- CPU: Core(TM) i3-12100F<\/ul>\n<\/li>\n<\/ul>\n
- \n
- MEM: 32GB<\/ul>\n<\/li>\n<\/ul>\n
- \n
- Ubuntu: 22.04.1<\/ul>\n<\/li>\n<\/ul>\n
- \n
- NVIDIA Driver: 525.60.11<\/ul>\n<\/li>\n<\/ul>\n
- \n
- Containerd: 1.6.12<\/ul>\n<\/li>\n<\/ul>\n
<\/p>\n
- Kubernetes: 1.25.5<\/ul>\n
\u8bbe\u5b9a<\/h1>\n
\u6211\u5c06\u5728\u4e0b\u9762\u5199\u51fa\u73af\u5883\u8bbe\u7f6e\u6b65\u9aa4\u3002<\/p>\n
1. \u5b89\u88c5NVIDIA\u9a71\u52a8\u7a0b\u5e8f<\/h2>\n
\u9996\u5148\u8981\u5b89\u88c5GPU\u9a71\u52a8\u7a0b\u5e8f\u3002
\n\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u5373\u53ef\u3002<\/p>\nubuntu-drivers devices\r\n<\/code><\/pre>\n\u4f1a\u663e\u793a\u53ef\u5b89\u88c5\u7684\u9a71\u52a8\u7a0b\u5e8f\u5217\u8868\u3002<\/p>\n
==<\/span> \/sys\/devices\/pci0000:00\/0000:00:01.0\/0000:01:00.0 ==<\/span>\r\nmodalias : pci:v000010DEd00002507sv00001043sd00008876bc03sc00i00\r\nvendor : NVIDIA Corporation\r\ndriver : nvidia-driver-515-open - distro non-free\r\ndriver : nvidia-driver-510 - distro non-free\r\ndriver : nvidia-driver-525-open - distro non-free recommended\r\ndriver : nvidia-driver-515 - distro non-free\r\ndriver : nvidia-driver-470 - distro non-free\r\ndriver : nvidia-driver-515-server - distro non-free\r\ndriver : nvidia-driver-525 - distro non-free\r\ndriver : nvidia-driver-470-server - distro non-free\r\ndriver : xserver-xorg-video-nouveau - distro free builtin<\/span>\r\n<\/code><\/pre>\n\u8fd9\u6b21\u6211\u5b89\u88c5\u4e86nvidia-driver-525\u3002<\/p>\n
sudo <\/span>apt install <\/span>nvidia-driver-525\r\n<\/code><\/pre>\n\u4e3a\u4e86\u91cd\u65b0\u52a0\u8f7d\u9a71\u52a8\u7a0b\u5e8f\uff0c\u5c06\u91cd\u65b0\u542f\u52a8\u6574\u4e2a\u64cd\u4f5c\u7cfb\u7edf\u3002<\/p>\n
sudo <\/span>reboot\r\n<\/code><\/pre>\n\u786e\u8ba4\u662f\u5426\u8bc6\u522b\u4e86NVIDIA\u7684\u6a21\u5757\u3002<\/p>\n
lsmod | grep <\/span>nvidia\r\n<\/code><\/pre>\nnvidia_uvm 1363968 0\r\nnvidia_drm 69632 3\r\nnvidia_modeset 1208320 5 nvidia_drm\r\nnvidia 56127488 190 nvidia_uvm,nvidia_modeset\r\ndrm_kms_helper 311296 1 nvidia_drm\r\ndrm 622592 7 drm_kms_helper,nvidia,nvidia_drm\r\n<\/code><\/pre>\n2. \u5b89\u88c5 Containerd<\/h2>\n
\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u5b89\u88c5Containerd\u3002
\n\u5728\u8fdb\u884c\u7684\u8fc7\u7a0b\u4e2d\uff0c\u8bf7\u53c2\u8003\u8fd9\u4e9b\u6587\u6863\u3002<\/p>\n<\/p>\n
\u7981\u7528Swap\u529f\u80fd\u3002<\/p>\n
sudo <\/span>swapoff -a<\/span>\r\n\r\n# \/etc\/fstab\u304b\u3089swapfile\u306e\u30de\u30a6\u30f3\u30c8\u884c\u3092\u524a\u9664<\/span>\r\nsudo <\/span>vi \/etc\/fstab\r\n<\/code><\/pre>\n\u5bfc\u5165\u6240\u9700\u7684\u6a21\u5757\u3002<\/p>\n
sudo <\/span>modprobe overlay\r\nsudo <\/span>modprobe br_netfilter\r\nsudo <\/span>modprobe vxlan\r\n<\/code><\/pre>\n\u8bf7\u5728\u91cd\u65b0\u542f\u52a8\u540e\u7f16\u5199\u914d\u7f6e\u6587\u4ef6\uff0c\u4ee5\u4fbf\u81ea\u52a8\u52a0\u8f7d\u6a21\u5757\u3002<\/p>\n
overlay\r\nbr_netfilter\r\nvxlan\r\n<\/code><\/pre>\n\u6211\u5c06\u8bbe\u7f6e\u5185\u6838\u53c2\u6570\u3002
\n\u8bf7\u521b\u5efa\u4ee5\u4e0b\u7684\u914d\u7f6e\u6587\u4ef6\uff0c<\/p>\nnet.bridge.bridge-nf-call-iptables = 1\r\nnet.ipv4.ip_forward = 1\r\nnet.bridge.bridge-nf-call-ip6tables = 1\r\n<\/code><\/pre>\n\u6211\u4f1a\u5728\u547d\u4ee4\u4e2d\u8fdb\u884c\u53cd\u6620\u3002<\/p>\n
sudo <\/span>sysctl --system<\/span>\r\n<\/code><\/pre>\n\u5b89\u88c5 Containerd\u3002<\/p>\n
sudo <\/span>apt install <\/span>ca-certificates curl gnupg lsb-release\r\n\r\ncurl -fsSL<\/span> https:\/\/download.docker.com\/linux\/ubuntu\/gpg | sudo <\/span>gpg --dearmor<\/span> -o<\/span> \/etc\/apt\/keyrings\/docker.gpg\r\n\r\necho<\/span> \"deb [arch=<\/span>$(<\/span>dpkg --print-architecture<\/span>)<\/span> signed-by=\/etc\/apt\/keyrings\/docker.gpg] https:\/\/download.docker.com\/linux\/ubuntu <\/span>\\<\/span>\r\n $(<\/span>lsb_release -cs<\/span>)<\/span> stable\"<\/span> | sudo tee<\/span> \/etc\/apt\/sources.list.d\/docker.list ><\/span> \/dev\/null\r\n\r\nsudo <\/span>apt update &&<\/span> sudo <\/span>apt install<\/span> -y<\/span> containerd.io\r\n<\/code><\/pre>\n3. \u5b89\u88c5NVIDIA\u5bb9\u5668\u5de5\u5177\u5305<\/h2>\n
\u5728\u63a5\u4e0b\u6765\u7684\u6b65\u9aa4\u4e2d\uff0c\u6211\u4eec\u5c06\u5b89\u88c5NVIDIA\u5bb9\u5668\u5de5\u5177\u5305\u3002
\n\u6211\u67e5\u9605\u4e86\u4ee5\u4e0b\u6587\u6863\uff0c\u5e76\u5728\u5176\u57fa\u7840\u4e0a\u505a\u4e86\u4e00\u4e9b\u4fee\u6539\u3002<\/p>\n<\/p>\n
\u6dfb\u52a0NVIDIA\u5b58\u50a8\u5e93\u5e76\u5b89\u88c5nvidia-container-toolkit\u8f6f\u4ef6\u5305\u3002<\/p>\n
distribution<\/span>=<\/span>$(<\/span>.<\/span> \/etc\/os-release;<\/span>echo<\/span> $ID$VERSION_ID<\/span>)<\/span>\r\ncurl -fsSL<\/span> https:\/\/nvidia.github.io\/libnvidia-container\/gpgkey | sudo <\/span>gpg --dearmor<\/span> -o<\/span> \/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg &&<\/span> \\<\/span>\r\n curl -s<\/span> -L<\/span> https:\/\/nvidia.github.io\/libnvidia-container\/ubuntu22.04\/libnvidia-container.list | \\<\/span>\r\n sed<\/span> 's#deb https:\/\/#deb [signed-by=\/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg] https:\/\/#g'<\/span> | \\<\/span>\r\n sudo tee<\/span> \/etc\/apt\/sources.list.d\/nvidia-container-toolkit.list\r\n\r\nsudo <\/span>apt update &&<\/span> sudo <\/span>apt install<\/span> -y<\/span> nvidia-container-toolkit\r\n<\/code><\/pre>\n\u9996\u5148\uff0c\u4f7f\u7528Containerd\u7684\u547d\u4ee4\u751f\u6210\u9ed8\u8ba4\u914d\u7f6e\u6587\u4ef6\uff0c\u4ee5\u4fbf\u8bbe\u7f6eContainerd\u6765\u4f7f\u7528NVIDIA Container Toolkit\u3002<\/p>\n
containerd config default | sudo tee<\/span> \/etc\/containerd\/config.toml\r\n<\/code><\/pre>\n\u6211\u5df2\u7ecf\u5c06Containerd\u7684\u8fd0\u884c\u65f6\u7f16\u8f91\u4e3a\u4f7f\u7528nvidia\u3002\u6211\u51c6\u5907\u4e86\u4e0e\u7f16\u8f91\u540e\u6587\u4ef6\u7684\u5dee\u5f02\u4ee5\u8865\u4e01\u5f62\u5f0f\u63d0\u4f9b\u3002<\/p>\n
--- config.toml 2022-12-15 01:52:36.050473142 +0900\r\n<\/span>+++ \/etc\/containerd\/config.toml 2022-12-15 01:56:06.024187694 +0900\r\n<\/span>@@ -76,7 +76,7 @@<\/span>\r\n max_conf_num = 1\r\n\r\n [plugins.\"io.containerd.grpc.v1.cri\".containerd]\r\n- default_runtime_name = \"runc\"\r\n<\/span>+ default_runtime_name = \"nvidia\"\r\n<\/span> disable_snapshot_annotations = true\r\n discard_unpacked_layers = false\r\n ignore_rdt_not_enabled_errors = false\r\n@@ -122,7 +122,17 @@<\/span>\r\n NoPivotRoot = false\r\n Root = \"\"\r\n ShimCgroup = \"\"\r\n- SystemdCgroup = false\r\n<\/span>+ SystemdCgroup = true\r\n+\r\n+ [plugins.\"io.containerd.grpc.v1.cri\".containerd.runtimes.nvidia]\r\n+ privileged_without_host_devices = false\r\n+ runtime_engine = \"\"\r\n+ runtime_root = \"\"\r\n+ runtime_type = \"io.containerd.runc.v2\"\r\n+\r\n+ [plugins.\"io.containerd.grpc.v1.cri\".containerd.runtimes.nvidia.options]\r\n+ BinaryName = \"\/usr\/bin\/nvidia-container-runtime\"\r\n+ SystemdCgroup = true\r\n<\/span>\r\n [plugins.\"io.containerd.grpc.v1.cri\".containerd.untrusted_workload_runtime]\r\n base_runtime_spec = \"\"\r\n<\/code><\/pre>\n\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5e94\u7528\u3002<\/p>\n
sudo <\/span>patch \/etc\/containerd\/config.toml containerd-config.patch\r\n<\/code><\/pre>\n\u6211\u4eec\u91cd\u65b0\u542f\u52a8Containerd\u3002<\/p>\n
sudo <\/span>systemctl restart containerd\r\n<\/code><\/pre>\n\u91cd\u542f\u540e\uff0c\u542f\u52a8\u6d4b\u8bd5\u7528\u7684\u955c\u50cf\u5e76\u8fdb\u884c\u64cd\u4f5c\u786e\u8ba4\u3002<\/p>\n
sudo <\/span>ctr image pull docker.io\/nvidia\/cuda:11.6.2-base-ubuntu20.04\r\nsudo <\/span>ctr run --rm<\/span> -t<\/span> \\<\/span>\r\n --runc-binary<\/span>=<\/span>\/usr\/bin\/nvidia-container-runtime \\<\/span>\r\n --env<\/span> NVIDIA_VISIBLE_DEVICES<\/span>=<\/span>all \\<\/span>\r\n docker.io\/nvidia\/cuda:11.6.2-base-ubuntu20.04 \\<\/span>\r\n cuda-11.6.2-base-ubuntu20.04 nvidia-smi\r\n<\/code><\/pre>\n\u5982\u679c\u663e\u793a\u4e86\u9a71\u52a8\u7248\u672c\u548cCUDA\u7248\u672c\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n
+-----------------------------------------------------------------------------+\r\n| NVIDIA-SMI 525.60.11 Driver Version: 525.60.11 CUDA Version: 12.0 |\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>+======================<\/span>+======================<\/span>|\r\n| 0 NVIDIA GeForce ... Off | 00000000:01:00.0 Off | N\/A |\r\n| 42% 25C P8 6W \/ 130W | 33MiB \/ 8192MiB | 0% 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>|\r\n+-----------------------------------------------------------------------------+\r\n<\/code><\/pre>\n4. \u90e8\u7f72Kubernetes\u96c6\u7fa4<\/h2>\n
\u5f00\u59cb\u8bbe\u7f6eKubernetes\u96c6\u7fa4\u3002
\n\u9996\u5148\u6dfb\u52a0\u8f6f\u4ef6\u5305\u4ed3\u5e93\u3002\u83b7\u53d6\u5e76\u653e\u7f6eGPG\u6587\u4ef6\uff0c<\/p>\ncurl -o<\/span> kubernetes-archive-keyring.gpg https:\/\/packages.cloud.google.com\/apt\/doc\/apt-key.gpg\r\nsudo mv <\/span>kubernetes-archive-keyring.gpg \/usr\/share\/keyrings\/kubernetes-archive-keyring.gpg\r\n<\/code><\/pre>\n\u521b\u5efa\u5b58\u50a8\u5e93\u7684\u5217\u8868\u6587\u4ef6\u3002<\/p>\n
deb [signed-by=\/usr\/share\/keyrings\/kubernetes-archive-keyring.gpg] https:\/\/apt.kubernetes.io\/ kubernetes-xenial main\r\n<\/code><\/pre>\n\u5b89\u88c5\u4e0eKubernetes\u76f8\u5173\u7684\u5305\u3002<\/p>\n
sudo <\/span>apt update\r\nsudo <\/span>apt install <\/span>kubelet<\/span>=<\/span>1.25.5-00 kubeadm<\/span>=<\/span>1.25.5-00 kubectl<\/span>=<\/span>1.25.5-00\r\nsudo <\/span>apt-mark hold kubelet kubeadm kubectl\r\n<\/code><\/pre>\n\u6211\u5011\u5c07\u4f7f\u7528 kubeadm \u9032\u884c\u96c6\u7fa4\u7684\u8a2d\u7f6e\u3002<\/p>\n
sudo <\/span>kubeadm init\r\n<\/code><\/pre>\n\u4e3a\u4e86\u4f7f\u666e\u901a\u7528\u6237\u80fd\u591f\u4f7f\u7528kubectl\u547d\u4ee4\uff0c\u5c06\u8bbe\u7f6e\u6587\u4ef6\u590d\u5236\u4e00\u4efd\u3002<\/p>\n
mkdir<\/span> -p<\/span> $HOME<\/span>\/.kube\r\nsudo cp<\/span> -i<\/span> \/etc\/kubernetes\/admin.conf $HOME<\/span>\/.kube\/config\r\nsudo chown<\/span> $(<\/span>id<\/span> -u<\/span>)<\/span>:$(<\/span>id<\/span> -g<\/span>)<\/span> $HOME<\/span>\/.kube\/config\r\n<\/code><\/pre>\n\u5b89\u88c5Helm\u3002<\/p>\n
curl https:\/\/baltocdn.com\/helm\/signing.asc | gpg --dearmor<\/span> | sudo tee<\/span> \/usr\/share\/keyrings\/helm.gpg ><\/span> \/dev\/null\r\nsudo <\/span>apt install <\/span>apt-transport-https --yes<\/span>\r\necho<\/span> \"deb [arch=<\/span>$(<\/span>dpkg --print-architecture<\/span>)<\/span> signed-by=\/usr\/share\/keyrings\/helm.gpg] https:\/\/baltocdn.com\/helm\/stable\/debian\/ all main\"<\/span> | sudo tee<\/span> \/etc\/apt\/sources.list.d\/helm-stable-debian.list\r\nsudo <\/span>apt update\r\nsudo <\/span>apt install <\/span>helm\r\n<\/code><\/pre>\n\u6211\u4eec\u8fd9\u6b21\u4f7f\u7528\u4e86CNI\u7684Cilium\u3002\u6211\u4eec\u5c06\u4f7f\u7528Helm\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n
helm repo add cilium https:\/\/helm.cilium.io\/\r\n\r\nhelm install <\/span>cilium cilium\/cilium --version<\/span> 1.12.4 \\<\/span>\r\n --namespace<\/span> kube-system \\<\/span>\r\n --set<\/span> operator.replicas=<\/span>1\r\n<\/code><\/pre>\n\u7531\u4e8e\u672c\u6b21\u7fa4\u96c6\u53ea\u6709\u4e00\u4e2a\u8282\u70b9\uff0c\u63a7\u5236\u5e73\u9762\u548c\u5de5\u4f5c\u8282\u70b9\u662f\u901a\u7528\u7684\u3002\u6211\u4eec\u5c06\u5bf9\u63a7\u5236\u5e73\u9762\u8282\u70b9\u7684Pod\u8fdb\u884c\u89e3\u7ed1\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u8c03\u5ea6Pod\u3002<\/p>\n
kubectl taint nodes --all<\/span> node-role.kubernetes.io\/control-plane-\r\n<\/code><\/pre>\n5. \u8fde\u63a5\u5230Azure Arc.<\/h2>\n
\u6211\u4eec\u5c06\u628aKubernetes\u96c6\u7fa4\u8fde\u63a5\u5230Azure Arc\u3002<\/p>\n
<\/p>\n
\u4f7f\u7528Azure CLI\u8fdb\u884c\u8bbe\u7f6e\u3002<\/p>\n
# CLI\u306b\u62e1\u5f35\u6a5f\u80fd\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span>\r\naz extension add --name<\/span> connectedk8s\r\n\r\n# \u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u306b\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3092\u767b\u9332<\/span>\r\naz provider register --namespace<\/span> Microsoft.Kubernetes\r\naz provider register --namespace<\/span> Microsoft.KubernetesConfiguration\r\naz provider register --namespace<\/span> Microsoft.ExtendedLocation\r\n\r\n# \u767b\u9332\u5b8c\u4e86\u3092\u78ba\u8a8d<\/span>\r\naz provider show -n<\/span> Microsoft.Kubernetes -o<\/span> table\r\naz provider show -n<\/span> Microsoft.KubernetesConfiguration -o<\/span> table\r\naz provider show -n<\/span> Microsoft.ExtendedLocation -o<\/span> table\r\n\r\n# \u30ea\u30bd\u30fc\u30b9\u30b0\u30eb\u30fc\u30d7\u3092\u4f5c\u6210<\/span>\r\naz group create -n<\/span> AzureML -l<\/span> japaneast\r\n\r\n# Kubernetes\u30af\u30e9\u30b9\u30bf\u30fc\u3092Azure Arc\u306b\u63a5\u7d9a<\/span>\r\naz connectedk8s connect -n<\/span> GPUCluster -g<\/span> AzureML\r\n<\/code><\/pre>\n![\"image.png\"](\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d275437434c4406c3bcf0\/80-0.png\" "\\"\\"")
<\/div>\n\u6700\u540e<\/h1>\n
\u56e0\u4e3a\u8d1f\u62c5\u53d8\u5f97\u592a\u91cd\u4e86\uff0c\u6240\u4ee5\u6211\u4eec\u5c06\u5728GPU\u96c6\u6210\u7684Kubernetes\u96c6\u7fa4\u7684Azure Arc\u8fde\u63a5\u4e0a\u6682\u65f6\u505c\u4e0b\u6765\u3002\u6211\u4eec\u5c06\u5728\u53e6\u4e00\u7bc7\u6587\u7ae0\u4e2d\u4ecb\u7ecd\u5728Azure Machine Learning\u4e0a\u4f7f\u7528Kubernetes\u96c6\u7fa4\u7684\u60c5\u51b5\u3002\u656c\u8bf7\u671f\u5f85\u4e0b\u534a\u90e8\u5206\uff08\u8ba1\u5212\u4e2d\uff09\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u9996\u5148 \u7531\u65bc Azure Advent Calender 2022 \u7684\u7b2c10\u5929\u7684\u65e5\u7a0b\u5c1a\u672a\u88ab\u5b89\u6392\uff0c\u6240\u4ee5\u6211\u586b\u5165\u4e86\u7a7a\u7f3a […]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-36095","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n
\u5728Azure Machine Learning\u4e2d\u4f7f\u7528\u642d\u8f7dAzure Arc\u7684GPU\u7684Kubernetes\uff081\uff09Kubernetes\u914d\u7f6e\u90e8\u5206 - Blog - Silicon Cloud<\/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.silicloud.com\/zh\/blog\/\u5728azure-machine-learning\u4e2d\u4f7f\u7528\u642d\u8f7dazure-arc\u7684gpu\u7684kubernetes\uff081\uff09kubernetes\u914d\u7f6e\u90e8\u5206\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5728Azure Machine Learning\u4e2d\u4f7f\u7528\u642d\u8f7dAzure Arc\u7684GPU\u7684Kubernetes\uff081\uff09Kubernetes\u914d\u7f6e\u90e8\u5206\" \/>\n<meta property=\"og:description\" content=\"\u9996\u5148 \u7531\u65bc Azure Advent Calender 2022 \u7684\u7b2c10\u5929\u7684\u65e5\u7a0b\u5c1a\u672a\u88ab\u5b89\u6392\uff0c\u6240\u4ee5\u6211\u586b\u5165\u4e86\u7a7a\u7f3a […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u5728azure-machine-learning\u4e2d\u4f7f\u7528\u642d\u8f7dazure-arc\u7684gpu\u7684kubernetes\uff081\uff09kubernetes\u914d\u7f6e\u90e8\u5206\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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- GPU: NVIDIA GeForce RTX3050 8GB<\/ul>\n
\u8f6f\u4ef6\u65b9\u9762\uff0c\u6211\u4eec\u4ee5\u4ee5\u4e0b\u7248\u672c\u8fdb\u884c\u4e86\u914d\u7f6e\u3002
\nUbuntu \u4f7f\u7528\u7684\u662f Minimal install \u7684\u684c\u9762\u7248\uff0c\u800c\u4e0d\u662f\u670d\u52a1\u5668\u7248\u3002<\/p>\n- \n
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