{"id":40215,"date":"2025-05-28T09:08:17","date_gmt":"2025-05-28T01:08:17","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/40215.html"},"modified":"2025-05-28T09:08:17","modified_gmt":"2025-05-28T01:08:17","slug":"%e5%ae%89%e8%a3%85-tensorflow-2-10-0-%e6%94%af%e6%8c%81-gpu","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/40215.html","title":{"rendered":"\u5b89\u88c5 tensorflow-2.10.0 \u652f\u6301 gpu"},"content":{"rendered":"<h3>1. \u8d77\u56e0&#xff0c; \u76ee\u7684:<\/h3>\n<ul>\n<li>\u91cd\u65b0\u5b89\u88c5 tensorflow gpu&#xff0c; \u56e0\u4e3a\u4e4b\u524d\u7684\u9879\u76ee\u90fd\u5220\u6389\u4e86\u3002\u9047\u5230\u4e00\u70b9\u95ee\u9898&#xff0c;\u8bb0\u5f55\u4e00\u4e0b\u3002<\/li>\n<li>\u6765\u56de\u6298\u817e&#xff0c;\u672c\u8d28\u662f \u6211\u7684 python3.11 \u7248\u672c\u592a\u9ad8\u4e86\u3002\u6362\u6210 python3.9 \u5c31\u884c\u4e86\u3002<\/li>\n<li>\u575a\u51b3\u4e0d\u4f7f\u7528 AI \u6269\u5199\u3002\u5783\u573e\u800c\u6076\u5fc3\u3002<\/li>\n<\/ul>\n<h3>2. \u5148\u770b\u6548\u679c<\/h3>\n<p>\u65e0\u3002<\/p>\n<h3>3. \u8fc7\u7a0b:<\/h3>\n<h5>\u4ee3\u7801<\/h5>\n<p><span class=\"token keyword\">import<\/span> platform<br \/>\n<span class=\"token keyword\">import<\/span> sys<br \/>\n<span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">import<\/span> subprocess<br \/>\n<span class=\"token keyword\">import<\/span> shutil<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">check_os<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    os_type <span class=\"token operator\">&#061;<\/span> platform<span class=\"token punctuation\">.<\/span>system<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    arch <span class=\"token operator\">&#061;<\/span> platform<span class=\"token punctuation\">.<\/span>machine<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-interpolation\"><span class=\"token string\">f&#034;\u64cd\u4f5c\u7cfb\u7edf: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>os_type<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/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;\u7cfb\u7edf\u67b6\u6784: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>arch<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">check_python<\/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-interpolation\"><span class=\"token string\">f&#034;Python \u7248\u672c: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>platform<span class=\"token punctuation\">.<\/span>python_version<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/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;Python \u4f4d\u6570: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>platform<span class=\"token punctuation\">.<\/span>architecture<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">check_cuda_toolkit<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    possible_paths <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token string\">&#034;C:\\\\\\\\Program Files\\\\\\\\NVIDIA GPU Computing Toolkit\\\\\\\\CUDA&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;\/usr\/local\/cuda&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><br \/>\n    found <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">False<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> path <span class=\"token keyword\">in<\/span> possible_paths<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span>exists<span class=\"token punctuation\">(<\/span>path<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-interpolation\"><span class=\"token string\">f&#034;\u5df2\u68c0\u6d4b\u5230 CUDA Toolkit \u5b89\u88c5\u8def\u5f84: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>path<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            found <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">True<\/span><br \/>\n            <span class=\"token keyword\">break<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> found<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u672a\u68c0\u6d4b\u5230 CUDA Toolkit \u5b89\u88c5\u8def\u5f84&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">check_nvidia_smi<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        result <span class=\"token operator\">&#061;<\/span> subprocess<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;nvidia-smi&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> capture_output<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> text<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> result<span class=\"token punctuation\">.<\/span>returncode <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u2705 \u5df2\u68c0\u6d4b\u5230 NVIDIA GPU&#xff1a;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">.<\/span>stdout<span class=\"token punctuation\">.<\/span>split<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u6253\u5370\u9996\u884c\u4fe1\u606f<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u26a0\ufe0f \u672a\u68c0\u6d4b\u5230 NVIDIA GPU \u6216\u672a\u5b89\u88c5\u9a71\u52a8&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">except<\/span> FileNotFoundError<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u26a0\ufe0f \u672a\u5b89\u88c5 NVIDIA \u9a71\u52a8&#xff08;nvidia-smi \u547d\u4ee4\u4e0d\u53ef\u7528&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/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;&#061;&#061;&#061; \u7cfb\u7edf\u4fe1\u606f\u68c0\u6d4b &#061;&#061;&#061;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    check_os<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 punctuation\">)<\/span><br \/>\n    check_python<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 punctuation\">)<\/span><br \/>\n    check_cuda_toolkit<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 punctuation\">)<\/span><br \/>\n    check_nvidia_smi<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;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#034;<\/span><span class=\"token punctuation\">)<\/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<p><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n\u8f93\u51fa&#xff1a;<\/p>\n<p>&#061;&#061;&#061; \u7cfb\u7edf\u4fe1\u606f\u68c0\u6d4b &#061;&#061;&#061;<br \/>\n\u64cd\u4f5c\u7cfb\u7edf: Windows<br \/>\n\u7cfb\u7edf\u67b6\u6784: AMD64<\/p>\n<p>Python \u7248\u672c: 3.11.1<br \/>\nPython \u4f4d\u6570: 64bit<\/p>\n<p>\u5df2\u68c0\u6d4b\u5230 CUDA Toolkit \u5b89\u88c5\u8def\u5f84: C:\\\\Program Files\\\\NVIDIA GPU Computing Toolkit\\\\CUDA<\/p>\n<p>\u2705 \u5df2\u68c0\u6d4b\u5230 NVIDIA GPU&#xff1a;<br \/>\nFri May 23 05:02:23 2025<br \/>\n&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/p>\n<p>\u800c\u4e14&#xff1a;<\/p>\n<p>(venv) C:\\\\Users\\\\Administrator\\\\Code\\\\python_nlp&gt;nvcc &#8211;version<br \/>\nnvcc: NVIDIA (R) Cuda compiler driver<br \/>\nCopyright (c) 2005-2022 NVIDIA Corporation<br \/>\nBuilt on Tue_Mar__8_18:36:24_Pacific_Standard_Time_2022<br \/>\nCuda compilation tools, release 11.6, V11.6.124<br \/>\nBuild cuda_11.6.r11.6\/compiler.31057947_0              <\/p>\n<p>(venv) C:\\\\Users\\\\Administrator\\\\Code\\\\python_nlp&gt;         <\/p>\n<p>(venv) C:\\\\Users\\\\Administrator\\\\Code\\\\python_nlp&gt;nvidia-smi<br \/>\nFri May 23 05:07:25 2025<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;&#043;<br \/>\n| NVIDIA-SMI 572.70                 Driver Version: 572.70         CUDA Version: 12.8     |<br \/>\n|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-&#043;<br \/>\n| GPU  Name                  Driver-Model | Bus-Id          Disp.A | Volatile Uncorr. ECC |<br \/>\n| Fan  Temp   Perf          Pwr:Usage\/Cap |           Memory-Usage | GPU-Util  Compute M. |<br \/>\n|                                         |                        |               MIG M. |<br \/>\n|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |<br \/>\n|        ID   ID                                                               Usage      |<br \/>\n|&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;|<br \/>\n|    0   N\/A  N\/A            2300    C&#043;G   &#8230;ram Files\\\\Tencent\\\\QQNT\\\\QQ.exe      N\/A      |<br \/>\n|    0   N\/A  N\/A            8288    C&#043;G   &#8230;h_cw5n1h2txyewy\\\\SearchApp.exe      N\/A      |<br \/>\n|    0   N\/A  N\/A            9224    C&#043;G   &#8230;xyewy\\\\ShellExperienceHost.exe      N\/A      |<br \/>\n|    0   N\/A  N\/A           10644    C&#043;G   C:\\\\Windows\\\\explorer.exe               N\/A      |<br \/>\n|    0   N\/A  N\/A           11168    C&#043;G   &#8230;1.1.1\\\\jbr\\\\bin\\\\jcef_helper.exe      N\/A      |<br \/>\n|    0   N\/A  N\/A           12428    C&#043;G   &#8230;5n1h2txyewy\\\\TextInputHost.exe      N\/A      |<br \/>\n|    0   N\/A  N\/A           13452    C&#043;G   &#8230;Chrome\\\\Application\\\\chrome.exe      N\/A      |<br \/>\n|    0   N\/A  N\/A           14156    C&#043;G   &#8230;acted\\\\runtime\\\\WeChatAppEx.exe      N\/A      |<br \/>\n|    0   N\/A  N\/A           14396    C&#043;G   &#8230;Chrome\\\\Application\\\\chrome.exe      N\/A      |<br \/>\n|    0   N\/A  N\/A           16664    C&#043;G   &#8230;.0.3240.76\\\\msedgewebview2.exe      N\/A      |<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;&#043;<\/p>\n<p>(venv) C:\\\\Users\\\\Administrator\\\\Code\\\\python_nlp&gt;<br \/>\n(venv) C:\\\\Users\\\\Administrator\\\\Code\\\\python_nlp&gt;<\/p>\n<p>\u8bf7\u6839\u636e\u6211\u7684\u7cfb\u7edf\u4fe1\u606f&#xff0c;\u5e2e\u6211\u914d\u7f6e tensorflow gpu , \u5982\u4f55\u5b89\u88c5&#xff0c;\u8bf7\u7ed9\u51fa\u5177\u4f53\u6b65\u9aa4\u3002<\/p>\n<p># \u6211\u7684 python3.11&#xff0c; \u7248\u672c\u592a\u9ad8\u4e86&#xff0c; \u4e0d\u884c\u3002\u6362\u6210 python3.9 \u53ef\u4ee5\u7684&#xff01;<br \/>\npip install tensorflow&#061;&#061;2.10.0 -i https:\/\/pypi.org\/simple<\/p>\n<p>&#034;&#034;&#034;<\/span><\/p>\n<h3>4. \u7ed3\u8bba &#043; todo<\/h3>\n<ul>\n<li>\u7e41\u7410\u662f\u96be\u514d\u7684\u3002\u5bb9\u6613\u5417&#xff0c;\u4e0d\u5bb9\u6613&#xff01;<\/li>\n<\/ul>\n<hr \/>\n<p>\u5e0c\u671b\u5bf9\u5927\u5bb6\u6709\u5e2e\u52a9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb452\u6b21\uff0c\u70b9\u8d5e2\u6b21\uff0c\u6536\u85cf3\u6b21\u3002\u3010\u4ee3\u7801\u3011\u5b89\u88c5 tensorflow-2.10.0 \u652f\u6301 gpu\u3002_\u5b89\u88c5tensorflow 2.10<\/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":[81,3677,50],"topic":[],"class_list":["post-40215","post","type-post","status-publish","format-standard","hentry","category-server","tag-python","tag-tensorflow","tag-50"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - 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