{"id":64524,"date":"2026-01-23T17:56:20","date_gmt":"2026-01-23T09:56:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/64524.html"},"modified":"2026-01-23T17:56:20","modified_gmt":"2026-01-23T09:56:20","slug":"ssh%e5%85%8d%e5%af%86%e7%a0%81%e7%99%bb%e5%bd%95miniconda-python3-11%e6%9c%8d%e5%8a%a1%e5%99%a8%e6%8f%90%e5%8d%87%e6%95%88%e7%8e%87","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/64524.html","title":{"rendered":"SSH\u514d\u5bc6\u7801\u767b\u5f55Miniconda-Python3.11\u670d\u52a1\u5668\u63d0\u5347\u6548\u7387"},"content":{"rendered":"<h2>SSH\u514d\u5bc6\u7801\u767b\u5f55Miniconda-Python3.11\u670d\u52a1\u5668\u63d0\u5347\u6548\u7387<\/h2>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u548c\u6570\u636e\u79d1\u5b66\u9879\u76ee\u65e5\u76ca\u590d\u6742\u7684\u4eca\u5929&#xff0c;\u5f00\u53d1\u8005\u5e38\u5e38\u9700\u8981\u9891\u7e41\u8fde\u63a5\u8fdc\u7a0b\u670d\u52a1\u5668\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3001\u6570\u636e\u5206\u6790\u6216\u8c03\u8bd5\u3002\u6bcf\u6b21\u8f93\u5165\u5bc6\u7801\u4e0d\u4ec5\u6253\u65ad\u601d\u8def&#xff0c;\u8fd8\u62d6\u6162\u4e86\u81ea\u52a8\u5316\u6d41\u7a0b\u7684\u8282\u594f&#xff1b;\u800c\u4e0d\u540c\u9879\u76ee\u4e4b\u95f4Python\u4f9d\u8d56\u51b2\u7a81\u7684\u95ee\u9898\u66f4\u662f\u8ba9\u4eba\u5934\u75bc\u2014\u2014\u660e\u660e\u672c\u5730\u80fd\u8dd1\u901a\u7684\u4ee3\u7801&#xff0c;\u6362\u4e00\u53f0\u673a\u5668\u5c31\u62a5\u9519\u3002<\/p>\n<p>\u8fd9\u80cc\u540e\u5176\u5b9e\u6709\u4e24\u4e2a\u6838\u5fc3\u75db\u70b9&#xff1a;\u8eab\u4efd\u8ba4\u8bc1\u7684\u4f4e\u6548 \u548c \u73af\u5883\u7ba1\u7406\u7684\u6df7\u4e71\u3002\u5e78\u8fd0\u7684\u662f&#xff0c;\u6211\u4eec\u4e0d\u9700\u8981\u540c\u65f6\u201c\u53d1\u660e\u8f6e\u5b50\u201d&#xff0c;\u800c\u662f\u53ef\u4ee5\u5c06\u4e24\u4e2a\u6210\u719f\u6280\u672f\u7ec4\u5408\u8d77\u6765&#xff0c;\u6784\u5efa\u4e00\u4e2a\u65e2\u9ad8\u6548\u53c8\u53ef\u9760\u7684\u5f00\u53d1\u5de5\u4f5c\u6d41&#xff1a;SSH\u514d\u5bc6\u7801\u767b\u5f55 &#043; Miniconda-Python3.11 \u73af\u5883\u7ba1\u7406\u3002<\/p>\n<p>\u8fd9\u5957\u65b9\u6848\u4e0d\u662f\u4ec0\u4e48\u524d\u6cbf\u9ed1\u79d1\u6280&#xff0c;\u4f46\u5b83\u5374\u662f\u8bb8\u591a\u9876\u5c16AI\u56e2\u961f\u65e5\u5e38\u8fd0\u4f5c\u7684\u57fa\u7840\u3002\u5b83\u4e0d\u70ab\u6280&#xff0c;\u5374\u5b9e\u5b9e\u5728\u5728\u5730\u8ba9\u6bcf\u4e00\u6b21\u8fde\u63a5\u66f4\u5feb\u4e00\u6b65&#xff0c;\u8ba9\u6bcf\u4e00\u4e2a\u5b9e\u9a8c\u66f4\u53ef\u590d\u73b0\u4e00\u5206\u3002<\/p>\n<hr \/>\n<h3>\u4e3a\u4ec0\u4e48\u662f SSH \u514d\u5bc6\u767b\u5f55&#xff1f;<\/h3>\n<p>SSH&#xff08;Secure Shell&#xff09;\u672c\u8eab\u5df2\u7ecf\u662f\u4e00\u79cd\u5b89\u5168\u7684\u8fdc\u7a0b\u8bbf\u95ee\u534f\u8bae&#xff0c;\u4f46\u9ed8\u8ba4\u4f7f\u7528\u5bc6\u7801\u8ba4\u8bc1\u7684\u65b9\u5f0f\u5b58\u5728\u660e\u663e\u7684\u77ed\u677f&#xff1a;\u91cd\u590d\u8f93\u5165\u3001\u65e0\u6cd5\u811a\u672c\u5316\u3001\u6613\u53d7\u66b4\u529b\u7834\u89e3\u653b\u51fb\u3002\u800c\u901a\u8fc7\u516c\u94a5-\u79c1\u94a5\u673a\u5236\u5b9e\u73b0\u7684\u514d\u5bc6\u767b\u5f55&#xff0c;\u4e0d\u4ec5\u80fd\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898&#xff0c;\u8fd8\u80fd\u4e3a\u540e\u7eed\u7684\u81ea\u52a8\u5316\u94fa\u5e73\u9053\u8def\u3002<\/p>\n<p>\u5b83\u7684\u539f\u7406\u5e76\u4e0d\u590d\u6742&#xff1a;\u4f60\u5728\u672c\u5730\u751f\u6210\u4e00\u5bf9\u5bc6\u94a5\u2014\u2014\u79c1\u94a5\u7559\u5728\u4f60\u7535\u8111\u4e0a&#xff0c;\u7edd\u4e0d\u5916\u6cc4&#xff1b;\u516c\u94a5\u5219\u4e0a\u4f20\u5230\u76ee\u6807\u670d\u52a1\u5668\u3002\u5f53\u4f60\u5c1d\u8bd5\u8fde\u63a5\u65f6&#xff0c;\u670d\u52a1\u5668\u4f1a\u7528\u516c\u94a5\u52a0\u5bc6\u4e00\u6bb5\u968f\u673a\u4fe1\u606f\u53d1\u7ed9\u4f60&#xff0c;\u53ea\u6709\u6301\u6709\u5bf9\u5e94\u79c1\u94a5\u7684\u4e00\u65b9\u624d\u53ef\u80fd\u89e3\u5bc6\u5e76\u6b63\u786e\u56de\u5e94\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u50cf\u4e00\u628a\u6570\u5b57\u9501\u548c\u94a5\u5319&#xff0c;\u65e0\u9700\u4f20\u8f93\u4efb\u4f55\u654f\u611f\u4fe1\u606f\u3002<\/p>\n<p>\u5b9e\u9645\u64cd\u4f5c\u4e2d&#xff0c;\u6700\u5173\u952e\u7684\u6b65\u9aa4\u5176\u5b9e\u5c31\u4e09\u6b65&#xff1a;<\/p>\n<p># 1. \u751f\u6210\u5bc6\u94a5\u5bf9&#xff08;\u63a8\u8350\u4f7f\u7528RSA 4096\u4f4d&#xff09;<br \/>\nssh-keygen -t rsa -b 4096 -C &#034;your_email&#064;example.com&#034;<\/p>\n<p># 2. \u5c06\u516c\u94a5\u90e8\u7f72\u5230\u8fdc\u7a0b\u670d\u52a1\u5668<br \/>\nssh-copy-id user&#064;xxx.xxx.xxx.xxx<\/p>\n<p># 3. \u6d4b\u8bd5\u662f\u5426\u6210\u529f\u514d\u5bc6\u767b\u5f55<br \/>\nssh user&#064;xxx.xxx.xxx.xxx<\/p>\n<p>\u5982\u679c\u4f60\u76f4\u63a5\u8fdb\u5165\u4e86\u8fdc\u7a0b\u7ec8\u7aef\u800c\u6ca1\u6709\u63d0\u793a\u8f93\u5165\u5bc6\u7801&#xff0c;\u606d\u559c\u4f60&#xff0c;\u5df2\u7ecf\u8fc8\u51fa\u4e86\u6548\u7387\u63d0\u5347\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n<p>\u4e0d\u8fc7\u522b\u6025\u7740\u6536\u5de5\u3002\u6709\u51e0\u4e2a\u7ec6\u8282\u51b3\u5b9a\u4e86\u8fd9\u5957\u673a\u5236\u80fd\u5426\u957f\u671f\u7a33\u5b9a\u8fd0\u884c&#xff1a;<\/p>\n<ul>\n<li>\u79c1\u94a5\u6743\u9650\u5fc5\u987b\u4e25\u683c\u63a7\u5236&#xff1a;\u6267\u884c chmod 600 ~\/.ssh\/id_rsa&#xff0c;\u5426\u5219 OpenSSH \u5ba2\u6237\u7aef\u4f1a\u62d2\u7edd\u52a0\u8f7d\u8be5\u5bc6\u94a5\u3002<\/li>\n<li>\u5efa\u8bae\u8bbe\u7f6e passphrase&#xff1a;\u867d\u7136\u4f1a\u591a\u8f93\u4e00\u6b21\u53e3\u4ee4&#xff08;\u53ef\u5728 ssh-agent \u4e2d\u7f13\u5b58&#xff09;&#xff0c;\u4f46\u80fd\u6709\u6548\u9632\u6b62\u79c1\u94a5\u6587\u4ef6\u88ab\u76d7\u540e\u88ab\u6ee5\u7528\u3002<\/li>\n<li>\u907f\u514d\u591a\u4eba\u5171\u4eab\u540c\u4e00\u5bc6\u94a5&#xff1a;\u6bcf\u4e2a\u7528\u6237\u5e94\u62e5\u6709\u72ec\u7acb\u8d26\u6237\u548c\u72ec\u7acb\u5bc6\u94a5\u5bf9&#xff0c;\u4fbf\u4e8e\u5ba1\u8ba1\u4e0e\u6743\u9650\u56de\u6536\u3002<\/li>\n<\/ul>\n<p>\u66f4\u8fdb\u4e00\u6b65&#xff0c;\u5982\u679c\u4f60\u7ecf\u5e38\u5728\u591a\u4e2a\u4e91\u5e73\u53f0\u4e4b\u95f4\u5207\u6362&#xff0c;\u8fd8\u53ef\u4ee5\u5229\u7528 ~\/.ssh\/config \u6587\u4ef6\u7b80\u5316\u8fde\u63a5\u547d\u4ee4&#xff1a;<\/p>\n<p>Host mygpu<br \/>\n    HostName xxx.xxx.xxx.xxx<br \/>\n    User ubuntu<br \/>\n    IdentityFile ~\/.ssh\/id_rsa<br \/>\n    Port 22<\/p>\n<p>\u914d\u7f6e\u5b8c\u6210\u540e&#xff0c;\u53ea\u9700\u8f93\u5165 ssh mygpu \u5373\u53ef\u5b8c\u6210\u8fde\u63a5&#xff0c;\u8fdeIP\u90fd\u4e0d\u7528\u8bb0\u3002<\/p>\n<p>\u8fd9\u79cd\u770b\u4f3c\u5fae\u5c0f\u7684\u4f18\u5316&#xff0c;\u5728\u65e5\u79ef\u6708\u7d2f\u4e2d\u8282\u7701\u7684\u65f6\u95f4\u8fdc\u8d85\u60f3\u8c61\u3002<\/p>\n<hr \/>\n<h3>\u4e3a\u4ec0\u4e48\u8981\u7528 Miniconda \u800c\u4e0d\u662f\u76f4\u63a5\u88c5 Python&#xff1f;<\/h3>\n<p>\u5f88\u591a\u65b0\u624b\u4f1a\u95ee&#xff1a;\u201c\u6211\u76f4\u63a5\u7528\u7cfb\u7edf\u81ea\u5e26\u7684 Python \u4e0d\u884c\u5417&#xff1f;\u201d \u7b54\u6848\u662f&#xff1a;\u77ed\u671f\u53ef\u4ee5&#xff0c;\u957f\u671f\u5fc5\u51fa\u95ee\u9898\u3002<\/p>\n<p>\u8bbe\u60f3\u4e00\u4e0b&#xff1a;\u4f60\u6b63\u5728\u505a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1&#xff0c;\u9700\u8981\u7528 PyTorch 2.0&#xff1b;\u4f46\u53e6\u4e00\u4e2a\u8ba1\u7b97\u673a\u89c6\u89c9\u9879\u76ee\u8981\u6c42\u4f7f\u7528 TensorFlow 2.12&#xff0c;\u800c\u8fd9\u53c8\u4f9d\u8d56\u4e8e\u7279\u5b9a\u7248\u672c\u7684 NumPy\u3002\u5f53\u8fd9\u4e9b\u5e93\u5171\u5b58\u4e8e\u540c\u4e00\u4e2a\u73af\u5883\u4e2d\u65f6&#xff0c;\u7248\u672c\u51b2\u7a81\u51e0\u4e4e\u4e0d\u53ef\u907f\u514d\u3002<\/p>\n<p>\u8fd9\u5c31\u662f Conda \u7684\u4ef7\u503c\u6240\u5728\u3002\u4f5c\u4e3a\u4e13\u4e3a\u79d1\u5b66\u8ba1\u7b97\u8bbe\u8ba1\u7684\u5305\u4e0e\u73af\u5883\u7ba1\u7406\u7cfb\u7edf&#xff0c;\u5b83\u4e0d\u4ec5\u80fd\u5b89\u88c5 Python \u5305&#xff0c;\u8fd8\u80fd\u7ba1\u7406\u975ePython\u4f9d\u8d56&#xff08;\u5982CUDA\u5de5\u5177\u94fe\u3001FFmpeg\u7b49&#xff09;&#xff0c;\u5e76\u4e14\u652f\u6301\u8de8\u5e73\u53f0\u4e8c\u8fdb\u5236\u5206\u53d1&#xff0c;\u6781\u5927\u63d0\u5347\u4e86\u5b89\u88c5\u6210\u529f\u7387\u3002<\/p>\n<p>\u800c Miniconda \u662f Anaconda \u7684\u8f7b\u91cf\u7ea7\u7248\u672c&#xff0c;\u53ea\u5305\u542b Conda \u548c Python \u89e3\u91ca\u5668&#xff0c;\u521d\u59cb\u4f53\u79ef\u4ec5\u7ea670MB&#xff0c;\u975e\u5e38\u9002\u5408\u5feb\u901f\u90e8\u7f72\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u5b8c\u6574\u7248 Anaconda \u52a8\u8f84\u8d85\u8fc73GB&#xff0c;\u9884\u88c5\u5927\u91cf\u7528\u4e0d\u5230\u7684\u5e93&#xff0c;\u53cd\u800c\u6210\u4e86\u8d1f\u62c5\u3002<\/p>\n<p>\u4ee5 Python 3.11 \u4e3a\u4f8b&#xff0c;\u8fd9\u662f\u76ee\u524d\u4e3b\u6d41\u7684\u7a33\u5b9a\u7248\u672c&#xff0c;\u517c\u5bb9\u5927\u591a\u6570\u73b0\u4ee3AI\u6846\u67b6&#xff08;\u5305\u62ec PyTorch\u3001TensorFlow\u3001JAX&#xff09;\u3002\u4e00\u4e2a\u5178\u578b\u7684 Miniconda \u73af\u5883\u521d\u59cb\u5316\u540e\u5927\u5c0f\u7ea6\u4e3a500MB&#xff0c;\u8fdc\u5c0f\u4e8e\u4f20\u7edf\u53d1\u884c\u7248&#xff0c;\u5374\u8db3\u4ee5\u652f\u6491\u5b8c\u6574\u7684\u6df1\u5ea6\u5b66\u4e60\u5f00\u53d1\u9700\u6c42\u3002<\/p>\n<p>\u521b\u5efa\u4e00\u4e2a\u72ec\u7acb\u73af\u5883\u975e\u5e38\u7b80\u5355&#xff1a;<\/p>\n<p># \u521b\u5efa\u540d\u4e3a dl-env \u7684\u73af\u5883&#xff0c;\u6307\u5b9a Python \u7248\u672c<br \/>\nconda create -n dl-env python&#061;3.11<\/p>\n<p># \u6fc0\u6d3b\u73af\u5883<br \/>\nconda activate dl-env<\/p>\n<p># \u5b89\u88c5\u5e38\u7528\u5e93<br \/>\nconda install numpy pandas jupyterlab pytorch torchvision -c pytorch<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f&#xff0c;\u4f60\u53ef\u4ee5\u901a\u8fc7 environment.yml \u6587\u4ef6\u5c06\u6574\u4e2a\u73af\u5883\u201c\u5feb\u7167\u201d\u4e0b\u6765&#xff0c;\u4f9b\u4ed6\u4eba\u4e00\u952e\u8fd8\u539f&#xff1a;<\/p>\n<p>name: dl-env<br \/>\nchannels:<br \/>\n  &#8211; defaults<br \/>\n  &#8211; conda-forge<br \/>\n  &#8211; pytorch<br \/>\ndependencies:<br \/>\n  &#8211; python&#061;3.11<br \/>\n  &#8211; numpy<br \/>\n  &#8211; pandas<br \/>\n  &#8211; jupyterlab<br \/>\n  &#8211; pytorch::pytorch<br \/>\n  &#8211; pytorch::torchvision<br \/>\n  &#8211; pip<br \/>\n  &#8211; pip:<br \/>\n    &#8211; transformers<br \/>\n    &#8211; datasets<\/p>\n<p>\u53ea\u9700\u8981\u4e00\u53e5\u547d\u4ee4&#xff1a;<\/p>\n<p>conda env create -f environment.yml<\/p>\n<p>\u5c31\u80fd\u5728\u53e6\u4e00\u53f0\u673a\u5668\u4e0a\u91cd\u5efa\u5b8c\u5168\u4e00\u81f4\u7684\u73af\u5883\u3002\u8fd9\u5bf9\u4e8e\u79d1\u7814\u534f\u4f5c\u3001CI\/CD\u6d41\u6c34\u7ebf\u3001\u65b0\u4eba\u5165\u804c\u90fd\u975e\u5e38\u5173\u952e\u3002<\/p>\n<p>\u6211\u8fd8\u89c1\u8fc7\u4e0d\u5c11\u56e2\u961f\u56e0\u4e3a\u6ca1\u505a\u597d\u8fd9\u4e00\u70b9&#xff0c;\u5bfc\u81f4\u201c\u5728\u6211\u673a\u5668\u4e0a\u597d\u597d\u7684\u201d\u6210\u4e3a\u53e3\u5934\u7985\u3002\u800c\u4e00\u65e6\u5f15\u5165 environment.yml&#xff0c;\u8fd9\u4e2a\u95ee\u9898\u57fa\u672c\u5c31\u6d88\u5931\u4e86\u3002<\/p>\n<hr \/>\n<h3>\u5b9e\u9645\u5de5\u4f5c\u6d41\u957f\u4ec0\u4e48\u6837&#xff1f;<\/h3>\n<p>\u8ba9\u6211\u4eec\u8fd8\u539f\u4e00\u4e2a\u771f\u5b9e\u573a\u666f&#xff1a;\u4f60\u521a\u52a0\u5165\u4e00\u4e2aAI\u5b9e\u9a8c\u5ba4&#xff0c;\u5bfc\u5e08\u7ed9\u4e86\u4f60\u4e00\u53f0\u914d\u5907\u4e86 Miniconda-Python3.11 \u7684\u8fdc\u7a0bGPU\u670d\u52a1\u5668\u5730\u5740\u3002<\/p>\n<p>\u4f60\u7684\u7b2c\u4e00\u4ef6\u4e8b\u4e0d\u518d\u662f\u95ee\u201c\u8981\u88c5\u54ea\u4e9b\u5e93\u201d&#xff0c;\u800c\u662f\u5148\u5efa\u7acb\u9ad8\u6548\u7684\u8fde\u63a5\u901a\u9053\u3002<\/p>\n<h4>\u7b2c\u4e00\u6b65&#xff1a;\u914d\u7f6eSSH\u514d\u5bc6\u767b\u5f55<\/h4>\n<p>\u5728\u672c\u5730\u7ec8\u7aef\u6267\u884c&#xff1a;<\/p>\n<p>ssh-keygen -t rsa -b 4096 -C &#034;zhangsan&#064;lab.edu.cn&#034;<br \/>\nssh-copy-id lab-user&#064;192.168.10.100<\/p>\n<p>\u7136\u540e\u6d4b\u8bd5&#xff1a;<\/p>\n<p>ssh lab-user&#064;192.168.10.100<\/p>\n<p>\u5982\u679c\u987a\u5229\u8fdb\u5165&#xff0c;\u8bf4\u660e\u8eab\u4efd\u8ba4\u8bc1\u5df2\u6253\u901a\u3002<\/p>\n<h4>\u7b2c\u4e8c\u6b65&#xff1a;\u62c9\u53d6\u9879\u76ee\u5e76\u8fd8\u539f\u73af\u5883<\/h4>\n<p>\u5047\u8bbe\u9879\u76ee\u6258\u7ba1\u5728Git\u4ed3\u5e93\u4e2d&#xff1a;<\/p>\n<p>git clone https:\/\/github.com\/lab\/nlp-pipeline.git<br \/>\ncd nlp-pipeline<br \/>\nconda env create -f environment.yml<br \/>\nconda activate nlp-env<\/p>\n<p>\u51e0\u6761\u547d\u4ee4\u4e4b\u540e&#xff0c;\u4f60\u5c31\u62e5\u6709\u4e86\u548c\u56e2\u961f\u5176\u4ed6\u6210\u5458\u5b8c\u5168\u4e00\u81f4\u7684\u8fd0\u884c\u73af\u5883\u3002<\/p>\n<h4>\u7b2c\u4e09\u6b65&#xff1a;\u9009\u62e9\u5f00\u53d1\u6a21\u5f0f<\/h4>\n<p>\u4f60\u53ef\u4ee5\u7ee7\u7eed\u5728SSH\u7ec8\u7aef\u4e2d\u8fd0\u884c\u811a\u672c&#xff1a;<\/p>\n<p>python train.py &#8211;epochs 10<\/p>\n<p>\u4e5f\u53ef\u4ee5\u542f\u52a8 JupyterLab \u8fdb\u884c\u4ea4\u4e92\u5f0f\u5f00\u53d1&#xff1a;<\/p>\n<p>jupyter-lab &#8211;ip&#061;0.0.0.0 &#8211;port&#061;8888 &#8211;no-browser &#8211;allow-root<\/p>\n<p>\u7136\u540e\u5728\u672c\u5730\u6d4f\u89c8\u5668\u8bbf\u95ee http:\/\/192.168.10.100:8888&#xff0c;\u8f93\u5165token\u5373\u53ef\u5f00\u59cb\u7f16\u7801\u3002<\/p>\n<p>\u4e3a\u4e86\u5b89\u5168\u8d77\u89c1&#xff0c;\u5efa\u8bae\u4e0d\u8981\u957f\u671f\u5f00\u653e Jupyter \u7aef\u53e3\u3002\u66f4\u597d\u7684\u505a\u6cd5\u662f\u4f7f\u7528 SSH \u96a7\u9053&#xff1a;<\/p>\n<p>ssh -L 8888:localhost:8888 lab-user&#064;192.168.10.100<\/p>\n<p>\u8fd9\u6837\u5373\u4f7f\u670d\u52a1\u5668\u9632\u706b\u5899\u5173\u95ed\u4e868888\u7aef\u53e3&#xff0c;\u4f60\u4f9d\u7136\u53ef\u4ee5\u901a\u8fc7 http:\/\/localhost:8888 \u5b89\u5168\u8bbf\u95ee\u670d\u52a1&#xff0c;\u6240\u6709\u6d41\u91cf\u90fd\u88abSSH\u52a0\u5bc6\u3002<\/p>\n<hr \/>\n<h3>\u5e38\u89c1\u95ee\u9898\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h3>\n<p>\u8fd9\u5957\u7ec4\u5408\u62f3\u867d\u5f3a&#xff0c;\u4f46\u4e5f\u6709\u4e00\u4e9b\u201c\u5751\u201d\u9700\u8981\u6ce8\u610f\u3002<\/p>\n<h4>\u5bc6\u94a5\u5b89\u5168\u7ba1\u7406<\/h4>\n<ul>\n<li>\u79c1\u94a5\u6587\u4ef6\u5207\u52ff\u63d0\u4ea4\u5230 Git \u6216\u4e0a\u4f20\u81f3\u7f51\u76d8\u3002<\/li>\n<li>\u4f7f\u7528 ssh-agent \u7f13\u5b58 passphrase \u89e3\u5bc6\u72b6\u6001&#xff0c;\u907f\u514d\u9891\u7e41\u8f93\u5165&#xff1a;<\/li>\n<\/ul>\n<p>bash<br \/>\n  eval $(ssh-agent)<br \/>\n  ssh-add ~\/.ssh\/id_rsa<\/p>\n<ul>\n<li>\u5728\u591a\u8bbe\u5907\u95f4\u540c\u6b65\u65f6&#xff0c;\u4e0d\u8981\u590d\u5236\u79c1\u94a5&#xff0c;\u800c\u662f\u4e3a\u6bcf\u53f0\u8bbe\u5907\u5355\u72ec\u751f\u6210\u5bc6\u94a5\u5bf9\u3002<\/li>\n<\/ul>\n<h4>\u73af\u5883\u7ba1\u7406\u89c4\u8303<\/h4>\n<ul>\n<li>\u7ed9\u73af\u5883\u8d77\u6709\u610f\u4e49\u7684\u540d\u5b57&#xff0c;\u6bd4\u5982 cv-training, data-preprocess&#xff0c;\u800c\u4e0d\u662f env1, test\u3002<\/li>\n<li>\u6bcf\u6b21\u91cd\u5927\u4f9d\u8d56\u53d8\u66f4\u540e&#xff0c;\u8bb0\u5f97\u66f4\u65b0 environment.yml&#xff1a;<\/li>\n<\/ul>\n<p>bash<br \/>\n  conda env export &gt; environment.yml<\/p>\n<p>\u6ce8\u610f&#xff1a;\u5bfc\u51fa\u65f6\u4f1a\u5305\u542b\u7cbe\u786e\u7248\u672c\u53f7\u548cbuild\u6807\u7b7e&#xff0c;\u53ef\u80fd\u5bfc\u81f4\u8de8\u5e73\u53f0\u4e0d\u517c\u5bb9\u3002\u82e5\u9700\u901a\u7528\u6027\u66f4\u5f3a\u7684\u914d\u7f6e&#xff0c;\u53ef\u7528&#xff1a;<\/p>\n<p>bash<br \/>\n  conda env export &#8211;no-builds | grep -v &#034;prefix&#034; &gt; environment.yml<\/p>\n<h4>Jupyter \u5b89\u5168\u7b56\u7565<\/h4>\n<p>\u751f\u4ea7\u73af\u5883\u4e0b\u52a1\u5fc5\u542f\u7528\u8eab\u4efd\u9a8c\u8bc1&#xff1a;<\/p>\n<p>jupyter notebook password<\/p>\n<p>\u6216\u8005\u751f\u6210\u914d\u7f6e\u6587\u4ef6\u5e76\u8bbe\u7f6etoken&#xff1a;<\/p>\n<p>jupyter-lab &#8211;generate-config<\/p>\n<p>\u7f16\u8f91 ~\/.jupyter\/jupyter_server_config.py \u6dfb\u52a0&#xff1a;<\/p>\n<p>c.ServerApp.token &#061; &#039;your-secret-token&#039;<br \/>\nc.ServerApp.password_required &#061; True<\/p>\n<h4>\u5907\u4efd\u4e0e\u6279\u91cf\u90e8\u7f72<\/h4>\n<p>\u5bf9\u4e8e\u5df2\u7ecf\u8c03\u597d\u7684\u73af\u5883&#xff0c;\u5efa\u8bae\u5236\u4f5c\u7cfb\u7edf\u5feb\u7167\u6216Docker\u955c\u50cf&#xff0c;\u7528\u4e8e\u65b0\u6210\u5458\u5feb\u901f\u63a5\u5165\u6216\u707e\u5907\u6062\u590d\u3002\u5982\u679c\u662f\u4e91\u5e73\u53f0&#xff0c;\u53ef\u4ee5\u76f4\u63a5\u57fa\u4e8e\u5f53\u524d\u5b9e\u4f8b\u521b\u5efa\u81ea\u5b9a\u4e49\u955c\u50cf\u3002<\/p>\n<hr \/>\n<h3>\u8fd9\u5957\u65b9\u6848\u771f\u6b63\u7684\u4ef7\u503c\u5728\u54ea\u91cc&#xff1f;<\/h3>\n<p>\u8868\u9762\u4e0a\u770b&#xff0c;\u8fd9\u53ea\u662f\u4e24\u4e2a\u5de5\u5177\u7684\u7b80\u5355\u7ec4\u5408&#xff1a;SSH\u514d\u5bc6\u767b\u5f55\u8ba9\u4f60\u5c11\u6572\u51e0\u6b21\u952e\u76d8&#xff0c;Miniconda\u5e2e\u4f60\u7ba1\u597d\u4f9d\u8d56\u3002\u4f46\u6df1\u5165\u6765\u770b&#xff0c;\u5b83\u5b9e\u9645\u4e0a\u6784\u5efa\u4e86\u4e00\u79cd\u6807\u51c6\u5316\u3001\u53ef\u590d\u73b0\u3001\u53ef\u6301\u7eed\u8fed\u4ee3\u7684\u5de5\u7a0b\u6587\u5316\u3002<\/p>\n<ul>\n<li>\u4e2a\u4f53\u5c42\u9762&#xff1a;\u4f60\u4e0d\u518d\u88ab\u7410\u788e\u64cd\u4f5c\u5e72\u6270&#xff0c;\u6ce8\u610f\u529b\u53ef\u4ee5\u96c6\u4e2d\u5728\u771f\u6b63\u91cd\u8981\u7684\u4e8b\u60c5\u4e0a\u2014\u2014\u5199\u4ee3\u7801\u3001\u8c03\u53c2\u6570\u3001\u5206\u6790\u7ed3\u679c\u3002<\/li>\n<li>\u56e2\u961f\u5c42\u9762&#xff1a;\u65b0\u4eba\u7b2c\u4e00\u5929\u5c31\u80fd\u8dd1\u901a\u5168\u90e8\u6d41\u7a0b&#xff0c;\u51cf\u5c11\u4e86\u201c\u73af\u5883\u914d\u7f6e\u201d\u8fd9\u7c7b\u4f4e\u4ef7\u503c\u6469\u64e6\u3002<\/li>\n<li>\u79d1\u7814\u5c42\u9762&#xff1a;\u5b9e\u9a8c\u6761\u4ef6\u88ab\u660e\u786e\u8bb0\u5f55&#xff0c;\u522b\u4eba\u53ef\u4ee5\u590d\u73b0\u4f60\u7684\u7ed3\u679c&#xff0c;\u8bba\u6587\u66f4\u5177\u8bf4\u670d\u529b\u3002<\/li>\n<li>\u8fd0\u7ef4\u5c42\u9762&#xff1a;\u6574\u5957\u6d41\u7a0b\u53ef\u811a\u672c\u5316\u3001\u53ef\u81ea\u52a8\u5316&#xff0c;\u9002\u5408\u96c6\u6210\u8fdbCI\/CD\u3001\u5b9a\u65f6\u4efb\u52a1\u6216Kubernetes\u4f5c\u4e1a\u4e2d\u3002<\/li>\n<\/ul>\n<p>\u66f4\u91cd\u8981\u7684\u662f&#xff0c;\u8fd9\u79cd\u601d\u7ef4\u65b9\u5f0f\u53ef\u4ee5\u5ef6\u4f38\u5230\u66f4\u591a\u9886\u57df&#xff1a;\u65e2\u7136\u6211\u4eec\u80fd\u7528 environment.yml \u9501\u5b9a\u8f6f\u4ef6\u73af\u5883&#xff0c;\u90a3\u80fd\u4e0d\u80fd\u7528 Terraform \u9501\u5b9a\u57fa\u7840\u8bbe\u65bd&#xff1f;\u80fd\u4e0d\u80fd\u7528 Makefile \u7edf\u4e00\u4efb\u52a1\u5165\u53e3&#xff1f;<\/p>\n<p>\u7b54\u6848\u90fd\u662f\u80af\u5b9a\u7684\u3002\u800c\u8fd9\u4e00\u5207\u7684\u8d77\u70b9&#xff0c;\u5f80\u5f80\u5c31\u662f\u4e00\u6b21\u987a\u7545\u7684SSH\u8fde\u63a5&#xff0c;\u548c\u4e00\u4e2a\u5e72\u51c0\u7684Conda\u73af\u5883\u3002<\/p>\n<hr \/>\n<p>\u5982\u4eca&#xff0c;\u65e0\u8bba\u662f\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u3001\u521d\u521b\u516c\u53f8\u8fd8\u662f\u5927\u578b\u4f01\u4e1a\u7684AI\u90e8\u95e8&#xff0c;\u8fd9\u5957\u201cSSH &#043; Miniconda\u201d\u7ec4\u5408\u5df2\u7ecf\u6210\u4e3a\u6807\u914d\u3002\u5b83\u4e0d\u50cf\u5927\u6a21\u578b\u90a3\u6837\u5f15\u4eba\u6ce8\u76ee&#xff0c;\u5374\u50cf\u6c34\u7535\u4e00\u6837\u9ed8\u9ed8\u652f\u6491\u7740\u6bcf\u5929\u7684\u79d1\u7814\u4e0e\u5f00\u53d1\u5de5\u4f5c\u3002<\/p>\n<p>\u638c\u63e1\u5b83&#xff0c;\u4e0d\u53ea\u662f\u5b66\u4f1a\u51e0\u4e2a\u547d\u4ee4&#xff0c;\u66f4\u662f\u7406\u89e3\u73b0\u4ee3\u667a\u80fd\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u7684\u57fa\u672c\u903b\u8f91&#xff1a;\u628a\u91cd\u590d\u4ea4\u7ed9\u673a\u5668&#xff0c;\u628a\u521b\u9020\u7559\u7ed9\u4eba\u7c7b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>SSH\u514d\u5bc6\u7801\u767b\u5f55Miniconda-Python3.11\u670d\u52a1\u5668\u63d0\u5347\u6548\u7387<br \/>\n\u5728\u4eba\u5de5\u667a\u80fd\u548c\u6570\u636e\u79d1\u5b66\u9879\u76ee\u65e5\u76ca\u590d\u6742\u7684\u4eca\u5929&#xff0c;\u5f00\u53d1\u8005\u5e38\u5e38\u9700\u8981\u9891\u7e41\u8fde\u63a5\u8fdc\u7a0b\u670d\u52a1\u5668\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3001\u6570\u636e\u5206\u6790\u6216\u8c03\u8bd5\u3002\u6bcf\u6b21\u8f93\u5165\u5bc6\u7801\u4e0d\u4ec5\u6253\u65ad\u601d\u8def&#xff0c;\u8fd8\u62d6\u6162\u4e86\u81ea\u52a8\u5316\u6d41\u7a0b\u7684\u8282\u594f&#xff1b;\u800c\u4e0d\u540c\u9879\u76ee\u4e4b\u95f4Python\u4f9d\u8d56\u51b2\u7a81\u7684\u95ee\u9898\u66f4\u662f\u8ba9\u4eba\u5934\u75bc\u2014\u2014\u660e\u660e\u672c\u5730\u80fd\u8dd1\u901a\u7684\u4ee3\u7801&#xff0c;\u6362\u4e00\u53f0\u673a\u5668\u5c31\u62a5\u9519\u3002<br \/>\n\u8fd9\u80cc\u540e\u5176\u5b9e\u6709\u4e24\u4e2a\u6838\u5fc3\u75db\u70b9&#xff1a;\u8eab\u4efd\u8ba4\u8bc1\u7684\u4f4e\u6548 \u548c 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