\u4f60\u53ef\u80fd\u5728\u7f51\u4e0a\u7528\u8fc7\u4e0d\u5c11AI\u7ed8\u753b\u5de5\u5177，\u4f46\u6709\u6ca1\u6709\u9047\u5230\u8fc7\u8fd9\u4e9b\u95ee\u9898？\u751f\u6210\u56fe\u7247\u8981\u6392\u961f\u3001\u514d\u8d39\u989d\u5ea6\u4e0d\u591f\u7528\u3001\u56fe\u7247\u98ce\u683c\u53d7\u9650\u3001\u6216\u8005\u62c5\u5fc3\u6570\u636e\u9690\u79c1\u3002\u5982\u679c\u4f60\u4e5f\u53d7\u591f\u4e86\u8fd9\u4e9b\u9650\u5236，\u90a3\u4e48\u81ea\u5df1\u52a8\u624b\u5728\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u4e00\u4e2a\u4e13\u5c5e\u7684AI\u7ed8\u56fe\u670d\u52a1，\u5c31\u662f\u6700\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n
\u4eca\u5929\u6211\u8981\u5e26\u4f60\u4ece\u96f6\u5f00\u59cb，\u4e00\u6b65\u6b65\u642d\u5efa\u4e00\u4e2a\u57fa\u4e8eFLUX.1\u6a21\u578b\u7684\u6d77\u666f\u7f8e\u5973\u56fe\u751f\u6210\u670d\u52a1\u3002\u8fd9\u4e2a\u670d\u52a1\u5b8c\u5168\u7531\u4f60\u638c\u63a7，\u60f3\u4ec0\u4e48\u65f6\u5019\u7528\u5c31\u4ec0\u4e48\u65f6\u5019\u7528，\u60f3\u751f\u6210\u591a\u5c11\u5c31\u751f\u6210\u591a\u5c11，\u800c\u4e14\u56fe\u7247\u8d28\u91cf\u7edd\u5bf9\u60ca\u8273\u3002\u6574\u4e2a\u8fc7\u7a0b\u542c\u8d77\u6765\u53ef\u80fd\u6709\u70b9\u6280\u672f\u542b\u91cf，\u4f46\u522b\u62c5\u5fc3，\u6211\u4f1a\u7528\u6700\u76f4\u767d\u7684\u8bdd，\u624b\u628a\u624b\u5e26\u4f60\u8d70\u5b8c\u6bcf\u4e00\u6b65\u3002<\/p>\n
\u5b66\u5b8c\u8fd9\u7bc7\u6559\u7a0b，\u4f60\u5c06\u62e5\u6709\u4e00\u4e2a24\u5c0f\u65f6\u5728\u7ebf\u7684\u79c1\u4ebaAI\u753b\u5e08，\u53ea\u9700\u8981\u6253\u5f00\u6d4f\u89c8\u5668\u8f93\u5165\u6587\u5b57，\u5c31\u80fd\u5f97\u5230\u9ad8\u8d28\u91cf\u7684\u6d77\u666f\u7f8e\u5973\u56fe\u7247\u3002\u65e0\u8bba\u662f\u505a\u8bbe\u8ba1\u7d20\u6750\u3001\u5185\u5bb9\u521b\u4f5c，\u8fd8\u662f\u5355\u7eaf\u4eab\u53d7AI\u7ed8\u753b\u7684\u4e50\u8da3，\u8fd9\u4e2a\u670d\u52a1\u90fd\u80fd\u6ee1\u8db3\u4f60\u3002<\/p>\n
\u5728\u5f00\u59cb\u4e4b\u524d，\u6211\u4eec\u5148\u770b\u770b\u9700\u8981\u51c6\u5907\u54ea\u4e9b\u4e1c\u897f\u3002\u5176\u5b9e\u8981\u6c42\u5e76\u4e0d\u9ad8，\u5927\u90e8\u5206\u90fd\u662f\u514d\u8d39\u7684\u6216\u8005\u6210\u672c\u5f88\u4f4e\u3002<\/p>\n
\u9996\u5148\u662f\u4e00\u53f0\u670d\u52a1\u5668\u3002\u5982\u679c\u4f60\u6ca1\u6709\u7269\u7406\u670d\u52a1\u5668，\u5b8c\u5168\u53ef\u4ee5\u7528\u4e91\u670d\u52a1\u5668\u3002\u73b0\u5728\u5404\u5927\u4e91\u670d\u52a1\u5546\u90fd\u6709\u6309\u5c0f\u65f6\u8ba1\u8d39\u7684GPU\u5b9e\u4f8b，\u7528\u51e0\u4e2a\u5c0f\u65f6\u82b1\u4e0d\u4e86\u591a\u5c11\u94b1\u3002<\/p>\n
\u6700\u4f4e\u914d\u7f6e\u8981\u6c42：<\/p>\n
\u63a8\u8350\u914d\u7f6e：<\/p>\n
\u5982\u679c\u4f60\u7528\u4e91\u670d\u52a1\u5668，\u9009\u62e9\u5e26GPU\u7684\u5b9e\u4f8b\u5c31\u884c\u3002\u6bd4\u5982\u963f\u91cc\u4e91\u3001\u817e\u8baf\u4e91\u3001AWS\u90fd\u6709GPU\u5b9e\u4f8b，\u6309\u9700\u4f7f\u7528\u6210\u672c\u5f88\u4f4e\u3002<\/p>\n
\u8f6f\u4ef6\u65b9\u9762\u6211\u4eec\u9700\u8981\u51c6\u5907\u4e09\u6837\u4e1c\u897f：<\/p>\n
\u4f60\u53ef\u80fd\u542c\u8bf4\u8fc7\u90e8\u7f72AI\u670d\u52a1\u5f88\u590d\u6742，\u8981\u88c5\u4e00\u5806\u4f9d\u8d56\u5e93，\u914d\u7f6e\u5404\u79cd\u73af\u5883\u53d8\u91cf\u3002\u4f46\u7528Docker\u4e4b\u540e，\u8fd9\u4e9b\u9ebb\u70e6\u4e8b\u90fd\u7701\u4e86\u3002Docker\u5c31\u50cf\u662f\u4e00\u4e2a\u6253\u5305\u597d\u7684\u8f6f\u4ef6\u96c6\u88c5\u7bb1，\u91cc\u9762\u4ec0\u4e48\u90fd\u6709，\u6211\u4eec\u53ea\u9700\u8981\u628a\u8fd9\u4e2a\u96c6\u88c5\u7bb1\u62c9\u8fc7\u6765\u8fd0\u884c\u5c31\u884c\u3002<\/p>\n
\u5b8c\u5168\u96f6\u57fa\u7840\u4e5f\u80fd\u8ddf\u7740\u505a，\u4f46\u5982\u679c\u4f60\u4e86\u89e3\u4e0b\u9762\u8fd9\u4e9b\u6982\u5ff5，\u4f1a\u66f4\u5bb9\u6613\u7406\u89e3：<\/p>\n
\u5982\u679c\u8fd9\u4e9b\u4f60\u90fd\u4e0d\u719f\u4e5f\u6ca1\u5173\u7cfb，\u6211\u4f1a\u5728\u6bcf\u4e00\u6b65\u90fd\u7ed9\u51fa\u5177\u4f53\u7684\u547d\u4ee4\u548c\u64cd\u4f5c，\u4f60\u7167\u7740\u505a\u5c31\u884c\u3002<\/p>\n
\u73b0\u5728\u6211\u4eec\u4ece\u6700\u57fa\u7840\u7684\u5f00\u59cb\u2014\u2014\u914d\u7f6eUbuntu\u670d\u52a1\u5668\u3002\u65e0\u8bba\u4f60\u662f\u7528\u7269\u7406\u670d\u52a1\u5668\u8fd8\u662f\u4e91\u670d\u52a1\u5668，\u8fd9\u4e00\u6b65\u90fd\u662f\u5fc5\u987b\u7684\u3002<\/p>\n
\u5982\u679c\u4f60\u7528\u7684\u662f\u4e91\u670d\u52a1\u5668，\u901a\u5e38\u670d\u52a1\u5546\u4f1a\u63d0\u4f9bUbuntu\u7684\u7cfb\u7edf\u955c\u50cf，\u76f4\u63a5\u9009\u62e9\u5b89\u88c5\u5c31\u884c\u3002\u5982\u679c\u662f\u7269\u7406\u670d\u52a1\u5668，\u9700\u8981\u81ea\u5df1\u5b89\u88c5Ubuntu\u7cfb\u7edf\u3002<\/p>\n
\u5b89\u88c5\u5b8c\u6210\u540e，\u7b2c\u4e00\u4ef6\u4e8b\u662f\u66f4\u65b0\u7cfb\u7edf\u3002\u6253\u5f00\u7ec8\u7aef（\u5982\u679c\u662f\u4e91\u670d\u52a1\u5668，\u901a\u5e38\u901a\u8fc7\u7f51\u9875\u63a7\u5236\u53f0\u6216SSH\u8fde\u63a5），\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4：<\/p>\n
# \u66f4\u65b0\u8f6f\u4ef6\u5305\u5217\u8868
\nsudo apt update<\/p>\n
# \u5347\u7ea7\u5df2\u5b89\u88c5\u7684\u8f6f\u4ef6\u5305
\nsudo apt upgrade -y<\/p>\n
# \u5b89\u88c5\u4e00\u4e9b\u5e38\u7528\u5de5\u5177
\nsudo apt install -y curl wget git vim<\/p>\n
\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u80fd\u9700\u8981\u51e0\u5206\u949f，\u53d6\u51b3\u4e8e\u4f60\u7684\u7f51\u7edc\u901f\u5ea6\u3002\u66f4\u65b0\u7cfb\u7edf\u80fd\u786e\u4fdd\u6211\u4eec\u5b89\u88c5\u7684\u8f6f\u4ef6\u90fd\u662f\u6700\u65b0\u7248\u672c，\u907f\u514d\u517c\u5bb9\u6027\u95ee\u9898\u3002<\/p>\n
\u5982\u679c\u4f60\u7528\u7684\u662f\u7269\u7406\u670d\u52a1\u5668，\u8bbe\u7f6eSSH\u80fd\u8ba9\u4f60\u4ece\u5176\u4ed6\u7535\u8111\u8fdc\u7a0b\u64cd\u4f5c\u670d\u52a1\u5668，\u66f4\u65b9\u4fbf\u3002<\/p>\n
# \u5b89\u88c5SSH\u670d\u52a1
\nsudo apt install -y openssh-server<\/p>\n
# \u542f\u52a8SSH\u670d\u52a1
\nsudo systemctl start ssh<\/p>\n
# \u8bbe\u7f6e\u5f00\u673a\u81ea\u542f
\nsudo systemctl enable ssh<\/p>\n
# \u67e5\u770b\u670d\u52a1\u5668IP\u5730\u5740
\nip addr show<\/p>\n
\u8bb0\u4e0b\u663e\u793a\u7684IP\u5730\u5740，\u4ee5\u540e\u5c31\u53ef\u4ee5\u7528\u8fd9\u4e2aIP\u4ece\u5176\u4ed6\u7535\u8111SSH\u8fde\u63a5\u5230\u670d\u52a1\u5668\u4e86\u3002<\/p>\n
\u6709\u4e9b\u4e91\u670d\u52a1\u5668\u9ed8\u8ba4\u6709\u9632\u706b\u5899，\u9700\u8981\u5f00\u653e\u6211\u4eec\u540e\u9762\u8981\u7528\u5230\u7684\u7aef\u53e3\u3002<\/p>\n
# \u5f00\u653e7861\u7aef\u53e3（\u6211\u4eec\u7684\u670d\u52a1\u7aef\u53e3）
\nsudo ufw allow 7861<\/p>\n
# \u5f00\u653eSSH\u7aef\u53e3（22\u7aef\u53e3，\u5982\u679c\u6539\u4e86SSH\u7aef\u53e3\u5c31\u6539\u5bf9\u5e94\u7684）
\nsudo ufw allow 22<\/p>\n
# \u542f\u7528\u9632\u706b\u5899
\nsudo ufw enable<\/p>\n
# \u67e5\u770b\u9632\u706b\u5899\u72b6\u6001
\nsudo ufw status<\/p>\n
\u5982\u679c\u4f60\u4e0d\u786e\u5b9a\u8981\u4e0d\u8981\u914d\u7f6e\u9632\u706b\u5899，\u53ef\u4ee5\u5148\u8df3\u8fc7\u8fd9\u4e00\u6b65，\u7b49\u540e\u9762\u8bbf\u95ee\u4e0d\u4e86\u670d\u52a1\u65f6\u518d\u56de\u6765\u914d\u7f6e\u3002<\/p>\n
\u8fd9\u662f\u6700\u5173\u952e\u7684\u4e00\u6b65，\u4e5f\u662f\u5f88\u591a\u4eba\u89c9\u5f97\u6700\u96be\u7684\u4e00\u6b65\u3002\u4f46\u5176\u5b9e\u53ea\u8981\u6309\u987a\u5e8f\u64cd\u4f5c，\u4e00\u70b9\u90fd\u4e0d\u96be\u3002NVIDIA\u9a71\u52a8\u662f\u8ba9\u7cfb\u7edf\u80fd\u8bc6\u522b\u548c\u4f7f\u7528\u663e\u5361\u7684\u8f6f\u4ef6，CUDA\u662fNVIDIA\u7684\u5e76\u884c\u8ba1\u7b97\u5e73\u53f0，\u6211\u4eec\u7684AI\u670d\u52a1\u9700\u8981\u5b83\u6765\u52a0\u901f\u8ba1\u7b97\u3002<\/p>\n
\u9996\u5148\u5378\u8f7d\u53ef\u80fd\u5b58\u5728\u7684\u65e7\u7248\u9a71\u52a8（\u5982\u679c\u662f\u65b0\u7cfb\u7edf\u53ef\u4ee5\u8df3\u8fc7）：<\/p>\n
# \u5378\u8f7d\u65e7\u9a71\u52a8
\nsudo apt purge -y nvidia*
\nsudo apt autoremove -y<\/p>\n
\u7136\u540e\u5b89\u88c5\u65b0\u9a71\u52a8\u3002\u8fd9\u91cc\u6211\u63a8\u8350\u7528Ubuntu\u81ea\u5e26\u7684\u9a71\u52a8\u5b89\u88c5\u65b9\u5f0f，\u6700\u7b80\u5355：<\/p>\n
# \u67e5\u770b\u53ef\u7528\u7684\u9a71\u52a8\u7248\u672c
\nubuntu-drivers devices<\/p>\n
# \u5b89\u88c5\u63a8\u8350\u7684\u9a71\u52a8（\u901a\u5e38\u662f\u6700\u65b0\u7a33\u5b9a\u7248）
\nsudo ubuntu-drivers autoinstall<\/p>\n
\u5b89\u88c5\u8fc7\u7a0b\u53ef\u80fd\u9700\u898110-20\u5206\u949f，\u671f\u95f4\u5c4f\u5e55\u53ef\u80fd\u4f1a\u95ea\u70c1\u51e0\u6b21，\u8fd9\u662f\u6b63\u5e38\u7684\u3002\u5b89\u88c5\u5b8c\u6210\u540e\u9700\u8981\u91cd\u542f\u7cfb\u7edf：<\/p>\n
sudo reboot<\/p>\n
\u91cd\u542f\u540e，\u9a8c\u8bc1\u9a71\u52a8\u662f\u5426\u5b89\u88c5\u6210\u529f：<\/p>\n
# \u67e5\u770bGPU\u4fe1\u606f
\nnvidia-smi<\/p>\n
\u5982\u679c\u770b\u5230\u7c7b\u4f3c\u4e0b\u9762\u7684\u8f93\u51fa，\u8bf4\u660e\u9a71\u52a8\u5b89\u88c5\u6210\u529f\u4e86：<\/p>\n
+—————————————————————————–+
\n| NVIDIA-SMI 535.154.05 Driver Version: 535.154.05 CUDA Version: 12.2 |
\n|——————————-+———————-+———————-+
\n| GPU Name TCC\/WDDM | Bus-Id Disp.A | Volatile Uncorr. ECC |
\n| Fan Temp Perf Pwr:Usage\/Cap| Memory-Usage | GPU-Util Compute M. |
\n| | | MIG M. |
\n|===============================+======================+======================|
\n| 0 NVIDIA GeForce … WDDM | 00000000:01:00.0 On | N\/A |
\n| 0% 45C P8 10W \/ 250W | 100MiB \/ 12288MiB | 0% Default |
\n| | | N\/A |
\n+——————————-+———————-+———————-+<\/p>\n
CUDA\u7684\u5b89\u88c5\u4e5f\u5f88\u7b80\u5355，NVIDIA\u63d0\u4f9b\u4e86\u5b98\u65b9\u4ed3\u5e93：<\/p>\n
# \u6dfb\u52a0NVIDIA CUDA\u4ed3\u5e93
\nwget https:\/\/developer.download.nvidia.com\/compute\/cuda\/repos\/ubuntu2204\/x86_64\/cuda-keyring_1.1-1_all.deb
\nsudo dpkg -i cuda-keyring_1.1-1_all.deb
\nsudo apt update<\/p>\n
# \u5b89\u88c5CUDA（\u8fd9\u4e2a\u5305\u5305\u542b\u4e86CUDA\u8fd0\u884c\u65f6\u548c\u5f00\u53d1\u5de5\u5177）
\nsudo apt install -y cuda-toolkit-12-2<\/p>\n
# \u6dfb\u52a0CUDA\u5230\u73af\u5883\u53d8\u91cf
\necho 'export PATH=\/usr\/local\/cuda\/bin:$PATH' >> ~\/.bashrc
\necho 'export LD_LIBRARY_PATH=\/usr\/local\/cuda\/lib64:$LD_LIBRARY_PATH' >> ~\/.bashrc
\nsource ~\/.bashrc<\/p>\n
\u9a8c\u8bc1CUDA\u5b89\u88c5：<\/p>\n
# \u67e5\u770bCUDA\u7248\u672c
\nnvcc –version<\/p>\n
\u5982\u679c\u663e\u793aCUDA\u7248\u672c\u4fe1\u606f，\u8bf4\u660e\u5b89\u88c5\u6210\u529f\u3002<\/p>\n
cuDNN\u662fNVIDIA\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u52a0\u901f\u5e93，\u80fd\u663e\u8457\u63d0\u5347AI\u6a21\u578b\u8fd0\u884c\u901f\u5ea6：<\/p>\n
# \u4e0b\u8f7dcuDNN（\u9700\u8981\u5148\u6ce8\u518cNVIDIA\u5f00\u53d1\u8005\u8d26\u53f7，\u4f46\u6709\u4e2a\u7b80\u5355\u65b9\u6cd5）
\n# \u6211\u4eec\u53ef\u4ee5\u7528NVIDIA\u63d0\u4f9b\u7684\u7f51\u7edc\u5b89\u88c5\u65b9\u5f0f<\/p>\n
# \u9996\u5148\u5b89\u88c5\u4f9d\u8d56
\nsudo apt install -y zlib1g<\/p>\n
# \u4e0b\u8f7dcuDNN\u672c\u5730\u5b89\u88c5\u5305（\u9700\u8981\u5148\u5728\u7f51\u9875\u4e0b\u8f7d，\u8fd9\u91cc\u4ee58.9.7\u4e3a\u4f8b）
\n# \u5047\u8bbe\u4f60\u5df2\u7ecf\u4e0b\u8f7d\u4e86cudnn-local-repo-ubuntu2204-8.9.7.29_1.0-1_amd64.deb
\n# \u4e0a\u4f20\u5230\u670d\u52a1\u5668\u540e\u5b89\u88c5：
\nsudo dpkg -i cudnn-local-repo-ubuntu2204-8.9.7.29_1.0-1_amd64.deb
\nsudo cp \/var\/cudnn-local-repo-ubuntu2204-8.9.7.29\/cudnn-local-*-keyring.gpg \/usr\/share\/keyrings\/
\nsudo apt update
\nsudo apt install -y cudnn<\/p>\n
# \u5982\u679c\u4e0d\u60f3\u624b\u52a8\u4e0b\u8f7d，\u4e5f\u53ef\u4ee5\u53ea\u5b89\u88c5\u8fd0\u884c\u65f6\u7248\u672c（\u529f\u80fd\u53ef\u80fd\u53d7\u9650）
\n# sudo apt install -y cudnn8-cuda-12<\/p>\n
\u5c0f\u8d34\u58eb： \u5982\u679c\u89c9\u5f97cuDNN\u5b89\u88c5\u592a\u9ebb\u70e6，\u5176\u5b9e\u6211\u4eec\u7684Docker\u955c\u50cf\u91cc\u5df2\u7ecf\u5305\u542b\u4e86\u5fc5\u8981\u7684\u5e93，\u53ef\u4ee5\u5148\u8df3\u8fc7\u8fd9\u4e00\u6b65，\u5982\u679c\u540e\u9762\u8fd0\u884c\u6709\u95ee\u9898\u518d\u56de\u6765\u5b89\u88c5\u3002<\/p>\n
Docker\u662f\u6211\u4eec\u90e8\u7f72\u670d\u52a1\u7684\u6838\u5fc3\u5de5\u5177，\u5b83\u80fd\u628a\u6574\u4e2a\u8fd0\u884c\u73af\u5883\u6253\u5305\u6210\u4e00\u4e2a\u955c\u50cf，\u6211\u4eec\u53ea\u9700\u8981\u8fd0\u884c\u8fd9\u4e2a\u955c\u50cf\u5c31\u884c，\u4e0d\u7528\u64cd\u5fc3\u5404\u79cd\u4f9d\u8d56\u548c\u914d\u7f6e\u3002<\/p>\n
# \u5378\u8f7d\u65e7\u7248\u672c（\u5982\u679c\u6709）
\nsudo apt remove -y docker docker-engine docker.io containerd runc<\/p>\n
# \u5b89\u88c5\u4f9d\u8d56
\nsudo apt update
\nsudo apt install -y ca-certificates curl gnupg lsb-release<\/p>\n
# \u6dfb\u52a0Docker\u5b98\u65b9GPG\u5bc6\u94a5
\nsudo mkdir -p \/etc\/apt\/keyrings
\ncurl -fsSL https:\/\/download.docker.com\/linux\/ubuntu\/gpg | sudo gpg –dearmor -o \/etc\/apt\/keyrings\/docker.gpg<\/p>\n
# \u6dfb\u52a0Docker\u4ed3\u5e93
\necho "deb [arch=$(dpkg –print-architecture) signed-by=\/etc\/apt\/keyrings\/docker.gpg] https:\/\/download.docker.com\/linux\/ubuntu $(lsb_release -cs) stable" | sudo tee \/etc\/apt\/sources.list.d\/docker.list > \/dev\/null<\/p>\n
# \u5b89\u88c5Docker
\nsudo apt update
\nsudo apt install -y docker-ce docker-ce-cli containerd.io docker-compose-plugin<\/p>\n
# \u5c06\u5f53\u524d\u7528\u6237\u6dfb\u52a0\u5230docker\u7ec4（\u8fd9\u6837\u5c31\u4e0d\u7528\u6bcf\u6b21\u90fd\u7528sudo）
\nsudo usermod -aG docker $USER<\/p>\n
# \u91cd\u542fdocker\u670d\u52a1
\nsudo systemctl restart docker<\/p>\n
# \u8bbe\u7f6e\u5f00\u673a\u81ea\u542f
\nsudo systemctl enable docker<\/p>\n
\u91cd\u8981： \u6dfb\u52a0\u7528\u6237\u5230docker\u7ec4\u540e，\u9700\u8981\u91cd\u65b0\u767b\u5f55\u624d\u80fd\u751f\u6548\u3002\u4f60\u53ef\u4ee5\u65ad\u5f00SSH\u91cd\u65b0\u8fde\u63a5，\u6216\u8005\u76f4\u63a5\u6267\u884c：<\/p>\n
# \u7acb\u5373\u751f\u6548（\u9488\u5bf9\u5f53\u524d\u4f1a\u8bdd）
\nnewgrp docker<\/p>\n
\u9a8c\u8bc1Docker\u5b89\u88c5：<\/p>\n
# \u8fd0\u884chello-world\u6d4b\u8bd5
\ndocker run hello-world<\/p>\n
\u5982\u679c\u770b\u5230"Hello from Docker!"\u7684\u6d88\u606f，\u8bf4\u660eDocker\u5b89\u88c5\u6210\u529f\u4e86\u3002<\/p>\n
\u4e3a\u4e86\u8ba9Docker\u5bb9\u5668\u80fd\u4f7f\u7528GPU，\u6211\u4eec\u9700\u8981\u5b89\u88c5NVIDIA\u7684\u5bb9\u5668\u5de5\u5177：<\/p>\n
# \u6dfb\u52a0NVIDIA\u5bb9\u5668\u5de5\u5177\u4ed3\u5e93
\ndistribution=$(. \/etc\/os-release;echo $ID$VERSION_ID)
\ncurl -fsSL https:\/\/nvidia.github.io\/libnvidia-container\/gpgkey | sudo gpg –dearmor -o \/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg
\ncurl -s -L https:\/\/nvidia.github.io\/libnvidia-container\/$distribution\/libnvidia-container.list | sed 's#deb https:\/\/#deb [signed-by=\/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg] https:\/\/#g' | sudo tee \/etc\/apt\/sources.list.d\/nvidia-container-toolkit.list<\/p>\n
# \u5b89\u88c5NVIDIA\u5bb9\u5668\u5de5\u5177
\nsudo apt update
\nsudo apt install -y nvidia-container-toolkit<\/p>\n
# \u914d\u7f6eDocker\u4f7f\u7528NVIDIA\u8fd0\u884c\u65f6
\nsudo nvidia-ctk runtime configure –runtime=docker
\nsudo systemctl restart docker<\/p>\n
# \u6d4b\u8bd5GPU\u5728Docker\u4e2d\u662f\u5426\u53ef\u7528
\ndocker run –rm –gpus all nvidia\/cuda:12.2.0-base-ubuntu22.04 nvidia-smi<\/p>\n
\u5982\u679c\u8fd9\u4e2a\u547d\u4ee4\u80fd\u6b63\u5e38\u663e\u793aGPU\u4fe1\u606f，\u8bf4\u660eDocker\u5df2\u7ecf\u53ef\u4ee5\u8c03\u7528GPU\u4e86\u3002<\/p>\n
\u524d\u9762\u6240\u6709\u7684\u51c6\u5907\u5de5\u4f5c\u90fd\u5b8c\u6210\u4e86，\u73b0\u5728\u7ec8\u4e8e\u5230\u4e86\u6700\u6fc0\u52a8\u4eba\u5fc3\u7684\u90e8\u5206\u2014\u2014\u90e8\u7f72\u6211\u4eec\u7684AI\u7ed8\u56fe\u670d\u52a1\u3002\u8fd9\u4e00\u6b65\u5176\u5b9e\u6700\u7b80\u5355，\u56e0\u4e3a\u6700\u96be\u7684\u90e8\u5206Docker\u90fd\u5e2e\u6211\u4eec\u641e\u5b9a\u4e86\u3002<\/p>\n
\u6211\u4eec\u7684\u670d\u52a1\u5df2\u7ecf\u6253\u5305\u6210\u4e86Docker\u955c\u50cf，\u53ea\u9700\u8981\u4e00\u884c\u547d\u4ee4\u5c31\u80fd\u8fd0\u884c：<\/p>\n
# \u8fd0\u884cFLUX.1\u6d77\u666f\u56fe\u751f\u6210\u670d\u52a1
\ndocker run -d \\\\
\n –name seaview-beauty \\\\
\n –gpus all \\\\
\n -p 7861:7861 \\\\
\n -v \/data\/models:\/app\/models \\\\
\n –restart unless-stopped \\\\
\n csdnmirrors\/seaview-beauty:latest<\/p>\n
\u8ba9\u6211\u89e3\u91ca\u4e00\u4e0b\u8fd9\u4e2a\u547d\u4ee4\u7684\u6bcf\u4e2a\u90e8\u5206：<\/p>\n
\u7b2c\u4e00\u6b21\u8fd0\u884c\u4f1a\u4e0b\u8f7d\u955c\u50cf，\u5927\u5c0f\u7ea610GB，\u9700\u8981\u4e00\u4e9b\u65f6\u95f4（\u53d6\u51b3\u4e8e\u4f60\u7684\u7f51\u7edc\u901f\u5ea6）\u3002\u4e0b\u8f7d\u5b8c\u6210\u540e\u4f1a\u81ea\u52a8\u542f\u52a8\u670d\u52a1\u3002<\/p>\n
\u670d\u52a1\u542f\u52a8\u540e，\u6211\u4eec\u53ef\u4ee5\u68c0\u67e5\u4e00\u4e0b\u662f\u5426\u8fd0\u884c\u6b63\u5e38：<\/p>\n
# \u67e5\u770b\u5bb9\u5668\u72b6\u6001
\ndocker ps<\/p>\n
# \u5e94\u8be5\u770b\u5230\u7c7b\u4f3c\u8f93\u51fa：
\n# CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES
\n# abc123def456 csdnmirrors\/seaview-beauty:latest "python app.py" 2 minutes ago Up 2 minutes 0.0.0.0:7861->7861\/tcp seaview-beauty<\/p>\n
# \u67e5\u770b\u5bb9\u5668\u65e5\u5fd7（\u770b\u542f\u52a8\u8fc7\u7a0b）
\ndocker logs seaview-beauty<\/p>\n
# \u6301\u7eed\u67e5\u770b\u65e5\u5fd7（\u6309Ctrl+C\u9000\u51fa）
\ndocker logs -f seaview-beauty<\/p>\n
\u5728\u65e5\u5fd7\u4e2d，\u5982\u679c\u4f60\u770b\u5230\u7c7b\u4f3c\u8fd9\u6837\u7684\u4fe1\u606f，\u8bf4\u660e\u670d\u52a1\u542f\u52a8\u6210\u529f\u4e86：<\/p>\n
* Serving Flask app 'app'
\n* Debug mode: off
\n* Running on all addresses (0.0.0.0)
\n* Running on http:\/\/127.0.0.1:7861
\n* Running on http:\/\/192.168.1.100:7861<\/p>\n
\u867d\u7136Docker\u672c\u8eab\u53ef\u4ee5\u7ba1\u7406\u5bb9\u5668，\u4f46\u7528Supervisor\u80fd\u63d0\u4f9b\u66f4\u597d\u7684\u8fdb\u7a0b\u7ba1\u7406，\u6bd4\u5982\u81ea\u52a8\u91cd\u542f\u3001\u65e5\u5fd7\u8f6e\u8f6c\u7b49\u3002<\/p>\n
\u9996\u5148\u5b89\u88c5Supervisor：<\/p>\n
sudo apt install -y supervisor<\/p>\n
\u521b\u5efaSupervisor\u914d\u7f6e\u6587\u4ef6：<\/p>\n
sudo vim \/etc\/supervisor\/conf.d\/seaview-beauty.conf<\/p>\n
\u6dfb\u52a0\u4ee5\u4e0b\u5185\u5bb9：<\/p>\n
[program:seaview-beauty]
\ncommand=docker run –name seaview-beauty –gpus all -p 7861:7861 -v \/data\/models:\/app\/models –restart unless-stopped csdnmirrors\/seaview-beauty:latest
\ndirectory=\/root
\nautostart=true
\nautorestart=true
\nstartretries=3
\nuser=root
\nredirect_stderr=true
\nstdout_logfile=\/var\/log\/seaview-beauty.log
\nstdout_logfile_maxbytes=10MB
\nstdout_logfile_backups=5<\/p>\n
\u7136\u540e\u542f\u52a8Supervisor\u670d\u52a1：<\/p>\n
# \u91cd\u65b0\u52a0\u8f7d\u914d\u7f6e
\nsudo supervisorctl reread
\nsudo supervisorctl update<\/p>\n
# \u542f\u52a8\u670d\u52a1
\nsudo supervisorctl start seaview-beauty<\/p>\n
# \u67e5\u770b\u72b6\u6001
\nsudo supervisorctl status seaview-beauty<\/p>\n
\u5982\u679c\u663e\u793aRUNNING，\u8bf4\u660e\u4e00\u5207\u6b63\u5e38\u3002<\/p>\n
\u670d\u52a1\u90e8\u7f72\u597d\u4e86，\u73b0\u5728\u8be5\u4eab\u53d7\u6210\u679c\u4e86\u3002\u6253\u5f00\u6d4f\u89c8\u5668，\u8f93\u5165\u4f60\u7684\u670d\u52a1\u5668IP\u5730\u5740\u548c\u7aef\u53e3\u53f7，\u5c31\u80fd\u770b\u5230AI\u7ed8\u56fe\u754c\u9762\u4e86\u3002<\/p>\n
\u5728\u6d4f\u89c8\u5668\u5730\u5740\u680f\u8f93\u5165：<\/p>\n
http:\/\/\u4f60\u7684\u670d\u52a1\u5668IP:7861<\/p>\n
\u6bd4\u5982\u4f60\u7684\u670d\u52a1\u5668IP\u662f192.168.1.100，\u5c31\u8f93\u5165：<\/p>\n
http:\/\/192.168.1.100:7861<\/p>\n
\u5982\u679c\u4e00\u5207\u6b63\u5e38，\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a\u7b80\u6d01\u7684Web\u754c\u9762，\u4e3b\u8981\u5305\u542b：<\/p>\n
\u6211\u4eec\u6765\u505a\u4e2a\u7b80\u5355\u7684\u6d4b\u8bd5，\u9a8c\u8bc1\u670d\u52a1\u662f\u5426\u6b63\u5e38\u5de5\u4f5c：<\/p>\n
\u5728\u63d0\u793a\u8bcd\u8f93\u5165\u6846\u8f93\u5165（\u5efa\u8bae\u7528\u82f1\u6587）：<\/p>\n
A beautiful woman walking on tropical beach at sunset\n <\/li>\n
\u56fe\u7247\u5c3a\u5bf8\u9009\u62e9768 x 768（\u5e73\u8861\u8d28\u91cf\u548c\u901f\u5ea6）<\/p>\n<\/li>\n
\u751f\u6210\u6b65\u6570\u9009\u62e920<\/p>\n<\/li>\n
\u70b9\u51fb"\u751f\u6210\u56fe\u50cf"\u6309\u94ae<\/p>\n<\/li>\n
\u7b49\u5f851-3\u5206\u949f，\u4f60\u5c31\u80fd\u770b\u5230\u7b2c\u4e00\u5f20AI\u751f\u6210\u7684\u6d77\u666f\u7f8e\u5973\u56fe\u4e86！\u5982\u679c\u6210\u529f\u751f\u6210，\u8bf4\u660e\u6574\u4e2a\u90e8\u7f72\u6d41\u7a0b\u5b8c\u5168\u6b63\u786e\u3002<\/p>\n
\u4e3a\u4e86\u8ba9\u751f\u6210\u7684\u56fe\u7247\u66f4\u7b26\u5408\u4f60\u7684\u671f\u671b，\u4e86\u89e3\u5404\u4e2a\u53c2\u6570\u7684\u4f5c\u7528\u5f88\u91cd\u8981：<\/p>\n
\u56fe\u7247\u5c3a\u5bf8（\u5206\u8fa8\u7387）：<\/p>\n
\u751f\u6210\u6b65\u6570：<\/p>\n
\u5f15\u5bfc\u5f3a\u5ea6：<\/p>\n
\u968f\u673a\u79cd\u5b50：<\/p>\n
AI\u7ed8\u56fe\u7684\u8d28\u91cf\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u63d0\u793a\u8bcd\u5199\u5f97\u597d\u4e0d\u597d\u3002\u8fd9\u91cc\u5206\u4eab\u51e0\u4e2a\u5b9e\u7528\u6280\u5de7：<\/p>\n
1. \u63cf\u8ff0\u8981\u5177\u4f53\u8be6\u7ec6<\/p>\n
2. \u52a0\u5165\u98ce\u683c\u5173\u952e\u8bcd<\/p>\n
3. \u63cf\u8ff0\u5149\u7ebf\u548c\u6c1b\u56f4<\/p>\n
4. \u4f7f\u7528\u8d1f\u9762\u63d0\u793a\u8bcd（\u5982\u679c\u6709\u8fd9\u4e2a\u529f\u80fd）<\/p>\n
\u5728\u90e8\u7f72\u548c\u4f7f\u7528\u8fc7\u7a0b\u4e2d，\u4f60\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u95ee\u9898\u3002\u8fd9\u91cc\u6211\u6574\u7406\u4e86\u6700\u5e38\u89c1\u7684\u51e0\u4e2a\u95ee\u9898\u548c\u89e3\u51b3\u65b9\u6cd5\u3002<\/p>\n
\u53ef\u80fd\u539f\u56e01：\u670d\u52a1\u6ca1\u542f\u52a8<\/p>\n
# \u68c0\u67e5\u5bb9\u5668\u72b6\u6001
\ndocker ps<\/p>\n
# \u5982\u679c\u6ca1\u8fd0\u884c，\u542f\u52a8\u5b83
\ndocker start seaview-beauty<\/p>\n
# \u6216\u8005\u7528Supervisor\u68c0\u67e5
\nsudo supervisorctl status seaview-beauty<\/p>\n
\u53ef\u80fd\u539f\u56e02：\u7aef\u53e3\u88ab\u5360\u7528<\/p>\n
# \u68c0\u67e57861\u7aef\u53e3\u662f\u5426\u88ab\u5360\u7528
\nsudo netstat -tlnp | grep 7861<\/p>\n
# \u5982\u679c\u88ab\u5360\u7528，\u53ef\u4ee5\u6362\u4e2a\u7aef\u53e3，\u6bd4\u59827862
\n# \u505c\u6b62\u5f53\u524d\u5bb9\u5668
\ndocker stop seaview-beauty<\/p>\n
# \u5220\u9664\u5bb9\u5668
\ndocker rm seaview-beauty<\/p>\n
# \u7528\u65b0\u7aef\u53e3\u91cd\u65b0\u8fd0\u884c
\ndocker run -d –name seaview-beauty –gpus all -p 7862:7861 -v \/data\/models:\/app\/models csdnmirrors\/seaview-beauty:latest<\/p>\n
\u53ef\u80fd\u539f\u56e03：\u9632\u706b\u5899\u963b\u6b62<\/p>\n
# \u5f00\u653e\u7aef\u53e3
\nsudo ufw allow 7861
\nsudo ufw reload<\/p>\n
\u89e3\u51b3\u65b9\u6cd5：<\/p>\n
\u6b63\u5e38\u751f\u6210\u65f6\u95f4\u53c2\u8003：<\/p>\n
\u5982\u679c\u660e\u663e\u66f4\u6162：<\/p>\n
\u4f18\u5316\u5efa\u8bae：<\/p>\n
\u67e5\u770b\u5b9e\u65f6\u65e5\u5fd7：<\/p>\n
docker logs -f seaview-beauty<\/p>\n
\u67e5\u770b\u6700\u8fd1100\u884c\u65e5\u5fd7：<\/p>\n
docker logs –tail 100 seaview-beauty<\/p>\n
\u5982\u679c\u7528\u4e86Supervisor：<\/p>\n
# \u67e5\u770b\u65e5\u5fd7
\ntail -f \/var\/log\/seaview-beauty.log<\/p>\n
# \u67e5\u770b\u6700\u540e50\u884c
\ntail -50 \/var\/log\/seaview-beauty.log<\/p>\n
\u638c\u63e1\u4e86\u57fa\u7840\u7528\u6cd5\u540e，\u4f60\u53ef\u4ee5\u5c1d\u8bd5\u4e00\u4e9b\u8fdb\u9636\u6280\u5de7，\u8ba9AI\u7ed8\u56fe\u66f4\u52a0\u5f3a\u5927\u548c\u9ad8\u6548\u3002<\/p>\n
\u6709\u65f6\u5019\u6211\u4eec\u9700\u8981\u751f\u6210\u591a\u5f20\u56fe\u7247\u505a\u9009\u62e9，\u53ef\u4ee5\u5199\u4e2a\u7b80\u5355\u7684\u811a\u672c：<\/p>\n
#!\/bin\/bash
\n# \u6279\u91cf\u751f\u6210\u811a\u672c<\/p>\n
prompts=(
\n "A beautiful woman in red dress standing on beach at sunset"
\n "A girl running on sandy beach with ocean waves"
\n "Elegant lady sitting on beach chair under umbrella"
\n "Woman walking on beach during golden hour, cinematic"
\n)<\/p>\n
for prompt in "${prompts[@]}"; do
\n echo "\u751f\u6210: $prompt"
\n # \u8fd9\u91cc\u9700\u8981\u8c03\u7528API，\u5982\u679c\u662fWeb\u754c\u9762\u53ef\u4ee5\u624b\u52a8\u64cd\u4f5c
\n # \u6216\u8005\u8003\u8651\u4f7f\u7528\u81ea\u52a8\u5316\u5de5\u5177\u5982Selenium
\ndone<\/p>\n
\u6709\u4e9b\u670d\u52a1\u63d0\u4f9b\u4e86API\u63a5\u53e3，\u53ef\u4ee5\u7f16\u7a0b\u8c03\u7528：<\/p>\n
import requests
\nimport json<\/p>\n
url = "http:\/\/\u4f60\u7684\u670d\u52a1\u5668IP:7861\/api\/generate"<\/p>\n
payload = {
\n "prompt": "A beautiful woman on tropical beach at sunset",
\n "width": 768,
\n "height": 768,
\n "steps": 20,
\n "seed": -1
\n}<\/p>\n
response = requests.post(url, json=payload)
\nresult = response.json()<\/p>\n
if result["success"]:
\n # \u4fdd\u5b58\u56fe\u7247
\n import base64
\n image_data = base64.b64decode(result["image"])
\n with open("output.png", "wb") as f:
\n f.write(image_data)
\n print("\u56fe\u7247\u4fdd\u5b58\u6210\u529f")
\nelse:
\n print("\u751f\u6210\u5931\u8d25:", result["error"])<\/p>\n
\u67e5\u770b\u5df2\u4e0b\u8f7d\u7684\u6a21\u578b：<\/p>\n
ls \/data\/models\/<\/p>\n
\u66f4\u65b0\u5230\u6700\u65b0\u955c\u50cf：<\/p>\n
# \u505c\u6b62\u5f53\u524d\u5bb9\u5668
\ndocker stop seaview-beauty<\/p>\n
# \u5220\u9664\u5bb9\u5668
\ndocker rm seaview-beauty<\/p>\n
# \u62c9\u53d6\u6700\u65b0\u955c\u50cf
\ndocker pull csdnmirrors\/seaview-beauty:latest<\/p>\n
# \u91cd\u65b0\u8fd0\u884c
\ndocker run -d –name seaview-beauty –gpus all -p 7861:7861 -v \/data\/models:\/app\/models csdnmirrors\/seaview-beauty:latest<\/p>\n
\u5982\u679c\u751f\u6210\u901f\u5ea6\u8fd8\u662f\u6162，\u53ef\u4ee5\u5c1d\u8bd5：<\/p>\n
\u606d\u559c\u4f60！\u901a\u8fc7\u8fd9\u7bc7\u6559\u7a0b，\u4f60\u5df2\u7ecf\u5b8c\u6210\u4e86\u4ece\u96f6\u5f00\u59cb\u90e8\u7f72AI\u7ed8\u56fe\u670d\u52a1\u7684\u5168\u8fc7\u7a0b\u3002\u8ba9\u6211\u4eec\u56de\u987e\u4e00\u4e0b\u90fd\u5b66\u5230\u4e86\u4ec0\u4e48：<\/p>\n
\u4f60\u73b0\u5728\u62e5\u6709\u7684\u662f\u4e00\u4e2a\u5b8c\u5168\u7531\u4f60\u638c\u63a7\u7684AI\u7ed8\u56fe\u670d\u52a1\u3002\u76f8\u6bd4\u5728\u7ebf\u670d\u52a1，\u5b83\u7684\u4f18\u52bf\u5f88\u660e\u663e：<\/p>\n
\u5982\u679c\u4f60\u5bf9\u8fd9\u4e2a\u670d\u52a1\u6ee1\u610f，\u8fd8\u60f3\u8fdb\u4e00\u6b65\u63a2\u7d22，\u8fd9\u91cc\u6709\u51e0\u4e2a\u65b9\u5411：<\/p>\n
1. \u5c1d\u8bd5\u5176\u4ed6AI\u6a21\u578b FLUX.1\u53ea\u662f\u4f17\u591aAI\u7ed8\u753b\u6a21\u578b\u4e2d\u7684\u4e00\u4e2a\u3002\u4f60\u8fd8\u53ef\u4ee5\u5c1d\u8bd5：<\/p>\n
2. \u5b66\u4e60\u63d0\u793a\u8bcd\u5de5\u7a0b \u597d\u7684\u63d0\u793a\u8bcd\u80fd\u8ba9AI\u751f\u6210\u66f4\u597d\u7684\u56fe\u7247\u3002\u53ef\u4ee5\u6df1\u5165\u5b66\u4e60：<\/p>\n
3. \u63a2\u7d22API\u5f00\u53d1 \u5982\u679c\u670d\u52a1\u652f\u6301API，\u4f60\u53ef\u4ee5：<\/p>\n
4. \u6027\u80fd\u4f18\u5316<\/p>\n
\u5b66\u4e60\u8d44\u6e90：<\/p>\n
\u5de5\u5177\u63a8\u8350：<\/p>\n
\u793e\u533a\u652f\u6301：<\/p>\n
\u90e8\u7f72AI\u670d\u52a1\u662f\u4e00\u4e2a\u4e0d\u65ad\u5b66\u4e60\u548c\u4f18\u5316\u7684\u8fc7\u7a0b\u3002\u521a\u5f00\u59cb\u53ef\u80fd\u4f1a\u9047\u5230\u5404\u79cd\u95ee\u9898，\u4f46\u6bcf\u4e2a\u95ee\u9898\u7684\u89e3\u51b3\u90fd\u4f1a\u8ba9\u4f60\u66f4\u4e86\u89e3\u6574\u4e2a\u7cfb\u7edf\u3002\u8bb0\u4f4f\u51e0\u4e2a\u5173\u952e\u70b9：<\/p>\n
\u6700\u91cd\u8981\u7684\u662f，\u591a\u5b9e\u8df5\u3001\u591a\u5c1d\u8bd5\u3002AI\u7ed8\u753b\u7684\u9b45\u529b\u5728\u4e8e\u65e0\u9650\u7684\u53ef\u80fd\u6027，\u540c\u6837\u7684\u63d0\u793a\u8bcd，\u4e0d\u540c\u7684\u53c2\u6570\u8bbe\u7f6e，\u53ef\u80fd\u4ea7\u751f\u5b8c\u5168\u4e0d\u540c\u7684\u7ed3\u679c\u3002\u4eab\u53d7\u521b\u4f5c\u7684\u8fc7\u7a0b，\u8ba9AI\u6210\u4e3a\u4f60\u8868\u8fbe\u521b\u610f\u7684\u5de5\u5177\u3002<\/p>\n
\u73b0\u5728，\u6253\u5f00\u6d4f\u89c8\u5668，\u5f00\u59cb\u4f60\u7684AI\u7ed8\u753b\u4e4b\u65c5\u5427！\u4ece\u7b80\u5355\u7684\u6d77\u666f\u7f8e\u5973\u5f00\u59cb，\u9010\u6e10\u5c1d\u8bd5\u66f4\u590d\u6742\u7684\u573a\u666f\u3001\u66f4\u72ec\u7279\u7684\u98ce\u683c\u3002\u4f60\u4f1a\u53d1\u73b0，\u6709\u4e86\u8fd9\u4e2a\u79c1\u4ebaAI\u753b\u5e08，\u521b\u610f\u8868\u8fbe\u53d8\u5f97\u66f4\u52a0\u81ea\u7531\u548c\u6709\u8da3\u3002<\/p>\n
\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n
\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f？\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a，\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf，\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df，\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
FLUX.1\u6d77\u666f\u56fe\u751f\u6210\u6559\u7a0b：\u4ece\u96f6\u5f00\u59cb\u914d\u7f6eUbuntu\u670d\u52a1\u5668\u5b89\u88c5NVIDIA\u9a71\u52a8\u90e8\u7f72\u955c\u50cf
\n1. \u5f15\u8a00：\u4e3a\u4ec0\u4e48\u9009\u62e9\u81ea\u5df1\u90e8\u7f72AI\u7ed8\u56fe\u670d\u52a1？
\n\u4f60\u53ef\u80fd\u5728\u7f51\u4e0a\u7528\u8fc7\u4e0d\u5c11AI\u7ed8\u753b\u5de5\u5177，\u4f46\u6709\u6ca1\u6709\u9047\u5230\u8fc7\u8fd9\u4e9b\u95ee\u9898？\u751f\u6210\u56fe\u7247\u8981\u6392\u961f\u3001\u514d\u8d39\u989d\u5ea6\u4e0d\u591f\u7528\u3001\u56fe\u7247\u98ce\u683c\u53d7\u9650\u3001\u6216\u8005\u62c5\u5fc3\u6570\u636e\u9690\u79c1\u3002\u5982\u679c\u4f60\u4e5f\u53d7\u591f\u4e86\u8fd9\u4e9b\u9650\u5236，\u90a3\u4e48\u81ea\u5df1\u52a8\u624b\u5728\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u4e00\u4e2a\u4e13\u5c5e\u7684AI\u7ed8\u56fe\u670d\u52a1，\u5c31\u662f\u6700\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002
\n\u4eca\u5929\u6211\u8981\u5e26\u4f60\u4ece\u96f6\u5f00\u59cb&#<\/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":[8375,9038,9135,27],"topic":[],"class_list":["post-83145","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-flux-1","tag-gpu","tag-docker"],"yoast_head":"\n