{"id":946427,"date":"2024-12-26T23:42:03","date_gmt":"2024-12-26T15:42:03","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/946427.html"},"modified":"2024-12-26T23:42:06","modified_gmt":"2024-12-26T15:42:06","slug":"python%e5%a6%82%e4%bd%95%e9%87%8d%e5%90%afgpu","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/946427.html","title":{"rendered":"python\u5982\u4f55\u91cd\u542fgpu"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25082616\/ec1f47fe-2010-4cb8-ba40-028cd29f3330.webp\" alt=\"python\u5982\u4f55\u91cd\u542fgpu\" \/><\/p>\n<p><p> <strong>\u8981\u91cd\u542fGPU\uff0c\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u6cd5\u5b9e\u73b0\uff0c\u5305\u62ec\u91cd\u542f\u8ba1\u7b97\u673a\u3001\u4f7f\u7528\u547d\u4ee4\u884c\u5de5\u5177\u4ee5\u53ca\u7ba1\u7406\u8f6f\u4ef6\u7b49\u3002\u5efa\u8bae\u4f7f\u7528NVIDIA\u7ba1\u7406\u5de5\u5177\u3001\u547d\u4ee4\u884c\u5de5\u5177\u6216\u7279\u5b9a\u7684Python\u5e93\u6765\u63a7\u5236GPU\uff0c\u786e\u4fdd\u91cd\u542f\u8fc7\u7a0b\u5b89\u5168\u3001\u6709\u6548\u3002\u4ee5\u4e0b\u662f\u5982\u4f55\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5\u5b9e\u73b0GPU\u91cd\u542f\u7684\u8be6\u7ec6\u6b65\u9aa4\u3002<\/strong><\/p>\n<\/p>\n<p><p>\u4e00\u3001\u901a\u8fc7\u91cd\u542f\u8ba1\u7b97\u673a\u5b9e\u73b0GPU\u91cd\u542f<br \/>\u91cd\u542f\u8ba1\u7b97\u673a\u662f\u6700\u7b80\u5355\u76f4\u63a5\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002\u91cd\u542f\u8ba1\u7b97\u673a\u4f1a\u81ea\u52a8\u5237\u65b0\u6240\u6709\u786c\u4ef6\u72b6\u6001\uff0c\u5305\u62ecGPU\u3002\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u7b80\u5355\u6709\u6548\uff0c\u4f46\u4f1a\u4e2d\u65ad\u5f53\u524d\u6240\u6709\u4efb\u52a1\uff0c\u56e0\u6b64\u4ec5\u5728\u5176\u4ed6\u65b9\u6cd5\u65e0\u6548\u65f6\u4f7f\u7528\u3002<\/p>\n<\/p>\n<p><p>\u4e8c\u3001\u4f7f\u7528NVIDIA\u7ba1\u7406\u5de5\u5177<br \/>NVIDIA\u63d0\u4f9b\u4e86\u591a\u79cd\u7ba1\u7406\u5de5\u5177\uff0c\u7528\u4e8e\u63a7\u5236\u548c\u7ba1\u7406\u5176GPU\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u7528\u7684\u65b9\u6cd5\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>NVIDIA\u63a7\u5236\u9762\u677f<\/strong><br \/>\u6253\u5f00NVIDIA\u63a7\u5236\u9762\u677f\uff0c\u867d\u7136\u5b83\u4e3b\u8981\u7528\u4e8e\u8c03\u6574\u56fe\u5f62\u8bbe\u7f6e\uff0c\u4f46\u4e5f\u53ef\u4ee5\u7528\u4e8e\u68c0\u67e5\u548c\u7ba1\u7406GPU\u72b6\u6001\u3002\u901a\u8fc7\u8be5\u5de5\u5177\u53ef\u4ee5\u786e\u4fddGPU\u6b63\u5e38\u5de5\u4f5c\uff0c\u5e76\u5728\u5fc5\u8981\u65f6\u8fdb\u884c\u91cd\u542f\u6216\u91cd\u7f6e\u64cd\u4f5c\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>NVIDIA System Management Interface (nvidia-smi)<\/strong><br \/>nvidia-smi\u662f\u4e00\u6b3e\u5f3a\u5927\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u5141\u8bb8\u7528\u6237\u76d1\u63a7\u548c\u7ba1\u7406NVIDIA GPU\u8bbe\u5907\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u67e5\u770bGPU\u72b6\u6001\u548c\u8fd0\u884c\u4fe1\u606f\uff0c\u4e5f\u53ef\u4ee5\u7528\u4e8e\u91cd\u542f\u6216\u91cd\u7f6eGPU\u3002<\/p>\n<\/p>\n<ul>\n<li>\u6253\u5f00\u547d\u4ee4\u884c\u7ec8\u7aef\uff0c\u8f93\u5165<code>nvidia-smi<\/code>\u67e5\u770bGPU\u72b6\u6001\u3002<\/li>\n<li>\u4f7f\u7528<code>nvidia-smi --gpu-reset<\/code>\u547d\u4ee4\u91cd\u542fGPU\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e2a\u547d\u4ee4\u53ef\u80fd\u9700\u8981\u7ba1\u7406\u5458\u6743\u9650\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p><p>\u4e09\u3001\u901a\u8fc7\u547d\u4ee4\u884c\u5b9e\u73b0GPU\u91cd\u542f<br \/>\u5728Linux\u7cfb\u7edf\u4e2d\uff0c\u53ef\u4ee5\u901a\u8fc7\u547d\u4ee4\u884c\u91cd\u542fGPU\u9a71\u52a8\u3002\u4ee5\u4e0b\u662f\u5b9e\u73b0\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u505c\u6b62GPU\u9a71\u52a8<\/strong><br \/>\u901a\u8fc7\u547d\u4ee4<code>sudo systemctl stop lightdm<\/code>\u505c\u6b62\u56fe\u5f62\u663e\u793a\u7ba1\u7406\u5668\u3002\u4e0d\u540c\u7684Linux\u53d1\u884c\u7248\u53ef\u80fd\u4f7f\u7528\u4e0d\u540c\u7684\u663e\u793a\u7ba1\u7406\u5668\uff0c\u5982GDM\u3001LightDM\u7b49\uff0c\u8bf7\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8c03\u6574\u547d\u4ee4\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u91cd\u8f7dGPU\u9a71\u52a8<\/strong><br \/>\u4f7f\u7528\u547d\u4ee4<code>sudo modprobe -r nvidia<\/code>\u5378\u8f7dNVIDIA\u9a71\u52a8\u6a21\u5757\uff0c\u7136\u540e\u901a\u8fc7<code>sudo modprobe nvidia<\/code>\u91cd\u65b0\u52a0\u8f7d\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u91cd\u542f\u56fe\u5f62\u663e\u793a\u7ba1\u7406\u5668<\/strong><br \/>\u4f7f\u7528\u547d\u4ee4<code>sudo systemctl start lightdm<\/code>\u91cd\u65b0\u542f\u52a8\u663e\u793a\u7ba1\u7406\u5668\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u56db\u3001\u4f7f\u7528Python\u5e93\u7ba1\u7406GPU<br \/>\u53ef\u4ee5\u4f7f\u7528Python\u5e93\uff08\u5982PyCUDA\u6216Numba\uff09\u7ba1\u7406\u548c\u63a7\u5236GPU\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>PyCUDA<\/strong><br \/>PyCUDA\u662f\u4e00\u4e2aPython\u5e93\uff0c\u5141\u8bb8\u7528\u6237\u8bbf\u95eeNVIDIA CUDA API\u3002\u901a\u8fc7PyCUDA\uff0c\u53ef\u4ee5\u8f7b\u677e\u7ba1\u7406GPU\u8d44\u6e90\u3002<\/p>\n<\/p>\n<ul>\n<li>\u5b89\u88c5PyCUDA\uff1a<code>pip install pycuda<\/code><\/li>\n<li>\u4f7f\u7528PyCUDA\u7ba1\u7406GPU\u8d44\u6e90\uff0c\u4f8b\u5982\u91ca\u653e\u5185\u5b58\u3001\u91cd\u7f6e\u8bbe\u5907\u7b49\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>Numba<\/strong><br \/>Numba\u662f\u4e00\u4e2a\u7528\u4e8e\u52a0\u901fPython\u4ee3\u7801\u7684JIT\u7f16\u8bd1\u5668\uff0c\u652f\u6301CUDA\u7f16\u7a0b\u3002\u867d\u7136Numba\u6ca1\u6709\u76f4\u63a5\u63d0\u4f9b\u91cd\u542fGPU\u7684\u529f\u80fd\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u7ba1\u7406CUDA\u4e0a\u4e0b\u6587\u6765\u95f4\u63a5\u63a7\u5236GPU\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e94\u3001\u901a\u8fc7\u7ba1\u7406\u8f6f\u4ef6\u5b9e\u73b0GPU\u91cd\u542f<br \/>\u67d0\u4e9b\u7b2c\u4e09\u65b9\u8f6f\u4ef6\u548c\u5de5\u5177\u53ef\u4ee5\u5e2e\u52a9\u7ba1\u7406\u548c\u91cd\u542fGPU\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>MSI Afterburner<\/strong><br \/>MSI Afterburner\u662f\u4e00\u4e2a\u6d41\u884c\u7684\u663e\u5361\u8d85\u9891\u5de5\u5177\uff0c\u4e0d\u4ec5\u652f\u6301\u8c03\u6574\u663e\u5361\u53c2\u6570\uff0c\u8fd8\u53ef\u4ee5\u76d1\u63a7\u548c\u7ba1\u7406GPU\u72b6\u6001\u3002\u901a\u8fc7\u8be5\u5de5\u5177\uff0c\u53ef\u4ee5\u95f4\u63a5\u5b9e\u73b0GPU\u91cd\u542f\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>EVGA Precision X<\/strong><br \/>EVGA Precision X\u662f\u53e6\u4e00\u6b3e\u663e\u5361\u7ba1\u7406\u5de5\u5177\uff0c\u529f\u80fd\u7c7b\u4f3c\u4e8eMSI Afterburner\u3002\u901a\u8fc7\u8be5\u5de5\u5177\u53ef\u4ee5\u8c03\u6574GPU\u53c2\u6570\u548c\u76d1\u63a7GPU\u72b6\u6001\uff0c\u786e\u4fdd\u663e\u5361\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u516d\u3001\u6ce8\u610f\u4e8b\u9879\u548c\u5efa\u8bae<br \/>\u5728\u5c1d\u8bd5\u91cd\u542fGPU\u4e4b\u524d\uff0c\u9700\u8981\u6ce8\u610f\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u786e\u4fdd\u4fdd\u5b58\u6240\u6709\u5de5\u4f5c<\/strong><br \/>\u91cd\u542fGPU\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5f53\u524d\u8fd0\u884c\u7684\u7a0b\u5e8f\u5d29\u6e83\u6216\u6570\u636e\u4e22\u5931\uff0c\u56e0\u6b64\u5728\u91cd\u542f\u4e4b\u524d\u786e\u4fdd\u4fdd\u5b58\u6240\u6709\u91cd\u8981\u5de5\u4f5c\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u68c0\u67e5\u786c\u4ef6\u8fde\u63a5<\/strong><br \/>\u5982\u679cGPU\u9891\u7e41\u51fa\u73b0\u95ee\u9898\uff0c\u5efa\u8bae\u68c0\u67e5\u786c\u4ef6\u8fde\u63a5\uff0c\u786e\u4fdd\u663e\u5361\u548c\u5176\u4ed6\u7ec4\u4ef6\u8fde\u63a5\u7262\u56fa\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u66f4\u65b0\u9a71\u52a8\u7a0b\u5e8f<\/strong><br \/>\u4f7f\u7528\u6700\u65b0\u7684GPU\u9a71\u52a8\u7a0b\u5e8f\u53ef\u4ee5\u63d0\u9ad8\u663e\u5361\u6027\u80fd\u548c\u7a33\u5b9a\u6027\uff0c\u51cf\u5c11\u9700\u8981\u91cd\u542f\u7684\u9891\u7387\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u5907\u4efd\u6570\u636e<\/strong><br \/>\u5b9a\u671f\u5907\u4efd\u6570\u636e\u53ef\u4ee5\u6709\u6548\u9632\u6b62\u786c\u4ef6\u6545\u969c\u5bfc\u81f4\u7684\u6570\u636e\u4e22\u5931\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u603b\u7ed3<br \/>\u91cd\u542fGPU\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u6cd5\u5b9e\u73b0\uff0c\u5177\u4f53\u9009\u62e9\u54ea\u79cd\u65b9\u6cd5\u53d6\u51b3\u4e8e\u64cd\u4f5c\u7cfb\u7edf\u3001GPU\u54c1\u724c\u4ee5\u53ca\u7528\u6237\u9700\u6c42\u3002\u5efa\u8bae\u5728\u5c1d\u8bd5\u9ad8\u7ea7\u65b9\u6cd5\u524d\uff0c\u5148\u5c1d\u8bd5\u7b80\u5355\u7684\u91cd\u542f\u8ba1\u7b97\u673a\u65b9\u6cd5\u3002\u5982\u679c\u9891\u7e41\u9700\u8981\u91cd\u542fGPU\uff0c\u53ef\u80fd\u9700\u8981\u68c0\u67e5\u786c\u4ef6\u548c\u8f6f\u4ef6\u7684\u517c\u5bb9\u6027\u4ee5\u53ca\u66f4\u65b0\u9a71\u52a8\u7a0b\u5e8f\u3002\u901a\u8fc7\u5408\u9002\u7684\u5de5\u5177\u548c\u65b9\u6cd5\uff0c\u53ef\u4ee5\u6709\u6548\u7ba1\u7406\u548c\u91cd\u542fGPU\uff0c\u786e\u4fdd\u7cfb\u7edf\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5224\u65ad\u6211\u7684GPU\u662f\u5426\u9700\u8981\u91cd\u542f\uff1f<\/strong><br \/>\u5728\u4f7f\u7528Python\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u6216\u5176\u4ed6\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\u65f6\uff0cGPU\u53ef\u80fd\u4f1a\u51fa\u73b0\u6027\u80fd\u4e0b\u964d\u6216\u8d44\u6e90\u5360\u7528\u8fc7\u9ad8\u7684\u60c5\u51b5\u3002\u53ef\u4ee5\u901a\u8fc7\u76d1\u63a7GPU\u7684\u4f7f\u7528\u7387\u548c\u663e\u5b58\u5360\u7528\u6765\u5224\u65ad\u662f\u5426\u9700\u8981\u91cd\u542f\u3002\u4f7f\u7528\u5982NVIDIA\u7684nvidia-smi\u5de5\u5177\uff0c\u53ef\u4ee5\u67e5\u770b\u5f53\u524dGPU\u7684\u72b6\u6001\u548c\u6d3b\u52a8\u8fdb\u7a0b\u3002\u5982\u679c\u53d1\u73b0GPU\u4f7f\u7528\u7387\u957f\u65f6\u95f4\u4fdd\u6301\u5728100%\u4e14\u6ca1\u6709\u6d3b\u52a8\u8fdb\u7a0b\uff0c\u6216\u8005\u663e\u5b58\u5360\u7528\u5f02\u5e38\u9ad8\uff0c\u53ef\u80fd\u5c31\u9700\u8981\u91cd\u542fGPU\u3002<\/p>\n<p><strong>\u91cd\u542fGPU\u4f1a\u5f71\u54cd\u6b63\u5728\u8fd0\u884c\u7684\u7a0b\u5e8f\u5417\uff1f<\/strong><br \/>\u91cd\u542fGPU\u4f1a\u5bfc\u81f4\u6240\u6709\u6b63\u5728\u4f7f\u7528\u8be5GPU\u7684\u7a0b\u5e8f\u548c\u8fdb\u7a0b\u88ab\u4e2d\u65ad\u3002\u8fd9\u610f\u5473\u7740\u5982\u679c\u60a8\u5728\u8fdb\u884c\u957f\u65f6\u95f4\u7684\u8bad\u7ec3\u6216\u8ba1\u7b97\uff0c\u91cd\u542fGPU\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6570\u636e\u4e22\u5931\u6216\u8bad\u7ec3\u4e2d\u65ad\u3002\u56e0\u6b64\uff0c\u5efa\u8bae\u5728\u786e\u8ba4\u6ca1\u6709\u91cd\u8981\u4efb\u52a1\u8fd0\u884c\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u91cd\u542f\uff0c\u6216\u8005\u5728\u91cd\u542f\u524d\u4fdd\u5b58\u5f53\u524d\u8fdb\u7a0b\u7684\u72b6\u6001\u3002<\/p>\n<p><strong>\u91cd\u542fGPU\u7684\u6b65\u9aa4\u6709\u54ea\u4e9b\uff1f<\/strong><br \/>\u91cd\u542fGPU\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u8fdb\u884c\u3002\u5bf9\u4e8eNVIDIA\u663e\u5361\uff0c\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4\u884c\u5de5\u5177nvidia-smi\u6765\u91cd\u7f6eGPU\u3002\u5177\u4f53\u6b65\u9aa4\u5305\u62ec\u6253\u5f00\u547d\u4ee4\u63d0\u793a\u7b26\u6216\u7ec8\u7aef\uff0c\u8f93\u5165<code>nvidia-smi --gpu-reset -i [GPU_ID]<\/code>\uff0c\u5176\u4e2d[GPU_ID]\u662f\u60a8\u8981\u91cd\u542f\u7684GPU\u7684\u7f16\u53f7\u3002\u6b64\u5916\uff0c\u91cd\u542f\u8ba1\u7b97\u673a\u4e5f\u662f\u4e00\u79cd\u7b80\u5355\u6709\u6548\u7684\u65b9\u5f0f\u6765\u91cd\u542fGPU\uff0c\u4f46\u8fd9\u4f1a\u5f71\u54cd\u5230\u6240\u6709\u8fd0\u884c\u4e2d\u7684\u7a0b\u5e8f\u3002<\/p>\n<p><strong>\u5728Python\u4e2d\u5982\u4f55\u76d1\u63a7GPU\u7684\u4f7f\u7528\u60c5\u51b5\uff1f<\/strong><br 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