{"id":59873,"date":"2026-01-14T15:58:40","date_gmt":"2026-01-14T07:58:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/59873.html"},"modified":"2026-01-14T15:58:40","modified_gmt":"2026-01-14T07:58:40","slug":"ssh-x11%e8%bd%ac%e5%8f%91%ef%bc%9a%e5%9c%a8miniconda%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a%e8%bf%90%e8%a1%8cgui%e7%a8%8b%e5%ba%8f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/59873.html","title":{"rendered":"SSH X11\u8f6c\u53d1\uff1a\u5728Miniconda\u670d\u52a1\u5668\u4e0a\u8fd0\u884cGUI\u7a0b\u5e8f"},"content":{"rendered":"<h2>SSH X11\u8f6c\u53d1&#xff1a;\u5728Miniconda\u670d\u52a1\u5668\u4e0a\u8fd0\u884cGUI\u7a0b\u5e8f<\/h2>\n<p>\u5728\u8fdc\u7a0b\u5f00\u53d1\u65e5\u76ca\u666e\u53ca\u7684\u4eca\u5929&#xff0c;\u8bb8\u591aAI\u5de5\u7a0b\u5e08\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u90fd\u9762\u4e34\u4e00\u4e2a\u5171\u540c\u96be\u9898&#xff1a;\u5982\u4f55\u5728\u4e00\u4e2a\u6ca1\u6709\u56fe\u5f62\u754c\u9762\u7684\u4e91\u670d\u52a1\u5668\u4e0a\u8c03\u8bd5\u53ef\u89c6\u5316\u4ee3\u7801&#xff1f;\u6bd4\u5982\u4f60\u5728\u5199\u4e00\u6bb5PyTorch\u8bad\u7ec3\u811a\u672c\u65f6\u60f3\u770b\u770b\u635f\u5931\u66f2\u7ebf&#xff0c;\u6216\u8005\u7528matplotlib\u753b\u4e2a\u70ed\u529b\u56fe\u5206\u6790\u7279\u5f81\u76f8\u5173\u6027\u2014\u2014\u4f46\u670d\u52a1\u5668\u662f\u7eaf\u547d\u4ee4\u884c\u73af\u5883&#xff0c;plt.show()\u76f4\u63a5\u62a5\u9519\u201cCan\u2019t open display\u201d\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u4e2a\u4f8b\u3002\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u3001\u521d\u521b\u516c\u53f8\u4e43\u81f3\u5927\u578b\u4f01\u4e1a\u7684AI\u5e73\u53f0\u56e2\u961f&#xff0c;\u51e0\u4e4e\u6bcf\u5929\u90fd\u5728\u5e94\u5bf9\u8fd9\u7c7b\u573a\u666f\u3002\u5e78\u8fd0\u7684\u662f&#xff0c;SSH X11\u8f6c\u53d1\u6280\u672f\u7ed3\u5408\u8f7b\u91cf\u7ea7Python\u73af\u5883\u7ba1\u7406\u5de5\u5177Miniconda&#xff0c;\u63d0\u4f9b\u4e86\u4e00\u5957\u7b80\u6d01\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u4e0d\u9700\u8981\u90e8\u7f72\u5b8c\u6574\u7684\u684c\u9762\u73af\u5883&#xff0c;\u4e5f\u4e0d\u4f9d\u8d56\u590d\u6742\u7684Web\u670d\u52a1\u67b6\u6784&#xff0c;\u53ea\u9700\u4e00\u6761SSH\u547d\u4ee4&#xff0c;\u5c31\u80fd\u628a\u8fdc\u7a0b\u670d\u52a1\u5668\u4e0a\u7684GUI\u7a0b\u5e8f\u201c\u642c\u201d\u5230\u4f60\u7684\u672c\u5730\u5c4f\u5e55\u4e0a\u3002<\/p>\n<p>\u8fd9\u5957\u7ec4\u5408\u62f3\u7684\u6838\u5fc3\u5728\u4e8e\u5b89\u5168\u901a\u9053\u4e2d\u7684\u56fe\u5f62\u900f\u4f20\u4e0e\u9ad8\u5ea6\u9694\u79bb\u7684\u8fd0\u884c\u65f6\u73af\u5883\u3002\u524d\u8005\u901a\u8fc7SSH\u52a0\u5bc6\u96a7\u9053\u5c06X\u534f\u8bae\u6d41\u91cf\u56de\u4f20\u81f3\u672c\u5730X Server\u6e32\u67d3&#xff1b;\u540e\u8005\u5219\u5229\u7528Conda\u521b\u5efa\u72ec\u7acb\u3001\u53ef\u590d\u73b0\u7684Python\u73af\u5883&#xff0c;\u907f\u514d\u56e0\u5e93\u7248\u672c\u51b2\u7a81\u5bfc\u81f4\u5b9e\u9a8c\u4e0d\u53ef\u91cd\u73b0\u3002\u4e24\u8005\u534f\u540c&#xff0c;\u65e2\u4fdd\u969c\u4e86\u5b89\u5168\u6027&#xff0c;\u53c8\u517c\u987e\u4e86\u7075\u6d3b\u6027\u3002<\/p>\n<hr \/>\n<p>\u8981\u7406\u89e3\u8fd9\u4e2a\u673a\u5236\u662f\u5982\u4f55\u5de5\u4f5c\u7684&#xff0c;\u5f97\u5148\u641e\u6e05\u695aX Window System\u7684\u57fa\u672c\u6a21\u578b\u3002\u4e0d\u540c\u4e8eWindows\u6216macOS\u90a3\u79cd\u201c\u56fe\u5f62\u7cfb\u7edf\u5185\u5efa\u201d\u7684\u8bbe\u8ba1&#xff0c;Linux\u4e0b\u7684GUI\u91c7\u7528\u7684\u662f\u5ba2\u6237\u7aef-\u670d\u52a1\u5668\u5206\u79bb\u67b6\u6784&#xff1a;<\/p>\n<ul>\n<li>X Server \u8fd0\u884c\u5728\u4f60\u9762\u524d\u7684\u7535\u8111\u4e0a&#xff08;\u5373\u672c\u5730&#xff09;&#xff0c;\u8d1f\u8d23\u5b9e\u9645\u7ed8\u56fe\u3001\u63a5\u6536\u9f20\u6807\u952e\u76d8\u8f93\u5165&#xff1b;<\/li>\n<li>X Client \u662f\u90a3\u4e9b\u4f60\u60f3\u8fd0\u884c\u7684\u56fe\u5f62\u7a0b\u5e8f&#xff0c;\u6bd4\u5982gedit\u3001xeyes&#xff0c;\u751a\u81f3\u662f\u4e00\u4e2a\u8c03\u7528matplotlib\u7684Python\u811a\u672c&#xff0c;\u5b83\u4eec\u53ef\u4ee5\u8fd0\u884c\u5728\u8fdc\u7a0b\u670d\u52a1\u5668\u4e0a\u3002<\/li>\n<\/ul>\n<p>\u5f53\u4f60\u901a\u8fc7 ssh -X \u6216 ssh -Y \u767b\u5f55\u65f6&#xff0c;SSH\u4f1a\u81ea\u52a8\u534f\u5546\u5f00\u542fX11\u8f6c\u53d1&#xff0c;\u5e76\u5728\u8fdc\u7a0b\u7aef\u8bbe\u7f6e DISPLAY&#061;unix:10.0 \u8fd9\u6837\u7684\u73af\u5883\u53d8\u91cf\u3002\u4e4b\u540e\u4efb\u4f55GUI\u7a0b\u5e8f\u90fd\u4f1a\u5411\u8fd9\u4e2a\u865a\u62df\u663e\u793a\u8bbe\u5907\u53d1\u9001\u7ed8\u56fe\u6307\u4ee4&#xff0c;\u8fd9\u4e9b\u6307\u4ee4\u88abSSH\u5c01\u88c5\u6210\u52a0\u5bc6\u6570\u636e\u5305\u4f20\u56de\u672c\u5730&#xff0c;\u5728\u90a3\u91cc\u7531\u771f\u6b63\u7684X Server\u89e3\u7801\u5e76\u5448\u73b0\u51fa\u6765\u3002<\/p>\n<p>\u6574\u4e2a\u8fc7\u7a0b\u5c31\u50cf\u662f\u8ba9\u8fdc\u7a0b\u7a0b\u5e8f\u201c\u4ee5\u4e3a\u201d\u81ea\u5df1\u8fde\u7740\u4e00\u5757\u663e\u793a\u5668&#xff0c;\u800c\u5b9e\u9645\u4e0a\u90a3\u5757\u201c\u663e\u793a\u5668\u201d\u8fdc\u5728\u5343\u91cc\u4e4b\u5916\u3002<\/p>\n<p># \u63a8\u8350\u4f7f\u7528\u53ef\u4fe1\u8f6c\u53d1\u6a21\u5f0f&#xff08;\u9002\u5408\u5185\u7f51&#xff09;<br \/>\nssh -Y user&#064;server-ip<\/p>\n<p># \u66f4\u5b89\u5168\u7684\u6807\u51c6\u8f6c\u53d1&#xff08;\u9002\u5408\u516c\u7f51&#xff09;<br \/>\nssh -X user&#064;server-ip<\/p>\n<p># \u68c0\u67e5\u662f\u5426\u6210\u529f\u8bbe\u7f6e\u4e86DISPLAY<br \/>\necho $DISPLAY<br \/>\n# \u6b63\u5e38\u8f93\u51fa\u5e94\u4e3a\u7c7b\u4f3c&#xff1a;localhost:10.0<\/p>\n<p># \u6d4b\u8bd5\u56fe\u5f62\u8f6c\u53d1\u662f\u5426\u751f\u6548<br \/>\nxeyes &amp;<\/p>\n<p>\u5982\u679c\u6b64\u65f6\u770b\u5230\u4e00\u5bf9\u773c\u775b\u8ddf\u7740\u9f20\u6807\u8f6c\u52a8&#xff0c;\u8bf4\u660e\u4e00\u5207\u6b63\u5e38\u3002\u8fd9\u770b\u4f3c\u7b80\u5355\u7684\u4ea4\u4e92\u80cc\u540e&#xff0c;\u5176\u5b9e\u662fSSH\u5bf9X\u534f\u8bae\u7684\u6df1\u5ea6\u96c6\u6210\u652f\u6301\u3002OpenSSH\u9ed8\u8ba4\u5c31\u5177\u5907X11\u8f6c\u53d1\u80fd\u529b&#xff0c;\u65e0\u9700\u989d\u5916\u5b89\u88c5\u670d\u52a1\u7aef\u7ec4\u4ef6&#xff0c;\u53ea\u8981\u786e\u4fdd\u8fdc\u7a0b\u670d\u52a1\u5668\u7684 \/etc\/ssh\/sshd_config \u4e2d\u6709\u8fd9\u4e00\u884c&#xff1a;<\/p>\n<p>X11Forwarding yes<\/p>\n<p>\u5e76\u4e14\u91cd\u542fsshd\u670d\u52a1\u5373\u53ef\u3002\u540c\u65f6\u522b\u5fd8\u4e86\u786e\u8ba4\u672c\u5730\u5df2\u5b89\u88c5\u5e76\u542f\u52a8\u4e86X Server\u2014\u2014Windows\u7528\u6237\u53ef\u7528VcXsrv\u6216MobaXterm&#xff0c;macOS\u9700\u5b89\u88c5XQuartz&#xff0c;Linux\u684c\u9762\u7528\u6237\u901a\u5e38\u81ea\u5e26\u3002<\/p>\n<p>\u4e0d\u8fc7\u8981\u6ce8\u610f\u7f51\u7edc\u5ef6\u8fdf\u7684\u5f71\u54cd\u3002X11\u534f\u8bae\u672c\u8eab\u4e0d\u662f\u4e3a\u9ad8\u5ef6\u8fdf\u94fe\u8def\u4f18\u5316\u7684&#xff0c;\u9891\u7e41\u5237\u65b0\u7684\u56fe\u8868\u6216\u52a8\u753b\u53ef\u80fd\u4f1a\u5361\u987f\u3002\u5bf9\u4e8e\u8fd9\u7c7b\u60c5\u51b5&#xff0c;\u5efa\u8bae\u6539\u7528Jupyter Notebook\u914d\u5408 %matplotlib inline \u5185\u8054\u7ed8\u56fe&#xff0c;\u800c\u975e\u5f39\u7a97\u6a21\u5f0f\u3002<\/p>\n<hr \/>\n<p>\u8bf4\u5230Python\u73af\u5883&#xff0c;\u4e3a\u4ec0\u4e48\u63a8\u8350Miniconda\u800c\u4e0d\u662f\u4f20\u7edf\u7684 virtualenv &#043; pip&#xff1f;\u7b54\u6848\u85cf\u5728AI\u9879\u76ee\u7684\u4f9d\u8d56\u590d\u6742\u6027\u91cc\u3002<\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\u4f60\u8981\u642d\u5efa\u4e00\u4e2a\u5305\u542bPyTorch\u3001TensorFlow\u3001OpenCV\u548cMatplotlib\u7684\u5f00\u53d1\u73af\u5883\u3002\u8fd9\u4e9b\u5e93\u4e0d\u4ec5\u4f9d\u8d56\u5927\u91cf\u539f\u751fC\/C&#043;&#043;\u6269\u5c55&#xff08;\u5982BLAS\u3001LAPACK&#xff09;&#xff0c;\u8fd8\u53ef\u80fd\u5bf9CUDA\u7248\u672c\u6709\u4e25\u683c\u8981\u6c42\u3002\u7528pip\u5b89\u88c5\u65f6&#xff0c;\u7ecf\u5e38\u9047\u5230\u7f16\u8bd1\u5931\u8d25\u3001\u94fe\u63a5\u9519\u8bef\u6216\u8fd0\u884c\u65f6\u62a5\u201cundefined symbol\u201d\u7684\u95ee\u9898\u3002\u800cMiniconda\u7684\u4f18\u52bf\u6b63\u5728\u4e8e\u6b64&#xff1a;\u5b83\u63d0\u4f9b\u7684\u5927\u591a\u662f\u9884\u7f16\u8bd1\u7684\u4e8c\u8fdb\u5236\u5305&#xff0c;\u5c24\u5176\u662f\u6765\u81eaconda-forge\u9891\u9053\u7684\u5305&#xff0c;\u5df2\u7ecf\u5904\u7406\u597d\u4e86\u8de8\u5e73\u53f0\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f&#xff0c;Conda\u80fd\u7ba1\u7406\u975ePython\u7ea7\u522b\u7684\u4f9d\u8d56\u3002\u4f8b\u5982&#xff0c;\u5b83\u53ef\u4ee5\u81ea\u52a8\u5b89\u88c5Intel MKL\u6570\u5b66\u5e93\u6765\u52a0\u901fNumPy\u8fd0\u7b97&#xff0c;\u4e5f\u80fd\u5e2e\u4f60\u641e\u5b9aFFmpeg\u8fd9\u6837\u7684\u7cfb\u7edf\u7ea7\u591a\u5a92\u4f53\u7ec4\u4ef6\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;pip\u53ea\u80fd\u89e3\u51b3Python\u5c42\u9762\u7684\u4f9d\u8d56&#xff0c;\u5e95\u5c42\u7f3a\u5931\u8fd8\u5f97\u624b\u52a8\u8865\u3002<\/p>\n<p>\u6211\u4eec\u6765\u770b\u4e00\u4e2a\u5178\u578b\u914d\u7f6e\u6587\u4ef6&#xff1a;<\/p>\n<p>name: ai-dev-env<br \/>\nchannels:<br \/>\n  &#8211; defaults<br \/>\n  &#8211; conda-forge<br \/>\ndependencies:<br \/>\n  &#8211; python&#061;3.9<br \/>\n  &#8211; numpy<br \/>\n  &#8211; matplotlib<br \/>\n  &#8211; jupyter<br \/>\n  &#8211; pytorch::pytorch<br \/>\n  &#8211; tensorflow<br \/>\n  &#8211; pip<br \/>\n  &#8211; pip:<br \/>\n    &#8211; some-pip-only-package<\/p>\n<p>\u53ea\u9700\u8981\u6267\u884c&#xff1a;<\/p>\n<p>conda env create -f environment.yml<br \/>\nconda activate ai-dev-env<\/p>\n<p>\u5c31\u80fd\u4e00\u952e\u8fd8\u539f\u51fa\u5b8c\u5168\u4e00\u81f4\u7684\u73af\u5883\u3002\u8fd9\u5bf9\u4e8e\u79d1\u7814\u9879\u76ee\u5c24\u5176\u91cd\u8981\u2014\u2014\u522b\u4eba\u590d\u73b0\u8bba\u6587\u7ed3\u679c\u65f6&#xff0c;\u4e0d\u518d\u9700\u8981\u4e00\u53e5\u53e5\u731c\u4f60\u88c5\u4e86\u4ec0\u4e48\u7248\u672c\u7684\u5e93\u3002\u5bfc\u51fa\u5f53\u524d\u73af\u5883\u4e5f\u6781\u5176\u65b9\u4fbf&#xff1a;<\/p>\n<p>conda env export &gt; environment.yml<\/p>\n<p>\u5f53\u7136\u4e5f\u6709\u6ce8\u610f\u4e8b\u9879\u3002\u4e0d\u540c\u64cd\u4f5c\u7cfb\u7edf\u4e4b\u95f4\u7684\u5305\u53ef\u80fd\u5b58\u5728\u5dee\u5f02&#xff0c;\u6240\u4ee5\u6700\u597d\u5728\u76ee\u6807\u5e73\u53f0\u4e0a\u6d4b\u8bd5\u540e\u518d\u5927\u89c4\u6a21\u5206\u53d1\u3002\u53e6\u5916&#xff0c;\u4e3a\u4e86\u63d0\u5347\u89e3\u6790\u901f\u5ea6&#xff0c;\u5f3a\u70c8\u5efa\u8bae\u7528 mamba \u66ff\u4ee3 conda\u3002\u5b83\u662fConda\u7684\u8d85\u96c6&#xff0c;API\u5b8c\u5168\u517c\u5bb9&#xff0c;\u4f46\u5e95\u5c42\u7528Rust\u91cd\u5199&#xff0c;\u4f9d\u8d56\u89e3\u6790\u901f\u5ea6\u5feb\u6570\u500d\u3002<\/p>\n<table>\n<tr>\u529f\u80fd\u7ef4\u5ea6Minicondavirtualenv &#043; pip<\/tr>\n<tbody>\n<tr>\n<td>\u5305\u7c7b\u578b\u652f\u6301<\/td>\n<td>\u4e8c\u8fdb\u5236\u5305&#xff08;.tar.bz2&#xff09;\u3001\u6e90\u7801<\/td>\n<td>\u4e3b\u8981\u4e3a\u6e90\u7801&#xff08;.whl\/.tar.gz&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u4f9d\u8d56\u89e3\u6790\u80fd\u529b<\/td>\n<td>\u5f3a&#xff08;\u5904\u7406\u975ePython\u4f9d\u8d56&#xff09;<\/td>\n<td>\u5f31&#xff08;\u4ec5\u9650Python\u5c42\u9762&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u88c5\u901f\u5ea6<\/td>\n<td>\u5feb&#xff08;\u9884\u7f16\u8bd1&#xff09;<\/td>\n<td>\u6162&#xff08;\u5e38\u9700\u7f16\u8bd1C\u6269\u5c55&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u79d1\u5b66\u8ba1\u7b97\u4f18\u5316<\/td>\n<td>\u63d0\u4f9bMKL\u52a0\u901f\u5e93<\/td>\n<td>\u9ed8\u8ba4\u65e0<\/td>\n<\/tr>\n<tr>\n<td>\u8de8\u5e73\u53f0\u4e00\u81f4\u6027<\/td>\n<td>\u9ad8&#xff08;\u7edf\u4e00\u5305\u683c\u5f0f&#xff09;<\/td>\n<td>\u4e2d&#xff08;\u5e73\u53f0\u5dee\u5f02\u5927&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4ece\u5b9e\u9645\u4f53\u9a8c\u6765\u770b&#xff0c;Miniconda\u5728\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e2d\u8868\u73b0\u5c24\u4e3a\u51fa\u8272\u3002\u5b83\u7684\u5b89\u88c5\u5305\u4e0d\u5230100MB&#xff0c;\u542f\u52a8\u8fc5\u901f&#xff0c;\u975e\u5e38\u9002\u5408\u5bb9\u5668\u5316\u90e8\u7f72\u6216\u5feb\u901f\u642d\u5efa\u4e34\u65f6\u5f00\u53d1\u8282\u70b9\u3002<\/p>\n<hr \/>\n<p>\u771f\u5b9e\u7684\u5de5\u4f5c\u6d41\u901a\u5e38\u662f\u8fd9\u6837\u7684&#xff1a;<\/p>\n<p>\u4f60\u624b\u5934\u662f\u4e00\u53f0\u8f7b\u8584\u672c&#xff0c;\u8fde\u63a5\u7740\u4e00\u53f0\u8fdc\u5728\u673a\u623f\u7684GPU\u670d\u52a1\u5668\u3002\u670d\u52a1\u5668\u4e0a\u8dd1\u4e86Miniconda&#xff0c;\u91cc\u9762\u6709\u4e2a\u53eb ai-dev-env \u7684\u73af\u5883&#xff0c;\u88c5\u597d\u4e86\u6240\u6709\u9700\u8981\u7684\u6846\u67b6\u3002\u4f60\u73b0\u5728\u60f3\u8dd1\u4e00\u4e2a\u56fe\u50cf\u5206\u7c7b\u5b9e\u9a8c&#xff0c;\u5e76\u5b9e\u65f6\u67e5\u770b\u51c6\u786e\u7387\u66f2\u7ebf\u3002<\/p>\n<p>\u7b2c\u4e00\u6b65&#xff0c;\u6253\u5f00\u7ec8\u7aef&#xff0c;\u5efa\u7acb\u5e26X\u8f6c\u53d1\u7684SSH\u8fde\u63a5&#xff1a;<\/p>\n<p>ssh -Y -i ~\/.ssh\/id_rsa user&#064;192.168.1.100<\/p>\n<p>\u767b\u5f55\u540e\u6fc0\u6d3b\u73af\u5883&#xff1a;<\/p>\n<p>conda activate ai-dev-env<\/p>\n<p>\u7136\u540e\u8fd0\u884c\u4f60\u7684\u8bad\u7ec3\u811a\u672c&#xff1a;<\/p>\n<p>import matplotlib.pyplot as plt<br \/>\nplt.plot(train_losses)<br \/>\nplt.title(&#034;Training Loss Curve&#034;)<br \/>\nplt.show()  # \u7a97\u53e3\u5c06\u5728\u672c\u5730\u5f39\u51fa&#xff01;<\/p>\n<p>\u53ea\u8981\u4f60\u672c\u5730\u7684X Server\u6b63\u5728\u8fd0\u884c&#xff08;\u6bd4\u5982VcXsrv\u5728\u540e\u53f0\u9ed8\u9ed8\u5de5\u4f5c&#xff09;&#xff0c;\u8fd9\u4e2a\u56fe\u8868\u5c31\u4f1a\u51fa\u73b0\u5728\u4f60\u9762\u524d\u7684\u5c4f\u5e55\u4e0a&#xff0c;\u5c31\u50cf\u5b83\u662f\u5728\u672c\u5730\u8fd0\u884c\u7684\u4e00\u6837\u3002<\/p>\n<p>\u5982\u679c\u4f60\u66f4\u559c\u6b22Jupyter Notebook&#xff0c;\u4e5f\u53ef\u4ee5\u8fd9\u6837\u64cd\u4f5c&#xff1a;<\/p>\n<p>jupyter notebook &#8211;no-browser &#8211;port&#061;8888<\/p>\n<p>\u914d\u5408SSH\u672c\u5730\u7aef\u53e3\u8f6c\u53d1&#xff1a;<\/p>\n<p>ssh -L 8888:localhost:8888 -Y user&#064;server-ip<\/p>\n<p>\u5c31\u53ef\u4ee5\u5728\u672c\u5730\u6d4f\u89c8\u5668\u8bbf\u95ee http:\/\/localhost:8888&#xff0c;\u83b7\u5f97\u5b8c\u6574\u7684\u4ea4\u4e92\u5f0f\u7f16\u7a0b\u4f53\u9a8c\u3002<\/p>\n<p>\u5f53\u7136&#xff0c;\u8fc7\u7a0b\u4e2d\u96be\u514d\u9047\u5230\u95ee\u9898\u3002\u6700\u5e38\u89c1\u7684\u51e0\u4e2a\u5751\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\n<p>Error: Can&#039;t open display<br \/>\n  \u68c0\u67e5 $DISPLAY \u662f\u5426\u8bbe\u7f6e\u6b63\u786e&#xff0c;\u786e\u8ba4\u672c\u5730X Server\u5df2\u542f\u52a8&#xff0c;\u4e14\u8fdc\u7a0b\u7aef\u5b89\u88c5\u4e86 xauth \u5de5\u5177\u7528\u4e8e\u4f20\u9012\u8ba4\u8bc1cookie\u3002<\/p>\n<\/li>\n<li>\n<p>\u56fe\u5f62\u54cd\u5e94\u6781\u6162<br \/>\n  \u7f51\u7edc\u5ef6\u8fdf\u592a\u9ad8\u6240\u81f4\u3002\u5c3d\u91cf\u5728\u5c40\u57df\u7f51\u4f7f\u7528&#xff0c;\u6216\u5207\u6362\u5230 %matplotlib widget \u6216\u5185\u8054\u6a21\u5f0f\u51cf\u5c11\u4f20\u8f93\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e2d\u6587\u4e71\u7801<br \/>\n  Matplotlib\u9ed8\u8ba4\u5b57\u4f53\u4e0d\u652f\u6301\u4e2d\u6587\u3002\u89e3\u51b3\u65b9\u6848\u6709\u4e24\u4e2a&#xff1a;\u4e00\u662f\u5b89\u88c5\u4e2d\u6587\u5b57\u4f53\u5305&#xff08;\u5982Debian\u7cfb\u53ef\u7528 sudo apt install fonts-wqy-zenhei&#xff09;&#xff0c;\u4e8c\u662f\u4fee\u6539matplotlib\u914d\u7f6e\u6307\u5b9a\u5b57\u4f53\u8def\u5f84\u3002<\/p>\n<\/li>\n<li>\n<p>Jupyter\u65e0\u6cd5\u8bbf\u95ee<br \/>\n  \u5fd8\u8bb0\u6dfb\u52a0 -L \u7aef\u53e3\u6620\u5c04\u53c2\u6570\u3002\u8bb0\u4f4f&#xff1a;X11\u8f6c\u53d1\u89e3\u51b3\u7684\u662fGUI\u7a0b\u5e8f\u663e\u793a\u95ee\u9898&#xff0c;\u800cWeb\u670d\u52a1\u4ecd\u9700\u5355\u72ec\u505a\u7aef\u53e3\u8f6c\u53d1\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u9488\u5bf9\u8fd9\u4e9b\u95ee\u9898&#xff0c;\u4e00\u4e9b\u6700\u4f73\u5b9e\u8df5\u503c\u5f97\u91c7\u7eb3&#xff1a;<\/p>\n<li>\u5b89\u5168\u4f18\u5148&#xff1a;\u751f\u4ea7\u73af\u5883\u4e2d\u7981\u7528\u5bc6\u7801\u767b\u5f55&#xff0c;\u5f3a\u5236\u4f7f\u7528SSH\u5bc6\u94a5\u8ba4\u8bc1&#xff1b;\u5728 sshd_config \u4e2d\u9650\u5236X11\u8f6c\u53d1\u4ec5\u5bf9\u5fc5\u8981\u7528\u6237\u5f00\u653e\u3002<\/li>\n<li>\u6027\u80fd\u4f18\u5316&#xff1a;\u542f\u7528SSH\u538b\u7f29&#xff08;-C \u53c2\u6570&#xff09;\u51cf\u5c11\u56fe\u5f62\u6570\u636e\u4f53\u79ef&#xff1b;Windows\u7528\u6237\u63a8\u8350MobaXterm&#xff0c;\u96c6\u6210\u4e86X Server\u548cTab\u7ba1\u7406&#xff0c;\u5f00\u7bb1\u5373\u7528\u3002<\/li>\n<li>\u73af\u5883\u89c4\u8303&#xff1a;\u6bcf\u4e2a\u9879\u76ee\u5355\u72ec\u5efaConda\u73af\u5883&#xff0c;\u907f\u514d\u4ea4\u53c9\u6c61\u67d3&#xff1b;\u7528Git\u8ddf\u8e2a environment.yml \u5b9e\u73b0\u7248\u672c\u63a7\u5236\u3002<\/li>\n<li>\u53ef\u7ef4\u62a4\u6027\u589e\u5f3a&#xff1a;\u7f16\u5199\u542f\u52a8\u811a\u672c\u81ea\u52a8\u5316\u52a0\u8f7d\u73af\u5883\u548c\u670d\u52a1&#xff0c;\u964d\u4f4e\u65b0\u6210\u5458\u63a5\u5165\u6210\u672c\u3002<\/li>\n<hr \/>\n<p>\u8fd9\u79cd\u201c\u8fdc\u7a0b\u8ba1\u7b97 &#043; \u672c\u5730\u4ea4\u4e92\u201d\u7684\u6a21\u5f0f&#xff0c;\u6b63\u5728\u6210\u4e3a\u73b0\u4ee3AI\u5f00\u53d1\u7684\u6807\u51c6\u8303\u5f0f\u4e4b\u4e00\u3002\u5b83\u8ba9\u5f00\u53d1\u8005\u65e2\u80fd\u4eab\u53d7\u4e91\u7aef\u5f3a\u5927\u7684\u7b97\u529b\u8d44\u6e90&#xff0c;\u53c8\u80fd\u4fdd\u7559\u719f\u6089\u7684\u672c\u5730\u64cd\u4f5c\u4e60\u60ef\u3002\u65e0\u8bba\u662f\u8c03\u8bd5\u6a21\u578b\u8f93\u51fa\u3001\u5c55\u793a\u5206\u6790\u62a5\u544a&#xff0c;\u8fd8\u662f\u6559\u5b66\u57f9\u8bad\u4e2d\u7edf\u4e00\u73af\u5883\u914d\u7f6e&#xff0c;\u8fd9\u5957\u65b9\u6848\u90fd\u80fd\u4ee5\u6700\u5c0f\u4ee3\u4ef7\u5b9e\u73b0\u6700\u5927\u7075\u6d3b\u6027\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f&#xff0c;\u5b83\u7684\u6280\u672f\u6808\u975e\u5e38\u5e72\u51c0&#xff1a;\u6ca1\u6709Docker\u5bb9\u5668\u7f16\u6392\u7684\u590d\u6742\u6027&#xff0c;\u4e5f\u6ca1\u6709Kubernetes\u8c03\u5ea6\u7684 overhead\u3002\u4e00\u6761SSH\u547d\u4ee4\u52a0\u4e00\u4e2aYAML\u6587\u4ef6&#xff0c;\u5c31\u8db3\u4ee5\u652f\u6491\u8d77\u4e00\u4e2a\u9ad8\u6548\u3001\u5b89\u5168\u3001\u53ef\u590d\u73b0\u7684\u5f00\u53d1\u95ed\u73af\u3002<\/p>\n<p>\u672a\u6765&#xff0c;\u968f\u7740WebAssembly\u548cWebGPU\u7684\u53d1\u5c55&#xff0c;\u6216\u8bb8\u4f1a\u6709\u66f4\u591a\u56fe\u5f62\u4efb\u52a1\u8f6c\u5411\u6d4f\u89c8\u5668\u7aef\u5b8c\u6210\u3002\u4f46\u5728\u5f53\u4e0b&#xff0c;SSH X11\u8f6c\u53d1\u4f9d\u7136\u662f\u6700\u76f4\u63a5\u3001\u6700\u53ef\u9760\u7684\u9009\u62e9\u4e4b\u4e00\u3002\u638c\u63e1\u8fd9\u9879\u6280\u80fd&#xff0c;\u4e0d\u53ea\u662f\u5b66\u4f1a\u4e86\u4e00\u4e2a\u5de5\u5177&#xff0c;\u66f4\u662f\u7406\u89e3\u4e86\u4e00\u79cd\u601d\u7ef4\u65b9\u5f0f\u2014\u2014\u5982\u4f55\u5728\u8d44\u6e90\u5206\u5e03\u4e0e\u7528\u6237\u4f53\u9a8c\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\u3002<\/p>\n<p>\u800c\u8fd9&#xff0c;\u6b63\u662f\u6bcf\u4e00\u4e2a\u4f18\u79c0\u5de5\u7a0b\u5e08\u5fc5\u5907\u7684\u80fd\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>SSH X11\u8f6c\u53d1&#xff1a;\u5728Miniconda\u670d\u52a1\u5668\u4e0a\u8fd0\u884cGUI\u7a0b\u5e8f<br \/>\n\u5728\u8fdc\u7a0b\u5f00\u53d1\u65e5\u76ca\u666e\u53ca\u7684\u4eca\u5929&#xff0c;\u8bb8\u591aAI\u5de5\u7a0b\u5e08\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u90fd\u9762\u4e34\u4e00\u4e2a\u5171\u540c\u96be\u9898&#xff1a;\u5982\u4f55\u5728\u4e00\u4e2a\u6ca1\u6709\u56fe\u5f62\u754c\u9762\u7684\u4e91\u670d\u52a1\u5668\u4e0a\u8c03\u8bd5\u53ef\u89c6\u5316\u4ee3\u7801&#xff1f;\u6bd4\u5982\u4f60\u5728\u5199\u4e00\u6bb5PyTorch\u8bad\u7ec3\u811a\u672c\u65f6\u60f3\u770b\u770b\u635f\u5931\u66f2\u7ebf&#xff0c;\u6216\u8005\u7528matplotlib\u753b\u4e2a\u70ed\u529b\u56fe\u5206\u6790\u7279\u5f81\u76f8\u5173\u6027\u2014\u2014\u4f46\u670d\u52a1\u5668\u662f\u7eaf\u547d\u4ee4\u884c\u73af\u5883&#xff0c;plt.show()\u76f4\u63a5\u62a5\u9519\u201cCan\u2019t open display\u201d\u3002<br \/>\n\u8fd9\u4e0d\u662f<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[6322,6321,77],"topic":[],"class_list":["post-59873","post","type-post","status-publish","format-standard","hentry","category-server","tag-miniconda","tag-x11","tag-ssh"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>SSH X11\u8f6c\u53d1\uff1a\u5728Miniconda\u670d\u52a1\u5668\u4e0a\u8fd0\u884cGUI\u7a0b\u5e8f - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/59873.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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