{"id":27349,"date":"2023-01-17T23:42:18","date_gmt":"2022-11-23T15:01:19","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e3%80%90%e7%bb%99%e5%88%9d%e5%ad%a6%e8%80%85%e3%80%91%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8docker-vscode-git%e5%9c%a8windows11%e4%b8%8a%e6%9e%84%e5%bb%bapytorch%e7%9a%84gpu%e7%8e%af%e5%a2%83-4\/"},"modified":"2025-08-12T02:12:23","modified_gmt":"2025-08-11T18:12:23","slug":"%e3%80%90%e7%bb%99%e5%88%9d%e5%ad%a6%e8%80%85%e3%80%91%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8docker-vscode-git%e5%9c%a8windows11%e4%b8%8a%e6%9e%84%e5%bb%bapytorch%e7%9a%84gpu%e7%8e%af%e5%a2%83-4","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e3%80%90%e7%bb%99%e5%88%9d%e5%ad%a6%e8%80%85%e3%80%91%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8docker-vscode-git%e5%9c%a8windows11%e4%b8%8a%e6%9e%84%e5%bb%bapytorch%e7%9a%84gpu%e7%8e%af%e5%a2%83-4\/","title":{"rendered":"\u3010\u7ed9\u521d\u5b66\u8005\u3011\u5c1d\u8bd5\u4f7f\u7528Docker + VSCode + Git\u5728Windows11\u4e0a\u6784\u5efaPytorch\u7684GPU\u73af\u5883"},"content":{"rendered":"<h1>\u9996\u5148\u8fd9\u7bc7\u6587\u7ae0\u662f\u4e3aDocker\u521d\u5b66\u8005\u800c\u5199\u7684\uff0c\u4ed6\u4eec\u5e0c\u671b\u4f7f\u7528GPU\u8fdb\u884cPytorch\u8bad\u7ec3\u3002\u5982\u679c\u60a8\u719f\u6089Docker\u865a\u62df\u73af\u5883\uff0c\u6216\u8005\u60a8\u60f3\u5728\u672c\u5730\u73af\u5883\u8fdb\u884c\u8bad\u7ec3\uff0c\u6216\u8005\u60a8\u4f7f\u7528\u7684\u662fMac\uff0c\u6211\u4eec\u5efa\u8bae\u60a8\u53c2\u8003\u5176\u4ed6\u6587\u7ae0\u3002<\/p>\n<p>\u4f5c\u8005\u5728\u6784\u5efa\u4e4b\u524d\u7684\u6267\u884c\u73af\u5883\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<blockquote><p>\u64cd\u4f5c\u7cfb\u7edf\uff1aWindows11<br \/>\n\u7f16\u8f91\u5668\uff1aVSCode<br \/>\nWindows\u7248Docker\u684c\u9762\u7248<br \/>\nGeForce RTX 3060 Ti<\/p><\/blockquote>\n<h1>Docker\u662f\u4ec0\u4e48<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/5-0.png\" alt=\"image.png\" \/>Docker\u662f\u4e00\u79cd\u5bb9\u5668\u5316\u865a\u62df\u5e73\u53f0\uff0c\u5b83\u53ef\u4ee5\u5c06\u5e94\u7528\u7a0b\u5e8f\u53ca\u5176\u4f9d\u8d56\u5173\u7cfb\u5c01\u88c5\u4e3a\u72ec\u7acb\u7684\u5bb9\u5668\uff0c\u5e76\u4e14\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u73af\u5883\u4e2d\u8fd0\u884c\u3002Docker\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n<p>Docker\u5bb9\u5668\u5c06\u5e94\u7528\u7a0b\u5e8f\u53ca\u5176\u4f9d\u8d56\u5173\u7cfb\u6253\u5305\u4e3a\u4e00\u4e2a\u5355\u4e00\u7684\u8f6f\u4ef6\u5305\uff0c\u56e0\u6b64\u53ef\u4ee5\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u4fdd\u6301\u4e00\u81f4\u7684\u8fd0\u884c\u3002\u4ece\u5f00\u53d1\u73af\u5883\u5230\u6d4b\u8bd5\u73af\u5883\u518d\u5230\u751f\u4ea7\u73af\u5883\uff0c\u5e94\u7528\u7a0b\u5e8f\u7684\u53ef\u79fb\u690d\u6027\u5f97\u5230\u63d0\u9ad8\uff0c\u90e8\u7f72\u4e5f\u53d8\u5f97\u66f4\u52a0\u7b80\u5316\u3002<\/p>\n<p>\u6b64\u5916\uff0cDocker \u63d0\u4f9b\u4e86\u8f7b\u91cf\u7ea7\u7684\u5bb9\u5668\u865a\u62df\u5316\uff0c\u5e76\u5728\u4e3b\u673a\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u5171\u4eab\u5bb9\u5668\uff0c\u4ee5\u5b9e\u73b0\u7cfb\u7edf\u8d44\u6e90\u7684\u6700\u4f73\u5229\u7528\u3002\u5bb9\u5668\u53ef\u4ee5\u5feb\u901f\u542f\u52a8\uff0c\u5e76\u80fd\u6709\u6548\u5730\u5206\u914d\u5185\u5b58\u548cCPU\u3002<\/p>\n<h1>1. \u51c6\u5907WSL2\u3002\u516c\u5f0f\u5b89\u88c5\u6b65\u9aa4\u8bf7\u53c2\u7167\u8fd9\u91cc\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728Windows 11\u4e2d\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e2a\u547d\u4ee4\u6765\u5b89\u88c5\u8fd0\u884cWSL\u6240\u9700\u7684\u6240\u6709\u7ec4\u4ef6\u3002\u901a\u8fc7\u53f3\u952e\u70b9\u51fb\u5e76\u9009\u62e9&#8221;\u4ee5\u7ba1\u7406\u5458\u8eab\u4efd\u8fd0\u884c&#8221;\uff0c\u53ef\u4ee5\u5728\u7ba1\u7406\u5458\u6a21\u5f0f\u4e0b\u6253\u5f00PowerShell\u6216Windows\u547d\u4ee4\u63d0\u793a\u7b26\uff0c\u8f93\u5165wsl &#8211;install\u547d\u4ee4\uff0c\u7136\u540e\u91cd\u65b0\u542f\u52a8\u8ba1\u7b97\u673a\u5373\u53ef\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">wsl<\/span> <span class=\"nt\">--install<\/span>\r\n<\/code><\/pre>\n<p>\u6267\u884c\u8be5\u64cd\u4f5c\u65f6\uff0c\u540c\u65f6\u4e5f\u4f1a\u5b89\u88c5\u6700\u65b0\u7248\u672c\u7684Ubuntu\uff08\u975e\u5e38\u65b9\u4fbf\uff09\u3002<\/p>\n<div>\u5728\u5b89\u88c5\u4e86Ubuntu\u4e4b\u540e\uff0c\u5373\u4f7f\u8bd5\u56fe\u542f\u52a8\u5b83\uff0c\u4e5f\u4f1a\u51fa\u73b0\u9519\u8bef\u3002\u9700\u8981\u66f4\u6539Windows\u7684\u8bbe\u7f6e\u4ee5\u9002\u5e94\u8fd9\u4e2a\u3002<\/p>\n<blockquote><p>\u70b9\u51fb\u300c\u8bbe\u7f6e\u300d<br \/>\n\u70b9\u51fb\u300c\u5e94\u7528\u300d\u7684\u300c\u9009\u9879\u529f\u80fd\u300d<br \/>\n\u70b9\u51fb\u300c\u5176\u4ed6 Windows \u529f\u80fd\u300d<br \/>\n\u52fe\u9009\u300c\u9002\u7528\u4e8e Linux \u7684 Windows \u5b50\u7cfb\u7edf\u300d<\/p><\/blockquote>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/18-0.png\" alt=\"image.png\" \/>\u8fd9\u6837\u9884\u5148\u51c6\u5907\u5de5\u4f5c\u5c31\u5b8c\u6210\u4e86\u3002<\/p>\n<p>\u518d\u6b21\u4ecePowerShell\u542f\u52a8Ubuntu\u65f6\uff0c\u7cfb\u7edf\u5c06\u8981\u6c42\u8f93\u5165\u7528\u6237\u540d\u548c\u5bc6\u7801\u3002\u8bf7\u8f93\u5165\u540e\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">wsl<\/span> <span class=\"nt\">-l<\/span> <span class=\"nt\">-v<\/span>\r\n<\/code><\/pre>\n<p>\u53ea\u8981\u80fd\u770b\u5230Ubuntu\uff0c\u5b89\u88c5\u5c31\u5b8c\u6210\u4e86\uff08\u53ea\u8981Ubuntu\u663e\u793a\u51fa\u6765\u5c31\u6ca1\u6709\u95ee\u9898\uff09\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/23-0.png\" alt=\"image.png\" \/>\u4f7f\u7528WSL\u7684\u8bbe\u7f6e\u5df2\u7ecf\u5b8c\u6210\u3002<\/p>\n<h1>2. \u5b89\u88c5VSCode\u60a8\u53ef\u4ee5\u4ece\u8fd9\u91cc\u5b89\u88c5VSCode\u3002\u8bf7\u5b89\u88c5Windows\u7248\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u5b89\u88c5\u8fc7\u7a0b\u4e2d\uff0c\u4f1a\u6709\u4e00\u4e2a\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\u7684\u590d\u9009\u6846\uff0c\u8bf7\u4e0d\u8981\u5fd8\u8bb0\u52fe\u9009\u6b64\u9879\u3002\u5176\u4ed6\u9879\u76ee\u53ef\u4ee5\u70b9\u51fb&#8221;\u4e0b\u4e00\u6b65&#8221;\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/29-0.png\" alt=\"image.png\" \/>VSCode\u7684\u5b89\u88c5\u5df2\u7ecf\u5b8c\u6210\u3002<\/p>\n<h1>3. \u5b89\u88c5Git\u60a8\u53ef\u4ee5\u4ece\u8fd9\u91cc\u5b89\u88c5Git\u3002\u8fd8\u8bf7\u60a8\u4e5f\u5b89\u88c5Windows\u7248\u3002<\/p>\n<p>&nbsp;<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/34-0.png\" alt=\"image.png\" \/>\u901a\u8fc7\u8fd9\u6837\u505a\uff0c\u60a8\u53ef\u4ee5\u76f4\u63a5\u4ece\u5f00\u53d1\u73af\u5883\u8fdb\u884c\u7248\u672c\u7ba1\u7406\uff0c\u800c\u65e0\u9700\u6253\u5f00VSCode\u518d\u542f\u52a8Git Bash\u3002<\/p>\n<p>\u8fd9\u6837\u4f60\u5c31\u5b8c\u6210\u4e86Git\u7684\u5b89\u88c5\u3002<\/p>\n<h1>4. \u5b89\u88c5Docker Desktop\u60a8\u53ef\u4ee5\u4ece\u8fd9\u91cc\u5b89\u88c5Docker Desktop\u3002\u8bf7\u540c\u6837\u5b89\u88c5Windows\u7248\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u5b89\u88c5Docker\u684c\u9762\u7248\u65f6\uff0c\u4e0d\u9700\u8981\u7279\u522b\u6ce8\u610f\u4efb\u4f55\u4e8b\u9879\u3002<\/p>\n<p>\u6027\u540e\uff0c\u5b89\u88c5\u5b8c\u6210\u540e\u6709\u4e00\u70b9\u9700\u8981\u6ce8\u610f\u3002<\/p>\n<blockquote><p>1. \u6253\u5f00Docker Desktop\uff0c\u70b9\u51fb\u53f3\u4e0a\u89d2\u7684\u8bbe\u7f6e\uff08\u9f7f\u8f6e\u56fe\u6807\uff09\u3002<br \/>\n2. \u70b9\u51fb&#8221;\u8d44\u6e90&#8221;\u4e0b\u7684&#8221;WSL\u96c6\u6210&#8221;\u3002<br \/>\n3. \u542f\u7528&#8221;Ubuntu&#8221;\u9009\u9879\u3002<\/p><\/blockquote>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/43-0.png\" alt=\"image.png\" \/><\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/44-0.png\" alt=\"image.png\" \/>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u60a8\u53ef\u4ee5\u5728Ubuntu\u4e0a\u64cd\u4f5cDocker\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e00\u6b65\uff0cDocker Desktop\u5df2\u7ecf\u5b89\u88c5\u5b8c\u6210\u3002<\/p>\n<h1>5. \u5b89\u88c5NVIDIA\u9a71\u52a8\u7a0b\u5e8f\u548cCUDA\u5de5\u5177\u5305\u8981\u5728GPU\u73af\u5883\u4e2d\u8fd0\u884cPytorch\uff0c\u4e3b\u8981\u9700\u8981\u505a\u4e24\u9879\u51c6\u5907\u3002<\/p>\n<blockquote><p>\u2460\u82f1\u4f1f\u8fbe\u9a71\u52a8\u7a0b\u5e8f<br \/>\n\u2461CUDA\u5de5\u5177\u5305<\/p><\/blockquote>\n<h2>\u82f1\u4f1f\u8fbe\u9a71\u52a8\u7a0b\u5e8f\u8ba9\u6211\u4eec\u4ece\u5b89\u88c5NVIDIA\u9a71\u52a8\u7a0b\u5e8f\u5f00\u59cb\u3002<\/p>\n<p>\u60a8\u53ef\u4ee5\u4ece\u8fd9\u91cc\u5b89\u88c5\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u7531\u4e8e\u4f5c\u8005\u5728Windows11\u4e0a\u4f7f\u7528GeForce RTX 3060Ti\u7684GPU\uff0c\u56e0\u6b64\u4ee5\u4e0b\u662f\u8be5\u8bbe\u7f6e\u3002\u8bf7\u6839\u636e\u60a8\u81ea\u5df1\u7684\u73af\u5883\u8fdb\u884c\u76f8\u5e94\u8f93\u5165\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/55-0.png\" alt=\"image.png\" \/>\u4e0b\u8f7d\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u76f4\u63a5\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<p>\u5b89\u88c5NVIDIA\u9a71\u52a8\u7a0b\u5e8f\u5df2\u7ecf\u5b8c\u6210\u3002<\/p>\n<h2>CUDA\u5de5\u5177\u5305\u8ba9\u6211\u4eec\u4ece\u5b89\u88c5CUDA\u5de5\u5177\u5305\u5f00\u59cb\u3002<\/p>\n<p>\u53ef\u4ee5\u4ece \u8fd9\u4efd\u6307\u5357 \u4e2d\u67e5\u770b\u5b89\u88c5\u6b65\u9aa4\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u770b\u5176\u4ed6\u4eba\u7684\u6587\u7ae0\uff0c\u4f3c\u4e4e\u53ef\u4ee5\u4eceWindows\u7684\u7ec8\u7aef\u6267\u884c\uff0c\u4f46\u4f5c\u8005\u9009\u62e9\u4eceUbuntu\u4e0a\u6267\u884c\u3002<\/p>\n<p>\u9996\u5148\uff0c\u4eceUbuntu\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u3002<\/p>\n<pre class=\"post-pre\"><code>sudo apt-key del 7fa2af80\r\n<\/code><\/pre>\n<p>\u770b\u8d77\u6765\u8fd9\u662f\u5728\u5220\u9664\u65e7\u7684GPG\u5bc6\u94a5\u3002\u5982\u679c\u4e0d\u8fdb\u884c\u6b64\u64cd\u4f5c\uff0c\u5219\u5728\u5b89\u88c5\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u51fa\u73b0\u9519\u8bef\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u5c06\u5728Ubuntu\u4e0a\u5b89\u88c5CUDA Toolkit\u3002<\/p>\n<p>\u6839\u636e\u6307\u5357\uff0c\u6709\u4e24\u79cd\u5b89\u88c5\u65b9\u6cd5\u53ef\u9009\uff0c\u4f46\u4f5c\u8005\u9009\u62e9\u4e86Option1\u3002<\/p>\n<div>\u8bf7\u6ce8\u610f\uff0c\u5728Option2\u7684\u60c5\u51b5\u4e0b\uff0c\u5c06\u4f1a\u8986\u76d6\u5df2\u5b89\u88c5\u7684Windows\u9a71\u52a8\u7a0b\u5e8f\u3002<\/p>\n<blockquote><p>\u9009\u98791\uff1a<br \/>\n\u4f7f\u7528WSL-Ubuntu\u5305\u8fdb\u884cLinux x86 CUDA\u5de5\u5177\u5305\u5b89\u88c5 &#8211; \u63a8\u8350<br \/>\nCUDA WSL-Ubuntu\u672c\u5730\u5b89\u88c5\u7a0b\u5e8f\u4e0d\u5305\u542bNVIDIA Linux GPU\u9a71\u52a8\u7a0b\u5e8f\uff0c\u6240\u4ee5\u6309\u7167WSL-Ubuntu\u4e0aCUDA\u4e0b\u8f7d\u9875\u9762\u7684\u6b65\u9aa4\uff0c\u60a8\u5c06\u80fd\u591f\u53ea\u5b89\u88c5WSL\u4e0a\u7684CUDA\u5de5\u5177\u5305\u3002<\/p><\/blockquote>\n<blockquote><p>\u9009\u98792\uff1a<br \/>\n\u4f7f\u7528\u5143\u5305\u5b89\u88c5Linux x86 CUDA\u5de5\u5177\u5305<br \/>\n\u5982\u679c\u60a8\u4f7f\u7528WSL-Ubuntu\u8f6f\u4ef6\u5305\u5b89\u88c5\u4e86\u5de5\u5177\u5305\uff0c\u8bf7\u8df3\u8fc7\u672c\u90e8\u5206\u3002\u5143\u5305\u4e0d\u5305\u542b\u9a71\u52a8\u7a0b\u5e8f\uff0c\u6240\u4ee5\u6309\u7167Ubuntu\u4e0b\u8f7d\u9875\u9762\u4e0a\u7684\u6b65\u9aa4\uff0c\u60a8\u5c06\u80fd\u591f\u4ec5\u5728WSL\u4e0a\u5b89\u88c5CUDA\u5de5\u5177\u5305\u3002<br \/>\nCUDA\u5de5\u5177\u5305\u7684\u5b89\u88c5\u8bf4\u660e\u53ef\u4ee5\u5728\u6bcf\u4e2a\u5b89\u88c5\u7a0b\u5e8f\u7684CUDA\u5de5\u5177\u5305\u4e0b\u8f7d\u9875\u9762\u627e\u5230\u3002\u4f46\u662f\uff0c\u5728WSL 2\u4e0b\u4e0d\u8981\u9009\u62e9\u201ccuda\u201d\u3001\u201ccuda-12-x\u201d\u6216\u201ccuda-drivers\u201d\u5143\u5305\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u5305\u5c06\u5c1d\u8bd5\u5728WSL 2\u4e0b\u5b89\u88c5Linux NVIDIA\u9a71\u52a8\u7a0b\u5e8f\u3002\u8bf7\u4ec5\u5b89\u88c5cuda-toolkit-12-x\u5143\u5305\u3002<br \/>\n\u60a8\u8fd8\u53ef\u4ee5\u901a\u8fc7\u9009\u62e9\u9002\u5f53\u7684\u5143\u5305\u5b89\u88c5\u5de5\u5177\u5305\u7684\u5176\u4ed6\u7ec4\u4ef6\u3002<\/p><\/blockquote>\n<p>\u5728Ubuntu\u4e0a\u5b89\u88c5CUDA Toolkit\u9700\u8981\u8f93\u5165\u547d\u4ee4\u3002\u8bf7\u8bbf\u95ee\u4ee5\u4e0b\u7f51\u7ad9\u5e76\u8f93\u5165\u8fd0\u884c\u73af\u5883\uff08\u4f7f\u7528\u672c\u6587\u65b9\u6cd5\uff0c\u4e0e\u56fe\u7247\u76f8\u540c\u7684\u73af\u5883\u6ca1\u6709\u95ee\u9898\uff09\uff0c\u7136\u540e\u5c06\u663e\u793a\u7684\u547d\u4ee4\u8f93\u5165\u5230Ubuntu\u4e2d\u3002<\/p>\n<p>&nbsp;<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/73-0.png\" alt=\"image.png\" \/><\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/74-0.png\" alt=\"image.png\" \/><\/p>\n<pre class=\"post-pre\"><code>wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/repos\/wsl-ubuntu\/x86_64\/cuda-wsl-ubuntu.pin\r\nsudo mv cuda-wsl-ubuntu.pin \/etc\/apt\/preferences.d\/cuda-repository-pin-600\r\nwget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.0.0\/local_installers\/cuda-repo-wsl-ubuntu-12-0-local_12.0.0-1_amd64.deb\r\nsudo dpkg -i cuda-repo-wsl-ubuntu-12-0-local_12.0.0-1_amd64.deb\r\nsudo cp \/var\/cuda-repo-wsl-ubuntu-12-0-local\/cuda-*-keyring.gpg \/usr\/share\/keyrings\/\r\nsudo apt-get update\r\nsudo apt-get -y install cuda\r\n<\/code><\/pre>\n<p>\u5b89\u88c5\u5927\u7ea6\u9700\u8981\u5341\u51e0\u5206\u949f\u7684\u65f6\u95f4\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u5728Ubuntu\u4e0a\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u3002<\/p>\n<pre class=\"post-pre\"><code>cat  \/usr\/local\/cuda\/version.json\r\n<\/code><\/pre>\n<p>\u5982\u679c\u60a8\u770b\u5230\u4ee5\u4e0b\u5185\u5bb9\uff0c\u5219\u8bf4\u660eCUDA Toolkit\u5df2\u5b89\u88c5\u6210\u529f\u3002<\/p>\n<pre class=\"post-pre\"><code>{\r\n   \"cuda\" : {\r\n      \"name\" : \"CUDA SDK\",\r\n      \"version\" : \"12.3.0\"\r\n   },\r\n   \"cuda_cccl\" : {\r\n      \"name\" : \"CUDA C++ Core Compute Libraries\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_cudart\" : {\r\n      \"name\" : \"CUDA Runtime (cudart)\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_cuobjdump\" : {\r\n      \"name\" : \"cuobjdump\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_cupti\" : {\r\n      \"name\" : \"CUPTI\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_cuxxfilt\" : {\r\n      \"name\" : \"CUDA cu++ filt\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_demo_suite\" : {\r\n      \"name\" : \"CUDA Demo Suite\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_gdb\" : {\r\n      \"name\" : \"CUDA GDB\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_nsight\" : {\r\n      \"name\" : \"Nsight Eclipse Plugins\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_nvcc\" : {\r\n      \"name\" : \"CUDA NVCC\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_nvdisasm\" : {\r\n      \"name\" : \"CUDA nvdisasm\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_nvml_dev\" : {\r\n      \"name\" : \"CUDA NVML Headers\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_nvprof\" : {\r\n      \"name\" : \"CUDA nvprof\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_nvprune\" : {\r\n      \"name\" : \"CUDA nvprune\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_nvrtc\" : {\r\n      \"name\" : \"CUDA NVRTC\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_nvtx\" : {\r\n      \"name\" : \"CUDA NVTX\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_nvvp\" : {\r\n      \"name\" : \"CUDA NVVP\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_opencl\" : {\r\n      \"name\" : \"CUDA OpenCL\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"cuda_sanitizer_api\" : {\r\n      \"name\" : \"CUDA Compute Sanitizer API\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"libcublas\" : {\r\n      \"name\" : \"CUDA cuBLAS\",\r\n      \"version\" : \"12.3.2.9\"\r\n   },\r\n   \"libcufft\" : {\r\n      \"name\" : \"CUDA cuFFT\",\r\n      \"version\" : \"11.0.11.19\"\r\n   },\r\n   \"libcufile\" : {\r\n      \"name\" : \"GPUDirect Storage (cufile)\",\r\n      \"version\" : \"1.8.0.34\"\r\n   },\r\n   \"libcurand\" : {\r\n      \"name\" : \"CUDA cuRAND\",\r\n      \"version\" : \"10.3.4.52\"\r\n   },\r\n   \"libcusolver\" : {\r\n      \"name\" : \"CUDA cuSOLVER\",\r\n      \"version\" : \"11.5.3.52\"\r\n   },\r\n   \"libcusparse\" : {\r\n      \"name\" : \"CUDA cuSPARSE\",\r\n      \"version\" : \"12.1.3.153\"\r\n   },\r\n   \"libnpp\" : {\r\n      \"name\" : \"CUDA NPP\",\r\n      \"version\" : \"12.2.2.32\"\r\n   },\r\n   \"libnvjitlink\" : {\r\n      \"name\" : \"JIT Linker Library\",\r\n      \"version\" : \"12.3.52\"\r\n   },\r\n   \"libnvjpeg\" : {\r\n      \"name\" : \"CUDA nvJPEG\",\r\n      \"version\" : \"12.2.3.32\"\r\n   },\r\n   \"nsight_compute\" : {\r\n      \"name\" : \"Nsight Compute\",\r\n      \"version\" : \"2023.3.0.12\"\r\n   },\r\n   \"nsight_systems\" : {\r\n      \"name\" : \"Nsight Systems\",\r\n      \"version\" : \"2023.3.3.42\"\r\n   },\r\n   \"nvidia_fs\" : {\r\n      \"name\" : \"NVIDIA file-system\",\r\n      \"version\" : \"2.18.3\"\r\n   }\r\n}\r\n<\/code><\/pre>\n<h1>6. \u521b\u5efa\u5bb9\u5668\u8981\u4f7f\u7528Docker\u7684\u865a\u62df\u73af\u5883\uff0c\u9700\u8981\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u8fdb\u884c\u3002<\/p>\n<blockquote><p>\u521b\u5efaDockerfile\u3002<br \/>\n\u4f7f\u7528Dockerfile\u521b\u5efaDocker\u955c\u50cf\u3002<br \/>\n\u4f7f\u7528Docker\u955c\u50cf\u6784\u5efaDocker\u5bb9\u5668\u3002<\/p><\/blockquote>\n<p>\u5728\u8fd9\u91cc\uff0cVScode\u63d0\u4f9b\u4e86\u4e00\u4e2a\u540d\u4e3aDev Containers\u7684\u6269\u5c55\uff0c\u53ef\u4ee5\u7b80\u5316\u4ee5\u4e0a\u6b65\u9aa4\u3002\u901a\u8fc7\u5728VScode\u4e0a\u521b\u5efaDockerfile\uff0c\u5e76\u4f7f\u7528devcontainer.json\uff0c\u60a8\u53ef\u4ee5\u5728\u4e0d\u9700\u8981\u4f7f\u7528Docker\u547d\u4ee4\u7684\u60c5\u51b5\u4e0b\u6784\u5efa\u5bb9\u5668\u3002<\/p>\n<p>\u5728\u4f7f\u7528VSCode\u8fdb\u884c\u5f00\u53d1\u65f6\uff0c\u867d\u7136\u4f1a\u6d88\u8017\u5185\u5b58\uff0c\u4e5f\u53ea\u80fd\u5728VSCode\u4e2d\u8fdb\u884c\u5f00\u53d1\uff0c\u8fd9\u662f\u4e00\u4e2a\u7f3a\u70b9\uff0c\u4f46\u5bf9\u4e8eVSCode\u7528\u6237\u6765\u8bf4\uff0c\u5b83\u975e\u5e38\u65b9\u4fbf\uff0c\u503c\u5f97\u63a8\u8350\u3002<\/p>\n<p>\u8bf4\u660e\u5728\u4ee5\u4e0b\u7f51\u7ad9\u4e0a\u63d0\u4f9b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728Ubuntu\u4e2d\uff0c\u60a8\u53ef\u4ee5\u5728\u60f3\u8981\u8fdb\u884c\u4efb\u610f\u5f00\u53d1\u7684\u76ee\u5f55\u4e2d\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u3002<\/p>\n<pre class=\"post-pre\"><code>code .\r\n<\/code><\/pre>\n<p>\u901a\u8fc7\u8fd9\u6837\u505a\uff0c\u4f60\u53ef\u4ee5\u5728\u5f53\u524d\u76ee\u5f55\u4e0b\u6253\u5f00VSCode\u3002<\/p>\n<p>\u4eceVSCode\u7684\u6269\u5c55\u529f\u80fd\u4e2d\u5b89\u88c5Dev Containers\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/92-0.png\" alt=\"image.png\" \/><br \/>\n\u91cd\u65b0\u542f\u52a8VSCode\u540e\uff0c\u5e94\u8be5\u4f1a\u5728\u6587\u4ef6\u5939\u4e2d\u521b\u5efadevcontainer.json\u6587\u4ef6\u3002<\/p>\n<p>\u9996\u5148\uff0c\u6211\u4eec\u8981\u521b\u5efa Dockerfile\u3002\u7531\u4e8e\u6211\u4eec\u5e0c\u671b\u786e\u8ba4 PyTorch \u53ef\u4ee5\u5728 GPU \u73af\u5883\u4e0b\u8fd0\u884c\uff0c\u6240\u4ee5\u6211\u4eec\u5c06\u5b89\u88c5\u6700\u57fa\u672c\u7684\u5305\u3001\u5e93\u548c\u6846\u67b6\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u5df2\u6267\u884c\u7684Dockerfile\u3002<br \/>\nrequirements.txt\u6587\u4ef6\u4f4d\u4e8e\u540c\u4e00\u76ee\u5f55\u4e0b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">FROM<\/span><span class=\"s\">  nvidia\/cuda:12.2.2-devel-ubuntu22.04<\/span>\r\n\r\n<span class=\"k\">RUN <\/span>apt update <span class=\"se\">\\\r\n<\/span>    <span class=\"o\">&amp;&amp;<\/span> apt <span class=\"nb\">install<\/span> <span class=\"nt\">-y<\/span> <span class=\"se\">\\\r\n<\/span>    git<span class=\"se\">\\\r\n<\/span>    python3<span class=\"se\">\\\r\n<\/span>    python3-pip\r\n\r\n<span class=\"k\">RUN <\/span>apt-get autoremove <span class=\"nt\">-y<\/span> <span class=\"o\">&amp;&amp;<\/span> apt-get clean <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>    <span class=\"nb\">rm<\/span> <span class=\"nt\">-rf<\/span> \/usr\/local\/src\/<span class=\"k\">*<\/span>\r\n\r\n<span class=\"k\">COPY<\/span><span class=\"s\"> requirements.txt \/tmp\/<\/span>\r\n\r\n<span class=\"k\">RUN <\/span>pip <span class=\"nb\">install<\/span> <span class=\"nt\">--no-cache-dir<\/span> <span class=\"nt\">-r<\/span> \/tmp\/requirements.txt\r\n\r\n<span class=\"k\">COPY<\/span><span class=\"s\"> . \/tmp\/<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>torch\r\ntorchvision\r\ntransformers\r\n<\/code><\/pre>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u91cd\u70b9\u662fnvidia \/ cuda\u7684\u57fa\u7840\u3002\u60a8\u5c06\u4f1a\u5728Docker Hub\u4e0a\u641c\u7d22\u56fe\u50cf\uff0c\u4f46\u5982\u679c\u4e0e\u60a8\u81ea\u5df1\u7684Ubuntu\u7248\u672c\u4e0d\u517c\u5bb9\uff0c\u90a3\u4e48\u5728\u6784\u5efa\u5bb9\u5668\u7684\u8fc7\u7a0b\u4e2d\u4f1a\u51fa\u73b0\u9519\u8bef\u3002<\/p>\n<p>\u8bf7\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u68c0\u67e5Ubuntu\u7684\u7248\u672c\uff1a<\/p>\n<pre class=\"post-pre\"><code>cat \/etc\/issue\r\nUbuntu 22.04.2 LTS \\n \\l\u3000#\u81ea\u8eab\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u78ba\u8a8d\r\n<\/code><\/pre>\n<p>\u8bf7\u4ece\u4ee5\u4e0b\u94fe\u63a5\u4e2d\u5bfb\u627e\u6700\u5408\u9002\u7684\u56fe\u50cf\u3002<\/p>\n<p>&nbsp;<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/103-0.png\" alt=\"image.png\" \/>\u4e0b\u4e00\u6b65\u662f\u5bf9devcontainer.json\u8fdb\u884c\u914d\u7f6e\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u5df2\u6267\u884c\u7684devcontainer.json\u3002\u8fd9\u662f\u5229\u7528\u4e86devcontainer.json\u7684\u521d\u59cb\u683c\u5f0f\u3002<\/p>\n<pre class=\"post-pre\"><code>{\r\n\t\"name\": \"Existing Dockerfile\",\r\n\t\"build\": {\r\n\t\t\"context\": \"..\",\r\n\r\n\t\t\"dockerfile\": \"..\/dockerfile\"\r\n\t},\r\n\t\"runArgs\": [\"--gpus\", \"all\",\"--shm-size\",\"8gb\"],\r\n\r\n\t\t\"customizations\": {\r\n\t\t\"vscode\": {\t\r\n\t\t\t\"extensions\": [\r\n\t\t\t\t\"ms-python.python\",\r\n\t\t\t\t\"ms-toolsai.jupyter\",\r\n\t\t\t\t\"mhutchie.git-graph\",\r\n\t\t\t\t\"MS-CEINTL.vscode-language-pack-ja\"\r\n\t\t\t]\r\n\t\t}\r\n\t}\r\n}\r\n<\/code><\/pre>\n<p>\u91cd\u8981\u7684\u662f &#8220;runArgs&#8221; \u548c &#8220;extensions&#8221;\u3002<\/p>\n<p>\u5728&#8221;runArgs&#8221;\u4e2d\u53ef\u4ee5\u8bbe\u7f6e\u5bb9\u5668\u542f\u52a8\u65f6\u7684\u9009\u9879\u3002\u8fd9\u91cc\u6211\u4eec\u8fdb\u884c\u4e86GPU\u7684\u914d\u7f6e\u3002<\/p>\n<blockquote><p>&#8211;gpus all: \u4e3a\u4e86\u80fd\u591f\u4f7f\u7528\u6240\u6709\u7684GPU\u3002<br \/>\n&#8211;shm-size 8gb\uff1a\u5c06\u5bb9\u5668\u5185\u5171\u4eab\u5185\u5b58\u7684\u5927\u5c0f\u8bbe\u7f6e\u4e3a8GB\u3002<\/p><\/blockquote>\n<p>\u5728&#8221;extensions&#8221;\u4e2d\uff0c\u60a8\u53ef\u4ee5\u8bbe\u7f6e\u8981\u5728\u5bb9\u5668\u5185\u7684VSCode\u4e2d\u5b89\u88c5\u7684\u6269\u5c55\u529f\u80fd\u3002<\/p>\n<blockquote><p>&#8220;ms-python.python&#8221; : Python\u7684\u6269\u5c55\u529f\u80fd<br 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src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/125-0.png\" alt=\"image.png\" \/><\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c19b4d0c9c81e0f5ae49f\/126-0.png\" alt=\"image.png\" \/><\/p>\n<h1>\u603b\u7ed3\u975e\u5e38\u611f\u8c22\u60a8\u9605\u8bfb\u5230\u8fd9\u91cc\u3002<\/p>\n<p>\u4eca\u6b21\u89e3\u91ca\u4e86\u9488\u5bf9Docker\u521d\u5b66\u8005\u7684Pytorch GPU\u73af\u5883\u642d\u5efa\u3002<\/p>\n<p>\u6211\u4e5f\u53ea\u5b66\u4e60\u4e86\u4e0d\u5230\u4e00\u4e2a\u661f\u671f\u7684Docker\uff0c\u6240\u4ee5\u53ef\u80fd\u4f1a\u6709\u4e00\u4e9b\u9519\u8bef\u7684\u7406\u89e3\uff0c\u8bf7\u60a8\u591a\u591a\u5305\u6db5\u3002<\/p>\n<p>\u5982\u679c\u80fd\u591f\u5efa\u7acb\u8fd9\u4e2a\u865a\u62df\u73af\u5883\uff0c\u5c31\u4e0d\u5fc5\u7279\u5730\u51c6\u5907\u672c\u5730\u73af\u5883\uff0c\u53ef\u4ee5\u7acb\u5373\u51c6\u5907\u597d\u53ef\u4ee5\u8fdb\u884c\u7248\u672c\u7ba1\u7406\u7684pytorch 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