{"id":35300,"date":"2024-01-15T21:34:12","date_gmt":"2023-09-24T10:06:05","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8%e6%94%af%e6%8c%81cuda-ec2-aws-gpu%e7%9a%84ec2%e4%b8%8a%e8%bf%90%e8%a1%8c%e5%b8%a6%e6%9c%89cuda%e7%9a%84docker%e9%95%9c%e5%83%8f%e3%80%82\/"},"modified":"2024-05-04T18:34:22","modified_gmt":"2024-05-04T10:34:22","slug":"%e5%9c%a8%e6%94%af%e6%8c%81cuda-ec2-aws-gpu%e7%9a%84ec2%e4%b8%8a%e8%bf%90%e8%a1%8c%e5%b8%a6%e6%9c%89cuda%e7%9a%84docker%e9%95%9c%e5%83%8f%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8%e6%94%af%e6%8c%81cuda-ec2-aws-gpu%e7%9a%84ec2%e4%b8%8a%e8%bf%90%e8%a1%8c%e5%b8%a6%e6%9c%89cuda%e7%9a%84docker%e9%95%9c%e5%83%8f%e3%80%82\/","title":{"rendered":"\u5728\u652f\u6301[CUDA \/ EC2 \/ AWS] GPU\u7684EC2\u4e0a\u8fd0\u884c\u5e26\u6709CUDA\u7684Docker\u955c\u50cf"},"content":{"rendered":"<h1>1. \u8bbe\u5907\u8bbe\u7f6e<\/h1>\n<h2>1-1. \u8981\u5b89\u88c5\u5728\u4e3b\u673a\uff08EC2\uff09\u4e0a\u7684\u4e1c\u897f\u3002<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">docker &#8211; \u516c\u5f0f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/ul>\n<\/li>\n<\/ul>\n<p>nvidia-driver &#8211; \u516c\u5f0f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/p>\n<p>nvidia-docker &#8211; \u516c\u5f0f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/p>\n<h2>\u5982\u679c\u5728Docker\u4e0a\u6709\u8fd9\u6837\u7684\u4e1c\u897f\u5c31\u597d\u4e86\u3002<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">CUDA<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">(cuDNN)<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">(python3)<\/ul>\n<h1>2. \u73af\u5883<\/h1>\n<div>\n<div class=\"post-table\">\nInformationEC2 instance typep2GPUTesla K80docker20.10.17docker imagenvidia\/cuda:11.4.1-cudnn8-devel-ubuntu20.04nvidia-driver470.141.03nvidia-docker2.11.0<\/div>\n<\/div>\n<h1>3. \u5b89\u88c5\u65b9\u5f0f<\/h1>\n<h2>3-1. \u4e3b\u673a\u7aef<\/h2>\n<h3>3-1-1. Docker:<\/h3>\n<p>3-1-1. Docker\uff1a<\/p>\n<p>\u6211\u6309\u7167Docker\u5b98\u65b9\u6587\u6863\u8fdb\u884c\u4e86\u5b89\u88c5\u3002\u7531\u4e8e\u8fd8\u6709\u5f88\u591a\u5176\u4ed6\u6587\u7ae0\uff0c\u6240\u4ee5\u7701\u7565\u4e0d\u5217\u4e3e\u3002<\/p>\n<h3>\u8bf7\u786e\u8ba4nvidia\u9a71\u52a8\u7a0b\u5e8f\u7684\u7248\u672c\u4e3a3-1-2\u3002<\/h3>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u8981\u5728\u4ee5\u4e0b\u7f51\u7ad9\u4e0a\u786e\u8ba4\u5e94\u8be5\u5b89\u88c5\u54ea\u4e2a\u7248\u672c\u7684nvidia\u9a71\u52a8\u7a0b\u5e8f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6839\u636e\u6240\u4f7f\u7528\u7684GPU\u7c7b\u578b\uff0c\u624d\u80fd\u786e\u5b9a\u5e94\u8be5\u4f7f\u7528\u54ea\u4e2a\u7248\u672c\u7684nvidia\u9a71\u52a8\u7a0b\u5e8f\u3002<br \/>\n\u4f8b\u5982\uff0c\u6211\u4f7f\u7528\u7684\u662fEC2\u7684p2\u673a\u5668\uff0c\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u786e\u8ba4GPU\u7c7b\u578b\u540e\u53d1\u73b0\uff0c\u5b83\u88c5\u8f7d\u7684\u662ftesla K80\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>lspci | <span class=\"nb\">grep<\/span> <span class=\"nt\">-i<\/span> nvidia\r\n00:1e.0 3D controller: NVIDIA Corporation GK210GL <span class=\"o\">[<\/span>Tesla K80] <span class=\"o\">(<\/span>rev a1<span class=\"o\">)<\/span>\r\n<\/code><\/pre>\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u9009\u62e9\u4e0b\u62c9\u83dc\u5355\u5e76\u70b9\u51fb\u641c\u7d22\u6309\u94ae\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d229237434c4406c277a6\/17-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u7136\u540e\uff0c\u663e\u793a\u63a8\u8350\u4f7f\u7528\u7248\u672c\u4e3a470.141.03\u7684Nvidia\u9a71\u52a8\u7a0b\u5e8f\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d229237434c4406c277a6\/19-0.png\" alt=\"2022-09-08_13h02_28.png\" \/><\/div>\n<p>\u7531\u4e8envidia-driver\u9700\u8981\u901a\u8fc7\u547d\u4ee4\u884c\u8fdb\u884c\u5b89\u88c5\uff0c\u56e0\u6b64\u60a8\u65e0\u9700\u5728\u6b64\u5904\u70b9\u51fb\u4e0b\u8f7d\u6309\u94ae\u3002<\/p>\n<h3>3-1-3. \u5b89\u88c5Nvidia\u9a71\u52a8\u7a0b\u5e8f\u3002<\/h3>\n<p>\u6211\u6309\u7167\u516c\u5f0f\u6587\u6863\u4e2d\u6240\u5199\u7684\u201c2. Runfile\u5b89\u88c5\u7a0b\u5e8f\u201d\u8fdb\u884c\u64cd\u4f5c\u3002<\/p>\n<h4>\u4e8b\u524d\u51c6\u5907<\/h4>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u5982\u679c\u60a8\u5c1a\u672a\u6267\u884c\u4e0a\u8ff0\u516c\u5f0f\u6587\u4ef6\u4e2d\u7684\u201c1.1. Pre-Installation Requirements\u201d\uff0c\u5efa\u8bae\u60a8\u5148\u6267\u884c\u6b64\u6b65\u9aa4\u3002<\/ol>\n<\/li>\n<\/ol>\n<p>\u5982\u679c\u60a8\u7684\u673a\u5668\u5df2\u7ecf\u5b89\u88c5\u4e86nouveau\u9a71\u52a8\u7a0b\u5e8f\uff0c\u60a8\u53ef\u4ee5\u6309\u7167\u672c\u6587\u6863\u6216\u672c\u6587\u6863\u4e2d\u63d0\u5230\u7684\u65b9\u6cd5\u6765\u7981\u7528nouveau\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u68c0\u67e5nouveau\u662f\u5426\u6b63\u5728\u8fd0\u884c\uff0c\u5982\u679c\u6709\u4efb\u4f55\u8f93\u51fa\uff0c\u5219\u5148\u7981\u7528\u5b83\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>lsmod | <span class=\"nb\">grep<\/span> <span class=\"nt\">-i<\/span> nouveau\r\n<\/code><\/pre>\n<h4>\u5f00\u59cb\u5b89\u88c5<\/h4>\n<p>\u6839\u636e\u516c\u5f0f\u6587\u6863\u7684\u7b2c\u4e8c\u6b65\u201c\u8fd0\u884c\u6587\u4ef6\u5b89\u88c5\u7a0b\u5e8f\u201d\uff0c\u4f9d\u6b21\u6267\u884c\u547d\u4ee4\u3002<\/p>\n<p>\u5728\u5b89\u88c5nvidia\u9a71\u52a8\u7a0b\u5e8f\u65f6\uff0c\u4f1a\u5728Shell\u4e0a\u51fa\u73b0\u7c7b\u4f3cUI\u7684\u4e1c\u897f\uff0c\u5e76\u901a\u8fc7\u4ea4\u4e92\u65b9\u5f0f\u8fdb\u884c\u5b89\u88c5\u3002<br \/>\n\u7c7b\u4f3c\u4e0b\u9762\u8fd9\u6837\u7684\u611f\u89c9\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>sh .\/NVIDIA-Linux-x86_64-470.141.03.run ..............\r\nVerifying archive integrity... OK\r\nUncompressing NVIDIA Accelerated Graphics Driver <span class=\"k\">for <\/span>Linux-x86_64 470.141.03..................................................\r\n<\/code><\/pre>\n<p>\u518d\u7b49\u4e00\u4f1a\u513f\uff0c\u5c06\u4f1a\u51fa\u73b0\u4ee5\u4e0b\u7684\u7528\u6237\u754c\u9762\u3002<br \/>\n\u203b \u5982\u679c\u5728teraterm\u4e0a\u6267\u884c\u4e0a\u8ff0\u547d\u4ee4\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d229237434c4406c277a6\/31-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u5728\u8fd9\u91cc\uff0c\u4f7f\u7528\u952e\u76d8\u8fdb\u884c\u4ea4\u4e92\u5f0f\u5b89\u88c5\u7684\u611f\u89c9\u4f1a\u88ab\u5e26\u6765\u3002<\/p>\n<h3>3-1-4. \u5b89\u88c5Nvidia-Docker<\/h3>\n<p>\u6211\u6309\u7167\u5b98\u65b9\u5b89\u88c5\u6b65\u9aa4\u5b89\u88c5\u4e86nvidia-docker\u3002<br \/>\n\u53ea\u9700\u8981\u9010\u4e2a\u8f93\u5165\u547d\u4ee4\u3002\u6211\u5373\u4f7f\u5168\u90e8\u590d\u5236\u548c\u7c98\u8d34\u4e5f\u80fd\u6210\u529f\u5b89\u88c5\u3002<\/p>\n<p>\u8bf7\u5728\u4e3b\u673a\u4e2d(EC2)\u5b89\u88c5\uff0c\u800c\u4e0d\u662f\u5728Docker\u5bb9\u5668\u5185\u5b89\u88c5\u3002o(\uff61\uff1e\u2206\uff1c)o<\/p>\n<h2>3-2. \u5bf9\u4e8eDocker\u7684\u51c6\u5907\u5de5\u4f5c<\/h2>\n<p>\u5bf9\u4e8eCUDA\u548ccuDNN\uff0c\u7531\u4e8e\u6709\u9884\u5148\u5b89\u88c5\u7684\u4e13\u7528Docker\u955c\u50cf\uff0c\u56e0\u6b64\u6211\u4eec\u4f7f\u7528\u4e86\u5b83\u4eec\u3002<\/p>\n<h3>3-2-1. \u9009\u62e9CUDA\u7248\u672c<\/h3>\n<p>\u5728\u4e4b\u524d\u7684NVIDIA\u9a71\u52a8\u7a0b\u5e8f\u7248\u672c\u786e\u8ba4\u754c\u9762\u4e0a\uff0c\u5982\u679c\u9009\u62e9\u4e86Tesla K80\uff0c\u5219\u53ea\u80fd\u9009\u62e9CUDA\u7248\u672c11.4\u3002<\/p>\n<p>\u7279\u65af\u62c9K80\u53ef\u80fd\u6709\u70b9\u8fc7\u65f6\u5427\u3002<br \/>\n\u81f3\u5c11\uff0c\u5728\u90a3\u4e2a\u5c4f\u5e55\u4e0a\u9009\u62e9\u53ef\u7528\u7684CUDA\u7248\u672c\u4e4b\u4e00\u4f3c\u4e4e\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002<\/p>\n<p>\u7531\u4e8e\u8fd9\u6837\u7684\u80cc\u666f\uff0c\u6211\u4eec\u9009\u62e9\u4e86CUDA 11.4\u7248\u672c\u3002<\/p>\n<h3>\u9009\u62e9Docker\u955c\u50cf\u76843-2-2\u65b9\u6848\u3002<\/h3>\n<p>\u6211\u5728\u8fd9\u91cc\u627e\u5230\u4e86\u53ef\u4f9b\u9009\u62e9\u7684Docker\u955c\u50cf\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u9009\u62e9\u4e86nvidia\/cuda:11.4.1-cudnn8-devel-ubuntu20.04\uff0c\u56e0\u4e3a\u6211\u60f3\u5728\u6211\u7684\u60c5\u51b5\u4e0b\u4f7f\u7528CUDA 11.4\u7248\u672c\u5e76\u4e14\u4f7f\u7528cuDNN\uff0c\u540c\u65f6\u4e5f\u60f3\u4f7f\u7528\u5c3d\u53ef\u80fd\u65b0\u7684Ubuntu\u7cfb\u7edf\u3002<\/p>\n<h3>3-2-3. \u521b\u5efaDockerfile<\/h3>\n<p>\u7136\u540e\uff0c\u6309\u7167\u8fd9\u79cd\u65b9\u5f0f\u521b\u5efaDockerfile\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">FROM<\/span><span class=\"s\"> nvidia\/cuda:11.4.1-cudnn8-devel-ubuntu20.04<\/span>\r\n\r\n...\r\n<\/code><\/pre>\n<p>\u5982\u679c\u4e0d\u9700\u8981cuDNN\uff0c\u4f3c\u4e4e\u4e5f\u6709\u4e0d\u5e26cuDNN\u7684\u955c\u50cf\u53ef\u4f9b\u4f7f\u7528\uff0c\u53ef\u4ee5\u5229\u7528\u5b83\u3002<br \/>\n\u7136\u540e\u6309\u7167\u5e73\u5e38\u4e00\u6837\u6784\u5efaDocker\u5373\u53ef\u3002<\/p>\n<h1>4. \u68c0\u67e5\u5b89\u88c5\u7ed3\u679c<\/h1>\n<h2>4-1. \u68c0\u67e5 nvidia-driver \u7684\u7248\u672c\u3002<\/h2>\n<p>\u8fd9\u5c06\u5728\u4e3b\u673a\u7aef(EC2)\u6267\u884c\u3002<br \/>\n\u4f60\u786e\u4fdd\u5728EC2\u7aef\u5b89\u88c5\u4e86nvidia-driver\u5bf9\u5427\uff1f|\uff65\u03c9\uff65`)\uff7a\uff7f\uff6f<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span><span class=\"nb\">cat<\/span> \/proc\/driver\/nvidia\/version\r\nNVRM version: NVIDIA UNIX x86_64 Kernel Module  470.141.03  Thu Jun 30 18:45:31 UTC 2022\r\nGCC version:  gcc version 9.4.0 <span class=\"o\">(<\/span>Ubuntu 9.4.0-1ubuntu1~20.04.1<span class=\"o\">)<\/span>\r\n<\/code><\/pre>\n<h2>4-1. \u786e\u8ba4 nvidia-docker \u7684\u7248\u672c<\/h2>\n<p>\u8fd9\u4e2a\u4e5f\u662f\u5728\u4e3b\u673a\u4e0a\uff08EC2\uff09\u6267\u884c\u7684\u3002<br \/>\nnvidia-docker\u4e5f\u5b89\u88c5\u5728EC2\u4e0a\u4e86\uff0c\u5bf9\u5427\uff1f|\uff65`\u03c9\uff65\u00b4)\uff81\uff97\uff98\uff6f<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>nvidia-docker version\r\nNVIDIA Docker: 2.11.0  <span class=\"c\"># &lt;----- \u3053\u3053\u306b\uff11\u884c\u8ffd\u52a0\u3055\u308c\u3066\u308b<\/span>\r\nClient: Docker Engine - Community\r\n Version:           20.10.17\r\n API version:       1.41\r\n Go version:        go1.17.11\r\n Git commit:        100c701\r\n Built:             Mon Jun  6 23:02:57 2022\r\n OS\/Arch:           linux\/amd64\r\n Context:           default\r\n Experimental:      <span class=\"nb\">true\r\n\r\n<\/span>Server: Docker Engine - Community\r\n Engine:\r\n  Version:          20.10.17\r\n  API version:      1.41 <span class=\"o\">(<\/span>minimum version 1.12<span class=\"o\">)<\/span>\r\n  Go version:       go1.17.11\r\n  Git commit:       a89b842\r\n  Built:            Mon Jun  6 23:01:03 2022\r\n  OS\/Arch:          linux\/amd64\r\n  Experimental:     <span class=\"nb\">false\r\n <\/span>containerd:\r\n  Version:          1.6.8\r\n  GitCommit:        9cd3357b7fd7218e4aec3eae239db1f68a5a6ec6\r\n runc:\r\n  Version:          1.1.4\r\n  GitCommit:        v1.1.4-0-g5fd4c4d\r\n docker-init:\r\n  Version:          0.19.0\r\n  GitCommit:        de40ad0\r\n<\/code><\/pre>\n<h2>4-3. \u9a8c\u8bc1\u6240\u6709\u64cd\u4f5c<\/h2>\n<p>\u7531\u4e8e\u5148\u524d\u5b89\u88c5\u7684\u5185\u5bb9\u76f8\u4e92\u5173\u8054\uff0c\u56e0\u6b64\u9700\u8981\u786e\u8ba4\u6574\u4f53\u662f\u5426\u6b63\u5e38\u8fd0\u884c\u3002<br \/>\n\u5728\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u4e4b\u524d\uff0c\u5efa\u8bae\u5148\u8fdb\u884cdocker\u6784\u5efa\u3002<\/p>\n<p>\u7531\u4e8e\u9700\u8981\u6267\u884cnvidia-docker\uff0c\u6240\u4ee5\u4ee5\u4e0b\u547d\u4ee4\u4e5f\u9700\u8981\u5728\u4e3b\u673a\u4e0a(EC2)\u6267\u884c\uff01\uff5c\u7535\u7ebf\u6746\uff5c\u2200\u309c`)\u30b8\u30fc<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># docker image\u540d\u306f\u5404\u81ea\u3067\u5909\u66f4\u3057\u3066\u306d<\/span>\r\n<span class=\"nv\">$ <\/span>nvidia-docker run <span class=\"nt\">--rm<\/span> <span class=\"nt\">--gpus<\/span> all nvidia\/cuda:11.4.2-cudnn8-devel-ubuntu20.04 nvidia-smi\r\nThu Sep  8 04:39:31 2022\r\n+-----------------------------------------------------------------------------+\r\n| NVIDIA-SMI 470.141.03   Driver Version: 470.141.03   CUDA Version: 11.4     |\r\n|-------------------------------+----------------------+----------------------+\r\n| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\r\n| Fan  Temp  Perf  Pwr:Usage\/Cap|         Memory-Usage | GPU-Util  Compute M. |\r\n|                               |                      |               MIG M. |\r\n|<span class=\"o\">===============================<\/span>+<span class=\"o\">======================<\/span>+<span class=\"o\">======================<\/span>|\r\n|   0  Tesla K80           Off  | 00000000:00:1E.0 Off |                    0 |\r\n| N\/A   46C    P0    60W \/ 149W |      0MiB \/ 11441MiB |    100%      Default |\r\n|                               |                      |                  N\/A |\r\n+-------------------------------+----------------------+----------------------+\r\n\r\n+-----------------------------------------------------------------------------+\r\n| Processes:                                                                  |\r\n|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\r\n|        ID   ID                                                   Usage      |\r\n|<span class=\"o\">=============================================================================<\/span>|\r\n|  No running processes found                                                 |\r\n+-----------------------------------------------------------------------------+\r\n<\/code><\/pre>\n<p>\u5982\u679c\u663e\u793a\u51fa\u50cf\u4e0a\u8ff0\u7684\u8868\u683c\uff0c\u90a3\u5c31\u8868\u793a\u4e00\u5207\u987a\u5229\u8fd0\u4f5c\u7740\u3002<\/p>\n<h1>5. \u542f\u52a8\u547d\u4ee4\u7684\u6ce8\u610f\u4e8b\u9879<\/h1>\n<pre class=\"post-pre\"><code><span class=\"c\"># \u30c0\u30e1\u3060\u3063\u305f...<\/span>\r\n<span class=\"nv\">$ <\/span>docker run <span class=\"nt\">-it<\/span> ....\r\n\r\n<span class=\"c\"># \u3053\u3046\u3059\u308c\u3070OK<\/span>\r\n<span class=\"nv\">$ <\/span>nvidia-docker run <span class=\"nt\">-it<\/span> ....\r\n<\/code><\/pre>\n<p>\u6839\u636e\u4ee5\u4e0a\u60c5\u51b5\uff0c\u6211\u53d1\u73b0\u4f7f\u7528\u5e38\u89c4\u7684docker\u547d\u4ee4\u65f6\uff0c\u6211\u7684GPU\u65e0\u6cd5\u88ab\u8bc6\u522b\u3002\u8fd9\u9700\u8981\u6ce8\u610f\u3002\u4f3c\u4e4e\u6700\u597d\u4f7f\u7528nvidia-docker run &#8230;\u7684\u65b9\u5f0f\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\u5927\u5bb6\u90fd\u6ca1\u95ee\u9898\uff0c\u4f46\u662f\u5728\u5b89\u88c5\u4e86nvidia-docker\u4e4b\u540e\uff0c\u6267\u884csudo systemctl restart docker\u662f\u9700\u8981\u7684\uff0c\u8fd8\u8981\u8003\u8651\u91cd\u65b0\u542f\u52a8docker\u5b88\u62a4\u8fdb\u7a0b\u3002<\/p>\n<h1>6. \u6211\u7684\u60f3\u6cd5<\/h1>\n<p>\u8fd9\u6837\u7684\u8bdd\uff0c\u548cdocker-compose\u914d\u5408\u4f7f\u7528\u5c31\u5f88\u96be\u4e86\u5462&#8230;<\/p>\n<p>\u55ef\uff0c\u6700\u8fd1\u7531\u4e8eDocker\u66f4\u65b0\uff0c\u547d\u4ee4\u8f93\u5165\u65b9\u5f0f\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u53d8\u6210\u4e86\u7c7b\u4f3c\u4e8eDocker Compose\u7684\u8f93\u5165\u65b9\u5f0f\uff0c\u6240\u4ee5\u6216\u8bb8\u53ef\u4ee5\u4f7f\u7528nvidia-docker compose up\u8fd9\u6837\u7684\u547d\u4ee4\u2026\u2026\uff1f<\/p>\n<p>\u867d\u7136\u8fd8\u6ca1\u6709\u786e\u5b9a\uff0c\u4f46\u6211\u4eec\u671f\u5f85\u5b83\u80fd\u5411\u597d\u7684\u65b9\u5411\u53d1\u5c55\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \u8bbe\u5907\u8bbe\u7f6e 1-1. \u8981\u5b89\u88c5\u5728\u4e3b\u673a\uff08EC2\uff09\u4e0a\u7684\u4e1c\u897f\u3002 docker &#8211; \u516c\u5f0f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806 [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35300","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - 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