff1a\u6a21\u578b\u6743\u91cd\u3001\u5206\u8bcd\u5668\u6587\u4ef6\u3001\u6570\u636e\u96c6\u3001\u5fae\u8c03\u68c0\u67e5\u70b9\u3001\u914d\u7f6e\u6587\u4ef6\u4ee5\u53ca\u751f\u6210\u7684\u8f93\u51fa\u7ed3\u679c\u3002.<\/p>\n<p>\u786e\u5b9a\u54ea\u4e9b\u6587\u4ef6\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\uff0c\u54ea\u4e9b\u53ef\u4ee5\u91cd\u65b0\u4e0b\u8f7d\uff0c\u4ee5\u53ca\u54ea\u4e9b\u9700\u8981\u5b9a\u671f\u5907\u4efd\u3002\u5927\u578b\u6a21\u578b\u4ed3\u5e93\u4e2d\u53ef\u80fd\u5305\u542b\u7b26\u53f7\u94fe\u63a5\u6216\u7f13\u5b58\u7684\u6784\u5efa\u4ea7\u7269\uff0c\u8fd9\u4e9b\u9700\u8981\u7279\u6b8a\u5904\u7406\u3002.<\/p>\n<p>\u6709\u5173\u5b58\u50a8\u5bb9\u91cf\u89c4\u5212\u548c\u68c0\u67e5\u70b9\u89c4\u5212\uff0c\u8bf7\u53c2\u9605\u6211\u4eec\u7684 <a href=\"https:\/\/www.gxcom.net\/zh\/gpu%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%9a%84%e5%ad%98%e5%82%a8%e8%a6%81%e6%b1%82\/\"><strong>GPU\u670d\u52a1\u5668\u5b58\u50a8\u9700\u6c42\u6307\u5357<\/strong><\/a>.<\/p>\n<p>\u8bf7\u786e\u8ba4\u76ee\u6807\u4f4d\u7f6e\u662f\u5426\u6709\u8db3\u591f\u7684\u53ef\u7528\u5bb9\u91cf\u6765\u5b58\u653e\u6d3b\u52a8\u6570\u636e\u96c6\u3001\u4e34\u65f6\u4f20\u8f93\u6570\u636e\u3001\u5e94\u7528\u7a0b\u5e8f\u65e5\u5fd7\u4ee5\u53ca\u672a\u6765\u7684\u68c0\u67e5\u70b9\u3002.<\/p>\n<h2>5. \u5728\u4e0d\u4e22\u5931\u4e00\u81f4\u6027\u7684\u60c5\u51b5\u4e0b\u4f20\u8f93\u6570\u636e<\/h2>\n<p>\u5bf9\u4e8e Linux \u5230 Linux \u7684\u6587\u4ef6\u4f20\u8f93\uff0c\u53ea\u8981\u914d\u7f6e\u5f97\u5f53\uff0crsync \u53ef\u4ee5\u5728\u540c\u6b65\u6587\u4ef6\u7684\u540c\u65f6\u4fdd\u7559\u76f8\u5173\u7684\u5143\u6570\u636e\u3002.<\/p>\n<pre><code>rsync -aH --info=progress2 \\\n  \/srv\/models\/ \\\n  user@new-server:\/srv\/models\/\r\n<\/code><\/pre>\n<p>\u8bf7\u4f7f\u7528 SSH \u8eab\u4efd\u9a8c\u8bc1\uff0c\u5e76\u9a8c\u8bc1\u76ee\u6807\u76ee\u5f55\u7684\u6743\u9650\u3002\u672c\u793a\u4f8b\u5047\u8bbe\u4e24\u53f0\u7cfb\u7edf\u5747\u503c\u5f97\u4fe1\u8d56\uff0c\u4e14\u76ee\u6807\u76ee\u5f55\u8bbe\u7f6e\u6b63\u786e\u3002.<\/p>\n<p>\u5bf9\u4e8e\u6b63\u5728\u52a8\u6001\u53d8\u5316\u7684\u6570\u636e\u96c6\u6216\u68c0\u67e5\u70b9\uff0c\u5e94\u5728\u6e90\u7aef\u4fdd\u6301\u5728\u7ebf\u72b6\u6001\u65f6\u6267\u884c\u521d\u59cb\u6570\u636e\u8fc1\u79fb\uff0c\u7136\u540e\u5728\u6682\u505c\u5199\u5165\u64cd\u4f5c\u540e\u5b89\u6392\u6700\u7ec8\u540c\u6b65\u3002.<\/p>\n<p>\u4f7f\u7528\u6821\u9a8c\u548c\u6216\u5e94\u7528\u5c42\u5b8c\u6574\u6027\u68c0\u67e5\u6765\u9a8c\u8bc1\u5173\u952e\u5de5\u4ef6\u3002\u4f20\u8f93\u5b8c\u6210\u5e76\u4e0d\u81ea\u52a8\u4fdd\u8bc1\u6a21\u578b\u72b6\u6001\u7684\u4e00\u81f4\u6027\u3002.<\/p>\n<h2>6. \u4f30\u7b97\u7f51\u7edc\u4f20\u8f93\u65f6\u95f4\u548c\u8d39\u7528<\/h2>\n<p>\u6570\u636e\u96c6\u8fc1\u79fb\u53ef\u80fd\u4f1a\u6210\u4e3a\u8be5\u9879\u76ee\u8017\u65f6\u6700\u957f\u7684\u73af\u8282\u3002\u4f20\u8f93\u65f6\u957f\u53d6\u51b3\u4e8e\u6709\u6548\u541e\u5410\u91cf\u3001\u5b58\u50a8\u6027\u80fd\u3001\u7f51\u7edc\u62e5\u585e\u4ee5\u53ca\u534f\u8bae\u5f00\u9500\u3002.<\/p>\n<p>\u4f8b\u5982\uff0c\u5728\u7406\u60f3\u7684\u5341\u8fdb\u5236\u5355\u4f4d\u5047\u8bbe\u4e0b\uff0c\u901a\u8fc7\u4e00\u6761\u6301\u7eed\u4f20\u8f93\u901f\u7387\u4e3a 1 Gbps \u7684\u8fde\u63a5\u4f20\u8f93 1 TB \u6570\u636e\u5927\u7ea6\u9700\u8981 2.2 \u5c0f\u65f6\u3002\u5b9e\u9645\u4f20\u8f93\u901a\u5e38\u9700\u8981\u66f4\u957f\u65f6\u95f4\u3002.<\/p>\n<p>\u8bf7\u786e\u8ba4\u539f\u59cb\u670d\u52a1\u63d0\u4f9b\u5546\u662f\u5426\u5bf9\u51fa\u7ad9\u6d41\u91cf\u6536\u8d39\u3001\u76ee\u6807\u7aef\u662f\u5426\u5bf9\u5165\u7ad9\u8f6c\u53d1\u6536\u8d39\uff0c\u4ee5\u53ca\u8de8\u533a\u57df\u4f20\u8f93\u662f\u5426\u4f1a\u4ea7\u751f\u989d\u5916\u8d39\u7528\u3002.<\/p>\n<p>\u6211\u4eec\u7684 <a href=\"https:\/\/www.gxcom.net\/zh\/gpu-%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%bd%91%e7%bb%9c%e5%b8%a6%e5%ae%bd\/\">GPU\u670d\u52a1\u5668\u7f51\u7edc\u5e26\u5bbd\u6307\u5357<\/a> \u8be6\u7ec6\u89e3\u91ca\u4e86\u8fd9\u4e9b\u56e0\u7d20\u3002.<\/p>\n<h2>7. \u5728\u6b63\u5f0f\u5207\u6362\u524d\u5bf9\u76ee\u6807\u73af\u5883\u8fdb\u884c\u6d4b\u8bd5<\/h2>\n<p>\u5728\u65b0\u670d\u52a1\u5668\u4e0a\u542f\u52a8\u5e94\u7528\u7a0b\u5e8f\uff0c\u4f46\u4e0d\u8981\u5c06\u751f\u4ea7\u6d41\u91cf\u5bfc\u5411\u8be5\u670d\u52a1\u5668\u3002\u9a8c\u8bc1 GPU \u53ef\u89c1\u6027\u3001\u6a21\u578b\u52a0\u8f7d\u3001\u5bb9\u5668\u542f\u52a8\u3001\u5b58\u50a8\u6302\u8f7d\u4ee5\u53ca\u6240\u9700\u7684\u7f51\u7edc\u7aef\u53e3\u3002.<\/p>\n<p>\u4f7f\u7528\u4e0e\u539f\u59cb\u73af\u5883\u76f8\u540c\u7684\u8f93\u5165\u6570\u636e\uff0c\u8fd0\u884c\u5177\u6709\u4ee3\u8868\u6027\u7684\u63a8\u65ad\u6216\u8bad\u7ec3\u6d4b\u8bd5\u3002\u6bd4\u8f83\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u3001\u5185\u5b58\u6d88\u8017\u548c\u9519\u8bef\u7387\u3002.<\/p>\n<p>\u8bf7\u7279\u522b\u6ce8\u610f\u6846\u67b6\u8b66\u544a\u3001\u4e0d\u53d7\u652f\u6301\u7684\u5185\u6838\u3001\u91cf\u5316\u884c\u4e3a\u4ee5\u53ca\u6a21\u578b\u8f93\u51fa\u5dee\u5f02\u3002.<\/p>\n<p>\u5bf9\u4e8e\u9762\u5411\u5ba2\u6237\u7684\u63a8\u7406 API\uff0c\u5728\u7ee7\u7eed\u64cd\u4f5c\u4e4b\u524d\uff0c\u8bf7\u5148\u9a8c\u8bc1\u8eab\u4efd\u9a8c\u8bc1\u3001\u72b6\u6001\u68c0\u67e5\u3001\u76d1\u63a7\u4ee5\u53ca\u5e94\u7528\u7a0b\u5e8f\u4f9d\u8d56\u9879\u3002.<\/p>\n<h2>8. \u901a\u8fc7\u53d7\u63a7\u5207\u6362\u5c06\u505c\u673a\u65f6\u95f4\u964d\u81f3\u6700\u4f4e<\/h2>\n<p>\u5f53\u4e24\u4e2a\u73af\u5883\u90fd\u652f\u6301\u8be5\u5e94\u7528\u7a0b\u5e8f\u65f6\uff0c\u5e76\u884c\u90e8\u7f72\u53ef\u4ee5\u51cf\u5c11\u670d\u52a1\u4e2d\u65ad\u3002\u5728\u6d4b\u8bd5\u66ff\u4ee3\u65b9\u6848\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u539f\u6709\u670d\u52a1\u6b63\u5e38\u8fd0\u884c\u3002.<\/p>\n<p>\u5bf9\u4e8e\u9762\u5411 Web \u7684 API\uff0c\u8bf7\u8003\u8651\u4f7f\u7528\u8d1f\u8f7d\u5747\u8861\u5668\u8def\u7531\u3001\u52a0\u6743\u6d41\u91cf\u5206\u914d\u6216\u53d7\u63a7\u7684\u7aef\u70b9\u53d8\u66f4\u3002\u4ec5\u9760 DNS \u53d8\u66f4\u5e76\u4e0d\u80fd\u4fdd\u8bc1\u6d41\u91cf\u7acb\u5373\u8fc1\u79fb\uff0c\u56e0\u4e3a\u5ba2\u6237\u7aef\u53ef\u80fd\u4f1a\u7f13\u5b58\u8bb0\u5f55\u3002.<\/p>\n<p>\u5728\u5fc5\u8981\u65f6\u6682\u505c\u72b6\u6001\u53d8\u66f4\u64cd\u4f5c\uff0c\u5b8c\u6210\u6700\u7ec8\u7684\u6570\u636e\u540c\u6b65\uff0c\u5e76\u5728\u5207\u6362\u540e\u5bc6\u5207\u76d1\u63a7\u65b0\u670d\u52a1\u3002.<\/p>\n<p>\u6839\u636e\u9519\u8bef\u3001\u5ef6\u8fdf\u6216\u529f\u80fd\u4e0d\u53ef\u7528\u7b49\u60c5\u51b5\uff0c\u5236\u5b9a\u5e76\u8bb0\u5f55\u56de\u6eda\u9608\u503c\u3002.<\/p>\n<h2>9. \u8fc1\u79fb\u524d\u5bf9\u6bd4\u5404\u5bb6 GPU \u6258\u7ba1\u670d\u52a1\u5546<\/h2>\n<p>\u66f4\u6362\u670d\u52a1\u63d0\u4f9b\u5546\u4e3a\u4f18\u5316\u786c\u4ef6\u9002\u914d\u6027\u3001\u63d0\u5347\u90e8\u7f72\u7075\u6d3b\u6027\u4ee5\u53ca\u964d\u4f4e\u8fd0\u8425\u6210\u672c\u63d0\u4f9b\u4e86\u5951\u673a\u3002\u7136\u800c\uff0c\u5ba3\u4f20\u4e2d\u7684GPU\u89c4\u683c\u5e76\u4e0d\u80fd\u4fdd\u8bc1\u8f6f\u4ef6\u517c\u5bb9\u6027\u6216\u8fc1\u79fb\u652f\u6301\u3002.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u670d\u52a1\u63d0\u4f9b\u5546<\/th>\n<th>\u6f5c\u5728\u8fc1\u79fb\u5339\u914d\u5ea6<\/th>\n<th>\u5148\u9a8c\u8bc1<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><a href=\"https:\/\/www.gxcom.net\/zh\/go\/runpod\" title=\"RunPod\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"35\" rel=\"nofollow sponsored noopener\" target=\"_blank\">RunPod<\/a><\/td>\n<td>\u5bb9\u5668\u5316\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u8d1f\u8f7d<\/td>\n<td>GPU\u9009\u9879\u3001\u5b58\u50a8\u3001\u8fd0\u884c\u65f6\u9650\u5236<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/www.gxcom.net\/zh\/go\/vast\" title=\"\u5e7f\u9614\u7684\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"36\" rel=\"nofollow sponsored noopener\" target=\"_blank\">Vast.ai<\/a><\/td>\n<td>Marketplace \u7684 GPU \u914d\u7f6e<\/td>\n<td>\u4e3b\u673a\u53ef\u9760\u6027\u3001\u6301\u4e45\u6027\u3001\u7f51\u7edc<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/www.gxcom.net\/zh\/go\/gpumart\" title=\"GPU-Mart\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"48\" rel=\"nofollow sponsored noopener\" target=\"_blank\">GPU Mart<\/a><\/td>\n<td>\u6301\u4e45\u5316 GPU \u670d\u52a1\u5668\u73af\u5883<\/td>\n<td>\u9a71\u52a8\u7a0b\u5e8f\u7ba1\u7406\u3001\u5b58\u50a8\u3001\u8fc1\u79fb\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/www.gxcom.net\/zh\/go\/cherryservers\" title=\"Cherry \u670d\u52a1\u5668\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"39\" rel=\"nofollow sponsored noopener\" target=\"_blank\">Cherry \u670d\u52a1\u5668<\/a><\/td>\n<td>\u4e13\u7528\u57fa\u7840\u8bbe\u65bd\u8bc4\u4f30<\/td>\n<td>GPU \u7684\u53ef\u7528\u6027\u3001\u914d\u7f6e\u548c\u7ba1\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><a href=\"https:\/\/www.gxcom.net\/zh\/go\/runpod\" title=\"RunPod\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"35\" rel=\"nofollow sponsored noopener\" target=\"_blank\">RunPod<\/a> \u9002\u7528\u4e8e\u57fa\u4e8e\u5bb9\u5668\u7684 GPU \u90e8\u7f72\u3002\u6bd4\u8f83\u5176\u53ef\u7528\u7684\u73af\u5883\u548c\u6301\u4e45\u5316\u5b58\u50a8\u65b9\u6848\u3002\u8bf7\u9605\u8bfb\u6211\u4eec\u7684 <a href=\"https:\/\/www.gxcom.net\/zh\/runpod-gpu-%e4%ba%91%e6%9c%8d%e5%8a%a1%e8%af%84%e6%b5%8b\/\">RunPod GPU \u4e91\u670d\u52a1\u8bc4\u6d4b<\/a> \u4ee5\u4e86\u89e3\u66f4\u591a\u80cc\u666f\u4fe1\u606f\u3002.<\/p>\n<p><a href=\"https:\/\/www.gxcom.net\/zh\/go\/vast\" title=\"\u5e7f\u9614\u7684\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"36\" rel=\"nofollow sponsored noopener\" target=\"_blank\">Vast.ai<\/a> \u63d0\u4f9b\u57fa\u4e8e\u5e02\u573a\u5e73\u53f0\u7684 GPU \u79df\u8d41\u670d\u52a1\uff0c\u5176\u4e2d\u5404\u4e3b\u673a\u7279\u6027\u53ef\u80fd\u6709\u6240\u4e0d\u540c\u3002\u5728\u8fc1\u79fb\u5173\u952e\u5de5\u4f5c\u8d1f\u8f7d\u4e4b\u524d\uff0c\u8bf7\u5148\u9a8c\u8bc1\u5176\u53ef\u9760\u6027\u548c\u5b58\u50a8\u884c\u4e3a\u3002.<\/p>\n<p><a href=\"https:\/\/www.gxcom.net\/zh\/go\/gpumart\" title=\"GPU-Mart\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"48\" rel=\"nofollow sponsored noopener\" target=\"_blank\">GPU Mart<\/a> \u5bf9\u4e8e\u4f7f\u7528\u5bff\u547d\u8f83\u957f\u7684 GPU \u57fa\u7840\u8bbe\u65bd\uff0c\u503c\u5f97\u8fdb\u884c\u8bc4\u4f30\u3002\u8bf7\u786e\u8ba4\u53ef\u7528\u7684\u914d\u7f6e\u548c\u7ba1\u7406\u6743\u9650\u3002.<\/p>\n<p><a href=\"https:\/\/www.gxcom.net\/zh\/go\/cherryservers\" title=\"Cherry \u670d\u52a1\u5668\" class=\"pretty-link pretty-link-keyword prli-keyword\" data-prli-link-id=\"39\" rel=\"nofollow sponsored noopener\" target=\"_blank\">Cherry \u670d\u52a1\u5668<\/a> \u53ef\u80fd\u7b26\u5408\u4e13\u7528\u57fa\u7840\u8bbe\u65bd\u7684\u8981\u6c42\uff0c\u4f46\u9700\u9a8c\u8bc1\u662f\u5426\u6709\u5408\u9002\u7684\u914d\u5907GPU\u7684\u4ea7\u54c1\u3002.<\/p>\n<h2>10. \u91cd\u53e0\u548c\u6062\u590d\u7684\u9884\u7b97<\/h2>\n<p>\u8fc1\u79fb\u8d39\u7528\u4e0d\u4ec5\u9650\u4e8e\u66ff\u6362\u670d\u52a1\u5668\u7684\u6807\u4ef7\u3002\u8fd8\u9700\u4e3a\u4e34\u65f6\u91cd\u53e0\u5b9e\u4f8b\u3001\u6570\u636e\u5916\u4f20\u3001\u6301\u4e45\u5316\u5b58\u50a8\u3001\u5907\u4efd\u4ee5\u53ca\u5de5\u7a0b\u4eba\u5458\u5de5\u65f6\u9884\u7559\u9884\u7b97\u3002.<\/p>\n<p>\u5047\u8bbe\u65e7\u73af\u5883\u7684\u8d39\u7528\u4e3a\u6bcf\u5c0f\u65f6 $0.70\uff0c\u800c\u65b0\u73af\u5883\u7684\u8d39\u7528\u4e3a\u6bcf\u5c0f\u65f6 $0.90\u3002\u5047\u8bbe\u4e24\u8005\u6709 12 \u5c0f\u65f6\u7684\u91cd\u53e0\u671f\uff0c\u5219\u8ba1\u7b97\u8d39\u7528\u5408\u8ba1\u4e3a $19.20\uff0c\u5176\u4ed6\u8d39\u7528\u4e0d\u8ba1\u5728\u5185\u3002.<\/p>\n<p>\u5728\u66ff\u6362\u65b9\u6848\u901a\u8fc7\u9a8c\u6536\u6d4b\u8bd5\u4e4b\u524d\uff0c\u5e94\u4fdd\u6301\u539f\u6709\u73af\u5883\u53ef\u7528\uff0c\u4f46\u9700\u8bbe\u5b9a\u660e\u786e\u7684\u505c\u7528\u622a\u6b62\u65e5\u671f\uff0c\u4ee5\u907f\u514d\u4ea7\u751f\u4e0d\u5fc5\u8981\u7684\u91cd\u590d\u8d39\u7528\u3002.<\/p>\n<h2>\u5207\u6362\u524d GPU \u670d\u52a1\u5668\u8fc1\u79fb\u68c0\u67e5\u6e05\u5355<\/h2>\n<ul>\n<li>\u7f16\u5199\u5173\u4e8e GPU \u9a71\u52a8\u7a0b\u5e8f\u3001CUDA\u3001\u6846\u67b6\u548c\u5bb9\u5668\u7684\u6587\u6863\u3002.<\/li>\n<li>\u9a8c\u8bc1\u6a21\u578b\u6587\u4ef6\u3001\u6570\u636e\u96c6\u548c\u68c0\u67e5\u70b9\u7684\u5b8c\u6574\u6027\u3002.<\/li>\n<li>\u786e\u8ba4\u7f51\u7edc\u5bb9\u91cf\u548c\u4f20\u8f93\u8d39\u7528\u3002.<\/li>\n<li>\u6d4b\u8bd5 GPU \u6267\u884c\u548c\u5e94\u7528\u7a0b\u5e8f\u6027\u80fd\u3002.<\/li>\n<li>\u51c6\u5907\u76d1\u63a7\u3001\u6d41\u91cf\u8def\u7531\u548c\u56de\u6eda\u3002.<\/li>\n<li>\u6279\u51c6\u6700\u7ec8\u7684\u540c\u6b65\u548c\u5173\u673a\u7a0b\u5e8f\u3002.<\/li>\n<\/ul>\n<div class=\"gxcom-gpu-cta\">\n<h3>\u4e3a\u60a8\u7684\u4e0b\u4e00\u6b21\u90e8\u7f72\u6bd4\u8f83 GPU \u6258\u7ba1\u670d\u52a1<\/h3>\n<p>\u5728\u9009\u62e9\u670d\u52a1\u63d0\u4f9b\u5546\u4e4b\u524d\uff0c\u8bf7\u8bc4\u4f30 GPU \u517c\u5bb9\u6027\u3001\u5bb9\u5668\u53ef\u79fb\u690d\u6027\u3001\u6301\u4e45\u5316\u5b58\u50a8\u3001\u7f51\u7edc\u4f20\u8f93\u7b56\u7565\u4ee5\u53ca\u603b\u8fc1\u79fb\u6210\u672c\u3002.<\/p>\n<p><a href=\"https:\/\/www.gxcom.net\/zh\/go\/runpod\/\" target=\"_blank\" rel=\"sponsored nofollow noopener\">\u63a2\u7d22 RunPod<\/a> | <a href=\"https:\/\/www.gxcom.net\/zh\/go\/vast\/\" target=\"_blank\" rel=\"sponsored nofollow noopener\">\u63a2\u7d22 Vast.ai<\/a> | <a href=\"https:\/\/www.gxcom.net\/zh\/go\/gpumart\/\" target=\"_blank\" rel=\"sponsored nofollow noopener\">\u63a2\u7d22 GPU Mart<\/a><\/p>\n<\/div>\n<h2>\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/h2>\n<h3>GPU \u5de5\u4f5c\u8d1f\u8f7d\u80fd\u5426\u5728\u4e0d\u9020\u6210\u505c\u673a\u7684\u60c5\u51b5\u4e0b\u8fc1\u79fb\uff1f<\/h3>\n<p>\u67d0\u4e9b\u65e0\u72b6\u6001\u63a8\u7406\u670d\u52a1\u53ef\u4ee5\u91c7\u7528\u5e76\u884c\u90e8\u7f72\u548c\u53d7\u63a7\u6d41\u91cf\u5207\u6362\u3002\u6709\u72b6\u6001\u7684\u8bad\u7ec3\u5de5\u4f5c\u8d1f\u8f7d\u53ef\u80fd\u9700\u8981\u68c0\u67e5\u70b9\u6216\u4e34\u65f6\u4e2d\u65ad\u3002.<\/p>\n<h3>Docker \u5bb9\u5668\u80fd\u5426\u89e3\u51b3 CUDA \u517c\u5bb9\u6027\u95ee\u9898\uff1f<\/h3>\n<p>\u4e0d\u3002\u5bb9\u5668\u867d\u7136\u6253\u5305\u4e86\u5e94\u7528\u7a0b\u5e8f\u7684\u4f9d\u8d56\u9879\uff0c\u4f46\u4ecd\u7136\u9700\u8981\u517c\u5bb9\u7684\u4e3b\u673a GPU \u9a71\u52a8\u7a0b\u5e8f\u548c\u8bbe\u5907\u8bbf\u95ee\u6743\u9650\u3002.<\/p>\n<h3>\u5728\u66f4\u6539 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