{"id":34980,"date":"2026-08-10T14:59:49","date_gmt":"2026-08-10T06:59:49","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/how-to-configure-task-priorities-for-ai-training-jobs\/"},"modified":"2026-08-10T15:23:14","modified_gmt":"2026-08-10T07:23:14","slug":"how-to-configure-task-priorities-for-ai-training-jobs","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/how-to-configure-task-priorities-for-ai-training-jobs\/","title":{"rendered":"\u5982\u4f55\u70ba AI \u8a13\u7df4\u4f5c\u696d\u8a2d\u5b9a\u4efb\u52d9\u512a\u5148\u7d1a"},"content":{"rendered":"<p><a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/los-angeles\/\" target=\"_blank\">AI \u57fa\u790e\u8a2d\u65bd<\/a>\u5de5\u7a0b\u5e2b\u5fc5\u9808\u5728\u6eff\u8db3\u5373\u6642\u57f7\u884c\u9700\u6c42\u7684\u540c\u6642\uff0c\u63d0\u5347\u6574\u9ad4\u71df\u904b\u6548\u7387\u3002\u4f60\u53ef\u4ee5\u900f\u904e\u8abf\u6574\u5e95\u5c64\u7cfb\u7d71\u7684 CPU \u548c GPU \u8a2d\u5b9a\u3001\u5efa\u7acb\u512a\u5148\u7d1a\u985e\u5225\uff0c\u4ee5\u53ca\u5b9a\u7fa9\u6392\u7a0b\u5668\u4f47\u5217\u898f\u5247\uff0c\u4f86\u70ba <a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/los-angeles\/\" target=\"_blank\">AI \u8a13\u7df4<\/a>\u4f5c\u696d\u8a2d\u5b9a\u4efb\u52d9\u512a\u5148\u7d1a\u3002<\/p>\n<p>\u6070\u7576\u7684 AI \u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u53ef\u4ee5\u9632\u6b62\u591a\u7bc0\u9ede\u53e2\u96c6\u4e2d\u7684 GPU \u8cc7\u6e90\u98e2\u9913\u3002\u7576\u5de5\u4f5c\u8ca0\u8f09\u958b\u59cb\u6392\u968a\u6642\uff0c\u6709\u6548\u7684\u4efb\u52d9\u7ba1\u7406\u6703\u5957\u7528\u660e\u78ba\u7684\u7b56\u7565\uff0c\u4ee5\u6700\u5927\u5316\u53e2\u96c6\u751f\u7522\u529b\u8207\u7b97\u529b\u7522\u51fa\u3002\u6392\u7a0b\u5668\u6703\u900f\u904e\u8a55\u4f30\u4ee5\u4e0b\u5177\u9ad4\u6a19\u6e96\u4f86\u6c7a\u5b9a\u4efb\u52d9\u57f7\u884c\u9806\u5e8f\uff1a<\/p>\n<ul>\n<li>\n<p>\u5de5\u4f5c\u8ca0\u8f09\u512a\u5148\u7d1a<\/p>\n<\/li>\n<li>\n<p>\u63d0\u4ea4\u6642\u9593\uff08FIFO\uff0c\u5148\u9032\u5148\u51fa\uff09<\/p>\n<\/li>\n<li>\n<p>\u670d\u52d9\u7b49\u7d1a\u5354\u8b70\uff08SLA\uff09<\/p>\n<\/li>\n<li>\n<p>\u5718\u968a\u4e4b\u9593\u7684\u516c\u5e73\u5171\u4eab\u6392\u7a0b<\/p>\n<\/li>\n<li>\n<p>\u8cc7\u6e90\u53ef\u7528\u6027<\/p>\n<\/li>\n<\/ul>\n<p>\u63a1\u7528 AI \u9a45\u52d5\u7684\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\uff0c\u53ef\u4ee5\u512a\u5316\u73fe\u4ee3 AI \u7cfb\u7d71\u3002\u9ad8\u512a\u5148\u7d1a AI \u4efb\u52d9\u6703\u7acb\u5373\u53d6\u5f97\u786c\u9ad4\u5b58\u53d6\u6b0a\uff0c\u800c\u4f4e\u512a\u5148\u7d1a\u8a13\u7df4\u4efb\u52d9\u5247\u6703\u4ee5\u5e73\u9806\u7684\u65b9\u5f0f\u8b93\u51fa\u7b97\u529b\u8cc7\u6e90\u3002<\/p>\n<h2>\u70ba AI \u786c\u9ad4\u8a2d\u5b9a\u4efb\u52d9\u512a\u5148\u7d1a<\/h2>\n<p>\u73fe\u4ee3\u9ad8\u6548\u80fd\u904b\u7b97\u53e2\u96c6\u9700\u8981\u5c0d\u5e95\u5c64\u7cfb\u7d71\u8a2d\u5b9a\u9032\u884c\u76f4\u63a5\u63a7\u5236\u3002\u4f60\u53ef\u4ee5\u70ba\u9ad8\u9700\u6c42\u786c\u9ad4\u8a2d\u5b9a\u4efb\u52d9\u512a\u5148\u7d1a\uff0c\u4ee5\u6d88\u9664\u6df1\u5ea6\u5b78\u7fd2\u74f6\u9838\u3002\u6070\u7576\u7684\u57f7\u884c\u7ba1\u7406\u80fd\u5920\u512a\u5316\u8cc7\u6e90\u5206\u914d\u3001\u4fdd\u8b77\u7cfb\u7d71\u7a69\u5b9a\u6027\uff0c\u4e26\u63a8\u52d5\u6574\u9ad4\u7d44\u7e54\u6548\u7387\u63d0\u5347\u3002<\/p>\n<h3>\u8abf\u6574\u7cfb\u7d71 CPU \u548c GPU \u512a\u5148\u7d1a<\/h3>\n<p>\u6838\u5fc3\u5c64\u7d1a\u7684\u7cfb\u7d71\u8a2d\u5b9a\u6703\u76f4\u63a5\u5f71\u97ff\u8a13\u7df4\u901f\u5ea6\u3002\u6a19\u6e96\u4f5c\u696d\u7cfb\u7d71\u6392\u7a0b\u5668\u5728\u7ba1\u7406\u8655\u7406\u5668\u786c\u9ad4\u6642\uff0c\u4e26\u4e0d\u6703\u8003\u616e NVLink \u6216\u975e\u4e00\u81f4\u6027\u8a18\u61b6\u9ad4\u5b58\u53d6\uff08NUMA\uff09\u7b49\u5be6\u9ad4\u4e92\u9023\u62d3\u64b2\u3002\u5ffd\u8996\u62d3\u64b2\u7d50\u69cb\u7684\u653e\u7f6e\u65b9\u5f0f\u6703\u8feb\u4f7f\u8cc7\u6599\u7a7f\u8d8a\u8f03\u9060\u7684\u8a18\u61b6\u9ad4\u532f\u6d41\u6392\uff0c\u9032\u800c\u589e\u52a0\u4e3b\u6a5f\u8655\u7406\u5668\u8207\u52a0\u901f\u5668\u4e4b\u9593\u7684\u901a\u8a0a\u5ef6\u9072\u3002\u900f\u904e\u5be6\u65bd\u62d3\u64b2\u611f\u77e5\u7684\u653e\u7f6e\u898f\u5247\uff0c\u4f60\u53ef\u4ee5\u6d88\u9664\u8de8 NUMA \u8a18\u61b6\u9ad4\u5e36\u4f86\u7684\u6548\u80fd\u640d\u5931\u3002<\/p>\n<p>\u8abf\u6574\u5e95\u5c64\u8655\u7406\u5668\u8a2d\u5b9a\u53ef\u4ee5\u63d0\u5347\u786c\u9ad4\u541e\u5410\u91cf\u4e26\u589e\u5f37\u4efb\u52d9\u57f7\u884c\u6548\u7387\u3002\u900f\u904e <code>nice<\/code> \u6307\u4ee4\u9032\u884c\u6a19\u6e96\u512a\u5148\u7d1a\u8abf\u6574\uff0c\u5728\u8f15\u5ea6\u5171\u4eab\u8ca0\u8f09\u4e0b\u901a\u5e38\u53ea\u80fd\u5e36\u4f86 5\u201310% \u7684\u9069\u5ea6\u63d0\u5347\u3002\u4f5c\u696d\u7cfb\u7d71\u6392\u7a0b\u5668\u5f15\u5165\u7684\u984d\u5916\u958b\u92b7\u6703\u6539\u8b8a\u57f7\u884c\u901f\u5ea6\uff1a\u5728\u4e7e\u6de8\u74b0\u5883\u4e2d\u5f71\u97ff\u7d04\u70ba 1.2%\uff0c\u800c\u5728\u7d44\u5408\u8ca0\u8f09\u4e0b\u53ef\u9ad8\u9054 20.5%\u3002\u900f\u904e <code>isolcpus<\/code> \u8207\u4e2d\u65b7\u8acb\u6c42\u89aa\u548c\u6027\uff08IRQ affinity\uff09\u5be6\u73fe\u5b8c\u6574 CPU \u9694\u96e2\uff0c\u53ef\u70ba\u5c0d\u5ef6\u9072\u654f\u611f\u7684\u4efb\u52d9\u5e36\u4f86 15\u201320% \u7684\u63d0\u5347\u3002\u6b64\u5916\uff0c\u8655\u7406\u5668\u7d81\u5b9a\u53ef\u5728\u5171\u4eab\u4f3a\u670d\u5668\u4e0a\u5c07\u5167\u5bb9\u5207\u63db\u6e1b\u5c11 96%\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u4f73\u5316\u63aa\u65bd<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u89c0\u5bdf\u5230\u7684\u6548\u679c<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u9069\u7528\u60c5\u5883<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>CPU \u7d81\u5b9a\uff08affinity\uff09<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5167\u5bb9\u5207\u63db\u6e1b\u5c11 96%\uff1b\u53ef\u6062\u5fa9\u5927\u90e8\u5206\u56e0\u8cc7\u6e90\u5e72\u64fe\u800c\u640d\u5931\u7684\u6548\u80fd\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728 CPU\u3001\u7db2\u8def\u3001\u78c1\u789f\u7b49\u9ad8\u5f37\u5ea6\u6df7\u90e8\u8ca0\u8f09\u4e0b\u904b\u884c\u7684\u5171\u4eab\u4f3a\u670d\u5668\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u512a\u5148\u7d1a\u8abf\u6574\uff08nice\uff09<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6709\u5e6b\u52a9\uff0c\u4f46\u63d0\u5347\u6709\u9650\uff085\u201310%\uff09\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8f15\u5ea6\u6df7\u90e8\u8ca0\u8f09\u4e0b\u7684\u5171\u4eab\u4f3a\u670d\u5668\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b8c\u6574 CPU \u9694\u96e2\uff08isolcpus + IRQ affinity\uff09<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u5347 15\u201320%\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\u5f37\u5ea6\u5171\u4eab\u4f3a\u670d\u5668\u4e0a\u7684\u4f4e\u5ef6\u9072\u654f\u611f\u578b\u5de5\u4f5c\u8ca0\u8f09\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e0d\u505a\u6700\u4f73\u5316<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6392\u7a0b\u5668\u5f71\u97ff\u7bc4\u570d\u5f9e 1.2%\uff08\u4e7e\u6de8\u74b0\u5883\uff09\u5230 20.5%\uff08\u7d44\u5408\u8ca0\u8f09\uff09\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c08\u7528\u4f3a\u670d\u5668\u6216\u5c0d\u5ef6\u9072\u4e0d\u654f\u611f\u7684\u4f5c\u696d\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u5c07\u5de5\u4f5c\u8ca0\u8f09\u5c64\u7d1a\u5c0d\u61c9\u5230\u786c\u9ad4\u9650\u5236<\/h3>\n<p>\u5c07\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42\u5c0d\u61c9\u5230\u660e\u78ba\u7684\u786c\u9ad4\u5c64\u7d1a\uff0c\u53ef\u4ee5\u9632\u6b62\u7b97\u529b\u8cc7\u6e90\u98e2\u9913\u3002\u4f60\u5fc5\u9808\u5728\u5404\u985e\u786c\u9ad4\u8cc7\u6e90\u4e0a\u8a2d\u5b9a\u512a\u5148\u7d1a\u53c3\u6578\uff0c\u4ee5\u6700\u4f73\u5316\u6574\u9ad4\u57f7\u884c\u6d41\u7a0b\u3002\u6210\u529f\u7684\u786c\u9ad4\u5c0d\u61c9\u80fd\u5920\u4fdd\u8b77\u9ad8\u512a\u5148\u7d1a\u5de5\u4f5c\u8ca0\u8f09\uff0c\u4e26\u63d0\u5347\u6574\u9ad4\u696d\u52d9\u751f\u7522\u6548\u7387\u3002<\/p>\n<ol>\n<li>\n<p>\u8a18\u9304\u6a21\u578b\u7279\u5fb5\uff0c\u5305\u62ec\u53c3\u6578\u91cf\u3001\u6a21\u578b\u898f\u6a21\u8207\u7cbe\u5ea6\u7b49\u7d1a\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9a\u7fa9\u660e\u78ba\u7684\u6548\u80fd\u76ee\u6a19\uff0c\u4f8b\u5982\u76ee\u6a19 batch size\u3001\u5e8f\u5217\u9577\u5ea6\u3001\u6bcf\u79d2 token \u6578\u4ee5\u53ca\u5ef6\u9072\u76ee\u6a19\u3002<\/p>\n<\/li>\n<li>\n<p>\u8ffd\u8e64\u8cc7\u6599\u9700\u6c42\uff0c\u5c24\u5176\u662f\u8cc7\u6599\u96c6\u5927\u5c0f\u3001checkpoint \u6a94\u6848\u5927\u5c0f\u4ee5\u53ca\u8cc7\u6599\u4fdd\u7559\u9031\u671f\u3002<\/p>\n<\/li>\n<li>\n<p>\u8a18\u9304\u5408\u898f\u898f\u5247\uff0c\u5305\u62ec\u91dd\u5c0d\u654f\u611f\u8cc7\u7522\u7684\u56b4\u683c\u8cc7\u6599\u99d0\u7559\u9650\u5236\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u6070\u7576\u7684\u786c\u9ad4\u5206\u5c64\u53ef\u5c07\u8907\u96dc AI \u7cfb\u7d71\u4e2d\u7684\u71df\u904b\u6548\u7387\u6700\u5927\u5316\u3002\u57f7\u884c\u53c3\u6578\u9ad8\u6548\u5fae\u8abf\u7684\u5c0f\u578b\u4efb\u52d9\uff0c\u4f8b\u5982 8B \u81f3 13B \u6a21\u578b\uff0c\u53ef\u5728\u55ae\u5f35 A100 80GB GPU \u4e0a\u9ad8\u6548\u57f7\u884c\u3002\u4e2d\u578b\u5de5\u4f5c\u8ca0\u8f09\uff0c\u5982\u5c0d 70B \u6a21\u578b\u9032\u884c\u5168\u91cf\u5fae\u8abf\uff0c\u5247\u9700\u8981 840 GB \u7684\u986f\u793a\u8a18\u61b6\u9ad4\u4f86\u5bb9\u7d0d\u53c3\u6578\u3001\u6700\u4f73\u5316\u5668\u72c0\u614b\u8207\u68af\u5ea6\u3002\u4f60\u5fc5\u9808\u5728\u591a\u7bc0\u9ede\u74b0\u5883\u4e2d\u57f7\u884c\u9019\u985e\u4e2d\u578b\u4efb\u52d9\uff0c\u4f8b\u5982\u4f7f\u7528 4xA100 80GB NVLink pod\u3002\u9054\u5230 405B \u53c3\u6578\u898f\u6a21\u7684\u524d\u6cbf AI \u6a21\u578b\u5247\u9700\u8981\u9802\u7d1a\u786c\u9ad4\uff0c\u4f8b\u5982\u63a1\u7528 FP8 \u7cbe\u5ea6\u7684 8xH100 SXM \u53e2\u96c6\u3002<\/p>\n<p>\u4f60\u9084\u53ef\u4ee5\u900f\u904e\u5c07\u786c\u9ad4\u5c0d\u61c9\u8207\u5373\u6642\u76e3\u63a7\u7d50\u5408\u8d77\u4f86\uff0c\u907f\u514d\u4f47\u5217\u9396\u6b7b\u3002\u81ea\u52d5\u5316\u76e3\u63a7\u6703\u8ffd\u8e64\u71df\u904b\u72c0\u614b\uff0c\u4e26\u5728\u74f6\u9838\u5373\u5c07\u51fa\u73fe\u6642\u5411\u5718\u968a\u767c\u51fa\u8b66\u793a\u3002\u6709\u6548\u7684\u512a\u5148\u7d1a\u7ba1\u7406\u53ef\u78ba\u4fdd\u9ad8\u4f75\u767c\u6642\u671f\u7684\u5e73\u7a69\u904b\u884c\u3002\u9ad8\u512a\u5148\u7d1a\u4efb\u52d9\u6703\u7acb\u5373\u53d6\u5f97\u6240\u9700\u8cc7\u6e90\uff0c\u800c\u4f4e\u512a\u5148\u7d1a\u4f5c\u696d\u5247\u5b89\u5168\u5730\u8b93\u51fa\u57f7\u884c\u983b\u5bec\u3002\u6070\u7576\u7684\u4efb\u52d9\u7ba1\u7406\u80fd\u5920\u63d0\u5347\u6574\u9ad4 AI \u57fa\u790e\u8a2d\u65bd\u7684\u8655\u7406\u6548\u80fd\u3002<\/p>\n<h2>\u70ba AI \u4efb\u52d9\u512a\u5148\u7d1a\u8a2d\u5b9a\u6392\u7a0b\u5668<\/h2>\n<p>\u73fe\u4ee3\u6392\u7a0b\u5668\u5141\u8a31\u4f60\u5728\u53e2\u96c6\u74b0\u5883\u4e2d\u8a2d\u5b9a\u4efb\u52d9\u512a\u5148\u7d1a\u3002\u4f60\u53ef\u4ee5\u6709\u6548\u7ba1\u7406\u5206\u6563\u5f0f\u786c\u9ad4\uff0c\u4e26\u5e73\u8861\u5404\u500b\u5de5\u4f5c\u7bc0\u9ede\u7684\u8ca0\u8f09\u3002\u81ea\u52d5\u5316\u6392\u7a0b\u5668\u7c21\u5316\u4e86\u8cc7\u6e90\u5206\u914d\uff0c\u540c\u6642\u7dad\u6301\u4f5c\u696d\u57f7\u884c\u7684\u7a69\u5b9a\u6027\u3002\u6070\u7576\u7684 AI \u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u53ef\u5728\u9700\u6c42\u9ad8\u5cf0\u671f\u9593\u4fdd\u6301\u8655\u7406\u7ba1\u7dda\u9ad8\u6548\u904b\u8f49\u3002\u81ea\u52d5\u5316\u4efb\u52d9\u512a\u5148\u7d1a\u6a5f\u5236\u7c21\u5316\u4e86\u751f\u7522\u4f3a\u670d\u5668\u4e0a\u7684\u4f5c\u696d\u63d0\u4ea4\u4f47\u5217\u7ba1\u7406\u3002\u4f60\u53ef\u4ee5\u90e8\u7f72\u667a\u6167\u6392\u7a0b\u898f\u5247\uff0c\u4ee5\u6700\u5927\u5316 AI \u5de5\u4f5c\u8ca0\u8f09\u7684\u7b97\u529b\u541e\u5410\u3002<\/p>\n<h3>\u90e8\u7f72 Kubernetes PriorityClass \u548c Kueue<\/h3>\n<p>Kubernetes \u4f7f\u7528\u539f\u751f\u7269\u4ef6\u4f86\u63a7\u5236\u5de5\u4f5c\u8ca0\u8f09\u7684\u57f7\u884c\u9806\u5e8f\u3002PriorityClass \u6703\u70ba\u65b0\u63d0\u4ea4\u7684\u4f5c\u696d\u5206\u914d\u6578\u503c\u512a\u5148\u7d1a\u3002\u6392\u7a0b\u5668\u6703\u6839\u64da\u9019\u4e9b\u6578\u503c\uff0c\u512a\u5148\u5b89\u6392\u9ad8\u512a\u5148\u7d1a\u5de5\u4f5c\u8ca0\u8f09\u5165\u4f47\u5217\u3002\u4f8b\u5982\uff0c\u9ad8\u512a\u5148\u7d1a\u63a8\u8ad6\u4efb\u52d9\u53ef\u4ee5\u7acb\u5373\u6436\u5360\u4f4e\u512a\u5148\u7d1a\u4efb\u52d9\uff08\u5982\u5e38\u898f\u8a13\u7df4\uff09\u3002\u7cfb\u7d71\u6703\u9a45\u9010\u4f4e\u512a\u5148\u7d1a Pod\uff0c\u4e26\u5c07\u5176\u91cd\u65b0\u653e\u56de\u5f85\u6392\u7a0b\u4f47\u5217\u3002\u7dca\u6025\u4efb\u52d9\u56e0\u6b64\u53ef\u4ee5\u7acb\u5373\u53d6\u5f97\u53ef\u7528 GPU\uff0c\u78ba\u4fdd\u95dc\u9375\u5de5\u4f5c\u4e0d\u88ab\u5ef6\u8aa4\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6982\u5ff5<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8aaa\u660e<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5728 AI \u8a13\u7df4 \/ GPU \u60c5\u5883\u4e2d\u7684\u61c9\u7528<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u512a\u5148\u7d1a\u898f\u5247<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u70ba\u5de5\u4f5c\u8ca0\u8f09\u5206\u914d\u91cd\u8981\u6027\u6578\u503c\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8b93\u7dca\u6025 AI \u4efb\u52d9\u512a\u5148\u65bc\u4f4e\u512a\u5148\u7d1a\u8a13\u7df4\u4efb\u52d9\u9032\u884c\u6392\u7a0b\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6436\u5360\uff08Preemption\uff09<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9a45\u9010\u6b63\u5728\u904b\u884c\u7684\u4f4e\u512a\u5148\u7d1a\u4f5c\u696d\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7acb\u5373\u91cb\u653e GPU \u786c\u9ad4\u7d66\u9ad8\u512a\u5148\u7d1a\u4efb\u52d9\u4f7f\u7528\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8a2d\u5b9a\u7bc4\u4f8b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u70ba Pod \u5b9a\u7fa9 PriorityClass \u7269\u4ef6\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7ba1\u7406\u6df7\u5408\u5de5\u4f5c\u8ca0\u8f09\u4e26\u5c07 GPU \u5229\u7528\u7387\u6700\u5927\u5316\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u9084\u53ef\u4ee5\u4f7f\u7528 Kueue \u64f4\u5145 Kubernetes \u539f\u751f\u6392\u7a0b\u80fd\u529b\u3002Kueue \u5728\u591a\u79df\u6236 AI \u53e2\u96c6\u4e2d\u7ba1\u7406\u57fa\u65bc\u4f47\u5217\u7684\u51c6\u5165\u63a7\u5236\u3001gang \u8a9e\u7fa9\u4ee5\u53ca\u914d\u984d\u6cbb\u7406\u3002LocalQueue \u7528\u65bc\u7d44\u7e54\u547d\u540d\u7a7a\u9593\u5167\u7684\u8acb\u6c42\uff0c\u800c ClusterQueue \u5247\u7528\u65bc\u5be6\u65bd\u53e2\u96c6\u7bc4\u570d\u7b56\u7565\u3002Gang \u6392\u7a0b\u53ef\u78ba\u4fdd\u6240\u6709\u5de5\u4f5c Pod \u540c\u6642\u555f\u52d5\uff0c\u5f9e\u800c\u907f\u514d\u5206\u6563\u5f0f AI \u8a13\u7df4\u904b\u884c\u904e\u7a0b\u4e2d\u51fa\u73fe\u6b7b\u9396\u3002Kueue \u53ef\u5c07\u53e2\u96c6 GPU \u5229\u7528\u7387\u5f9e 30\u201350% \u63d0\u5347\u81f3 80\u201395%\u3002<\/p>\n<p>\u5c07 Kueue \u8207\u7a69\u5065\u7684\u5de5\u4f5c\u6d41\u7a0b\u7ba1\u7406\u5f15\u64ce\u9023\u63a5\u8d77\u4f86\uff0c\u6709\u52a9\u65bc\u4f60\u53ef\u9760\u5730\u8655\u7406\u8a13\u7df4\u8cc7\u6599\u7ba1\u7dda\u3002\u9078\u64c7\u4f01\u696d\u7d1a\u4efb\u52d9\u7ba1\u7406\u5de5\u5177\uff0c\u53ef\u4ee5\u7c21\u5316\u8a17\u7ba1 AI \u4f5c\u696d\u7684\u4f47\u5217\u63d0\u4ea4\u898f\u5247\u3002\u4f60\u53ef\u4ee5\u7de8\u6392\u8907\u96dc\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4e26\u81ea\u52d5\u8def\u7531\u91cd\u8907\u6027\u4efb\u52d9\u3002\u7b56\u7565\u6027\u7684\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u80fd\u5920\u6700\u4f73\u5316\u7d44\u7e54\u5167\u95dc\u9375\u4f5c\u696d\u7684\u57f7\u884c\u9806\u5e8f\u3002<\/p>\n<h3>\u5b9a\u7fa9 Slurm QoS \u548c\u4f47\u5217\u898f\u5247<\/h3>\n<p>Slurm \u70ba\u9ad8\u6548\u80fd\u904b\u7b97\u53e2\u96c6\u63d0\u4f9b\u4e86\u9032\u968e\u63a7\u5236\u80fd\u529b\u3002\u4f60\u53ef\u4ee5\u5efa\u7acb\u670d\u52d9\u54c1\u8cea\uff08QoS\uff09\u898f\u5247\u4f86\u898f\u7bc4 AI \u4f5c\u696d\u7684\u4f47\u5217\u5b58\u53d6\u3002Slurm \u6703\u8a55\u4f30\u55ae\u4e00\u4f5c\u696d\u9650\u5236\u3001\u512a\u5148\u7d1a\u6a19\u8a18\u4ee5\u53ca\u516c\u5e73\u5171\u4eab\u56e0\u5b50\u3002\u9ad8\u512a\u5148\u7d1a\u7684\u4e92\u52d5\u5f0f\u9664\u932f\u4efb\u52d9\u53ef\u4ee5\u7e5e\u904e\u8017\u6642\u8f03\u9577\u7684\u6279\u6b21\u8a13\u7df4\u4f5c\u696d\u3002<\/p>\n<p>\u5728 AI \u7dad\u904b\u4e2d\u6392\u67e5\u6392\u7a0b\u5668\u4f47\u5217\u554f\u984c\u6642\uff0c\u9700\u8981\u9032\u884c\u7cfb\u7d71\u5316\u6aa2\u67e5\u3002<\/p>\n<ol>\n<li>\n<p>\u7576\u4f5c\u696d\u9078\u64c7\u4e86\u932f\u8aa4\u7684 GPU \u985e\u578b\u6642\uff0c\u9a57\u8b49\u7bc0\u9ede\u6a19\u7c64\u662f\u5426\u8207\u5b9a\u7fa9\u597d\u7684 ResourceFlavors \u76f8\u7b26\u3002<\/p>\n<\/li>\n<li>\n<p>\u7576\u4f5c\u696d\u9577\u671f\u8655\u65bc\u4f47\u5217\u4e2d\u4e14\u4e0d\u53ef\u51c6\u5165\u6642\uff0c\u589e\u52a0 ClusterQueue \u4e2d\u7684 <code>nominalQuota<\/code>\u3002<\/p>\n<\/li>\n<li>\n<p>\u7576\u4f5c\u696d\u59cb\u7d42\u7121\u6cd5\u51c6\u5165\u53e2\u96c6\u8cc7\u6e90\u6642\uff0c\u65b0\u589e <code>kueue.x-k8s.io\/queue-name<\/code> \u6a19\u7c64\u3002<\/p>\n<\/li>\n<li>\n<p>\u7576\u5404\u6d3b\u8e8d\u5718\u968a\u4e4b\u9593\u7684\u516c\u5e73\u5171\u4eab\u8868\u73fe\u5931\u8861\u6642\uff0c\u8abf\u6574 <code>fairSharing.weight<\/code> \u7684\u6578\u503c\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u6709\u6548\u7684\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u80fd\u5920\u9632\u6b62\u5171\u4eab\u53e2\u96c6\u4e2d\u7684\u8cc7\u6e90\u98e2\u9913\u3002\u4f60\u53ef\u4ee5\u8655\u7406\u5927\u578b\u8cc7\u6599\u96c6\u6a94\u6848\u4e26\u64f7\u53d6\u8cc7\u6599\uff0c\u800c\u4e0d\u6703\u5e72\u64fe\u6b63\u5728\u904b\u884c\u7684\u4f5c\u696d\u3002\u81ea\u8a02\u4f47\u5217\u898f\u5247\u53ef\u4ee5\u5728\u591a\u7bc0\u9ede\u53e2\u96c6\u4e2d\u81ea\u52d5\u5316\u57f7\u884c\u63a7\u5236\u3002\u7a69\u5065\u7684 AI \u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u53ef\u70ba\u8907\u96dc\u6df1\u5ea6\u5b78\u7fd2\u5de5\u4f5c\u8ca0\u8f09\u63d0\u4f9b\u53ef\u9760\u7684\u4f47\u5217\u541e\u5410\u3002\u9032\u968e\u7684\u4efb\u52d9\u7ba1\u7406\u5de5\u5177\u80fd\u529b\u5e6b\u52a9\u5718\u968a\u4fdd\u8b77\u8cc7\u6599\u4f5c\u696d\u3002\u6bcf\u500b\u4efb\u52d9\u90fd\u9700\u8981\u660e\u78ba\u7684\u914d\u984d\u53c3\u6578\u3002\u4efb\u52d9\u53ef\u4ee5\u5728\u4f47\u5217\u4e2d\u7b49\u5f85\uff0c\u76f4\u5230\u8cc7\u6e90\u53ef\u7528\u3002\u7576 GPU \u91cb\u653e\u51fa\u4f86\u6642\uff0c\u4efb\u52d9\u6703\u5e73\u9806\u9032\u5165\u57f7\u884c\u968e\u6bb5\u3002\u8a72\u4efb\u52d9\u6703\u5360\u7528\u5206\u914d\u5230\u7684\u8a18\u61b6\u9ad4\uff0c\u800c\u53e6\u4e00\u500b\u4efb\u52d9\u5247\u5b89\u5168\u5730\u8b93\u51fa\u983b\u5bec\u3002\u6bcf\u4e00\u500b\u4efb\u52d9\u90fd\u6703\u6309\u7167\u65e2\u5b9a\u4f47\u5217\u898f\u5247\u904b\u884c\u3002\u6bcf\u4e00\u500b\u512a\u5148\u7d1a\u4efb\u52d9\u90fd\u80fd\u7372\u5f97\u6700\u4f73\u7684\u57f7\u884c\u6392\u7a0b\u3002\u73fe\u4ee3 AI \u7cfb\u7d71\u4f9d\u8cf4\u4e00\u81f4\u7684\u4f47\u5217\u6cbb\u7406\u3002\u6070\u7576\u7684\u6392\u7a0b\u7b56\u7565\u80fd\u5920\u4fdd\u8b77\u4f60\u7684\u8cc7\u6599\u57fa\u790e\u8a2d\u65bd\uff0c\u4e26\u8b93 AI \u57fa\u790e\u8a2d\u65bd\u59cb\u7d42\u7dad\u6301\u6700\u4f73\u6548\u80fd\u3002<\/p>\n<h2>\u5584\u7528 AI \u9a45\u52d5\u7684\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406<\/h2>\n<h3>\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u9810\u6e2c\u4f5c\u696d\u512a\u5148\u7d1a<\/h3>\n<p>\u73fe\u4ee3 AI \u7cfb\u7d71\u5728\u9762\u5c0d\u9ad8\u8ca0\u8f09\u4f47\u5217\u6642\uff0c\u9700\u8981\u9810\u6e2c\u5f0f\u667a\u6167\u3002\u4f60\u53ef\u4ee5\u5be6\u65bd AI \u9a45\u52d5\u7684\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\uff0c\u4ee5\u81ea\u52d5\u8a2d\u5b9a\u57f7\u884c\u53c3\u6578\u3002\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u6703\u5206\u6790\u6b77\u53f2\u57f7\u884c\u8cc7\u6599\uff0c\u8a55\u4f30\u65b0\u5230\u9054 AI \u5de5\u4f5c\u8ca0\u8f09\u8207\u4efb\u52d9\u7684\u8cc7\u6e90\u9700\u6c42\u3002\u9019\u4e9b\u9810\u6e2c\u5f0f AI \u6a21\u578b\u6703\u70ba\u6bcf\u500b\u4efb\u52d9\u8a08\u7b97\u9810\u4f30\u6642\u9577\u3001\u986f\u793a\u8a18\u61b6\u9ad4\u5360\u7528\u8207 GPU \u62d3\u64b2\u9069\u914d\u5ea6\u3002\u9019\u6a23\u7684\u81ea\u52d5\u5316\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u53ef\u4ee5\u5373\u6642\u5c07\u5de5\u4f5c\u8ca0\u8f09\u5c0d\u61c9\u5230\u6700\u4f73\u786c\u9ad4\uff0c\u5f9e\u800c\u5c07\u786c\u9ad4\u7522\u51fa\u6700\u5927\u5316\u3002\u81ea\u52d5\u5316 AI \u80fd\u529b\u9084\u6703\u5728\u5206\u6790\u8cc7\u6599\u7279\u5fb5\u7684\u540c\u6642\uff0c\u900f\u904e\u9810\u6e2c\u5f0f\u5bb9\u91cf\u4fdd\u7559\u4f86\u6e1b\u5c11\u6574\u9ad4\u6392\u968a\u5ef6\u9072\u3002<\/p>\n<p>\u63a1\u7528\u9810\u6e2c\u5f0f\u4efb\u52d9\u512a\u5148\u7d1a\u7cfb\u7d71\uff0c\u80fd\u5920\u986f\u8457\u63d0\u5347\u696d\u52d9\u751f\u7522\u529b\u3002\u8207\u6a19\u6e96\u4efb\u52d9\u6392\u7a0b\u7b56\u7565\u76f8\u6bd4\uff0c\u9810\u6e2c\u6f14\u7b97\u6cd5\u53ef\u5927\u5e45\u7c21\u5316\u53e2\u96c6\u7ba1\u7406\u3002<\/p>\n<h3>\u900f\u904e WebSockets \u89e3\u8026\u512a\u5148\u7d1a\u5f15\u64ce<\/h3>\n<p>\u4f60\u5fc5\u9808\u5c07\u512a\u5148\u7d1a\u8a55\u5206\u908f\u8f2f\u8207\u6838\u5fc3 AI \u53e2\u96c6\u5143\u4ef6\u9694\u96e2\u958b\u4f86\u3002\u5c07\u8a72\u5f15\u64ce\u5efa\u69cb\u70ba\u7368\u7acb\u7684\u5f8c\u7aef\u670d\u52d9\uff0c\u53ef\u4ee5\u4fdd\u8b77\u4e3b\u8981\u5de5\u4f5c\u6d41\u7a0b\u3002WebSockets \u80fd\u5920\u5411\u5100\u8868\u677f\u5373\u6642\u50b3\u905e\u66f4\u65b0\uff0c\u800c\u4e0d\u6703\u964d\u4f4e\u5f8c\u7aef\u6548\u80fd\u3002\u958b\u767c\u8005\u53ef\u900f\u904e\u6301\u7e8c\u7684\u5373\u6642\u76e3\u63a7\u4ecb\u9762\u8ffd\u8e64\u76ee\u524d\u4f47\u5217\u72c0\u614b\uff0c\u540c\u6642\u5132\u5b58\u8a13\u7df4\u8cc7\u6599\u6307\u6a19\u3002\u5373\u6642\u8cc7\u6599\u4e32\u6d41\u6703\u5c07\u72c0\u614b\u8b8a\u5316\u7acb\u5373\u50b3\u9001\u5230\u4f7f\u7528\u8005\u4ecb\u9762\u3002<\/p>\n<p>\u89e3\u8026\u5f8c\u7684\u57f7\u884c\u5f15\u64ce\u80fd\u5920\u5728\u5404\u6d3b\u8e8d\u7bc0\u9ede\u8655\u7406\u55ae\u4e00\u4efb\u52d9\u6642\uff0c\u5be6\u73fe\u5177\u56de\u61c9\u6027\u7684\u52d5\u614b\u512a\u5148\u7d1a\u7ba1\u7406\u3002\u4f60\u53ef\u4ee5\u5728\u4e0d\u4e2d\u65b7\u6d3b\u52d5\u5de5\u4f5c\u8ca0\u8f09\u7684\u60c5\u6cc1\u4e0b\uff0c\u66f4\u65b0\u5f85\u8655\u7406\u4efb\u52d9\u7684\u512a\u5148\u7d1a\u53c3\u6578\u3002\u96a8\u8457\u65b0\u4efb\u52d9\u9032\u5165\u4f47\u5217\uff0c\u9694\u96e2\u7684\u5f8c\u7aef\u6703\u91cd\u65b0\u8a08\u7b97\u5206\u6578\u8b8a\u5316\u3002\u8a72\u67b6\u69cb\u6703\u900f\u904e API \u8abf\u6574\u6392\u7a0b\u5668\u898f\u5247\uff0c\u4e26\u5c07\u5373\u6642\u66f4\u65b0\u50b3\u9001\u5230 Web \u4ecb\u9762\u3002\u9ad8\u512a\u5148\u7d1a\u4efb\u52d9\u80fd\u5920\u66f4\u5feb\u5730\u5728\u4f47\u5217\u4e2d\u524d\u79fb\uff0c\u800c\u4e0d\u6703\u5e72\u64fe\u80cc\u666f\u8cc7\u6599\u7ba1\u7dda\u6216\u5e38\u898f\u8655\u7406\u4efb\u52d9\u3002\u56e0\u6b64\uff0c\u5373\u6642\u66f4\u65b0\u53ef\u4ee5\u5c07\u5718\u968a\u751f\u7522\u6548\u7387\u6700\u5927\u5316\u4e26\u63d0\u5347\u6574\u9ad4\u71df\u904b\u6210\u6548\u3002\u7a69\u5065\u7684 AI \u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u80fd\u5920\u70ba\u8907\u96dc\u7684\u4f01\u696d\u7d1a AI \u57fa\u790e\u8a2d\u65bd\u5e36\u4f86\u53ef\u8861\u91cf\u7684\u6548\u7387\u63d0\u5347\u3002\u667a\u6167\u7684 AI \u9a45\u52d5\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u6703\u5c07\u975c\u614b\u4f47\u5217\u7d50\u69cb\u8f49\u8b8a\u70ba\u5177\u56de\u61c9\u80fd\u529b\u7684\u71df\u904b\u8cc7\u7522\u3002\u61c9\u7528 AI \u9a45\u52d5\u7684\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\uff0c\u53ef\u4ee5\u70ba\u73fe\u4ee3\u5de5\u7a0b\u5718\u968a\u6253\u9020\u81ea\u9069\u61c9\u6392\u7a0b\u74b0\u5883\u3002\u5c07 AI \u9a45\u52d5\u7684\u4efb\u52d9\u512a\u5148\u7d1a\u6a5f\u5236\u6574\u5408\u5230\u7cfb\u7d71\u4e2d\uff0c\u53ef\u6700\u4f73\u5316\u4f01\u696d\u786c\u9ad4\u7684\u7b97\u529b\u4f7f\u7528\u3002<\/p>\n<h2>\u5be6\u65bd\u4e3b\u52d5\u6436\u5360\u8207\u512a\u5148\u7d1a\u4fdd\u8b77\u6a5f\u5236<\/h2>\n<p>\u4f60\u9700\u8981\u8a2d\u5b9a\u4efb\u52d9\u512a\u5148\u7d1a\uff0c\u4ee5\u4fbf\u5728\u9ad8\u8ca0\u8f09\u6642\u671f\u4fdd\u8b77\u786c\u9ad4\u8cc7\u6e90\u3002Kubernetes \u539f\u751f\u6392\u7a0b\u7b56\u7565\u53ef\u7ba1\u7406\u8cc7\u6e90\u5206\u914d\u4e26\u963b\u6b62 GPU \u8cc7\u6e90\u98e2\u9913\u3002\u9ad8\u512a\u5148\u7d1a\u4efb\u52d9\u6703\u7acb\u5373\u89f8\u767c\u4e3b\u52d5\u6436\u5360\uff0c\u4ee5\u6eff\u8db3\u7dca\u6025\u57f7\u884c\u9700\u6c42\u3002\u7576\u4f60\u4fdd\u8b77\u6d3b\u52d5\u4efb\u52d9\u4e0d\u88ab\u7a81\u7136\u7d42\u6b62\u6642\uff0c\u6574\u9ad4\u71df\u904b\u6548\u7387\u4e5f\u6703\u5f97\u5230\u63d0\u5347\u3002\u6301\u7e8c\u76e3\u63a7\u6703\u8ffd\u8e64\u53e2\u96c6\u5065\u5eb7\u72c0\u614b\uff0c\u4ee5\u7dad\u6301\u6240\u6709\u7bc0\u9ede\u4e0a\u7684\u57f7\u884c\u6548\u7387\u3002<\/p>\n<h3>\u5728\u8a13\u7df4\u4e2d\u7ba1\u7406\u512a\u96c5\u9a45\u9010<\/h3>\n<p>\u975e\u8a08\u756b\u6027\u9a45\u9010\u6703\u7834\u58de\u95dc\u9375\u7ba1\u7dda\u8cc7\u6599\u3002\u73fe\u4ee3 AI \u57fa\u790e\u8a2d\u65bd\u9700\u8981\u512a\u96c5\u7d42\u6b62\u8655\u7406\u6a5f\u5236\uff0c\u4ee5\u5728\u6df1\u5ea6\u8a13\u7df4\u904e\u7a0b\u4e2d\u4fdd\u8b77\u6a21\u578b\u9032\u5ea6\u3002\u5404\u985e\u6846\u67b6\u85c9\u7531 checkpoint \u6a5f\u5236\uff0c\u4f7f\u88ab\u9a45\u9010\u7684\u4efb\u52d9\u80fd\u5920\u5728\u65b0\u7bc0\u9ede\u4e0a\u5e73\u9806\u6062\u5fa9\u3002\u7dca\u6025\u4efb\u52d9\u53ef\u4ee5\u5360\u7528\u76ee\u524d\u52a0\u901f\u5668\uff0c\u800c\u5408\u7406\u7684\u5132\u5b58\u9593\u9694\u5247\u53ef\u5c07\u5df2\u5b8c\u6210\u5de5\u4f5c\u7684\u640d\u5931\u964d\u5230\u6700\u4f4e\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>Checkpoint \u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8aaa\u660e<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u9a45\u9010\u671f\u9593\u5c0d\u8a13\u7df4\u4f5c\u696d\u9032\u5ea6\u7684\u5f71\u97ff<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p><strong>\u61c9\u7528\u5c64\uff08\u4f8b\u5982 TensorFlow\u3001PyTorch\uff09<\/strong><\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6846\u67b6\u6703\u5b9a\u671f\u5c07\u6a21\u578b\u6b0a\u91cd\u3001\u6700\u4f73\u5316\u5668\u72c0\u614b\u8207\u4e2d\u7e7c\u8cc7\u6599\u5132\u5b58\u5230\u5132\u5b58\u7cfb\u7d71\u4e2d\u3002\u5f9e\u7cfb\u7d71\u8996\u89d2\u4f86\u770b\uff0c\u9019\u4e9b\u662f\u7121\u72c0\u614b\u7684\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5982\u679c checkpoint \u4e0d\u5920\u983b\u7e41\uff0c\u53ef\u80fd\u6703\u907a\u5931\u5927\u91cf\u5de5\u4f5c\u9032\u5ea6\u3002\u640d\u5931\u7bc4\u570d\u53d6\u6c7a\u65bc\u624b\u52d5\u6216\u8a08\u756b\u5132\u5b58\u9593\u9694\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p><strong>\u7cfb\u7d71\u5c64\uff08\u4f8b\u5982 CRIUgpu\uff09<\/strong><\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u900f\u660e\u5730\u5c0d\u6574\u500b\u57f7\u884c\u4e2d\u7a0b\u5e8f\u9032\u884c\u5feb\u7167\uff0c\u5305\u62ec GPU \u986f\u793a\u8a18\u61b6\u9ad4\u8207\u6838\u5fc3\u72c0\u614b\uff0c\u53ef\u5be6\u73fe\u6709\u72c0\u614b\u9077\u79fb\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u5c07\u9032\u5ea6\u640d\u5931\u964d\u5230\u6700\u4f4e\uff0c\u751a\u81f3\u5b8c\u5168\u6d88\u9664\u3002\u652f\u63f4\u9ad8\u983b\u900f\u660e\u5feb\u7167\uff0c\u5f9e\u800c\u5be6\u73fe\u5e7e\u4e4e\u7121\u505c\u6a5f\u7684\u7dda\u4e0a\u9077\u79fb\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u7cfb\u7d71\u7d1a\u5feb\u7167\u6a5f\u5236\u5728\u6436\u5360\u4e8b\u4ef6\u4e2d\u80fd\u5920\u7acb\u5373\u7522\u751f\u696d\u52d9\u50f9\u503c\u3002\u7cfb\u7d71\u7d1a\u6a5f\u5236\u6703\u4fdd\u7559\u6d3b\u52d5\u8a18\u61b6\u9ad4\u72c0\u614b\uff0c\u800c\u61c9\u7528\u5c64\u65b9\u6cd5\u5247\u5132\u5b58\u539f\u59cb\u8cc7\u6599\u6a94\u6848\u3002\u7a69\u5065\u7684\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u80fd\u5920\u7dad\u6301\u8907\u96dc AI \u7ba1\u7dda\u4e2d\u7684\u5de5\u4f5c\u6d41\u7a0b\u904b\u884c\u3002<\/p>\n<h3>\u5957\u7528\u8001\u5316\u898f\u5247\u8207\u516c\u5e73\u5171\u4eab\u914d\u984d<\/h3>\n<p>\u6a19\u6e96\u6392\u7a0b\u898f\u5247\u53ef\u80fd\u6703\u4f7f\u4f4e\u512a\u5148\u7d1a\u4f47\u5217\u9805\u76ee\u7121\u9650\u671f\u98e2\u9913\u3002\u512a\u5148\u7d1a\u8001\u5316\u6703\u96a8\u8457\u7b49\u5f85\u6642\u9593\u7684\u589e\u52a0\u800c\u63d0\u5347\u4efb\u52d9\u5206\u6578\u3002\u96a8\u8457\u6392\u968a\u6642\u9593\u589e\u9577\uff0c\u4f4e\u512a\u5148\u7d1a\u4efb\u52d9\u6700\u7d42\u4e5f\u80fd\u7372\u5f97\u57f7\u884c\u6a5f\u6703\u3002\u667a\u6167\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u80fd\u5920\u5728\u5373\u6642\u57f7\u884c\u9700\u6c42\u8207\u4f7f\u7528\u8005\u7fa4\u7d44\u4e4b\u9593\u7684\u516c\u5e73\u786c\u9ad4\u5b58\u53d6\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n<p>\u57fa\u65bc\u6642\u9593\u7684\u516c\u5e73\u5171\u4eab\u914d\u984d\u53ef\u9632\u6b62\u55ae\u4e00\u5718\u968a\u5728\u4f01\u696d AI 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rowspan=\"1\">\n<p>\u7531\u65bc\u7cfb\u7d71\u6703\u8ffd\u8e64\u6b77\u53f2\u4f7f\u7528\u60c5\u6cc1\uff0c\u7a81\u767c\u4f5c\u696d\u4ecd\u80fd\u7372\u5f97\u57f7\u884c\u6a5f\u6703\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p><strong>\u8cc7\u6e90\u516c\u5e73\u5b58\u53d6<\/strong><\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6301\u7e8c\u6027\u5de5\u4f5c\u8ca0\u8f09\u7684\u5718\u968a\u6703\u9577\u671f\u58df\u65b7\u8d85\u914d\u984d\u8cc7\u6e90\u6c60\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u6703\u5728\u4e0d\u540c\u5718\u968a\u4e4b\u9593\u52d5\u614b\u8f2a\u66ff\uff0c\u5f9e\u800c\u78ba\u4fdd\u9577\u671f\u516c\u5e73\u5171\u4eab\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u52d5\u614b\u512a\u5148\u7d1a\u7ba1\u7406\u53ef\u9632\u6b62\u91cd\u5ea6\u8cc7\u6e90\u4f7f\u7528\u8005\u963b\u585e\u65b0\u9032\u5165\u7684\u4efb\u52d9\u3002\u7b56\u7565\u6027\u7684\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u900f\u904e\u8ffd\u8e64\u6b77\u53f2\u4f7f\u7528\u503c\u4f86\u63d0\u5347\u53e2\u96c6\u6548\u7387\u3002\u81ea\u52d5\u5316\u4efb\u52d9\u512a\u5148\u7d1a\u53ef\u6700\u4f73\u5316\u4f47\u5217\u6d41\u52d5\uff0c\u800c\u81ea\u9069\u61c9\u4efb\u52d9\u512a\u5148\u7d1a\u5247\u70ba\u6bcf\u500b\u5718\u968a\u63d0\u4f9b\u53ef\u9760\u7684\u6838\u5fc3\u7b97\u529b\u786c\u9ad4\u5b58\u53d6\u80fd\u529b\uff0c\u4ee5\u652f\u63f4\u9ad8\u9700\u6c42 AI \u4efb\u52d9\u3002<\/p>\n<div class=\"qc-divider-wrapper\">\n<div class=\"qc-divider\" style=\"border-top-style: solid;width: 100%\"><\/div>\n<\/div>\n<p>\u4f60\u53ef\u4ee5\u900f\u904e\u8a2d\u5b9a\u4efb\u52d9\u512a\u5148\u7d1a\u4f86\u5c07\u786c\u9ad4\u6548\u7387\u6700\u5927\u5316\uff0c\u4e26\u52a0\u5feb\u6a21\u578b\u8fed\u4ee3\u901f\u5ea6\u3002\u8acb\u5b8c\u6210\u4ee5\u4e0b\u8a2d\u5b9a\u6b65\u9a5f\uff0c\u4ee5\u6700\u5927\u5316\u53e2\u96c6\u6548\u80fd\uff1a<\/p>\n<ol>\n<li>\n<p>\u8abf\u6574 CPU \u7d81\u5b9a\uff0c\u70ba\u6bcf\u500b AI \u4f5c\u696d\u9694\u96e2\u786c\u9ad4\u8cc7\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 Kueue \u90e8\u7f72\u4f47\u5217\u898f\u5247\uff0c\u4ee5\u7ba1\u7406\u5f85\u8655\u7406\u4efb\u52d9\u3002<\/p>\n<\/li>\n<li>\n<p>\u555f\u7528\u6436\u5360\u4fdd\u8b77\u6a5f\u5236\uff0c\u4ee5\u4fdd\u8b77\u5de5\u4f5c\u6d41\u7a0b\u9032\u5ea6\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u5c07\u975c\u614b\u6392\u7a0b\u5668\u4f47\u5217\u8207 AI \u9a45\u52d5\u7684\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u76f8\u7d50\u5408\uff0c\u53ef\u4ee5\u63d0\u5347\u5718\u968a\u751f\u7522\u6548\u7387\u3002\u9810\u6e2c\u5f0f AI \u6a21\u578b\u53ef\u7e2e\u77ed\u5b8c\u6210\u6642\u9593\uff0c\u800c\u52d5\u614b AI \u7b56\u7565\u5247\u8ca0\u8cac\u7ba1\u7406\u7dca\u6025 AI \u4efb\u52d9\u3002\u9032\u968e\u7684 AI \u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u80fd\u5920\u9632\u6b62\u8907\u96dc AI \u7cfb\u7d71\u4e2d\u7684\u8cc7\u6e90\u98e2\u9913\u3002\u61c9\u7528\u9810\u6e2c\u5f0f\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u53ef\u91cb\u653e AI \u80fd\u529b\u4e26\u63d0\u5347\u7d44\u7e54\u6548\u76ca\u3002\u7b56\u7565\u6027\u898f\u5283\u53ef\u6700\u4f73\u5316 AI \u751f\u7522\u529b\uff0c\u70ba\u6bcf\u4e00\u9805 AI \u57fa\u790e\u8a2d\u65bd\u5de5\u4f5c\u6d41\u7a0b\u5e36\u4f86\u9ad8\u7b97\u529b\u6548\u7387\u3002<\/p>\n<h2>\u5e38\u898b\u554f\u984c<\/h2>\n<h3>CPU \u7d81\u5b9a\u5982\u4f55\u63d0\u5347 AI \u4f5c\u696d\u57f7\u884c\u6548\u7387\uff1f<\/h3>\n<p>\u4f60\u53ef\u4ee5\u70ba\u6bcf\u500b AI \u4efb\u52d9\u9694\u96e2\u786c\u9ad4\u8cc7\u6e90\uff0c\u5f9e\u800c\u6062\u5fa9\u6548\u80fd\u3002CPU \u7d81\u5b9a\u80fd\u5920\u5728\u5171\u4eab\u4f3a\u670d\u5668\u4e0a\u5c07\u5167\u5bb9\u5207\u63db\u6e1b\u5c11 96%\u3002\u9019\u7a2e\u8a2d\u5b9a\u53ef\u4ee5\u907f\u514d AI \u6a21\u578b\u8a13\u7df4\u4e2d\u7684\u8a18\u61b6\u9ad4\u5ef6\u9072\uff0c\u4e26\u4fdd\u8b77\u7ba1\u7dda\u8cc7\u6599\u3002<\/p>\n<h3>\u5728 Kubernetes \u4e2d\u90e8\u7f72 Kueue \u7684\u4e3b\u8981\u6536\u76ca\u662f\u4ec0\u9ebc\uff1f<\/h3>\n<p>Kueue \u53ef\u5728\u591a\u79df\u6236\u53e2\u96c6\u4e2d\u7ba1\u7406\u57fa\u65bc\u4f47\u5217\u7684\u51c6\u5165\u63a7\u5236\u8207 gang \u8a9e\u7fa9\u3002\u4f60\u53ef\u4ee5\u5c07\u53e2\u96c6 GPU \u5229\u7528\u7387\u5f9e 30\u201350% \u63d0\u5347\u5230 80\u201395%\u3002Kueue \u78ba\u4fdd\u9ad8\u512a\u5148\u7d1a AI \u5de5\u4f5c\u8ca0\u8f09\u80fd\u5920\u7acb\u5373\u5b58\u53d6 GPU\uff0c\u800c\u4f4e\u5c64\u7d1a\u4efb\u52d9\u5247\u8b93\u51fa\u983b\u5bec\uff0c\u4ee5\u4fdd\u8b77 AI \u53e2\u96c6\u8cc7\u6e90\u3002<\/p>\n<h3>\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u5982\u4f55\u6700\u4f73\u5316\u4f47\u5217\u6392\u7a0b\uff1f<\/h3>\n<p>\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u6703\u5206\u6790\u6b77\u53f2\u8cc7\u6599\uff0c\u81ea\u52d5\u9810\u6e2c AI \u4f5c\u696d\u53c3\u6578\u3002\u9019\u6a23\u7684 AI \u9a45\u52d5\u4efb\u52d9\u512a\u5148\u7d1a\u7ba1\u7406\u53ef\u5c07\u5e73\u5747\u4f5c\u696d\u5b8c\u6210\u6642\u9593\u7e2e\u77ed 25.8%\u3002\u9810\u6e2c\u5de5\u5177\u53ef\u6700\u4f73\u5316\u4f47\u5217\u6d41\u52d5\u3001\u63d0\u5347\u7b97\u529b\u6548\u7387\u3001\u6539\u9032 AI \u7ba1\u7dda\uff0c\u4e26\u8b93\u6bcf\u500b\u4efb\u52d9\u5c0d\u61c9\u5230\u7406\u60f3\u786c\u9ad4\u3002<\/p>\n<h3>\u70ba\u4ec0\u9ebc\u8981\u900f\u904e WebSockets \u89e3\u8026\u512a\u5148\u7d1a\u5f15\u64ce\uff1f<\/h3>\n<p>\u7368\u7acb\u7684\u5f8c\u7aef\u670d\u52d9\u80fd\u5920\u5728\u4e0d\u62d6\u6162\u4e3b\u8981 AI \u53e2\u96c6\u5de5\u4f5c\u6d41\u7a0b\u7684\u524d\u63d0\u4e0b\u8655\u7406\u8a55\u5206\u908f\u8f2f\u3002WebSockets \u6703\u6301\u7e8c\u5411\u76e3\u63a7\u4ecb\u9762\u50b3\u905e\u5373\u6642\u66f4\u65b0\u3002\u4f60\u53ef\u4ee5\u8ffd\u8e64\u6d3b\u52d5\u4f47\u5217\u72c0\u614b\uff0c\u4e26\u5728\u65b0\u4efb\u52d9\u9032\u5165\u4f01\u696d AI \u57fa\u790e\u8a2d\u65bd\u6642\u52d5\u614b\u8abf\u6574\u512a\u5148\u7d1a\u5206\u6578\u3002<\/p>\n<h3>\u6436\u5360\u4fdd\u8b77\u6a5f\u5236\u5982\u4f55\u5728\u9a45\u9010\u6642\u9632\u6b62\u8cc7\u6599\u907a\u5931\uff1f<\/h3>\n<p>\u5404\u985e\u6846\u67b6\u900f\u904e checkpoint \u6a5f\u5236\u5c07\u8cc7\u6599\u6307\u6a19\u5132\u5b58\u5230\u7cfb\u7d71\u5132\u5b58\u4e2d\u3002\u7cfb\u7d71\u7d1a\u5feb\u7167\u5247\u6703\u900f\u660e\u5730\u4fdd\u5b58 GPU \u986f\u793a\u8a18\u61b6\u9ad4\u72c0\u614b\u3002\u5982\u6b64\u4e00\u4f86\uff0c\u4f60\u5c31\u80fd\u5728\u66f4\u9ad8\u512a\u5148\u7d1a\u4efb\u52d9\u5360\u7528\u76ee\u524d\u52a0\u901f\u5668\u7684\u540c\u6642\uff0c\u8b93\u88ab\u9a45\u9010\u4f5c\u696d\u5728\u65b0\u7684 AI \u7bc0\u9ede\u4e0a\u5e73\u9806\u6062\u5fa9\uff0c\u800c\u4e0d\u6703\u640d\u58de AI \u6a21\u578b\u8cc7\u6599\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI \u57fa\u790e\u8a2d\u65bd\u5de5\u7a0b\u5e2b\u5fc5\u9808\u5728\u6eff\u8db3\u5373\u6642\u57f7\u884c\u9700\u6c42\u7684\u540c\u6642\uff0c\u63d0\u5347\u6574\u9ad4\u71df\u904b\u6548\u7387\u3002\u4f60\u53ef\u4ee5\u900f\u904e\u8abf\u6574\u5e95\u5c64\u7cfb\u7d71\u7684 CPU \u548c GP [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/how-to-configure-task-priorities-for-ai-training-jobs\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":12,"featured_media":34977,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[267],"tags":[],"class_list":["post-34980","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-tc"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u5982\u4f55\u70ba AI \u8a13\u7df4\u4f5c\u696d\u8a2d\u5b9a\u4efb\u52d9\u512a\u5148\u7d1a<\/title>\n<meta name=\"description\" content=\"\u900f\u904e CPU\/GPU \u7d81\u5b9a\u3001Kubernetes PriorityClass \u4ee5\u53ca Slurm \u4f47\u5217\u898f\u5247\u4f86\u8a2d\u5b9a AI \u8a13\u7df4\u4efb\u52d9\u512a\u5148\u7d1a\uff0c\u5f9e\u800c\u5c07 GPU \u53e2\u96c6\u541e\u5410\u91cf\u6700\u5927\u5316\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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