{"id":35891,"date":"2025-05-07T07:40:58","date_gmt":"2025-05-06T23:40:58","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/35891.html"},"modified":"2025-05-07T07:40:58","modified_gmt":"2025-05-06T23:40:58","slug":"%e5%a6%82%e4%bd%95%e5%9c%a8%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%90%8e%e5%8f%b0%e8%bf%90%e8%a1%8cpython%e8%84%9a%e6%9c%ac%ef%bc%8c%e5%b9%b6%e9%85%8d%e7%bd%ae%e8%99%9a%e6%8b%9f%e7%8e%af%e5%a2%83%e4%b8%8egpu","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/35891.html","title":{"rendered":"\u5982\u4f55\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884cPython\u811a\u672c\uff0c\u5e76\u914d\u7f6e\u865a\u62df\u73af\u5883\u4e0eGPU\u652f\u6301"},"content":{"rendered":"<p>\u4f7f\u7528Conda\u865a\u62df\u73af\u5883\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884cPython\u811a\u672c&#xff0c;\u5e76\u68c0\u67e5GPU\u5206\u914d \u5728\u670d\u52a1\u5668\u5f00\u53d1\u73af\u5883\u4e2d&#xff0c;\u6211\u4eec\u9700\u8981\u786e\u4fddPython\u811a\u672c\u8fd0\u884c\u5728\u6307\u5b9a\u7684Conda\u865a\u62df\u73af\u5883\u4e2d&#xff0c;\u5e76\u4e14\u786e\u8ba4\u662f\u5426\u6b63\u786e\u5206\u914d\u4e86GPU\u8d44\u6e90\u3002\u672c\u6587\u5c06\u901a\u8fc7\u4e00\u4e2a\u5b8c\u6574\u7684start.sh\u811a\u672c&#xff0c;\u5b8c\u6210\u4ee5\u4e0b\u529f\u80fd&#xff1a;<\/p>\n<li>\u5b89\u88c5Miniconda\u3001\u67e5\u8be2\u865a\u62df\u73af\u5883\u4f4d\u7f6e&#xff1b;<\/li>\n<li>\u521b\u5efa\u5e76\u6fc0\u6d3b\u6307\u5b9a\u7684\u865a\u62df\u73af\u5883&#xff08;\u5982 test&#xff09;&#xff1b;<\/li>\n<li>\u68c0\u67e5\u662f\u5426\u5206\u914dGPU\u7ed9Python\u811a\u672c&#xff1b;<\/li>\n<li>\u5728\u540e\u53f0\u8fd0\u884cPython\u811a\u672c\u3002<\/li>\n<hr \/>\n<h3>\u4e00\u3001\u5b89\u88c5 Miniconda<\/h3>\n<p>\u5982\u679c\u670d\u52a1\u5668\u5c1a\u672a\u5b89\u88c5Conda&#xff0c;\u53ef\u4ee5\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u5b89\u88c5 Miniconda&#xff1b;\u82e5\u5df2\u7ecf\u5b89\u88c5&#xff0c;\u53ef\u8df3\u8fc7\u3002<\/p>\n<h4>1. \u4e0b\u8f7dMiniconda\u5b89\u88c5\u5305<\/h4>\n<p>\u6839\u636e\u670d\u52a1\u5668\u7684\u64cd\u4f5c\u7cfb\u7edf\u4e0b\u8f7d\u5bf9\u5e94\u7248\u672c\u7684Miniconda&#xff1a;<\/p>\n<ul>\n<li>\n<p>Linux&#xff08;64\u4f4d\u7cfb\u7edf&#xff09;&#xff1a;<\/p>\n<p> <span class=\"token function\">wget<\/span> https:\/\/repo.anaconda.com\/miniconda\/Miniconda3-latest-Linux-x86_64.sh\n <\/li>\n<li>\n<p>macOS&#xff08;Intel\u82af\u7247&#xff09;&#xff1a;<\/p>\n<p> <span class=\"token function\">wget<\/span> https:\/\/repo.anaconda.com\/miniconda\/Miniconda3-latest-MacOSX-x86_64.sh\n <\/li>\n<li>\n<p>macOS&#xff08;Apple Silicon\u82af\u7247&#xff09;&#xff1a;<\/p>\n<p> <span class=\"token function\">wget<\/span> https:\/\/repo.anaconda.com\/miniconda\/Miniconda3-latest-MacOSX-arm64.sh\n <\/li>\n<\/ul>\n<h4>2. \u5b89\u88c5Miniconda<\/h4>\n<p>\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5Miniconda&#xff1a;<\/p>\n<p><span class=\"token function\">bash<\/span> Miniconda3-latest-Linux-x86_64.sh<\/p>\n<p>\u5b89\u88c5\u8fc7\u7a0b\u4e2d\u6309\u63d0\u793a\u64cd\u4f5c&#xff0c;\u9009\u62e9\u9ed8\u8ba4\u8def\u5f84&#xff08;\u5982&#xff1a;\/root\/miniconda3&#xff09;\u3002\u5b89\u88c5\u5b8c\u6210\u540e&#xff0c;\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u52a0\u8f7dConda&#xff1a;<\/p>\n<p><span class=\"token builtin class-name\">source<\/span> ~\/miniconda3\/etc\/profile.d\/conda.sh<\/p>\n<h4>3. \u9a8c\u8bc1\u5b89\u88c5\u662f\u5426\u6210\u529f<\/h4>\n<p>\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u68c0\u67e5Conda\u662f\u5426\u5b89\u88c5\u6210\u529f&#xff1a;<\/p>\n<p>conda &#8211;version<\/p>\n<p>\u5982\u679c\u8f93\u51faConda\u7684\u7248\u672c\u53f7&#xff0c;\u5219\u8bf4\u660e\u5b89\u88c5\u6210\u529f\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u521b\u5efaConda\u865a\u62df\u73af\u5883<\/h3>\n<p>\u5b8c\u6210Miniconda\u5b89\u88c5\u540e&#xff0c;\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u521b\u5efa\u865a\u62df\u73af\u5883&#xff1a;<\/p>\n<h4>1. \u521b\u5efa\u865a\u62df\u73af\u5883<\/h4>\n<p>\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u521b\u5efa\u4e00\u4e2a\u540d\u4e3atest\u7684\u865a\u62df\u73af\u5883&#xff0c;\u5e76\u5b89\u88c5\u6307\u5b9a\u7684Python\u7248\u672c&#xff08;\u5982 3.9&#xff09;&#xff1a;<\/p>\n<p>conda create -n <span class=\"token builtin class-name\">test<\/span> <span class=\"token assign-left variable\">python<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">3.9<\/span> -y<\/p>\n<h4>2. \u6fc0\u6d3b\u865a\u62df\u73af\u5883<\/h4>\n<p>\u6fc0\u6d3btest\u865a\u62df\u73af\u5883&#xff1a;<\/p>\n<p>conda activate <span class=\"token builtin class-name\">test<\/span><\/p>\n<h4>3. \u5b89\u88c5\u4f9d\u8d56\u5305<\/h4>\n<p>\u5728\u865a\u62df\u73af\u5883\u4e2d\u5b89\u88c5\u9700\u8981\u7684\u4f9d\u8d56\u5305&#xff0c;\u6bd4\u5982numpy&#xff08;\u82e5\u4e0d\u9700\u8981&#xff0c;\u53ef\u8df3\u8fc7&#xff09;&#xff1a;<\/p>\n<p>conda <span class=\"token function\">install<\/span> numpy -y<\/p>\n<h4>4.\u7f16\u5199\u6d4b\u8bd5\u811a\u672cmian.py<\/h4>\n<p><span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">import<\/span> datetime<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Python\u811a\u672c\u5f00\u59cb\u8fd0\u884c&#8230;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">while<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        current_time <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y-%m-%d %H:%M:%S&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5f53\u524d\u65f6\u95f4: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>current_time<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u6bcf5\u79d2\u6253\u5370\u4e00\u6b21<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<hr \/>\n<h3>\u4e09\u3001\u811a\u672c\u5185\u5bb9<\/h3>\n<p>\u7b80\u6613\u7248start.sh &#xff0c;\u5305\u542b\u6fc0\u6d3b\u73af\u5883\u3001\u540e\u53f0\u8fd0\u884cPython\u811a\u672c&#xff0c;\u5e76\u5c06\u65e5\u5fd7\u4fdd\u5b58\u5230output.log&#xff1a;<\/p>\n<p><span class=\"token shebang important\">#!\/bin\/bash<\/span><\/p>\n<p><span class=\"token comment\"># \u542f\u7528\u4e25\u683c\u6a21\u5f0f<\/span><br \/>\n<span class=\"token builtin class-name\">set<\/span> -e<\/p>\n<p><span class=\"token comment\"># 1. \u6fc0\u6d3bConda\u865a\u62df\u73af\u5883<\/span><br \/>\n<span class=\"token builtin class-name\">source<\/span> ~\/miniconda3\/etc\/profile.d\/conda.sh<br \/>\nconda activate <span class=\"token builtin class-name\">test<\/span><\/p>\n<p><span class=\"token comment\"># 2. \u540e\u53f0\u8fd0\u884cPython\u811a\u672c<\/span><br \/>\n<span class=\"token function\">nohup<\/span> python main.py <span class=\"token operator\">&gt;<\/span> output.log <span class=\"token operator\"><span class=\"token file-descriptor important\">2<\/span>&gt;<\/span><span class=\"token file-descriptor important\">&amp;1<\/span> <span class=\"token operator\">&amp;<\/span><br \/>\n<span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;Python\u811a\u672c\u5df2\u7ecf\u5728\u540e\u53f0\u8fd0\u884c&#xff0c;\u65e5\u5fd7\u8f93\u51fa\u5230output.log\u3002&#034;<\/span><\/p>\n<p>\u5347\u7ea7\u7248start.sh &#xff0c;\u5305\u542b\u6fc0\u6d3b\u73af\u5883\u3001\u68c0\u67e5GPU\u5206\u914d\u3001\u540e\u53f0\u8fd0\u884cPython\u811a\u672c&#xff0c;\u68c0\u67e5\u662f\u5426\u5df2\u6709\u811a\u672c\u8fd0\u884c\u3001\u4fdd\u5b58\u8fd0\u884c\u65e5\u5fd7\u7684\u529f\u80fd&#xff1a;<\/p>\n<p><span class=\"token shebang important\">#!\/bin\/bash<\/span><\/p>\n<p><span class=\"token comment\"># \u542f\u7528\u4e25\u683c\u6a21\u5f0f&#xff1a;\u9047\u5230\u9519\u8bef\u6216\u672a\u5b9a\u4e49\u53d8\u91cf\u65f6\u7acb\u5373\u9000\u51fa\u811a\u672c<\/span><br \/>\n<span class=\"token builtin class-name\">set<\/span> -e  <span class=\"token comment\"># \u9047\u5230\u9519\u8bef\u9000\u51fa<\/span><br \/>\n<span class=\"token builtin class-name\">set<\/span> -u  <span class=\"token comment\"># \u4f7f\u7528\u672a\u5b9a\u4e49\u53d8\u91cf\u65f6\u9000\u51fa<\/span><\/p>\n<p><span class=\"token comment\"># 1. \u521d\u59cb\u5316Conda\u73af\u5883<\/span><br \/>\n<span class=\"token comment\"># \u786e\u4fddConda\u80fd\u591f\u6b63\u5e38\u5de5\u4f5c<\/span><br \/>\nconda init <span class=\"token function\">bash<\/span><br \/>\n<span class=\"token builtin class-name\">source<\/span> ~\/miniconda3\/etc\/profile.d\/conda.sh<\/p>\n<p><span class=\"token comment\"># 2. \u67e5\u8be2Conda\u865a\u62df\u73af\u5883\u5217\u8868\u5e76\u6fc0\u6d3b\u6307\u5b9a\u73af\u5883<\/span><br \/>\n<span class=\"token comment\"># \u68c0\u67e5\u865a\u62df\u73af\u5883\u662f\u5426\u5b58\u5728<\/span><br \/>\n<span class=\"token assign-left variable\">ENV_NAME<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;test&#034;<\/span><br \/>\n<span class=\"token keyword\">if<\/span> <span class=\"token operator\">!<\/span> conda <span class=\"token function\">env<\/span> list <span class=\"token operator\">|<\/span> <span class=\"token function\">grep<\/span> -q <span class=\"token string\">&#034;<span class=\"token variable\">$ENV_NAME<\/span>&#034;<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token keyword\">then<\/span><br \/>\n  <span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u865a\u62df\u73af\u5883 <span class=\"token variable\">$ENV_NAME<\/span> \u4e0d\u5b58\u5728&#xff0c;\u8bf7\u68c0\u67e5\u73af\u5883\u540d\u79f0\u6216\u521b\u5efa\u73af\u5883&#xff01;&#034;<\/span><br \/>\n  <span class=\"token builtin class-name\">exit<\/span> <span class=\"token number\">1<\/span><br \/>\n<span class=\"token keyword\">fi<\/span><\/p>\n<p><span class=\"token comment\"># \u6fc0\u6d3b\u865a\u62df\u73af\u5883<\/span><br \/>\nconda activate <span class=\"token variable\">$ENV_NAME<\/span><br \/>\n<span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u5df2\u6fc0\u6d3bConda\u865a\u62df\u73af\u5883&#xff1a;<span class=\"token variable\">$ENV_NAME<\/span>&#034;<\/span><\/p>\n<p><span class=\"token comment\"># 3. \u68c0\u67e5GPU\u662f\u5426\u53ef\u7528<\/span><br \/>\n<span class=\"token comment\"># \u4f7f\u7528nvidia-smi\u68c0\u6d4bGPU&#xff0c;\u5e76\u68c0\u67e5\u662f\u5426\u5206\u914d\u7ed9\u4efb\u52a1<\/span><br \/>\n<span class=\"token keyword\">if<\/span> <span class=\"token builtin class-name\">command<\/span> -v nvidia-smi <span class=\"token operator\">&amp;&gt;<\/span> \/dev\/null<span class=\"token punctuation\">;<\/span> <span class=\"token keyword\">then<\/span><br \/>\n  <span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u68c0\u6d4b\u5230GPU\u73af\u5883&#xff0c;\u5f53\u524dGPU\u4fe1\u606f\u5982\u4e0b&#xff1a;&#034;<\/span><br \/>\n  nvidia-smi<br \/>\n<span class=\"token keyword\">else<\/span><br \/>\n  <span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u672a\u68c0\u6d4b\u5230GPU&#xff0c;\u5c06\u4f7f\u7528CPU\u8fd0\u884c\u3002&#034;<\/span><br \/>\n<span class=\"token keyword\">fi<\/span><\/p>\n<p><span class=\"token comment\"># 4. \u68c0\u67e5\u662f\u5426\u5df2\u6709\u811a\u672c\u5b9e\u4f8b\u5728\u8fd0\u884c<\/span><br \/>\n<span class=\"token comment\"># \u5047\u8bbe\u9700\u8981\u8fd0\u884c\u7684Python\u811a\u672c\u540d\u4e3amain.py<\/span><br \/>\n<span class=\"token assign-left variable\">PYTHON_SCRIPT<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;main.py&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u67e5\u627e\u8fd0\u884c\u4e2d\u7684\u811a\u672c\u8fdb\u7a0b<\/span><br \/>\n<span class=\"token assign-left variable\">RUNNING_PID<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token variable\"><span class=\"token variable\">$(<\/span>pgrep -f <span class=\"token string\">&#034;<span class=\"token variable\">$PYTHON_SCRIPT<\/span>&#034;<\/span> <span class=\"token operator\">||<\/span> <span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token variable\">)<\/span><\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">[<\/span> -n <span class=\"token string\">&#034;<span class=\"token variable\">$RUNNING_PID<\/span>&#034;<\/span> <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token keyword\">then<\/span><br \/>\n  <span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u68c0\u6d4b\u5230\u6b63\u5728\u8fd0\u884c\u7684\u811a\u672c\u8fdb\u7a0b&#xff0c;PID&#xff1a;<span class=\"token variable\">$RUNNING_PID<\/span>&#xff0c;\u6b63\u5728\u7ec8\u6b62\u8be5\u8fdb\u7a0b&#8230;&#034;<\/span><br \/>\n  <span class=\"token function\">kill<\/span> -9 <span class=\"token string\">&#034;<span class=\"token variable\">$RUNNING_PID<\/span>&#034;<\/span><br \/>\n  <span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u5df2\u7ec8\u6b62\u8fdb\u7a0b <span class=\"token variable\">$RUNNING_PID<\/span>\u3002&#034;<\/span><br \/>\n<span class=\"token keyword\">else<\/span><br \/>\n  <span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u672a\u68c0\u6d4b\u5230\u6b63\u5728\u8fd0\u884c\u7684\u811a\u672c&#xff0c;\u51c6\u5907\u542f\u52a8\u65b0\u4efb\u52a1\u3002&#034;<\/span><br \/>\n<span class=\"token keyword\">fi<\/span><\/p>\n<p><span class=\"token comment\"># 5. \u540e\u53f0\u8fd0\u884cPython\u811a\u672c\u5e76\u68c0\u67e5GPU\u5206\u914d<\/span><br \/>\n<span class=\"token comment\"># \u4f7f\u7528nohup\u540e\u53f0\u8fd0\u884cPython\u811a\u672c&#xff0c;\u5e76\u5c06\u65e5\u5fd7\u4fdd\u5b58\u5230output.log<\/span><br \/>\n<span class=\"token function\">nohup<\/span> python <span class=\"token string\">&#034;<span class=\"token variable\">$PYTHON_SCRIPT<\/span>&#034;<\/span> <span class=\"token operator\">&gt;<\/span> output.log <span class=\"token operator\"><span class=\"token file-descriptor important\">2<\/span>&gt;<\/span><span class=\"token file-descriptor important\">&amp;1<\/span> <span class=\"token operator\">&amp;<\/span><br \/>\n<span class=\"token assign-left variable\">NEW_PID<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token variable\">$!<\/span><br \/>\n<span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;Python\u811a\u672c <span class=\"token variable\">$PYTHON_SCRIPT<\/span> \u5df2\u5728\u540e\u53f0\u8fd0\u884c&#xff0c;\u65e5\u5fd7\u8f93\u51fa\u5230output.log\u3002&#034;<\/span><br \/>\n<span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u65b0\u4efb\u52a1PID&#xff1a;<span class=\"token variable\">$NEW_PID<\/span>&#034;<\/span><\/p>\n<p><span class=\"token comment\"># 6. \u7b49\u5f85\u4e00\u6bb5\u65f6\u95f4\u540e\u68c0\u67e5GPU\u4f7f\u7528\u60c5\u51b5<\/span><br \/>\n<span class=\"token function\">sleep<\/span> <span class=\"token number\">5<\/span><br \/>\n<span class=\"token keyword\">if<\/span> <span class=\"token builtin class-name\">command<\/span> -v nvidia-smi <span class=\"token operator\">&amp;&gt;<\/span> \/dev\/null<span class=\"token punctuation\">;<\/span> <span class=\"token keyword\">then<\/span><br \/>\n  <span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u5f53\u524d\u7684 GPU \u4f7f\u7528\u60c5\u51b5\u5982\u4e0b&#xff1a;&#034;<\/span><br \/>\n  nvidia-smi <span class=\"token operator\">|<\/span> <span class=\"token function\">grep<\/span> python <span class=\"token operator\">||<\/span> <span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u672a\u68c0\u6d4b\u5230Python\u8fdb\u7a0b\u4f7f\u7528GPU\u3002&#034;<\/span><br \/>\n<span class=\"token keyword\">else<\/span><br \/>\n  <span class=\"token builtin class-name\">echo<\/span> <span class=\"token string\">&#034;\u65e0\u6cd5\u68c0\u6d4bGPU\u4f7f\u7528\u60c5\u51b5&#xff0c;\u8bf7\u786e\u8ba4GPU\u914d\u7f6e\u662f\u5426\u6b63\u786e\u3002&#034;<\/span><br \/>\n<span class=\"token keyword\">fi<\/span><\/p>\n<hr \/>\n<h3>\u56db\u3001\u8fd0\u884c\u811a\u672c<\/h3>\n<p>\u5b8c\u6210\u811a\u672c\u7f16\u5199\u540e&#xff0c;\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u8fd0\u884c&#xff1a;<\/p>\n<h4>1. \u8d4b\u4e88\u6267\u884c\u6743\u9650<\/h4>\n<p>\u4e3a\u811a\u672c\u6dfb\u52a0\u6267\u884c\u6743\u9650&#xff1a;<\/p>\n<p><span class=\"token function\">chmod<\/span> &#043;x start.sh<\/p>\n<h4>2. \u542f\u52a8\u811a\u672c<\/h4>\n<p>\u8fd0\u884c\u811a\u672c\u6709\u4e24\u79cd\u65b9\u5f0f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u65b9\u5f0f 1&#xff1a;\u76f4\u63a5\u8fd0\u884c\u811a\u672c&#xff1a;<\/p>\n<p> .\/start.sh\n <\/li>\n<li>\n<p>\u65b9\u5f0f 2&#xff1a;\u4f7f\u7528 bash \u542f\u52a8\u811a\u672c&#xff1a;<\/p>\n<p> <span class=\"token function\">bash<\/span> start.sh\n <\/li>\n<\/ul>\n<p>\u4e24\u79cd\u65b9\u5f0f\u6548\u679c\u76f8\u540c&#xff0c;\u4efb\u9009\u4e00\u79cd\u5373\u53ef\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u68c0\u67e5\u811a\u672c\u8fd0\u884c\u72b6\u6001<\/h3>\n<h4>1. \u67e5\u770b\u65e5\u5fd7<\/h4>\n<p>\u811a\u672c\u8fd0\u884c\u7684\u65e5\u5fd7\u4f1a\u4fdd\u5b58\u5728 output.log \u6587\u4ef6\u4e2d&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u67e5\u770b&#xff1a;<\/p>\n<p><span class=\"token function\">tail<\/span> -f output.log<\/p>\n<h4>2. \u67e5\u770b\u540e\u53f0\u4efb\u52a1<\/h4>\n<p>\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u67e5\u770b\u6b63\u5728\u8fd0\u884c\u7684 Python \u811a\u672c&#xff1a;<\/p>\n<p><span class=\"token function\">ps<\/span> -ef <span class=\"token operator\">|<\/span> <span class=\"token function\">grep<\/span> main.py<\/p>\n<h4>3. \u505c\u6b62\u540e\u53f0\u4efb\u52a1<\/h4>\n<p>\u5982\u679c\u9700\u8981\u624b\u52a8\u505c\u6b62\u540e\u53f0\u4efb\u52a1&#xff0c;\u53ef\u4ee5\u901a\u8fc7 kill \u547d\u4ee4\u7ec8\u6b62&#xff1a;<\/p>\n<p><span class=\"token function\">kill<\/span> <span class=\"token operator\">&lt;<\/span>PID<span class=\"token operator\">&gt;<\/span><\/p>\n<p>\u5176\u4e2d &lt;PID&gt; \u662f\u8fd0\u884c\u7684\u4efb\u52a1\u8fdb\u7a0b ID\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001\u603b\u7ed3<\/h3>\n<p>\u901a\u8fc7\u672c\u6587&#xff0c;\u6211\u4eec\u5b66\u4e60\u4e86\u5982\u4f55\u4ece\u5934\u5b89\u88c5 Miniconda&#xff0c;\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a test \u7684\u865a\u62df\u73af\u5883&#xff0c;\u5e76\u4f7f\u7528 start.sh \u811a\u672c\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884c Python \u811a\u672c\u3002\u811a\u672c\u5b9e\u73b0\u4e86\u4ee5\u4e0b\u529f\u80fd&#xff1a;<\/p>\n<li>\u81ea\u52a8\u6fc0\u6d3b\u6307\u5b9a\u7684 Conda \u865a\u62df\u73af\u5883&#xff1b;<\/li>\n<li>\u68c0\u67e5 GPU \u662f\u5426\u53ef\u7528&#xff0c;\u5e76\u786e\u8ba4 GPU \u5206\u914d\u662f\u5426\u6b63\u786e&#xff1b;<\/li>\n<li>\u68c0\u67e5\u662f\u5426\u5df2\u6709\u4efb\u52a1\u5728\u8fd0\u884c&#xff0c;\u5982\u679c\u6709\u5219\u7ec8\u6b62&#xff1b;<\/li>\n<li>\u540e\u53f0\u8fd0\u884c Python \u811a\u672c&#xff0c;\u5e76\u5c06\u65e5\u5fd7\u4fdd\u5b58\u5230\u6587\u4ef6\u3002<\/li>\n<p>\u5e0c\u671b\u672c\u6587\u5bf9\u4f60\u6709\u6240\u5e2e\u52a9&#xff01;\u5982\u679c\u4f60\u6709\u5176\u4ed6\u95ee\u9898\u6216\u5efa\u8bae&#xff0c;\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00&#xff01;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb848\u6b21\uff0c\u70b9\u8d5e22\u6b21\uff0c\u6536\u85cf14\u6b21\u3002\u901a\u8fc7\u672c\u6587\uff0c\u6211\u4eec\u5b66\u4e60\u4e86\u5982\u4f55\u4ece\u5934\u5b89\u88c5 Miniconda\uff0c\u521b\u5efa\u4e00\u4e2a\u540d\u4e3atest\u7684\u865a\u62df\u73af\u5883\uff0c\u5e76\u4f7f\u7528start.sh\u811a\u672c\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884c Python \u811a\u672c\u3002\u81ea\u52a8\u6fc0\u6d3b\u6307\u5b9a\u7684 Conda \u865a\u62df\u73af\u5883\uff1b\u68c0\u67e5 GPU \u662f\u5426\u53ef\u7528\uff0c\u5e76\u786e\u8ba4 GPU \u5206\u914d\u662f\u5426\u6b63\u786e\uff1b\u68c0\u67e5\u662f\u5426\u5df2\u6709\u4efb\u52a1\u5728\u8fd0\u884c\uff0c\u5982\u679c\u6709\u5219\u7ec8\u6b62\uff1b\u540e\u53f0\u8fd0\u884c Python \u811a\u672c\uff0c\u5e76\u5c06\u65e5\u5fd7\u4fdd\u5b58\u5230\u6587\u4ef6\u3002\u5e0c\u671b\u672c\u6587\u5bf9\u4f60\u6709\u6240\u5e2e\u52a9\uff01\u5982\u679c\u4f60\u6709\u5176\u4ed6\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\uff01<\/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":[81,43,3063],"topic":[],"class_list":["post-35891","post","type-post","status-publish","format-standard","hentry","category-server","tag-python","tag-43","tag-3063"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884cPython\u811a\u672c\uff0c\u5e76\u914d\u7f6e\u865a\u62df\u73af\u5883\u4e0eGPU\u652f\u6301 - \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\/35891.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5982\u4f55\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884cPython\u811a\u672c\uff0c\u5e76\u914d\u7f6e\u865a\u62df\u73af\u5883\u4e0eGPU\u652f\u6301 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb848\u6b21\uff0c\u70b9\u8d5e22\u6b21\uff0c\u6536\u85cf14\u6b21\u3002\u901a\u8fc7\u672c\u6587\uff0c\u6211\u4eec\u5b66\u4e60\u4e86\u5982\u4f55\u4ece\u5934\u5b89\u88c5 Miniconda\uff0c\u521b\u5efa\u4e00\u4e2a\u540d\u4e3atest\u7684\u865a\u62df\u73af\u5883\uff0c\u5e76\u4f7f\u7528start.sh\u811a\u672c\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884c Python \u811a\u672c\u3002\u81ea\u52a8\u6fc0\u6d3b\u6307\u5b9a\u7684 Conda \u865a\u62df\u73af\u5883\uff1b\u68c0\u67e5 GPU \u662f\u5426\u53ef\u7528\uff0c\u5e76\u786e\u8ba4 GPU \u5206\u914d\u662f\u5426\u6b63\u786e\uff1b\u68c0\u67e5\u662f\u5426\u5df2\u6709\u4efb\u52a1\u5728\u8fd0\u884c\uff0c\u5982\u679c\u6709\u5219\u7ec8\u6b62\uff1b\u540e\u53f0\u8fd0\u884c Python \u811a\u672c\uff0c\u5e76\u5c06\u65e5\u5fd7\u4fdd\u5b58\u5230\u6587\u4ef6\u3002\u5e0c\u671b\u672c\u6587\u5bf9\u4f60\u6709\u6240\u5e2e\u52a9\uff01\u5982\u679c\u4f60\u6709\u5176\u4ed6\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\uff01\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/35891.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-06T23:40:58+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/35891.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/35891.html\",\"name\":\"\u5982\u4f55\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884cPython\u811a\u672c\uff0c\u5e76\u914d\u7f6e\u865a\u62df\u73af\u5883\u4e0eGPU\u652f\u6301 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-05-06T23:40:58+00:00\",\"dateModified\":\"2025-05-06T23:40:58+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/35891.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/35891.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/35891.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5982\u4f55\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884cPython\u811a\u672c\uff0c\u5e76\u914d\u7f6e\u865a\u62df\u73af\u5883\u4e0eGPU\u652f\u6301\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5982\u4f55\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884cPython\u811a\u672c\uff0c\u5e76\u914d\u7f6e\u865a\u62df\u73af\u5883\u4e0eGPU\u652f\u6301 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/35891.html","og_locale":"zh_CN","og_type":"article","og_title":"\u5982\u4f55\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884cPython\u811a\u672c\uff0c\u5e76\u914d\u7f6e\u865a\u62df\u73af\u5883\u4e0eGPU\u652f\u6301 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb848\u6b21\uff0c\u70b9\u8d5e22\u6b21\uff0c\u6536\u85cf14\u6b21\u3002\u901a\u8fc7\u672c\u6587\uff0c\u6211\u4eec\u5b66\u4e60\u4e86\u5982\u4f55\u4ece\u5934\u5b89\u88c5 Miniconda\uff0c\u521b\u5efa\u4e00\u4e2a\u540d\u4e3atest\u7684\u865a\u62df\u73af\u5883\uff0c\u5e76\u4f7f\u7528start.sh\u811a\u672c\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884c Python \u811a\u672c\u3002\u81ea\u52a8\u6fc0\u6d3b\u6307\u5b9a\u7684 Conda \u865a\u62df\u73af\u5883\uff1b\u68c0\u67e5 GPU \u662f\u5426\u53ef\u7528\uff0c\u5e76\u786e\u8ba4 GPU \u5206\u914d\u662f\u5426\u6b63\u786e\uff1b\u68c0\u67e5\u662f\u5426\u5df2\u6709\u4efb\u52a1\u5728\u8fd0\u884c\uff0c\u5982\u679c\u6709\u5219\u7ec8\u6b62\uff1b\u540e\u53f0\u8fd0\u884c Python \u811a\u672c\uff0c\u5e76\u5c06\u65e5\u5fd7\u4fdd\u5b58\u5230\u6587\u4ef6\u3002\u5e0c\u671b\u672c\u6587\u5bf9\u4f60\u6709\u6240\u5e2e\u52a9\uff01\u5982\u679c\u4f60\u6709\u5176\u4ed6\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\uff01","og_url":"https:\/\/www.wsisp.com\/helps\/35891.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-05-06T23:40:58+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/35891.html","url":"https:\/\/www.wsisp.com\/helps\/35891.html","name":"\u5982\u4f55\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884cPython\u811a\u672c\uff0c\u5e76\u914d\u7f6e\u865a\u62df\u73af\u5883\u4e0eGPU\u652f\u6301 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-05-06T23:40:58+00:00","dateModified":"2025-05-06T23:40:58+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/35891.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/35891.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/35891.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u5982\u4f55\u5728\u670d\u52a1\u5668\u540e\u53f0\u8fd0\u884cPython\u811a\u672c\uff0c\u5e76\u914d\u7f6e\u865a\u62df\u73af\u5883\u4e0eGPU\u652f\u6301"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/35891","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=35891"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/35891\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=35891"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=35891"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=35891"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=35891"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}