\u5132\u5b58\u67b6\u69cb\u8a2d\u8a08<\/strong><\/h2>\n

AI\u5de5\u4f5c\u8ca0\u8f09\u9700\u8981\u7cbe\u5fc3\u898f\u5283\u7684\u5132\u5b58\u5c64\u6b21\u7d50\u69cb\u3002\u4ee5\u4e0b\u662f\u57fa\u65bc\u751f\u7522\u90e8\u7f72\u7684\u63a8\u85a6\u8a2d\u7f6e\uff1a<\/p>\n

\r\n# \u5132\u5b58\u5c64\u914d\u7f6e\r\n\/data\r\n\u251c\u2500\u2500 hot_tier\/      # NVMe\u56fa\u614b\u786c\u789f\uff1a2GB\/s\u4ee5\u4e0a\u8b80\u5beb\r\n\u2502   \u251c\u2500\u2500 active_models\/\r\n\u2502   \u2514\u2500\u2500 current_datasets\/\r\n\u251c\u2500\u2500 warm_tier\/     # SATA\u56fa\u614b\u786c\u789f\uff1a\u7d04500MB\/s\r\n\u2502   \u251c\u2500\u2500 model_checkpoints\/\r\n\u2502   \u2514\u2500\u2500 preprocessed_data\/\r\n\u2514\u2500\u2500 cold_tier\/     # HDD\u9663\u5217\uff1a\u6b78\u6a94\u5132\u5b58\r\n    \u251c\u2500\u2500 historical_models\/\r\n    \u2514\u2500\u2500 raw_datasets\/\r\n<\/code><\/pre>\n
\u6210\u672c\u512a\u5316\u7b56\u7565<\/strong><\/h2>\n
\u6d1b\u6749\u78ef\u4f3a\u670d\u5668\u8a17\u7ba1\u8a2d\u65bd\u70baAI\u57fa\u790e\u8a2d\u65bd\u63d0\u4f9b\u6230\u7565\u6210\u672c\u512a\u52e2\u3002\u5f71\u97ff\u7e3d\u64c1\u6709\u6210\u672c\uff08TCO\uff09\u7684\u95dc\u9375\u56e0\u7d20\u5305\u62ec\uff1a<\/p>\n
\n
\u786c\u9ad4\u914d\u7f6e\u53ef\u64f4\u5c55\u6027<\/li>\n
\u96fb\u6e90\u4f7f\u7528\u6548\u7387\uff08PUE\uff09<\/li>\n
\u7db2\u8def\u983b\u5bec\u5206\u914d<\/li>\n
\u652f\u63f4\u670d\u52d9\u7d1a\u5225<\/li>\n
\u51b7\u537b\u57fa\u790e\u8a2d\u65bd\u6548\u7387<\/li>\n<\/ul>\n
\u6548\u80fd\u512a\u5316\u6280\u8853<\/strong><\/h2>\n
\u6700\u5927\u5316AI\u4f3a\u670d\u5668\u6548\u80fd\u9700\u8981\u7cfb\u7d71\u7d1a\u512a\u5316\u3002\u4ee5\u4e0b\u662fGPU\u4f3a\u670d\u5668\u512a\u5316\u7684\u5be6\u969b\u793a\u4f8b\uff1a<\/p>\n
\r\n# \/etc\/sysctl.conf \u512a\u5316\r\nvm.swappiness=10\r\nvm.dirty_background_ratio=5\r\nvm.dirty_ratio=10\r\nnet.core.rmem_max=16777216\r\nnet.core.wmem_max=16777216\r\n<\/code><\/pre>\n
\u90e8\u7f72\u67b6\u69cb\u6a21\u5f0f<\/strong><\/h2>\n
\u5c0d\u65bc\u751f\u7522AI\u90e8\u7f72\uff0c\u8acb\u8003\u616e\u9019\u7a2e\u7d93\u904e\u5be6\u6230\u6aa2\u9a57\u7684\u67b6\u69cb\uff1a<\/p>\n
\n
\u8ca0\u8f09\u5e73\u8861\u5c64\uff1a\u5e36\u6709\u81ea\u5b9a\u7fa9\u5065\u5eb7\u6aa2\u67e5\u7684HAProxy<\/li>\n
\u63a8\u7406\u4f3a\u670d\u5668\uff1a\u6c34\u5e73\u64f4\u5c55\u7684GPU\u7bc0\u9ede<\/li>\n
\u8a13\u7df4\u96c6\u7fa4\uff1a\u5c08\u7528\u9ad8\u8a18\u61b6\u9ad4GPU\u4f3a\u670d\u5668<\/li>\n
\u5132\u5b58\u5c64\uff1a\u5206\u6563\u5f0fNVMe\u9663\u5217<\/li>\n<\/ul>\n
\u4ee5\u4e0b\u662f\u793a\u4f8b\u90e8\u7f72\u914d\u7f6e\uff1a<\/p>\n
\r\nversion: '3.8'\r\nservices:\r\n  inference:\r\n    deploy:\r\n      replicas: 3\r\n      resources:\r\n        reservations:\r\n          devices:\r\n            - driver: nvidia\r\n              capabilities: [gpu]\r\n    volumes:\r\n      - model_storage:\/models\r\n      - cache:\/cache\r\n<\/code><\/pre>\n
\u76e3\u63a7\u548c\u7dad\u8b77\u6700\u4f73\u5be6\u8e10<\/strong><\/h2>\n
\u4f7f\u7528\u6b64\u5806\u758a\u70baAI\u57fa\u790e\u8a2d\u65bd\u5be6\u65bd\u5168\u9762\u76e3\u63a7\uff1a<\/p>\n
\r\n# \u76e3\u63a7\u5806\u758a\u7d44\u4ef6\r\n\u6307\u6a19\u6536\u96c6\uff1aPrometheus\r\n\u8996\u89ba\u5316\uff1aGrafana\r\n\u65e5\u8a8c\u7ba1\u7406\uff1aELK Stack\r\nGPU\u6307\u6a19\uff1aDCGM-Exporter\r\n\u8b66\u5831\u7ba1\u7406\uff1aAlertManager\r\n<\/code><\/pre>\n
\u9700\u8981\u76e3\u63a7\u7684\u95dc\u9375\u6307\u6a19\uff1a<\/p>\n
\n
GPU\u5229\u7528\u7387\u548c\u8a18\u61b6\u9ad4\u4f7f\u7528\u60c5\u6cc1<\/li>\n
CUDA\u8a18\u61b6\u9ad4\u5206\u914d\u6a21\u5f0f<\/li>\n
PCIe\u983b\u5bec\u5229\u7528\u7387<\/li>\n
\u5132\u5b58I\/O\u6a21\u5f0f<\/li>\n
\u6bcf\u500b\u6a21\u578b\u7684\u7db2\u8def\u541e\u5410\u91cf<\/li>\n<\/ul>\n
\u64f4\u5c55\u8003\u616e\u56e0\u7d20<\/strong><\/h2>\n
\u5728\u6d1b\u6749\u78ef\u8cc7\u6599\u4e2d\u5fc3\u64f4\u5c55AI\u57fa\u790e\u8a2d\u65bd\u6642\uff0c\u8acb\u8003\u616e\u4ee5\u4e0b\u67b6\u69cb\u6a21\u5f0f\uff1a<\/p>\n
\r\n# \u64f4\u5c55\u6a21\u5f0f\u793a\u4f8b\r\n\u6c34\u5e73\u64f4\u5c55\uff1a\r\n- \u5411\u63a8\u7406\u96c6\u7fa4\u6dfb\u52a0GPU\u7bc0\u9ede\r\n- \u5728\u7bc0\u9ede\u9593\u5206\u914d\u6a21\u578b\u5206\u7247\r\n- \u5be6\u65bd\u57fa\u65bc\u8ca0\u8f09\u7684\u81ea\u52d5\u64f4\u5c55\r\n\r\n\u5782\u76f4\u64f4\u5c55\uff1a\r\n- \u5347\u7d1a\u5230\u66f4\u9ad8VRAM\u7684GPU\r\n- \u589e\u52a0CPU\u6838\u5fc3\u6578\r\n- \u64f4\u5c55NVMe\u5132\u5b58\u5bb9\u91cf\r\n<\/code><\/pre>\n
\u5b89\u5168\u5be6\u65bd<\/strong><\/h2>\n
\u4f7f\u7528\u4ee5\u4e0b\u57fa\u672c\u63aa\u65bd\u4fdd\u8b77\u60a8\u7684AI\u57fa\u790e\u8a2d\u65bd\uff1a<\/p>\n
\n
\u901a\u904eVLAN\u5be6\u73fe\u7db2\u8def\u9694\u96e2<\/li>\n
GPU\u7279\u5b9a\u5b58\u53d6\u63a7\u5236<\/li>\n
\u6a21\u578b\u69cb\u4ef6\u52a0\u5bc6<\/li>\n
API\u8eab\u4efd\u9a57\u8b49\u5c64<\/li>\n<\/ul>\n
\u9762\u5411\u672a\u4f86\u7684\u57fa\u790e\u8a2d\u65bd<\/strong><\/h2>\n
\u5728\u898f\u5283AI\u4f3a\u670d\u5668\u79df\u7528\u57fa\u790e\u8a2d\u65bd\u6642\uff0c\u8acb\u8003\u616e\u4ee5\u4e0b\u65b0\u8208\u8da8\u52e2\uff1a<\/p>\n
\n
\u9ad8\u5bc6\u5ea6\u6a5f\u67b6\u7684\u6db2\u51b7\u89e3\u6c7a\u65b9\u6848<\/li>\n
PCIe Gen 5\u76f8\u5bb9\u6027<\/li>\n
CXL\u8a18\u61b6\u9ad4\u64f4\u5c55\u652f\u63f4<\/li>\n
\u91cf\u5b50\u5c31\u7dd2\u7db2\u8def\u57fa\u790e\u8a2d\u65bd<\/li>\n<\/ul>\n
\u7d50\u8ad6<\/strong><\/h2>\n
\u9078\u64c7\u6b63\u78ba\u7684AI\u4f3a\u670d\u5668\u79df\u7528\u89e3\u6c7a\u65b9\u6848\u9700\u8981\u5e73\u8861\u8a08\u7b97\u80fd\u529b\u3001\u53ef\u64f4\u5c55\u6027\u548c\u6210\u672c\u6548\u76ca\u3002\u6d1b\u6749\u78ef\u8cc7\u6599\u4e2d\u5fc3\u901a\u904e\u5c07\u5148\u9032\u7684GPU\u4f3a\u670d\u5668\u8a17\u7ba1\u670d\u52d9\u8207\u6700\u4f73\u7db2\u8def\u9023\u63a5\u76f8\u7d50\u5408\uff0c\u70baAI\u6a21\u578b\u90e8\u7f72\u63d0\u4f9b\u6230\u7565\u512a\u52e2\u3002\u7121\u8ad6\u60a8\u662f\u90e8\u7f72\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u9084\u662f\u904b\u884c\u5c08\u9580\u7684\u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u8ca0\u8f09\uff0c\u95dc\u9375\u662f\u8981\u5c07\u57fa\u790e\u8a2d\u65bd\u80fd\u529b\u8207\u60a8\u7684\u7279\u5b9aAI\u8a08\u7b97\u9700\u6c42\u76f8\u5339\u914d\u3002<\/p>\n
\u5c0d\u65bc\u6b63\u5728\u63a2\u7d22AI\u57fa\u790e\u8a2d\u65bd\u9078\u9805\u7684\u6280\u8853\u5718\u968a\uff0c\u5efa\u8b70\u5f9e\u8f03\u5c0f\u7684\u90e8\u7f72\u958b\u59cb\uff0c\u9a57\u8b49\u6548\u80fd\u6307\u6a19\u5f8c\u518d\u9032\u884c\u64f4\u5c55\u3002\u8acb\u806f\u7e6b\u6211\u5011\u7684\u5de5\u7a0b\u5718\u968a\uff0c\u7372\u53d6\u8a73\u7d30\u898f\u683c\u548c\u5ba2\u88fd\u5316\u7684AI\u4f3a\u670d\u5668\u79df\u7528\u914d\u7f6e\uff0c\u4ee5\u6eff\u8db3\u60a8\u7684\u6a5f\u5668\u5b78\u7fd2\u9700\u6c42\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u70baAI\u6a21\u578b\u90e8\u7f72\u9078\u64c7\u5408\u9069\u7684\u4f3a\u670d\u5668\u57fa\u790e\u8a2d\u65bd\u9700\u8981\u8003\u616e\u8d85\u8d8a\u50b3\u7d71\u4f3a\u670d\u5668\u79df\u7528\u8981\u6c42\u7684\u8907\u96dc\u6280\u8853\u56e0\u7d20\u3002\u7121\u8ad6\u60a8\u662f\u90e8\u7f72transfo […]<\/p>\n
Read More…<\/a><\/p>\n","protected":false},"author":3,"featured_media":21769,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4815],"tags":[6096,6097,6098,5104,5024],"class_list":["post-21772","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-america-dedicated-server-tc","tag-ai-server-hosting-tc","tag-machine-learning-infrastructure-tc","tag-ai-model-deployment-tc","tag-gpu-server-hosting-tc","tag-la-data-center-tc"],"acf":[],"yoast_head":"\n