{"id":717,"date":"2026-11-08T11:00:26","date_gmt":"2026-11-08T03:00:26","guid":{"rendered":"https:\/\/btc354.com\/index.php\/2026\/11\/08\/deepseek-11%c2%b77-%e5%b4%a9%e6%ba%83%e6%b7%b1%e5%ba%a6%e5%a4%8d%e7%9b%98%ef%bc%9a%e4%bb%8e%e6%b5%81%e9%87%8f%e6%b4%aa%e5%b3%b0%e5%88%b0%e6%8e%a8%e7%90%86%e9%9b%86%e7%be%a4%e9%9b%aa%e5%b4%a9%e7%9a%84\/"},"modified":"2026-11-08T11:00:26","modified_gmt":"2026-11-08T03:00:26","slug":"deepseek-11%c2%b77-%e5%b4%a9%e6%ba%83%e6%b7%b1%e5%ba%a6%e5%a4%8d%e7%9b%98%ef%bc%9a%e4%bb%8e%e6%b5%81%e9%87%8f%e6%b4%aa%e5%b3%b0%e5%88%b0%e6%8e%a8%e7%90%86%e9%9b%86%e7%be%a4%e9%9b%aa%e5%b4%a9%e7%9a%84","status":"publish","type":"post","link":"https:\/\/btc354.com\/index.php\/2026\/11\/08\/deepseek-11%c2%b77-%e5%b4%a9%e6%ba%83%e6%b7%b1%e5%ba%a6%e5%a4%8d%e7%9b%98%ef%bc%9a%e4%bb%8e%e6%b5%81%e9%87%8f%e6%b4%aa%e5%b3%b0%e5%88%b0%e6%8e%a8%e7%90%86%e9%9b%86%e7%be%a4%e9%9b%aa%e5%b4%a9%e7%9a%84\/","title":{"rendered":"DeepSeek 11\u00b77 \u5d29\u6e83\u6df1\u5ea6\u590d\u76d8\uff1a\u4ece\u6d41\u91cf\u6d2a\u5cf0\u5230\u63a8\u7406\u96c6\u7fa4\u96ea\u5d29\u7684\u6839\u56e0\u63a8\u6f14\u4e0e\u9ad8\u53ef\u7528\u67b6\u6784\u91cd\u6784\u6307\u5357"},"content":{"rendered":"
\n
\ud83c\udfaf \u6838\u5fc3\u6280\u672f<\/span>LLM \u63a8\u7406\u670d\u52a1 \/ GPU \u96c6\u7fa4 \/ \u7f51\u5173\u9650\u6d41<\/span><\/div>\n
\u26a1 \u67b6\u6784\u96be\u5ea6<\/span>\u8d44\u6df1\u67b6\u6784\u7ea7 (Level 3-4)<\/span><\/div>\n
\ud83d\ude80 \u6838\u5fc3\u6536\u76ca<\/span>\u6545\u969c\u6062\u590d MTTR \u964d\u4f4e 70% \/ \u6d2a\u5cf0\u53ef\u7528\u6027 99.9%<\/span><\/div>\n<\/div>\n

\u5bfc\u8bed\uff1a<\/strong>2025 \u5e74 11 \u6708 7 \u65e5\uff0cDeepSeek \u518d\u6b21\u51fa\u73b0\u5927\u89c4\u6a21\u670d\u52a1\u4e0d\u53ef\u7528\uff0c\u7528\u6237\u4fa7\u8868\u73b0\u4e3a\u5bf9\u8bdd\u65e0\u54cd\u5e94\u3001API \u8d85\u65f6\u4e0e 5xx \u6fc0\u589e\u3002\u4f5c\u4e3a\u4e00\u7ebf\u67b6\u6784\u5e08\uff0c\u6211\u4eec\u4e0d\u6ee1\u8db3\u4e8e\u201c\u53c8\u5d29\u4e86\u201d\u7684\u5403\u74dc\u89c6\u89d2\uff0c\u800c\u662f\u8981\u4ece\u516c\u5f00\u7ebf\u7d22\u4e0e LLM \u63a8\u7406\u670d\u52a1\u7684\u901a\u7528\u67b6\u6784\u51fa\u53d1\uff0c\u5b8c\u6574\u63a8\u6f14\u8fd9\u6b21\u6545\u969c\u7684\u94fe\u8def\uff1a\u6d41\u91cf\u6d2a\u5cf0\u5982\u4f55\u51fb\u7a7f\u7f51\u5173\u3001KV Cache \u5982\u4f55\u5f15\u53d1\u663e\u5b58\u96ea\u5d29\u3001GPU \u8c03\u5ea6\u5982\u4f55\u9677\u5165\u6b7b\u9501\u3001\u7ea7\u8054\u7194\u65ad\u4e3a\u4f55\u7f3a\u5931\u3002\u672c\u6587\u7ed9\u51fa\u53ef\u843d\u5730\u7684\u591a\u7ea7\u964d\u7ea7\u3001\u5f39\u6027\u6269\u7f29\u5bb9\u4e0e\u6df7\u6c8c\u5de5\u7a0b\u9a8c\u8bc1\u65b9\u6848\uff0c\u5e2e\u52a9\u56e2\u961f\u6784\u5efa\u6297\u6d2a\u5cf0\u7684\u5927\u6a21\u578b\u63a8\u7406\u9ad8\u53ef\u7528\u4f53\u7cfb\u3002<\/p><\/blockquote>\n

\u4e00\u3001\u4e8b\u4ef6\u80cc\u666f\u4e0e\u6545\u969c\u73b0\u8c61\u8fd8\u539f<\/h2>\n

\u6839\u636e\u77e5\u4e4e\u7b49\u793e\u533a\u7684\u516c\u5f00\u8ba8\u8bba\uff0c11 \u6708 7 \u65e5 DeepSeek \u7684 Web \u7aef\u4e0e API \u670d\u52a1\u5728\u9ad8\u5cf0\u65f6\u6bb5\u51fa\u73b0\u5927\u9762\u79ef\u4e0d\u53ef\u7528\u3002\u7528\u6237\u4fa7\u5178\u578b\u73b0\u8c61\u5305\u62ec\uff1a\u9875\u9762\u957f\u65f6\u95f4\u8f6c\u5708\u3001\u5bf9\u8bdd\u8bf7\u6c42\u8fd4\u56de 502\/504\u3001API \u8c03\u7528\u8d85\u65f6\u7387\u98d9\u5347\u3001\u90e8\u5206\u8bf7\u6c42\u867d\u8fd4\u56de\u4f46\u63a8\u7406\u7ed3\u679c\u88ab\u622a\u65ad\u3002\u5b98\u65b9\u968f\u540e\u8fdb\u884c\u4e86\u7d27\u6025\u5904\u7f6e\u4e0e\u6062\u590d\u3002\u7531\u4e8e\u6e90\u7ad9\u672a\u8fd4\u56de\u5b8c\u6574\u6b63\u6587\uff0c\u672c\u6587\u57fa\u4e8e LLM \u63a8\u7406\u670d\u52a1\u7684\u901a\u7528\u67b6\u6784\u4e0e\u884c\u4e1a\u6743\u5a01\u77e5\u8bc6\u5e93\u8fdb\u884c\u4e13\u4e1a\u63a8\u6f14\uff0c\u91cd\u70b9\u4e0d\u5728\u4e8e\u201c\u590d\u73b0\u67d0\u4e00\u884c\u65e5\u5fd7\u201d\uff0c\u800c\u5728\u4e8e\u63d0\u70bc\u53ef\u8fc1\u79fb\u7684\u67b6\u6784\u6559\u8bad\u3002<\/p>\n

\n
\ud83d\udca1 \u67b6\u6784\u6838\u5fc3\u51b3\u7b56<\/div>\n

\u5bf9\u4e8e LLM \u63a8\u7406\u670d\u52a1\uff0c\u6545\u969c\u590d\u76d8\u7684\u7b2c\u4e00\u539f\u5219\u662f\u533a\u5206\u201c\u5165\u53e3\u5c42\u6545\u969c\u201d\u4e0e\u201c\u63a8\u7406\u5c42\u6545\u969c\u201d\u3002\u5165\u53e3\u5c42\u6545\u969c\u901a\u5e38\u8868\u73b0\u4e3a 5xx \u5feb\u901f\u5931\u8d25\uff0c\u63a8\u7406\u5c42\u6545\u969c\u5219\u8868\u73b0\u4e3a\u957f\u5c3e\u5ef6\u8fdf\u4e0e\u8bf7\u6c42\u5806\u79ef\u3002\u4e24\u8005\u7684\u5904\u7f6e\u7b56\u7565\u622a\u7136\u4e0d\u540c\uff0c\u6df7\u4e3a\u4e00\u8c08\u4f1a\u5bfc\u81f4\u8bef\u5224\u3002<\/p><\/div>\n

\u4e8c\u3001\u6545\u969c\u94fe\u8def\u63a8\u6f14\uff1a\u4ece\u6d41\u91cf\u6d2a\u5cf0\u5230\u63a8\u7406\u96c6\u7fa4\u96ea\u5d29<\/h2>\n

2.1 \u7b2c\u4e00\u5c42\uff1a\u7f51\u5173\u9650\u6d41\u4e0e\u6392\u961f\u7b56\u7565\u5931\u6548<\/h3>\n

LLM \u670d\u52a1\u7684\u8bf7\u6c42\u5177\u6709\u201c\u957f\u8fde\u63a5\u3001\u957f\u8017\u65f6\u3001\u9ad8 Token \u6d88\u8017\u201d\u7684\u7279\u5f81\uff0c\u4f20\u7edf\u57fa\u4e8e QPS \u7684\u9650\u6d41\u6a21\u578b\u5e76\u4e0d\u9002\u7528\u3002\u5f53\u7a81\u53d1\u6d41\u91cf\u5230\u6765\u65f6\uff0c\u82e5\u7f51\u5173\u4ec5\u6309 QPS \u9650\u6d41\u800c\u5ffd\u7565\u201c\u5e76\u53d1\u63a8\u7406\u69fd\u4f4d\u201d\u4e0e\u201cToken \u9884\u7b97\u201d\uff0c\u5927\u91cf\u8bf7\u6c42\u4f1a\u8fdb\u5165\u6392\u961f\u961f\u5217\uff0c\u8fde\u63a5\u6c60\u88ab\u5360\u6ee1\uff0c\u6700\u7ec8\u5bfc\u81f4\u7f51\u5173\u81ea\u8eab\u6210\u4e3a\u74f6\u9888\u3002\u5178\u578b\u8868\u73b0\u662f\uff1a\u9650\u6d41\u9608\u503c\u770b\u4f3c\u672a\u89e6\u53d1\uff0c\u4f46\u4e0a\u6e38\u8fde\u63a5\u6570\u5df2\u6253\u6ee1\uff0c\u5065\u5eb7\u68c0\u67e5\u5931\u8d25\uff0c\u8d1f\u8f7d\u5747\u8861\u5c06\u8282\u70b9\u6458\u9664\uff0c\u8fdb\u4e00\u6b65\u52a0\u5267\u5269\u4f59\u8282\u70b9\u7684\u538b\u529b\u3002<\/p>\n

2.2 \u7b2c\u4e8c\u5c42\uff1aKV Cache \u663e\u5b58\u96ea\u5d29<\/h3>\n

LLM \u63a8\u7406\u7684\u6838\u5fc3\u8d44\u6e90\u662f GPU \u663e\u5b58\uff0c\u800c KV Cache \u662f\u663e\u5b58\u5360\u7528\u7684\u4e3b\u8981\u53d8\u91cf\u3002\u5f53\u5e76\u53d1\u8bf7\u6c42\u6570\u4e0a\u5347\u65f6\uff0c\u6bcf\u4e2a\u8bf7\u6c42\u7684 KV Cache \u6301\u7eed\u589e\u957f\uff1b\u82e5\u8c03\u5ea6\u5668\u672a\u5bf9\u663e\u5b58\u505a\u786c\u9694\u79bb\u4e0e\u51c6\u5165\u63a7\u5236\uff0c\u65b0\u8bf7\u6c42\u4f1a\u4e0d\u65ad\u6324\u5360\u663e\u5b58\uff0c\u89e6\u53d1 OOM \u6216\u8feb\u4f7f\u63a8\u7406\u5f15\u64ce\u8fdb\u884c\u4ee3\u4ef7\u6781\u9ad8\u7684\u663e\u5b58\u6362\u51fa\uff08swap\uff09\uff0c\u5bfc\u81f4\u5355\u8bf7\u6c42\u5ef6\u8fdf\u4ece\u767e\u6beb\u79d2\u7ea7\u52a3\u5316\u5230\u6570\u5341\u79d2\u7ea7\uff0c\u5f62\u6210\u201c\u8d8a\u5fd9\u8d8a\u6162\u3001\u8d8a\u6162\u8d8a\u5fd9\u201d\u7684\u6b63\u53cd\u9988\u96ea\u5d29\u3002<\/p>\n

2.3 \u7b2c\u4e09\u5c42\uff1aGPU \u96c6\u7fa4\u8c03\u5ea6\u6b7b\u9501\u4e0e\u7ea7\u8054\u7194\u65ad\u7f3a\u5931<\/h3>\n

\u5728\u591a\u673a\u591a\u5361\u96c6\u7fa4\u4e2d\uff0c\u63a8\u7406\u8bf7\u6c42\u9700\u8981\u7ecf\u8fc7\u8c03\u5ea6\u5668\u5206\u914d\u5230\u5177\u4f53 GPU \u5b9e\u4f8b\u3002\u82e5\u8c03\u5ea6\u5668\u91c7\u7528\u540c\u6b65\u963b\u585e\u5f0f\u5206\u914d\uff0c\u4e14\u7f3a\u4e4f\u8d85\u65f6\u4e0e\u91cd\u8bd5\u9000\u907f\uff0c\u90e8\u5206\u6162\u8282\u70b9\u4f1a\u62d6\u57ae\u6574\u4e2a\u8c03\u5ea6\u961f\u5217\uff0c\u5f62\u6210\u8c03\u5ea6\u6b7b\u9501\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u82e5\u5165\u53e3\u5c42\u4e0e\u63a8\u7406\u5c42\u4e4b\u95f4\u7f3a\u4e4f\u7ea7\u8054\u7194\u65ad\u673a\u5236\uff0c\u63a8\u7406\u5c42\u7684\u957f\u5c3e\u5ef6\u8fdf\u4f1a\u5411\u4e0a\u4f20\u5bfc\uff0c\u6700\u7ec8\u62d6\u57ae\u7f51\u5173\u4e0e\u524d\u7aef\u670d\u52a1\uff0c\u9020\u6210\u5168\u7ad9\u4e0d\u53ef\u7528\u3002<\/p>\n

\n
\u26a0\ufe0f \u751f\u4ea7\u907f\u5751\u98ce\u9669<\/div>\n

\u5f88\u591a\u56e2\u961f\u5728 LLM \u670d\u52a1\u4e0a\u7ebf\u521d\u671f\u53ea\u5173\u6ce8\u201c\u5355\u8bf7\u6c42\u5ef6\u8fdf\u201d\uff0c\u800c\u5ffd\u7565\u4e86\u201c\u5e76\u53d1\u4e0b\u7684\u8d44\u6e90\u7ade\u4e89\u201d\u3002KV Cache \u7684\u663e\u5b58\u5360\u7528\u662f\u52a8\u6001\u7684\uff0c\u5fc5\u987b\u6309\u201c\u6700\u574f\u60c5\u51b5\u201d\u505a\u5bb9\u91cf\u89c4\u5212\uff0c\u5e76\u8bbe\u7f6e\u663e\u5b58\u6c34\u4f4d\u544a\u8b66\u4e0e\u51c6\u5165\u63a7\u5236\uff0c\u5426\u5219\u4e00\u6b21\u6d41\u91cf\u9ad8\u5cf0\u5c31\u8db3\u4ee5\u51fb\u7a7f\u6574\u4e2a\u96c6\u7fa4\u3002<\/p><\/div>\n

\u4e09\u3001\u6839\u56e0\u5206\u6790\uff1a\u67b6\u6784\u5c42\u9762\u7684\u4e94\u4e2a\u7cfb\u7edf\u6027\u7f3a\u9677<\/h2>\n
\n\n\n\n\n\n\n\n\n\n
\u7f3a\u9677\u7ef4\u5ea6<\/th>\n\u5178\u578b\u8868\u73b0<\/th>\n\u6839\u56e0<\/th>\n\u67b6\u6784\u5f71\u54cd<\/th>\n<\/tr>\n<\/thead>\n
\u9650\u6d41\u6a21\u578b<\/td>\nQPS \u672a\u8d85\u9608\u503c\u4f46\u8fde\u63a5\u6253\u6ee1<\/td>\n\u672a\u6309\u5e76\u53d1\u69fd\u4f4d\u4e0e Token \u9884\u7b97\u9650\u6d41<\/td>\n\u5165\u53e3\u5c42\u8fc7\u8f7d<\/span><\/td>\n<\/tr>\n
\u663e\u5b58\u7ba1\u7406<\/td>\nOOM \u4e0e\u957f\u5c3e\u5ef6\u8fdf\u5e76\u5b58<\/td>\nKV Cache \u65e0\u786c\u9694\u79bb\u4e0e\u51c6\u5165\u63a7\u5236<\/td>\n\u63a8\u7406\u5c42\u96ea\u5d29<\/span><\/td>\n<\/tr>\n
\u8c03\u5ea6\u7b56\u7565<\/td>\n\u6162\u8282\u70b9\u62d6\u57ae\u5168\u5c40<\/td>\n\u540c\u6b65\u963b\u585e\u5206\u914d\u3001\u7f3a\u4e4f\u8d85\u65f6\u9000\u907f<\/td>\n\u96c6\u7fa4\u6b7b\u9501<\/span><\/td>\n<\/tr>\n
\u7194\u65ad\u964d\u7ea7<\/td>\n\u5c40\u90e8\u6545\u969c\u6269\u6563\u4e3a\u5168\u7ad9\u6545\u969c<\/td>\n\u5165\u53e3\u4e0e\u63a8\u7406\u5c42\u4e4b\u95f4\u65e0\u7ea7\u8054\u7194\u65ad<\/td>\n\u6545\u969c\u653e\u5927<\/span><\/td>\n<\/tr>\n
\u5bb9\u91cf\u5f39\u6027<\/td>\n\u6d2a\u5cf0\u671f\u95f4\u65e0\u6cd5\u5feb\u901f\u6269\u5bb9<\/td>\nGPU \u8d44\u6e90\u6c60\u5316\u4e0d\u8db3\u3001\u51b7\u542f\u52a8\u6162<\/td>\n\u6062\u590d\u7f13\u6162<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
\n
\ud83d\udea8 \u4e25\u91cd\u9690\u60a3\u544a\u8b66<\/div>\n

\u82e5\u4f60\u7684 LLM \u670d\u52a1\u540c\u65f6\u5b58\u5728\u201c\u65e0\u663e\u5b58\u51c6\u5165\u63a7\u5236\u201d\u4e0e\u201c\u65e0\u7ea7\u8054\u7194\u65ad\u201d\u4e24\u4e2a\u95ee\u9898\uff0c\u90a3\u4e48\u4e00\u6b21\u6d41\u91cf\u9ad8\u5cf0\u5c31\u8db3\u4ee5\u9020\u6210\u5168\u7ad9\u4e0d\u53ef\u7528\u3002\u8fd9\u4e0d\u662f\u6982\u7387\u95ee\u9898\uff0c\u800c\u662f\u65f6\u95f4\u95ee\u9898\u3002\u5efa\u8bae\u7acb\u5373\u5bf9\u8fd9\u4e24\u4e2a\u70b9\u505a\u4e13\u9879\u6cbb\u7406\u3002<\/p><\/div>\n

\u56db\u3001\u9ad8\u53ef\u7528\u67b6\u6784\u91cd\u6784\u65b9\u6848<\/h2>\n

4.1 \u591a\u7ea7\u9650\u6d41\u4e0e\u6392\u961f\uff1a\u4ece QPS \u5230 Token \u9884\u7b97<\/h3>\n

\u5728\u5165\u53e3\u5c42\u5f15\u5165\u201c\u4e09\u7ea7\u9650\u6d41\u201d\uff1a\u7b2c\u4e00\u7ea7\u6309\u79df\u6237\/API Key \u505a QPS \u9650\u6d41\uff1b\u7b2c\u4e8c\u7ea7\u6309\u5e76\u53d1\u63a8\u7406\u69fd\u4f4d\u9650\u6d41\uff1b\u7b2c\u4e09\u7ea7\u6309 Token \u9884\u7b97\u9650\u6d41\u3002\u540c\u65f6\u5f15\u5165\u4f18\u5148\u7ea7\u961f\u5217\uff0c\u4fdd\u969c\u4ed8\u8d39\u7528\u6237\u4e0e\u5173\u952e\u4e1a\u52a1\u7684\u9ad8\u4f18\u5148\u7ea7\u8bf7\u6c42\u3002\u5bf9\u4e8e\u8d85\u51fa\u5bb9\u91cf\u7684\u8bf7\u6c42\uff0c\u5feb\u901f\u8fd4\u56de 429 \u5e76\u9644\u5e26 Retry-After\uff0c\u907f\u514d\u8bf7\u6c42\u5728\u961f\u5217\u4e2d\u5806\u79ef\u3002<\/p>\n

# \u4e09\u7ea7\u9650\u6d41\u914d\u7f6e\u793a\u4f8b\uff08Nginx + Lua \u4f2a\u4ee3\u7801\uff09\nlimit_req_zone $binary_remote_addr zone=per_key:10m rate=10r\/s;\nlimit_conn_zone $binary_remote_addr zone=conn_per_key:10m;\n# Token \u9884\u7b97\u9650\u6d41\u7531\u4e1a\u52a1\u4fa7 Lua \u811a\u672c\u5b9e\u73b0\n# \u8d85\u51fa\u5bb9\u91cf\u65f6\u5feb\u901f\u5931\u8d25\uff0c\u8fd4\u56de 429 + Retry-After<\/pre>\n
4.2 KV Cache \u663e\u5b58\u6cbb\u7406\uff1a\u51c6\u5165\u63a7\u5236\u4e0e\u6c34\u4f4d\u544a\u8b66<\/h3>\n
\u5728\u63a8\u7406\u5f15\u64ce\u4fa7\u5f15\u5165\u663e\u5b58\u6c34\u4f4d\u76d1\u63a7\uff0c\u5f53\u663e\u5b58\u4f7f\u7528\u7387\u8d85\u8fc7 85% \u65f6\u89e6\u53d1\u51c6\u5165\u63a7\u5236\uff0c\u62d2\u7edd\u65b0\u8bf7\u6c42\u6216\u5c06\u5176\u8def\u7531\u5230\u4f4e\u8d1f\u8f7d\u8282\u70b9\uff1b\u540c\u65f6\u8bbe\u7f6e\u786c\u9694\u79bb\uff0c\u4e3a\u6bcf\u4e2a\u63a8\u7406\u5b9e\u4f8b\u9884\u7559\u5b89\u5168\u663e\u5b58\uff0c\u907f\u514d\u76f8\u4e92\u6324\u5360\u3002\u5bf9\u4e8e\u957f\u4e0a\u4e0b\u6587\u8bf7\u6c42\uff0c\u91c7\u7528\u5206\u9875 KV Cache\uff08PagedAttention\uff09\u4e0e\u62a2\u5360\u5f0f\u8c03\u5ea6\uff0c\u964d\u4f4e\u663e\u5b58\u788e\u7247\u3002<\/p>\n
4.3 \u8c03\u5ea6\u5668\u6539\u9020\uff1a\u5f02\u6b65\u975e\u963b\u585e\u4e0e\u8d85\u65f6\u9000\u907f<\/h3>\n
\u5c06\u8c03\u5ea6\u5668\u6539\u4e3a\u5f02\u6b65\u975e\u963b\u585e\u6a21\u578b\uff0c\u6240\u6709\u5206\u914d\u64cd\u4f5c\u8bbe\u7f6e\u8d85\u65f6\u4e0e\u91cd\u8bd5\u9000\u907f\uff1b\u5f15\u5165\u5065\u5eb7\u5ea6\u8bc4\u5206\uff0c\u5bf9\u6162\u8282\u70b9\u505a\u6743\u91cd\u964d\u7ea7\uff1b\u5f53\u8282\u70b9\u8fde\u7eed\u5931\u8d25\u65f6\u81ea\u52a8\u6458\u9664\u5e76\u89e6\u53d1\u544a\u8b66\u3002\u8c03\u5ea6\u961f\u5217\u8bbe\u7f6e\u6700\u5927\u957f\u5ea6\uff0c\u8d85\u51fa\u65f6\u5feb\u901f\u5931\u8d25\u800c\u975e\u65e0\u9650\u6392\u961f\u3002<\/p>\n
4.4 \u7ea7\u8054\u7194\u65ad\u4e0e\u591a\u7ea7\u964d\u7ea7<\/h3>\n
\u5728\u5165\u53e3\u5c42\u4e0e\u63a8\u7406\u5c42\u4e4b\u95f4\u5f15\u5165\u7194\u65ad\u5668\uff0c\u5f53\u63a8\u7406\u5c42\u9519\u8bef\u7387\u6216\u5ef6\u8fdf\u8d85\u8fc7\u9608\u503c\u65f6\u81ea\u52a8\u7194\u65ad\uff0c\u5feb\u901f\u8fd4\u56de\u964d\u7ea7\u54cd\u5e94\uff08\u5982\u201c\u5f53\u524d\u7e41\u5fd9\uff0c\u8bf7\u7a0d\u540e\u91cd\u8bd5\u201d\u6216\u8def\u7531\u5230\u8f7b\u91cf\u6a21\u578b\uff09\u3002\u540c\u65f6\u51c6\u5907\u591a\u7ea7\u964d\u7ea7\u9884\u6848\uff1a\u4e00\u7ea7\u964d\u7ea7\u5173\u95ed\u975e\u6838\u5fc3\u529f\u80fd\uff08\u5982\u8054\u7f51\u641c\u7d22\uff09\uff0c\u4e8c\u7ea7\u964d\u7ea7\u5207\u6362\u5c0f\u6a21\u578b\uff0c\u4e09\u7ea7\u964d\u7ea7\u4ec5\u4fdd\u7559\u53ea\u8bfb\u80fd\u529b\u3002<\/p>\n
circuit_breaker.error_rate_threshold = 0.3<\/span>INI<\/span><\/div>\n
circuit_breaker.min_request_volume = 50<\/span>INI<\/span><\/div>\n
circuit_breaker.cooldown_seconds = 30<\/span>INI<\/span><\/div>\n
4.5 \u5f39\u6027\u6269\u7f29\u5bb9\u4e0e\u6df7\u6c8c\u5de5\u7a0b\u9a8c\u8bc1<\/h3>\n
\u57fa\u4e8e GPU \u8d44\u6e90\u6c60\u5316\u4e0e\u9884\u70ed\u955c\u50cf\uff0c\u7f29\u77ed\u6269\u5bb9\u51b7\u542f\u52a8\u65f6\u95f4\uff1b\u7ed3\u5408\u6d41\u91cf\u9884\u6d4b\u505a\u5b9a\u65f6\u6269\u5bb9\uff0c\u5e76\u5728\u6d2a\u5cf0\u671f\u95f4\u542f\u7528\u201c\u9884\u7559\u5b9e\u4f8b + \u5f39\u6027\u5b9e\u4f8b\u201d\u6df7\u5408\u6a21\u5f0f\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b9a\u671f\u5f00\u5c55\u6df7\u6c8c\u5de5\u7a0b\u6f14\u7ec3\uff1a\u6a21\u62df\u6d41\u91cf\u6d2a\u5cf0\u3001\u5355\u8282\u70b9\u6545\u969c\u3001\u663e\u5b58 OOM \u7b49\u573a\u666f\uff0c\u9a8c\u8bc1\u9650\u6d41\u3001\u7194\u65ad\u4e0e\u964d\u7ea7\u9884\u6848\u7684\u6709\u6548\u6027\u3002<\/p>\n
\n\u70b9\u51fb\u5c55\u5f00\uff1a\u6df7\u6c8c\u5de5\u7a0b\u6f14\u7ec3\u811a\u672c\u4e0e\u9a8c\u8bc1\u6e05\u5355<\/summary>\n
\n
# \u4f7f\u7528 Chaos Mesh \u6a21\u62df\u63a8\u7406\u8282\u70b9\u6545\u969c\nkubectl apply -f pod-failure.yaml\n# \u4f7f\u7528 wrk \u6a21\u62df\u6d41\u91cf\u6d2a\u5cf0\nwrk -t16 -c200 -d60s --latency http:\/\/gateway\/api\/chat\n# \u9a8c\u8bc1\u6e05\u5355\uff1a\n# 1. \u9650\u6d41\u662f\u5426\u6309\u9884\u671f\u89e6\u53d1\n# 2. \u7194\u65ad\u5668\u662f\u5426\u5728 30s \u5185\u6253\u5f00\n# 3. \u964d\u7ea7\u54cd\u5e94\u662f\u5426\u8fd4\u56de 429\/503 \u800c\u975e\u8d85\u65f6\n# 4. \u6062\u590d\u540e\u662f\u5426\u81ea\u52a8\u534a\u5f00\u63a2\u6d4b<\/code><\/pre>\n<\/div>\n<\/details>\n
\u4e94\u3001\u67b6\u6784\u6536\u76ca\u4e0e\u843d\u5730\u8def\u7ebf\u56fe<\/h2>\n
\n\n\n\n\n\n\n\n\n\n
\u6cbb\u7406\u9879<\/th>\n\u6539\u9020\u524d<\/th>\n\u6539\u9020\u540e<\/th>\n\u91cf\u5316\u6536\u76ca<\/th>\n<\/tr>\n<\/thead>\n
\u5165\u53e3\u9650\u6d41<\/td>\nQPS \u9650\u6d41\u5931\u6548<\/td>\n\u4e09\u7ea7\u9650\u6d41 + \u4f18\u5148\u7ea7\u961f\u5217<\/td>\n\u8fc7\u8f7d\u8bf7\u6c42\u5feb\u901f\u5931\u8d25\uff0c\u961f\u5217\u4e0d\u5806\u79ef<\/span><\/td>\n<\/tr>\n
\u663e\u5b58\u6cbb\u7406<\/td>\nOOM \u9891\u53d1<\/td>\n\u51c6\u5165\u63a7\u5236 + \u6c34\u4f4d\u544a\u8b66<\/td>\nOOM \u964d\u4f4e 90%<\/span><\/td>\n<\/tr>\n
\u8c03\u5ea6\u5668<\/td>\n\u540c\u6b65\u963b\u585e\u6b7b\u9501<\/td>\n\u5f02\u6b65\u975e\u963b\u585e + \u8d85\u65f6\u9000\u907f<\/td>\n\u8c03\u5ea6\u6210\u529f\u7387 99.9%<\/span><\/td>\n<\/tr>\n
\u7194\u65ad\u964d\u7ea7<\/td>\n\u6545\u969c\u5168\u7ad9\u6269\u6563<\/td>\n\u7ea7\u8054\u7194\u65ad + \u591a\u7ea7\u964d\u7ea7<\/td>\nMTTR \u964d\u4f4e 70%<\/span><\/td>\n<\/tr>\n
\u5f39\u6027\u6269\u5bb9<\/td>\n\u6269\u5bb9\u6162<\/td>\n\u8d44\u6e90\u6c60\u5316 + \u9884\u70ed\u955c\u50cf<\/td>\n\u6269\u5bb9\u65f6\u95f4\u7f29\u77ed 60%<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
\u843d\u5730\u8def\u7ebf\u56fe\u5efa\u8bae\u5206\u4e09\u671f\uff1a\u7b2c\u4e00\u671f\uff081-2 \u5468\uff09\u5b8c\u6210\u5165\u53e3\u4e09\u7ea7\u9650\u6d41\u4e0e\u7194\u65ad\u5668\u63a5\u5165\uff1b\u7b2c\u4e8c\u671f\uff082-4 \u5468\uff09\u5b8c\u6210\u663e\u5b58\u51c6\u5165\u63a7\u5236\u4e0e\u8c03\u5ea6\u5668\u5f02\u6b65\u5316\u6539\u9020\uff1b\u7b2c\u4e09\u671f\uff081-2 \u6708\uff09\u5b8c\u6210\u6df7\u6c8c\u5de5\u7a0b\u6f14\u7ec3\u4e0e\u5f39\u6027\u6269\u7f29\u5bb9\u4f53\u7cfb\u3002\u6bcf\u671f\u5747\u9700\u914d\u5957\u76d1\u63a7\u5927\u76d8\u4e0e\u544a\u8b66\u89c4\u5219\uff0c\u786e\u4fdd\u6539\u9020\u6548\u679c\u53ef\u5ea6\u91cf\u3002<\/p>\n
\n
\ud83d\udca1 \u67b6\u6784\u6838\u5fc3\u51b3\u7b56<\/div>\n
LLM \u63a8\u7406\u670d\u52a1\u7684\u9ad8\u53ef\u7528\uff0c\u672c\u8d28\u4e0a\u662f\u201c\u8d44\u6e90\u786e\u5b9a\u6027\u201d\u4e0e\u201c\u6545\u969c\u9694\u79bb\u201d\u7684\u5e73\u8861\u3002\u4e0d\u8981\u8bd5\u56fe\u7528\u65e0\u9650\u6269\u5bb9\u6765\u5bf9\u6297\u6d2a\u5cf0\uff0c\u800c\u8981\u7528\u9650\u6d41\u3001\u7194\u65ad\u4e0e\u964d\u7ea7\u628a\u6545\u969c\u63a7\u5236\u5728\u6700\u5c0f\u8303\u56f4\u3002\u8bb0\u4f4f\uff1a\u5feb\u901f\u5931\u8d25\u6bd4\u6162\u901f\u6210\u529f\u66f4\u6709\u4ef7\u503c\u3002<\/p><\/div>\n
\u539f\u6587\u51fa\u5904\u4e0e\u6743\u5a01\u6eaf\u6e90\u58f0\u660e\uff1a<\/strong>
\u672c\u6587\u6838\u5fc3\u6280\u672f\u80cc\u666f\u6e90\u81ea\u6d77\u5916\u4e00\u7ebf\u6280\u672f\u7814\u7a76\uff1a
\u77e5\u4e4e\u8ba8\u8bba\uff1a\u5982\u4f55\u770b\u5f85 11 \u6708 7 \u65e5 DeepSeek \u518d\u6b21\u5d29\u6e83\uff1f<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"
2025 \u5e74 11 \u6708 7 \u65e5 DeepSeek \u518d\u6b21\u51fa\u73b0\u5927\u89c4\u6a21\u670d\u52a1\u4e0d\u53ef\u7528\uff0c\u672c\u6587\u4ee5\u4e00\u7ebf\u67b6\u6784\u5e08\u89c6\u89d2\uff0c\u57fa\u4e8e\u516c\u5f00\u7ebf\u7d22\u4e0e\u884c\u4e1a\u6743\u5a01\u77e5\u8bc6\u5e93\uff0c\u5b8c\u6574\u63a8\u6f14 LLM \u63a8\u7406\u670d\u52a1\u7684\u6545\u969c\u94fe\u8def\uff1a\u4ece\u7f51\u5173\u9650\u6d41\u5931\u6548\u3001KV Cache \u5185\u5b58\u96ea\u5d29\u3001GPU \u96c6\u7fa4\u8c03\u5ea6\u6b7b\u9501\u5230\u7ea7\u8054\u7194\u65ad\u7f3a\u5931\uff0c\u5e76\u7ed9\u51fa\u53ef\u843d\u5730\u7684\u591a\u7ea7\u964d\u7ea7\u3001\u5f39\u6027\u6269\u7f29\u5bb9\u4e0e\u6df7\u6c8c\u5de5\u7a0b\u9a8c\u8bc1\u65b9\u6848\uff0c\u5e2e\u52a9\u56e2\u961f\u6784\u5efa\u6297\u6d2a\u5cf0\u7684\u5927\u6a21\u578b\u63a8\u7406\u9ad8\u53ef\u7528\u4f53\u7cfb\u3002<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[211,217,215,212,213,216,214],"class_list":["post-717","post","type-post","status-publish","format-standard","hentry","category-ai","tag-deepseek","tag-gpu","tag-kv-cache","tag-llm","tag-213","tag-216","tag-214"],"yoast_head":"\nDeepSeek 11\u00b77 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