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1. \u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u8ca0\u8f09\u5c0d\u4f3a\u670d\u5668\u7684\u6838\u5fc3\u9700\u6c42<\/strong><\/h2>\n
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2. \u786c\u9ad4\u5c64\u9762\u512a\u5316\uff1a\u8b93\u7f8e\u570b\u4f3a\u670d\u5668\u898f\u683c\u5339\u914dML\u9700\u6c42<\/strong><\/h2>\n
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2.1 \u8655\u7406\u5668\u9078\u578b\u8207\u8abf\u6821<\/h3>\n
\n
\u91dd\u5c0dCPU\u5bc6\u96c6\u578b\u4efb\u52d9\uff08\u5982\u50b3\u7d71ML\u6f14\u7b97\u6cd5\u3001\u8cc7\u6599\u524d\u7f6e\u8655\u7406\uff09\uff0c\u512a\u5148\u9078\u64c7\u9ad8\u5feb\u53d6\u5bb9\u91cf\u7684\u591a\u6838\u5fc3CPU\u3002\u9700\u652f\u63f4\u5148\u9032\u6307\u4ee4\u96c6\uff08AVX-512\u3001AMX\uff09\uff0c\u9019\u985e\u6307\u4ee4\u96c6\u53ef\u52a0\u901fML\u904b\u7b97\u6838\u5fc3\u7684\u77e9\u9663\u904b\u7b97\u3002<\/li>\n
\u6df1\u5ea6\u5b78\u7fd2\u5834\u666f\u4e0b\uff0cGPU\/TPU\u662f\u6838\u5fc3\u8a2d\u5b9a\u3002\u9078\u64c7\u914d\u5099PCIe 4.0\u63d2\u69fd\u7684\u4f3a\u670d\u5668\u4ee5\u6700\u5927\u5316GPU\u983b\u5bec\uff0c\u540c\u6642\u78ba\u4fdd\u96fb\u6e90\u80fd\u6ee1\u8db3\u9ad8\u968e\u52a0\u901f\u5668\u7684\u9ad8\u529f\u8017\u9700\u6c42\u3002<\/li>\n
\u555f\u7528\u786c\u9ad4\u865b\u64ec\u5316\uff08Intel VT-x\/AMD-V\uff09\u5be6\u73fe\u5de5\u4f5c\u8ca0\u8f09\u9694\u96e2\uff0c\u8b93\u55ae\u53f0\u4f3a\u670d\u5668\u53ef\u540c\u6642\u57f7\u884c\u591a\u500bML\u5be6\u9a57\u6216\u63a8\u7406\u7ba1\u7dda\uff0c\u907f\u514d\u8cc7\u6e90\u7af6\u722d\u3002<\/li>\n<\/ul>\n
2.2 \u8a18\u61b6\u9ad4\u8207\u5132\u5b58\u512a\u5316<\/h3>\n
\n
\u6839\u64da\u6a21\u578b\u898f\u6a21\u64f4\u5145\u8a18\u61b6\u9ad4\uff1a\u5c0d\u65bc\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u6216\u96fb\u8166\u8996\u89ba\u6a21\u578b\uff0c\u9700\u8a2d\u5b9a128GB\u4ee5\u4e0a\u7684DDR5\u8a18\u61b6\u9ad4\uff0c\u4e14\u6642\u8108\u983b\u7387\u4e0d\u4f4e\u65bc3600MHz\uff0c\u4ee5\u6e1b\u5c11\u8f09\u5165\u6a21\u578b\u6b0a\u91cd\u548c\u6279\u6b21\u8cc7\u6599\u6642\u7684\u74f6\u9838\u3002<\/li>\n
\u63a1\u7528NVMe SSD\u505a\u70ba\u672c\u6a5f\u5132\u5b58\u2014\u2014\u5176\u6b21\u6beb\u79d2\u7d1a\u5ef6\u9072\uff08\u4f4e\u65bc1ms\uff09\u548c\u8d85\u9ad8IOPS\uff0810\u842c+\uff09\u6548\u80fd\uff0c\u9060\u8d85SATA SSD\uff0c\u9069\u5408\u5feb\u53d6\u8a13\u7df4\u8cc7\u6599\u548c\u4e2d\u9593\u7d50\u679c\u3002<\/li>\n
\u5206\u6563\u5f0f\u8a13\u7df4\u5834\u666f\u4e0b\uff0c\u5c07\u7f8e\u570b\u4f3a\u670d\u5668\u8207\u7db2\u8def\u9644\u52a0\u5132\u5b58\uff08NAS\uff09\u6216\u5206\u6563\u5f0f\u6a94\u6848\u7cfb\u7d71\uff08\u5982GlusterFS\uff09\u642d\u914d\uff0c\u5145\u5206\u5229\u7528\u7f8e\u570b\u8de8\u8cc7\u6599\u4e2d\u5fc3\u7684\u9ad8\u901f\u7db2\u8def\u3002<\/li>\n<\/ul>\n
2.3 \u6563\u71b1\u8207\u96fb\u6e90\u6548\u7387\u512a\u5316<\/h3>\n
\n
\u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u8ca0\u8f09\u6703\u5c07\u786c\u9ad4\u6548\u80fd\u63a8\u81f3\u6975\u9650\uff0c\u7522\u751f\u5927\u91cf\u71b1\u80fd\u3002\u7f8e\u570b\u8cc7\u6599\u4e2d\u5fc3\u901a\u5e38\u63d0\u4f9b\u6db2\u51b7\u6216\u589e\u5f37\u578b\u98a8\u51b7\u65b9\u6848\u2014\u2014\u512a\u5148\u9078\u64c7\u9019\u985e\u8a2d\u5b9a\uff0c\u5c07\u786c\u9ad4\u5de5\u4f5c\u6eab\u5ea6\u7dad\u6301\u5728\u6700\u4f73\u5340\u9593\uff08GPU\u70ba60-80\u00b0C\uff09\u3002<\/li>\n
\u8a2d\u5b9a\u96fb\u6e90\u7ba1\u7406\u53c3\u6578\u907f\u514d\u6548\u80fd\u7bc0\u6d41\uff1a\u8a13\u7df4\u671f\u9593\u7981\u7528\u7bc0\u80fd\u6a21\u5f0f\uff0c\u4e26\u63a1\u7528\u5099\u63f4\u96fb\u6e90\u4f9b\u61c9\uff0c\u9632\u6b62\u55ae\u9ede\u6545\u969c\u5c0e\u81f4\u7684\u505c\u6a5f\u3002<\/li>\n<\/ul>\n
[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n
3. \u8edf\u9ad4\u8207\u7cfb\u7d71\u5c64\u9762\u512a\u5316\uff1a\u91cb\u653e\u786c\u9ad4\u6f5b\u5728\u6548\u80fd<\/strong><\/h2>\n
\u5373\u4fbf\u642d\u8f09\u6700\u5f37\u5927\u7684\u786c\u9ad4\uff0c\u82e5\u7f3a\u4e4f\u8edf\u9ad4\u512a\u5316\u4f86\u6e1b\u5c11\u958b\u92b7\u3001\u8b93\u4f5c\u696d\u7cfb\u7d71\/\u6280\u8853\u5806\u758a\u8207ML\u6846\u67b6\u5c0d\u9f4a\uff0c\u6548\u80fd\u4e5f\u6703\u5927\u6253\u6298\u6263\u3002\u7f8e\u570b\u4f3a\u670d\u5668\u8207\u4f01\u696d\u7d1a\u8edf\u9ad4\u5de5\u5177\u7684\u5ee3\u6cdb\u76f8\u5bb9\u6027\uff0c\u8b93\u4ee5\u4e0b\u8abf\u6821\u64cd\u4f5c\u7c21\u55ae\u6613\u884c\uff1a<\/p>\n
3.1 \u4f5c\u696d\u7cfb\u7d71\uff08OS\uff09\u8abf\u6821<\/h3>\n
\n
\u9078\u64c7\u8f15\u91cf\u7d1aLinux\u767c\u884c\u7248\uff08\u5982Ubuntu Server\u3001CentOS Stream\uff09\u4ee5\u6700\u5c0f\u5316\u8cc7\u6e90\u958b\u92b7\uff0c\u7981\u7528\u4e0d\u5fc5\u8981\u7684\u5b88\u8b77\u7a0b\u5e8f\u6216\u670d\u52d9\uff0c\u907f\u514d\u4f54\u7528CPU\/\u8a18\u61b6\u9ad4\u3002<\/li>\n
\u8abf\u6574\u6838\u5fc3\u53c3\u6578\uff1a\u63d0\u9ad8\u6a94\u6848\u63cf\u8ff0\u7b26\u9650\u5236\uff08ulimit\uff09\u4ee5\u8655\u7406\u5927\u578b\u8cc7\u6599\u96c6\uff0c\u555f\u7528\u900f\u660e\u5927\u9801\uff08THP\uff09\u63d0\u5347\u8a18\u61b6\u9ad4\u6548\u80fd\uff0c\u8abf\u6574\u7db2\u8def\u7de9\u885d\u5340\uff08net.core.somaxconn\uff09\u9069\u914d\u5206\u6563\u5f0f\u8a13\u7df4\u9700\u6c42\u3002<\/li>\n
\u4f4e\u5ef6\u9072\u63a8\u7406\u5834\u666f\u4e0b\uff0c\u53ef\u9078\u7528\u5373\u6642\u6838\u5fc3\uff08\u82e5\u652f\u63f4\uff09\uff0c\u78ba\u4fdd\u6a5f\u5668\u5b78\u7fd2\u9a45\u52d5\u7684\u61c9\u7528\u7372\u5f97\u7a69\u5b9a\u7684\u56de\u61c9\u6642\u9593\u3002<\/li>\n<\/ul>\n
3.2 \u9a45\u52d5\u7a0b\u5f0f\u8207\u6846\u67b6\u8a2d\u5b9a<\/h3>\n
\n
\u5b89\u88ddGPU\/TPU\u7684\u6700\u65b0\u7a69\u5b9a\u7248\u9a45\u52d5\u7a0b\u5f0f\u2014\u2014\u5ee0\u5546\u66f4\u65b0\u901a\u5e38\u5305\u542bML\u5c08\u5c6c\u512a\u5316\uff08\u5982NVIDIA GPU\u7684cuDNN\uff09\uff0c\u53ef\u4f7f\u6846\u67b6\u6548\u80fd\u63d0\u534710%-30%\u3002<\/li>\n
\u91dd\u5c0d\u786c\u9ad4\u512a\u5316\u6a5f\u5668\u5b78\u7fd2\u6846\u67b6\uff08TensorFlow\u3001PyTorch\u3001Scikit-learn\uff09\uff1a\u555f\u7528\u6df7\u5408\u7cbe\u5ea6\u8a13\u7df4\uff08FP16\/FP8\uff09\uff0c\u5728\u4e0d\u986f\u8457\u640d\u5931\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\u6e1b\u5c11\u8a18\u61b6\u9ad4\u4f54\u7528\u3001\u52a0\u901f\u904b\u7b97\u3002<\/li>\n
\u63a1\u7528\u5bb9\u5668\u5316\u6280\u8853\uff08Docker\u3001Podman\uff09\u6253\u5305ML\u74b0\u5883\u53ca\u4f9d\u8cf4\u9805\uff0c\u78ba\u4fdd\u7f8e\u570b\u4f3a\u670d\u5668\u53e2\u96c6\u4e2d\u7684\u74b0\u5883\u4e00\u81f4\u6027\uff0c\u540c\u6642\u901a\u904e\u7de8\u6392\u5de5\u5177\uff08Kubernetes\uff09\u7c21\u5316\u8cc7\u6e90\u5206\u914d\u3002<\/li>\n<\/ul>\n
3.3 \u8cc7\u6e90\u5206\u914d\u8207\u6392\u7a0b<\/h3>\n
\n
\u4f7f\u7528\u7a0b\u5e8f\u7ba1\u7406\u54e1\uff08systemd\u3001Supervisor\uff09\u8a2d\u5b9aCPU\/GPU\u89aa\u548c\u6027\uff0c\u5c07\u7279\u5b9a\u6838\u5fc3\/\u52a0\u901f\u5668\u5206\u914d\u7d66ML\u4efb\u52d9\uff0c\u9632\u6b62\u5176\u4ed6\u7a0b\u5e8f\u6436\u4f54\u8cc7\u6e90\u3002<\/li>\n
\u591a\u4f7f\u7528\u8005\u4f3a\u670d\u5668\u53e2\u96c6\u5834\u666f\u4e0b\uff0c\u90e8\u7f72\u4efb\u52d9\u6392\u7a0b\u5de5\u5177\uff08Slurm\u3001TorchElastic\uff09\uff0c\u512a\u5148\u4fdd\u969c\u95dc\u9375\u8a13\u7df4\u4efb\u52d9\u7684\u8cc7\u6e90\u4f9b\u7d66\uff0c\u540c\u6642\u512a\u5316\u4f75\u767c\u5de5\u4f5c\u8ca0\u8f09\u7684\u8cc7\u6e90\u5229\u7528\u7387\u3002<\/li>\n<\/ul>\n
[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n
4. \u7db2\u8def\u512a\u5316\uff1a\u5145\u5206\u767c\u63ee\u7f8e\u570b\u4f3a\u670d\u5668\u7684\u9023\u63a5\u512a\u52e2<\/strong><\/h2>\n
\u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u8ca0\u8f09\uff08\u5c24\u5176\u662f\u5206\u6563\u5f0f\u8a13\u7df4\u548c\u96f2\u7aef\u57fa\u790e\u8cc7\u6599\u5b58\u53d6\uff09\u5c0d\u7db2\u8def\u4f9d\u8cf4\u6027\u6975\u5f37\u3002\u7f8e\u570b\u4f3a\u670d\u5668\u4f9d\u6258\u4e00\u7d1a\u7db2\u969b\u7db2\u8def\u9aa8\u5e79\u7db2\u3001\u4f4e\u5ef6\u9072\u8de8\u5340\u57df\u93c8\u8def\u548c\u9ad8\u983b\u5bec\u9023\u63a5\uff0c\u800c\u91dd\u5c0d\u6027\u512a\u5316\u80fd\u9032\u4e00\u6b65\u653e\u5927\u9019\u4e9b\u512a\u52e2\uff1a<\/p>\n
\n
\u5347\u7d1a\u81f310Gbps\u4ee5\u4e0a\u4e59\u592a\u7db2\u8def\u4ecb\u9762\u5361\uff08HPC\u53e2\u96c6\u53ef\u9078\u7528InfiniBand\uff09\uff0c\u6e1b\u5c11\u5206\u6563\u5f0f\u8a13\u7df4\u74b0\u5883\u4e2d\u4f3a\u670d\u5668\u9593\u7684\u8cc7\u6599\u50b3\u8f38\u6642\u9593\u3002<\/li>\n
\u512a\u5316\u7db2\u8def\u5354\u5b9a\uff1a\u555f\u7528TCP BBR\u64c1\u585e\u63a7\u5236\u4ee5\u63d0\u5347\u9577\u8ddd\u96e2\u50b3\u8f38\u541e\u5410\u91cf\uff0c\u63a1\u7528RDMA\uff08\u9060\u7aef\u76f4\u63a5\u8a18\u61b6\u9ad4\u5b58\u53d6\uff09\u6280\u8853\uff0c\u5be6\u73fe\u4f3a\u670d\u5668\u9593\u8cc7\u6599\u50b3\u8f38\u6642\u7e5e\u958bCPU\u3002<\/li>\n
\u5be6\u65bd\u8cc7\u6599\u5728\u5730\u5316\u7b56\u7565\uff1a\u5c07\u5e38\u7528\u8a13\u7df4\u8cc7\u6599\u5132\u5b58\u5728\u7f8e\u570b\u672c\u571f\u96f2\u7aef\u5132\u5b58\uff08\u5982S3\u3001GCS\uff09\u6216\u672c\u6a5fNAS\u4e2d\uff0c\u6700\u5927\u9650\u5ea6\u964d\u4f4e\u4f3a\u670d\u5668\u53d6\u5f97\u8cc7\u6599\u7684\u5ef6\u9072\u3002<\/li>\n
\u82e5\u63a1\u7528\u4f3a\u670d\u5668\u8a17\u7ba1\u65b9\u6848\uff0c\u53ef\u901a\u904eVPN\u6216\u5c08\u7528\u79c1\u6709\u7db2\u8def\u4fdd\u969c\u8cc7\u6599\u50b3\u8f38\u5b89\u5168\uff0c\u540c\u6642\u7dad\u6301\u9ad8\u901f\u50b3\u8f38\u2014\u2014\u9019\u5c0d\u65bc\u8655\u7406\u654f\u611fML\u8cc7\u6599\u96c6\u3001\u7b26\u5408\u8cc7\u6599\u96b1\u79c1\u6cd5\u898f\uff08GDPR\u3001CCPA\uff09\u81f3\u95dc\u91cd\u8981\u3002<\/li>\n<\/ul>\n
[\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n
5. \u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u8ca0\u8f09\u5c08\u5c6c\u512a\u5316\u7b56\u7565<\/strong><\/h2>\n
\u8a13\u7df4\u548c\u63a8\u7406\u5de5\u4f5c\u8ca0\u8f09\u7684\u9700\u6c42\u5b58\u5728\u986f\u8457\u5dee\u7570\u2014\u2014\u91dd\u5c0d\u4e0d\u540c\u5834\u666f\u512a\u5316\uff0c\u53ef\u907f\u514d\u8cc7\u6e90\u6d6a\u8cbb\u6216\u6548\u80fd\u640d\u5931\uff1a<\/p>\n
5.1 \u8a13\u7df4\u5de5\u4f5c\u8ca0\u8f09\u512a\u5316<\/h3>\n
\n
\u5be6\u65bd\u8cc7\u6599\u5e73\u884c\uff1a\u5c07\u5927\u578b\u8cc7\u6599\u96c6\u62c6\u5206\u5230\u591a\u53f0\u7f8e\u570b\u4f3a\u670d\u5668\/GPU\u4e0a\u540c\u6b65\u8a13\u7df4\uff0c\u901a\u904eHorovod\u6216PyTorch Distributed\u7b49\u6846\u67b6\u5be6\u73fe\u68af\u5ea6\u540c\u6b65\u3002<\/li>\n
\u63a1\u7528\u68af\u5ea6\u6aa2\u67e5\u9ede\u6280\u8853\u6e1b\u5c11\u8a18\u61b6\u9ad4\u4f54\u7528\u2014\u2014\u4ee5\u5c11\u91cf\u904b\u7b97\u6642\u9593\u70ba\u4ee3\u50f9\uff0c\u8b93\u55ae\u53f0\u4f3a\u670d\u5668\u53ef\u8a13\u7df4\u66f4\u5927\u898f\u6a21\u7684\u6a21\u578b\u3002<\/li>\n
\u6279\u6b21\u5927\u5c0f\u8abf\u6821\uff1a\u6839\u64daGPU\u8a18\u61b6\u9ad4\u5bb9\u91cf\u8abf\u6574\u6279\u6b21\u5927\u5c0f\u2014\u2014\u786c\u9ad4\u5141\u8a31\u7bc4\u570d\u5167\uff0c\u66f4\u5927\u7684\u6279\u6b21\u53ef\u63d0\u5347\u541e\u5410\u91cf\uff0c\u800c\u8f03\u5c0f\u7684\u6279\u6b21\u53ef\u80fd\u5e36\u4f86\u66f4\u597d\u7684\u6536\u6582\u6548\u679c\u3002<\/li>\n<\/ul>\n
5.2 \u63a8\u7406\u5de5\u4f5c\u8ca0\u8f09\u512a\u5316<\/h3>\n
\n
\u6a21\u578b\u91cf\u5316\uff1a\u5c0732\u4f4d\u5143\u6d6e\u9ede\uff08FP32\uff09\u6a21\u578b\u8f49\u63db\u70ba16\u4f4d\u5143\uff08FP16\uff09\u62168\u4f4d\u5143\uff08INT8\uff09\u7cbe\u5ea6\uff0c\u5728\u4e0d\u986f\u8457\u640d\u5931\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\u6e1b\u5c11\u8a18\u61b6\u9ad4\u4f54\u7528\u3001\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u3002<\/li>\n
\u4f7f\u7528\u6a21\u578b\u7de8\u8b6f\u5de5\u5177\uff08TensorRT\u3001ONNX Runtime\uff09\u70ba\u4f3a\u670d\u5668\u786c\u9ad4\u512a\u5316\u6a21\u578b\u5716\uff0c\u6d88\u9664\u591a\u9918\u64cd\u4f5c\u3001\u964d\u4f4e\u5ef6\u9072\u3002<\/li>\n
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