{"id":87162,"date":"2026-07-29T22:48:32","date_gmt":"2026-07-29T14:48:32","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/87162.html"},"modified":"2026-07-29T22:48:32","modified_gmt":"2026-07-29T14:48:32","slug":"%e8%83%bd%e6%ba%90%e8%a1%8c%e4%b8%9a%e5%9b%bd%e4%ba%a7%e5%8c%96%e5%ba%94%e7%94%a8%ef%bc%9adeepseek-%e5%9c%a8%e5%9b%bd%e4%ba%a7%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a%e7%9a%84%e5%ae%9e%e6%97%b6%e6%95%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/87162.html","title":{"rendered":"\u80fd\u6e90\u884c\u4e1a\u56fd\u4ea7\u5316\u5e94\u7528\uff1aDeepSeek \u5728\u56fd\u4ea7\u670d\u52a1\u5668\u4e0a\u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u5b9e\u6218\u3002"},"content":{"rendered":"<\/p>\n<hr \/>\n<p>\u80fd\u6e90\u884c\u4e1a\u56fd\u4ea7\u5316\u5e94\u7528&#xff1a;DeepSeek \u5728\u56fd\u4ea7\u670d\u52a1\u5668\u4e0a\u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u5b9e\u6218<\/p>\n<p>\u6458\u8981<\/p>\n<p>\u968f\u7740\u56fd\u5bb6\u80fd\u6e90\u6218\u7565\u7684\u6df1\u5165\u63a8\u8fdb\u548c\u4fe1\u606f\u5b89\u5168\u610f\u8bc6\u7684\u4e0d\u65ad\u589e\u5f3a&#xff0c;\u80fd\u6e90\u884c\u4e1a\u6838\u5fc3\u7cfb\u7edf\u7684\u56fd\u4ea7\u5316\u66ff\u4ee3\u5df2\u6210\u4e3a\u5fc5\u7136\u8d8b\u52bf\u3002\u5b9e\u65f6\u6570\u636e\u5904\u7406\u4f5c\u4e3a\u80fd\u6e90\u751f\u4ea7\u3001\u8f93\u914d\u3001\u8c03\u5ea6\u548c\u5b89\u5168\u7ba1\u7406\u7684\u5173\u952e\u73af\u8282&#xff0c;\u5176\u56fd\u4ea7\u5316\u5e73\u53f0\u7684\u5efa\u8bbe\u5c24\u4e3a\u91cd\u8981\u3002\u672c\u6587\u805a\u7126\u56fd\u4ea7\u4eba\u5de5\u667a\u80fd\u5e73\u53f0 DeepSeek \u5728\u56fd\u4ea7\u670d\u52a1\u5668\u73af\u5883\u4e0b\u7684\u90e8\u7f72\u4e0e\u5e94\u7528&#xff0c;\u7ed3\u5408\u67d0\u5927\u578b\u80fd\u6e90\u4f01\u4e1a\u7684\u5b9e\u9645\u6848\u4f8b&#xff0c;\u8be6\u7ec6\u9610\u8ff0\u4e86 DeepSeek \u5982\u4f55\u9ad8\u6548\u5904\u7406\u6d77\u91cf\u3001\u9ad8\u901f\u7684\u80fd\u6e90\u5b9e\u65f6\u6570\u636e\u6d41&#xff0c;\u652f\u6491\u667a\u80fd\u9884\u8b66\u3001\u4f18\u5316\u8c03\u5ea6\u3001\u8bbe\u5907\u5065\u5eb7\u7ba1\u7406\u7b49\u6838\u5fc3\u4e1a\u52a1\u573a\u666f\u3002\u6587\u7ae0\u6db5\u76d6\u4e86\u56fd\u4ea7\u5316\u73af\u5883\u6784\u5efa\u3001\u6570\u636e\u5904\u7406\u67b6\u6784\u8bbe\u8ba1\u3001\u6838\u5fc3\u7b97\u6cd5\u4f18\u5316\u3001\u6027\u80fd\u74f6\u9888\u7a81\u7834\u3001\u7cfb\u7edf\u96c6\u6210\u5b9e\u8df5\u4ee5\u53ca\u5e94\u7528\u6548\u679c\u8bc4\u4f30\u7b49\u5168\u6d41\u7a0b&#xff0c;\u4e3a\u80fd\u6e90\u884c\u4e1a\u63a8\u8fdb\u667a\u80fd\u5316\u3001\u56fd\u4ea7\u5316\u5efa\u8bbe\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u5b9e\u6218\u7ecf\u9a8c\u548c\u53c2\u8003\u8def\u5f84\u3002<\/p>\n<p>\u5173\u952e\u8bcd&#xff1a; \u80fd\u6e90\u56fd\u4ea7\u5316&#xff1b;\u5b9e\u65f6\u6570\u636e\u5904\u7406&#xff1b;DeepSeek&#xff1b;\u56fd\u4ea7\u670d\u52a1\u5668&#xff1b;\u4eba\u5de5\u667a\u80fd&#xff1b;\u667a\u80fd\u7535\u7f51&#xff1b;\u8bbe\u5907\u76d1\u6d4b&#xff1b;\u4f18\u5316\u8c03\u5ea6<\/p>\n<hr \/>\n<p>1. \u5f15\u8a00<\/p>\n<p>\u80fd\u6e90\u662f\u56fd\u6c11\u7ecf\u6d4e\u7684\u547d\u8109&#xff0c;\u5176\u5b89\u5168\u3001\u7a33\u5b9a\u3001\u9ad8\u6548\u8fd0\u884c\u5173\u4e4e\u56fd\u8ba1\u6c11\u751f\u3002\u8fd1\u5e74\u6765&#xff0c;\u56fd\u5bb6\u5927\u529b\u63a8\u8fdb\u80fd\u6e90\u884c\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u548c\u667a\u80fd\u5316\u5347\u7ea7&#xff0c;\u4ee5\u63d0\u5347\u80fd\u6e90\u5229\u7528\u6548\u7387\u3001\u4fdd\u969c\u80fd\u6e90\u5b89\u5168\u3001\u4fc3\u8fdb\u7eff\u8272\u53d1\u5c55\u3002\u5728\u8fd9\u4e00\u8fdb\u7a0b\u4e2d&#xff0c;\u6570\u636e&#xff0c;\u5c24\u5176\u662f\u5b9e\u65f6\u4ea7\u751f\u7684\u6d77\u91cf\u6570\u636e&#xff0c;\u6210\u4e3a\u9a71\u52a8\u80fd\u6e90\u7cfb\u7edf\u667a\u80fd\u5316\u7684\u6838\u5fc3\u8981\u7d20\u3002\u4ece\u667a\u80fd\u7535\u7f51\u7684\u6beb\u79d2\u7ea7\u8d1f\u8377\u6ce2\u52a8\u76d1\u6d4b&#xff0c;\u5230\u6cb9\u6c14\u7530\u751f\u4ea7\u4e95\u7684\u5b9e\u65f6\u5de5\u51b5\u5206\u6790&#xff0c;\u518d\u5230\u65b0\u80fd\u6e90\u573a\u7ad9\u7684\u529f\u7387\u9884\u6d4b\u4e0e\u8c03\u5ea6&#xff0c;\u90fd\u5bf9\u6570\u636e\u7684\u5b9e\u65f6\u91c7\u96c6\u3001\u5904\u7406\u3001\u5206\u6790\u548c\u5e94\u7528\u63d0\u51fa\u4e86\u6781\u9ad8\u7684\u8981\u6c42\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6&#xff0c;\u4fdd\u969c\u56fd\u5bb6\u80fd\u6e90\u4fe1\u606f\u5b89\u5168\u3001\u638c\u63e1\u6838\u5fc3\u6280\u672f\u81ea\u4e3b\u6743\u7684\u8981\u6c42\u65e5\u76ca\u8feb\u5207\u3002\u6838\u5fc3\u4fe1\u606f\u7cfb\u7edf&#xff0c;\u7279\u522b\u662f\u6d89\u53ca\u5b9e\u65f6\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u7684\u5173\u952e\u5e73\u53f0&#xff0c;\u5176\u56fd\u4ea7\u5316\u66ff\u4ee3\u5df2\u6210\u4e3a\u80fd\u6e90\u4f01\u4e1a\u7684\u6218\u7565\u4efb\u52a1\u3002\u4f20\u7edf\u7684\u56fd\u5916\u5546\u4e1a\u8f6f\u4ef6\u6216\u5e73\u53f0&#xff0c;\u4e0d\u4ec5\u5b58\u5728\u6f5c\u5728\u7684\u4fe1\u606f\u5b89\u5168\u98ce\u9669&#xff0c;\u9ad8\u6602\u7684\u6388\u6743\u8d39\u7528\u548c\u7ef4\u62a4\u6210\u672c\u4e5f\u5236\u7ea6\u4e86\u5176\u5927\u89c4\u6a21\u5e94\u7528\u3002\u56e0\u6b64&#xff0c;\u9009\u62e9\u6027\u80fd\u4f18\u5f02\u3001\u5b89\u5168\u53ef\u63a7\u3001\u751f\u6001\u6210\u719f\u7684\u56fd\u4ea7\u4eba\u5de5\u667a\u80fd\u5e73\u53f0&#xff0c;\u5e76\u4f7f\u5176\u5728\u56fd\u4ea7\u670d\u52a1\u5668\u786c\u4ef6\u4e0a\u9ad8\u6548\u7a33\u5b9a\u8fd0\u884c&#xff0c;\u662f\u80fd\u6e90\u884c\u4e1a\u5b9e\u73b0\u201c\u6570\u667a\u5316\u201d\u4e0e\u201c\u56fd\u4ea7\u5316\u201d\u53cc\u8f6e\u9a71\u52a8\u7684\u5173\u952e\u6240\u5728\u3002<\/p>\n<p>DeepSeek \u4f5c\u4e3a\u56fd\u5185\u9886\u5148\u7684\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u8f6f\u4ef6\u5e73\u53f0\u4e4b\u4e00&#xff0c;\u51ed\u501f\u5176\u5728\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3001\u6a21\u578b\u8bad\u7ec3\u63a8\u7406\u3001\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\u7b49\u65b9\u9762\u7684\u6280\u672f\u79ef\u7d2f\u548c\u4f18\u5316\u80fd\u529b&#xff0c;\u4e3a\u590d\u6742\u573a\u666f\u4e0b\u7684\u5b9e\u65f6\u6570\u636e\u5206\u6790\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u6280\u672f\u652f\u6491\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8 DeepSeek \u5982\u4f55\u6210\u529f\u843d\u5730\u56fd\u4ea7\u670d\u52a1\u5668\u73af\u5883&#xff0c;\u5e76\u9ad8\u6548\u8d4b\u80fd\u80fd\u6e90\u884c\u4e1a\u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u4efb\u52a1\u3002<\/p>\n<hr \/>\n<p>2. \u80fd\u6e90\u884c\u4e1a\u5b9e\u65f6\u6570\u636e\u5904\u7406\u7684\u9700\u6c42\u4e0e\u6311\u6218<\/p>\n<p>2.1 \u6838\u5fc3\u4e1a\u52a1\u573a\u666f\u4e0e\u6570\u636e\u7279\u6027<\/p>\n<p>\u80fd\u6e90\u884c\u4e1a\u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u9700\u6c42\u5e7f\u6cdb\u5b58\u5728\u4e8e\u4ee5\u4e0b\u5178\u578b\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u667a\u80fd\u7535\u7f51\u76d1\u63a7\u4e0e\u8c03\u5ea6&#xff1a;\n<ul>\n<li>\u6570\u636e\u7279\u6027&#xff1a; \u6beb\u79d2\u81f3\u79d2\u7ea7\u9891\u7387&#xff0c;\u8986\u76d6\u5168\u7f51\u6216\u533a\u57df\u8303\u56f4\u5185\u7684\u7535\u538b\u3001\u7535\u6d41\u3001\u529f\u7387\u3001\u9891\u7387\u3001\u5f00\u5173\u72b6\u6001\u7b49\u9065\u6d4b\u9065\u4fe1\u6570\u636e\u3002\u6570\u636e\u91cf\u5e9e\u5927&#xff08;\u65e5\u5904\u7406\u91cf\u53ef\u8fbe TB \u7ea7&#xff09;&#xff0c;\u8981\u6c42\u6781\u4f4e\u7684\u5904\u7406\u5ef6\u8fdf&#xff08;\u901a\u5e38 &lt; 100ms \u81f3\u79d2\u7ea7&#xff09;\u3002<\/li>\n<li>\u5904\u7406\u9700\u6c42&#xff1a; \u5b9e\u65f6\u72b6\u6001\u611f\u77e5\u3001\u8d1f\u8377\u9884\u6d4b\u3001\u6f6e\u6d41\u8ba1\u7b97\u3001\u6545\u969c\u5feb\u901f\u5b9a\u4f4d\u4e0e\u9694\u79bb\u3001\u7535\u538b\u65e0\u529f\u4f18\u5316\u63a7\u5236\u3001\u5b89\u5168\u7a33\u5b9a\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6cb9\u6c14\u751f\u4ea7\u5b9e\u65f6\u76d1\u63a7&#xff1a;\n<ul>\n<li>\u6570\u636e\u7279\u6027&#xff1a; \u6765\u81ea SCADA\u3001DCS\u3001PLC \u7cfb\u7edf&#xff0c;\u5305\u62ec\u4e95\u53e3\u538b\u529b\u3001\u6e29\u5ea6\u3001\u6d41\u91cf\u3001\u8bbe\u5907\u632f\u52a8\u3001\u9600\u95e8\u72b6\u6001\u7b49\u3002\u6570\u636e\u9891\u7387\u4ece\u79d2\u7ea7\u5230\u5206\u949f\u7ea7\u4e0d\u7b49&#xff0c;\u6570\u636e\u6765\u6e90\u5206\u6563\u4e14\u5f02\u6784\u6027\u5f3a\u3002<\/li>\n<li>\u5904\u7406\u9700\u6c42&#xff1a; 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\u6574\u5408\u7535\u3001\u6c14\u3001\u70ed\u3001\u51b7\u7b49\u591a\u79cd\u80fd\u6e90\u6570\u636e&#xff0c;\u4ee5\u53ca\u7528\u6237\u4fa7\u8d1f\u8377\u3001\u50a8\u80fd\u72b6\u6001\u7b49\u3002\u6570\u636e\u7ef4\u5ea6\u591a&#xff0c;\u5173\u8054\u6027\u5f3a\u3002<\/li>\n<li>\u5904\u7406\u9700\u6c42&#xff1a; \u591a\u80fd\u6d41\u5b9e\u65f6\u534f\u540c\u4f18\u5316\u3001\u6e90\u7f51\u8377\u50a8\u534f\u8c03\u63a7\u5236\u3001\u9700\u6c42\u54cd\u5e94\u7ba1\u7406\u3001\u80fd\u6548\u5206\u6790\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>2.2 \u9762\u4e34\u7684\u6311\u6218<\/p>\n<p>\u5728\u56fd\u4ea7\u5316\u80cc\u666f\u4e0b&#xff0c;\u80fd\u6e90\u5b9e\u65f6\u6570\u636e\u5904\u7406\u9762\u4e34\u72ec\u7279\u6311\u6218&#xff1a;<\/p>\n<ul>\n<li>\u6027\u80fd\u8981\u6c42\u82db\u523b&#xff1a; \u6d77\u91cf\u6570\u636e\u7684\u4f4e\u5ef6\u8fdf\u5904\u7406\u5bf9\u8ba1\u7b97\u5e73\u53f0\u7684\u541e\u5410\u91cf\u548c\u54cd\u5e94\u901f\u5ea6\u8981\u6c42\u6781\u9ad8\u3002<\/li>\n<li>\u6570\u636e\u8d28\u91cf\u590d\u6742&#xff1a; \u4f20\u611f\u5668\u8bef\u5dee\u3001\u901a\u4fe1\u4e2d\u65ad\u3001\u6570\u636e\u6f02\u79fb\u7b49\u95ee\u9898\u666e\u904d\u5b58\u5728&#xff0c;\u9700\u8981\u5f3a\u5927\u7684\u5b9e\u65f6\u6570\u636e\u6e05\u6d17\u548c\u4fee\u590d\u80fd\u529b\u3002<\/li>\n<li>\u6a21\u578b\u5b9e\u65f6\u6027&#xff1a; \u57fa\u4e8e AI \u7684\u9884\u8b66\u3001\u9884\u6d4b\u3001\u4f18\u5316\u6a21\u578b\u9700\u8981\u5728\u79d2\u7ea7\u751a\u81f3\u6beb\u79d2\u7ea7\u5b8c\u6210\u63a8\u7406\u3002<\/li>\n<li>\u7cfb\u7edf\u7a33\u5b9a\u6027&#xff1a; \u80fd\u6e90\u7cfb\u7edf 7&#215;24 \u5c0f\u65f6\u8fde\u7eed\u8fd0\u884c&#xff0c;\u6570\u636e\u5904\u7406\u5e73\u53f0\u5fc5\u987b\u5177\u5907\u6781\u9ad8\u7684\u53ef\u9760\u6027\u548c\u5bb9\u9519\u80fd\u529b\u3002<\/li>\n<li>\u56fd\u4ea7\u5316\u9002\u914d&#xff1a; \u9700\u8981\u5728\u56fd\u4ea7 CPU&#xff08;\u5982\u9cb2\u9e4f\u3001\u98de\u817e\u3001\u7533\u5a01&#xff09;\u3001\u64cd\u4f5c\u7cfb\u7edf&#xff08;\u5982\u9e92\u9e9f\u3001\u7edf\u4fe1 UOS&#xff09;\u4e0a\u9ad8\u6548\u8fd0\u884c&#xff0c;\u514b\u670d\u6f5c\u5728\u7684\u6307\u4ee4\u96c6\u5dee\u5f02\u3001\u9a71\u52a8\u517c\u5bb9\u6027\u3001\u6027\u80fd\u4f18\u5316\u7b49\u95ee\u9898\u3002<\/li>\n<li>\u5b89\u5168\u53ef\u63a7&#xff1a; \u6ee1\u8db3\u56fd\u5bb6\u4fe1\u606f\u7cfb\u7edf\u5b89\u5168\u7b49\u7ea7\u4fdd\u62a4\u8981\u6c42&#xff0c;\u4fdd\u969c\u6570\u636e\u5b89\u5168\u548c\u5e73\u53f0\u81ea\u8eab\u5b89\u5168\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>3. \u56fd\u4ea7\u5316\u57fa\u7840\u73af\u5883\u6784\u5efa<\/p>\n<p>3.1 \u786c\u4ef6\u5e73\u53f0\u9009\u62e9<\/p>\n<p>\u672c\u6b21\u5b9e\u6218\u6848\u4f8b\u91c7\u7528\u57fa\u4e8e\u9cb2\u9e4f 920 \u5904\u7406\u5668\u7684\u56fd\u4ea7\u670d\u52a1\u5668\u96c6\u7fa4\u3002\u9cb2\u9e4f\u5904\u7406\u5668\u57fa\u4e8e ARM v8 \u67b6\u6784&#xff0c;\u5177\u6709\u591a\u6838\u3001\u9ad8\u5e26\u5bbd\u3001\u4f4e\u529f\u8017\u7b49\u4f18\u52bf&#xff0c;\u5c24\u5176\u9002\u5408\u9ad8\u5e76\u53d1\u6570\u636e\u5904\u7406\u573a\u666f\u3002\u670d\u52a1\u5668\u914d\u7f6e\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\u8ba1\u7b97\u8282\u70b9&#xff1a; \u914d\u7f6e\u9cb2\u9e4f 920 (48\u6838) \u5904\u7406\u5668&#xff0c;256GB DDR4 \u5185\u5b58&#xff0c;\u914d\u5907\u9ad8\u6027\u80fd NVMe SSD \u7528\u4e8e\u7cfb\u7edf\u76d8\u548c\u4e34\u65f6\u6570\u636e\u5904\u7406\u3002<\/li>\n<li>\u5b58\u50a8\u8282\u70b9&#xff1a; \u91c7\u7528\u5206\u5e03\u5f0f\u5b58\u50a8\u67b6\u6784&#xff08;\u5982 Ceph&#xff09;&#xff0c;\u57fa\u4e8e\u9cb2\u9e4f\u670d\u52a1\u5668\u6784\u5efa&#xff0c;\u63d0\u4f9b\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u8fdf\u7684\u6d77\u91cf\u6570\u636e\u6301\u4e45\u5316\u5b58\u50a8\u80fd\u529b\u3002<\/li>\n<li>\u7f51\u7edc&#xff1a; \u91c7\u7528 25G\/100G \u9ad8\u901f\u4ee5\u592a\u7f51\u4e92\u8054&#xff0c;\u786e\u4fdd\u8282\u70b9\u95f4\u6570\u636e\u4f20\u8f93\u6548\u7387\u3002<\/li>\n<\/ul>\n<p>3.2 \u64cd\u4f5c\u7cfb\u7edf\u4e0e\u57fa\u7840\u8f6f\u4ef6<\/p>\n<ul>\n<li>\u64cd\u4f5c\u7cfb\u7edf&#xff1a; \u9009\u7528 openEuler \u6216 \u7edf\u4fe1 UOS Server \u4f5c\u4e3a\u670d\u52a1\u5668\u64cd\u4f5c\u7cfb\u7edf\u3002\u8fd9\u4e24\u4e2a\u7cfb\u7edf\u5747\u9488\u5bf9\u56fd\u4ea7\u82af\u7247\u8fdb\u884c\u4e86\u6df1\u5ea6\u4f18\u5316&#xff0c;\u63d0\u4f9b\u7a33\u5b9a\u7684\u8fd0\u884c\u73af\u5883\u548c\u4e30\u5bcc\u7684\u7ba1\u7406\u5de5\u5177\u3002<\/li>\n<li>\u5bb9\u5668\u5316\u5e73\u53f0&#xff1a; \u91c7\u7528 Kubernetes \u4f5c\u4e3a\u5bb9\u5668\u7f16\u6392\u7ba1\u7406\u5e73\u53f0\u3002Kubernetes \u5728\u56fd\u4ea7\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c\u826f\u597d&#xff0c;\u4e3a DeepSeek \u53ca\u5176\u4f9d\u8d56\u7ec4\u4ef6\u7684\u90e8\u7f72\u3001\u4f38\u7f29\u3001\u7ba1\u7406\u63d0\u4f9b\u4e86\u4fbf\u5229\u3002<\/li>\n<li>\u5176\u4ed6\u57fa\u7840\u7ec4\u4ef6&#xff1a; \u5305\u62ec\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u3001\u6d88\u606f\u961f\u5217&#xff08;\u5982 Kafka\/Pulsar&#xff09;\u3001\u65f6\u5e8f\u6570\u636e\u5e93&#xff08;\u5982 InfluxDB\/TDengine&#xff09;\u7b49&#xff0c;\u5747\u9009\u7528\u652f\u6301 ARM \u67b6\u6784\u7684\u56fd\u4ea7\u6216\u5f00\u6e90\u7248\u672c&#xff0c;\u5e76\u8fdb\u884c\u6027\u80fd\u8c03\u4f18\u3002<\/li>\n<\/ul>\n<p>3.3 DeepSeek \u5e73\u53f0\u7684\u56fd\u4ea7\u5316\u90e8\u7f72<\/p>\n<p>DeepSeek \u5e73\u53f0\u672c\u8eab\u5177\u6709\u826f\u597d\u7684\u8de8\u5e73\u53f0\u652f\u6301\u80fd\u529b\u3002\u5728\u56fd\u4ea7\u670d\u52a1\u5668\u4e0a\u7684\u90e8\u7f72\u4e3b\u8981\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u73af\u5883\u4f9d\u8d56\u5b89\u88c5&#xff1a; \u5728 openEuler\/UOS \u4e0a\u5b89\u88c5 DeepSeek \u6240\u9700\u7684 Python \u73af\u5883\u3001CUDA&#xff08;\u82e5\u4f7f\u7528 GPU \u52a0\u901f&#xff09;\u3001MPI \u5e93&#xff08;\u5206\u5e03\u5f0f\u8bad\u7ec3&#xff09;\u7b49\u4f9d\u8d56\u9879\u3002\u786e\u4fdd\u6240\u6709\u4f9d\u8d56\u5e93\u5747\u6709 ARM \u7248\u672c\u6216\u6e90\u4ee3\u7801\u53ef\u7f16\u8bd1\u3002<\/li>\n<li>DeepSeek \u6838\u5fc3\u7ec4\u4ef6\u5b89\u88c5&#xff1a; \u901a\u8fc7 pip \u6216\u6e90\u7801\u7f16\u8bd1\u65b9\u5f0f\u5b89\u88c5 DeepSeek \u7684\u6838\u5fc3\u5e93&#xff0c;\u5305\u62ec\u5176\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3001\u6570\u636e\u5904\u7406\u5de5\u5177\u5305\u3001\u6a21\u578b\u7ba1\u7406\u6a21\u5757\u7b49\u3002<\/li>\n<li>\u5bb9\u5668\u5316\u90e8\u7f72 (\u53ef\u9009\u4f46\u63a8\u8350)&#xff1a; \u6784\u5efa\u5305\u542b DeepSeek \u53ca\u5176\u8fd0\u884c\u73af\u5883\u7684 Docker \u955c\u50cf&#xff08;\u9700\u4f7f\u7528\u652f\u6301 ARM \u7684\u57fa\u7840\u955c\u50cf&#xff09;&#xff0c;\u5e76\u901a\u8fc7 Kubernetes \u8fdb\u884c\u90e8\u7f72\u548c\u7ba1\u7406\u3002\u8fd9\u79cd\u65b9\u5f0f\u9694\u79bb\u6027\u597d&#xff0c;\u6613\u4e8e\u6269\u5c55\u548c\u5347\u7ea7\u3002<\/li>\n<li>\u56fd\u4ea7 GPU \u652f\u6301 (\u5982\u9002\u7528)&#xff1a; \u82e5\u6709\u57fa\u4e8e\u56fd\u4ea7 GPU&#xff08;\u5982\u5146\u82af\u3001\u58c1\u4ede\u7b49&#xff09;\u7684\u52a0\u901f\u9700\u6c42&#xff0c;\u9700\u9a8c\u8bc1 DeepSeek \u7684\u7b97\u5b50\u5e93&#xff08;\u5982\u901a\u8fc7 TensorFlow\/PyTorch \u540e\u7aef&#xff09;\u662f\u5426\u652f\u6301\u5bf9\u5e94\u7684\u8ba1\u7b97\u5e93&#xff08;\u5982 BLAS, cuDNN \u7684\u56fd\u4ea7\u66ff\u4ee3&#xff09;&#xff0c;\u5e76\u8fdb\u884c\u5fc5\u8981\u7684\u9002\u914d\u6216\u4f18\u5316\u3002<\/li>\n<\/ul>\n<p>\u90e8\u7f72\u5b8c\u6210\u540e&#xff0c;\u9700\u8fdb\u884c\u5168\u9762\u7684\u529f\u80fd\u6d4b\u8bd5\u548c\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5&#xff0c;\u786e\u4fdd DeepSeek \u5728\u56fd\u4ea7\u73af\u5883\u4e0b\u8fd0\u884c\u6b63\u5e38&#xff0c;\u6027\u80fd\u7b26\u5408\u9884\u671f\u3002<\/p>\n<hr \/>\n<p>4. \u57fa\u4e8e DeepSeek \u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u67b6\u6784\u8bbe\u8ba1<\/p>\n<p>\u9488\u5bf9\u80fd\u6e90\u5b9e\u65f6\u6570\u636e\u5904\u7406\u7684\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u541e\u5410\u3001\u9ad8\u53ef\u9760\u9700\u6c42&#xff0c;\u8bbe\u8ba1\u4e86\u4e00\u5957\u57fa\u4e8e DeepSeek \u7684\u5206\u5c42\u5904\u7406\u67b6\u6784&#xff1a;<\/p>\n<p>4.1 \u67b6\u6784\u6982\u89c8<\/p>\n<p>graph LR<br \/>\n    subgraph \u6570\u636e\u6e90<br \/>\n        A[SCADA\/DCS] &#8211;&gt; B[RTU\/PLC]<br \/>\n        C[\u667a\u80fd\u7535\u8868] &#8211;&gt; B<br \/>\n        D[\u6c14\u8c61\u7ad9] &#8211;&gt; B<br \/>\n        E[\u89c6\u9891\/\u56fe\u50cf] &#8211;&gt; F[\u8fb9\u7f18\u7f51\u5173]<br \/>\n    end<br \/>\n    subgraph \u8fb9\u7f18\u5c42<br \/>\n        B &#8211;&gt; G[\u6570\u636e\u91c7\u96c6\u4e0e\u534f\u8bae\u89e3\u6790]<br \/>\n        F &#8211;&gt; G<br \/>\n        G &#8211;&gt; H[\u5b9e\u65f6\u6570\u636e\u6e05\u6d17\/\u8fc7\u6ee4]<br \/>\n        H &#8211;&gt; I[\u8fb9\u7f18\u8f7b\u91cf\u7ea7AI\u63a8\u7406]<br \/>\n        I &#8211;&gt; J[\u6570\u636e\u538b\u7f29\/\u7f13\u5b58]<br \/>\n        J &#8211;&gt; K[\u6d88\u606f\u961f\u5217]<br \/>\n    end<br \/>\n    subgraph \u4e2d\u5fc3\u5e73\u53f0<br \/>\n        K &#8211;&gt; L[\u6d41\u5f0f\u6570\u636e\u63a5\u5165]<br \/>\n        L &#8211;&gt; M[DeepSeek \u5b9e\u65f6\u6d41\u5904\u7406\u5f15\u64ce]<br \/>\n        M &#8211;&gt; N[\u6838\u5fc3AI\u6a21\u578b\u63a8\u7406]<br \/>\n        M &#8211;&gt; O[\u65f6\u5e8f\u6570\u636e\u5e93]<br \/>\n        N &#8211;&gt; P[\u4e1a\u52a1\u5e94\u7528]<br \/>\n        O &#8211;&gt; P<br \/>\n        P &#8211;&gt; Q[\u53ef\u89c6\u5316\/\u544a\u8b66\/\u63a7\u5236]<br \/>\n    end<\/p>\n<p>4.2 \u6838\u5fc3\u7ec4\u4ef6\u8be6\u89e3<\/p>\n<ul>\n<li>\u6570\u636e\u91c7\u96c6\u4e0e\u534f\u8bae\u89e3\u6790&#xff1a; \u4f4d\u4e8e\u8fb9\u7f18\u6216\u524d\u7f6e\u673a\u3002\u8d1f\u8d23\u8fde\u63a5\u5404\u7c7b\u73b0\u573a\u8bbe\u5907&#xff08;Modbus, IEC 104, OPC UA \u7b49&#xff09;&#xff0c;\u89e3\u6790\u539f\u59cb\u62a5\u6587&#xff0c;\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u3002\u4f7f\u7528\u9ad8\u6548\u7684\u591a\u7ebf\u7a0b\/\u5f02\u6b65 I\/O \u5e93\u5904\u7406\u5e76\u53d1\u8fde\u63a5\u3002<\/li>\n<li>\u5b9e\u65f6\u6570\u636e\u6e05\u6d17\/\u8fc7\u6ee4&#xff1a; \u5728\u6570\u636e\u5165\u53e3\u5904\u8fdb\u884c\u521d\u6b65\u5904\u7406\u3002\u5229\u7528 DeepSeek \u63d0\u4f9b\u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u5de5\u5177\u5305&#xff1a;\n<ul>\n<li>\u5f02\u5e38\u503c\u68c0\u6d4b&#xff1a; \u57fa\u4e8e\u7edf\u8ba1\u65b9\u6cd5&#xff08;\u5982 Z-Score&#xff09;\u6216\u7b80\u5355\u89c4\u5219&#xff08;\u9608\u503c\u3001\u7a81\u53d8\u7387&#xff09;\u5feb\u901f\u5254\u9664\u660e\u663e\u5f02\u5e38\u70b9\u3002<\/li>\n<li>\u6570\u636e\u5bf9\u9f50&#xff1a; \u5904\u7406\u4e0d\u540c\u9891\u7387\u6570\u636e\u7684\u65f6\u95f4\u6233\u5bf9\u9f50\u95ee\u9898\u3002<\/li>\n<li>\u7a7a\u503c\/\u65e0\u6548\u503c\u5904\u7406&#xff1a; \u7b80\u5355\u63d2\u8865\u6216\u6807\u8bb0\u3002<\/li>\n<li>\u6570\u636e\u964d\u7ef4\/\u91c7\u6837&#xff1a; \u5bf9\u4e8e\u8d85\u9ad8\u9891\u7387\u6570\u636e&#xff0c;\u53ef\u8fdb\u884c\u5b89\u5168\u8303\u56f4\u5185\u7684\u964d\u91c7\u6837\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6d88\u606f\u961f\u5217&#xff1a; \u91c7\u7528 Apache Pulsar \u6216 \u56fd\u4ea7\u6d88\u606f\u4e2d\u95f4\u4ef6\u3002\u4f5c\u4e3a\u6570\u636e\u7ba1\u9053&#xff0c;\u89e3\u8026\u751f\u4ea7\u8005\u548c\u6d88\u8d39\u8005&#xff0c;\u63d0\u4f9b\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u8fdf\u3001\u6301\u4e45\u5316\u7684\u6d88\u606f\u4f20\u8f93\u80fd\u529b\u3002\u652f\u6301\u591a\u79df\u6237\u548c Topic \u5206\u533a&#xff0c;\u4fbf\u4e8e\u6269\u5c55\u3002<\/li>\n<li>DeepSeek \u5b9e\u65f6\u6d41\u5904\u7406\u5f15\u64ce&#xff1a; \u67b6\u6784\u7684\u6838\u5fc3\u3002\u5b83\u6d88\u8d39\u6765\u81ea\u6d88\u606f\u961f\u5217\u7684\u6570\u636e\u6d41&#xff0c;\u5e76\u8fdb\u884c\u9ad8\u6548\u5904\u7406&#xff1a;\n<ul>\n<li>\u57fa\u4e8e\u7a97\u53e3\u7684\u8ba1\u7b97&#xff1a; \u5904\u7406\u6ed1\u52a8\u7a97\u53e3\u3001\u8df3\u52a8\u7a97\u53e3\u5185\u7684\u805a\u5408\u64cd\u4f5c&#xff08;\u5982\u5e73\u5747\u503c\u3001\u6700\u5927\u503c\u3001\u6807\u51c6\u5dee&#xff09;\u3002<\/li>\n<li>\u72b6\u6001\u7ba1\u7406&#xff1a; \u7ef4\u62a4\u5904\u7406\u8fc7\u7a0b\u4e2d\u7684\u72b6\u6001\u4fe1\u606f&#xff08;\u5982\u8bbe\u5907\u6700\u8fd1 N \u4e2a\u91c7\u6837\u70b9&#xff09;&#xff0c;\u652f\u6301\u7cbe\u786e\u4e00\u6b21&#xff08;Exactly-once&#xff09;\u8bed\u4e49\u4fdd\u8bc1\u3002<\/li>\n<li>CEP (\u590d\u6742\u4e8b\u4ef6\u5904\u7406)&#xff1a; \u8bc6\u522b\u8de8\u591a\u4e2a\u6570\u636e\u6d41\u7684\u590d\u6742\u4e8b\u4ef6\u6a21\u5f0f&#xff08;\u5982\u201c\u538b\u529b\u9aa4\u5347\u4f34\u968f\u6e29\u5ea6\u4e0b\u964d\u201d&#xff09;\u3002<\/li>\n<li>\u4e0e AI \u6a21\u578b\u96c6\u6210&#xff1a; \u65e0\u7f1d\u5730\u5c06\u9884\u5904\u7406\u540e\u7684\u6570\u636e\u6d41\u5582\u5165\u540e\u7eed\u7684 AI \u6a21\u578b\u8fdb\u884c\u63a8\u7406\u3002DeepSeek \u7684\u5f15\u64ce\u652f\u6301\u5c06\u8bad\u7ec3\u597d\u7684\u6a21\u578b&#xff08;SavedModel, ONNX \u7b49&#xff09;\u4f5c\u4e3a UDF (\u7528\u6237\u81ea\u5b9a\u4e49\u51fd\u6570) \u52a0\u8f7d\u5e76\u6267\u884c\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6838\u5fc3 AI \u6a21\u578b\u63a8\u7406&#xff1a; \u8fd0\u884c\u5728\u4e2d\u5fc3\u5e73\u53f0\u7684\u9ad8\u6027\u80fd\u670d\u52a1\u5668\u4e0a\u3002\u5229\u7528 DeepSeek \u7684\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u5f15\u64ce&#xff1a;\n<ul>\n<li>\u6a21\u578b\u52a0\u8f7d\u4e0e\u4f18\u5316&#xff1a; \u652f\u6301\u4e3b\u6d41\u6a21\u578b\u683c\u5f0f\u52a0\u8f7d&#xff0c;\u5e76\u9488\u5bf9\u9cb2\u9e4f CPU \u8fdb\u884c\u7b97\u5b50\u4f18\u5316&#xff08;\u5982\u4f7f\u7528 ARM Compute Library&#xff09;\u3002<\/li>\n<li>\u9ad8\u6027\u80fd\u63a8\u7406&#xff1a; \u5229\u7528\u591a\u6838\u5e76\u884c\u3001\u6279\u5904\u7406&#xff08;Batch Inference&#xff09;\u3001\u6a21\u578b\u91cf\u5316&#xff08;INT8&#xff09;\u7b49\u6280\u672f\u63d0\u5347\u541e\u5410\u91cf&#xff0c;\u964d\u4f4e\u5ef6\u8fdf\u3002<\/li>\n<li>\u6a21\u578b\u7ba1\u7406&#xff1a; DeepSeek \u63d0\u4f9b\u6a21\u578b\u7248\u672c\u7ba1\u7406\u3001A\/B \u6d4b\u8bd5\u3001\u70ed\u66f4\u65b0\u7b49\u529f\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u65f6\u5e8f\u6570\u636e\u5e93&#xff1a; \u9009\u7528\u9ad8\u6027\u80fd\u56fd\u4ea7\u6216\u5f00\u6e90\u65f6\u5e8f\u6570\u636e\u5e93&#xff08;\u5982 TDengine&#xff09;\u3002\u5b58\u50a8\u6e05\u6d17\u540e\u7684\u539f\u59cb\u6570\u636e\u3001\u5904\u7406\u7ed3\u679c\u3001\u6a21\u578b\u8f93\u51fa\u7b49\u3002\u63d0\u4f9b\u9ad8\u6548\u7684\u65f6\u95f4\u8303\u56f4\u67e5\u8be2\u3001\u805a\u5408\u67e5\u8be2\u80fd\u529b&#xff0c;\u652f\u6301\u6570\u636e\u964d\u91c7\u6837\u5f52\u6863\u3002<\/li>\n<li>\u4e1a\u52a1\u5e94\u7528\u5c42&#xff1a; \u57fa\u4e8e\u5904\u7406\u7ed3\u679c\u548c\u6a21\u578b\u8f93\u51fa&#xff0c;\u5b9e\u73b0\u6700\u7ec8\u7684\u4e1a\u52a1\u4ef7\u503c&#xff1a;\n<ul>\n<li>\u5b9e\u65f6\u53ef\u89c6\u5316&#xff1a; \u5927\u5c4f\u5c55\u793a\u5173\u952e\u6307\u6807\u3001\u62a5\u8b66\u4fe1\u606f\u3002<\/li>\n<li>\u667a\u80fd\u9884\u8b66&#xff1a; \u57fa\u4e8e AI \u6a21\u578b\u7684\u5f02\u5e38\u68c0\u6d4b\u7ed3\u679c\u89e6\u53d1\u62a5\u8b66\u3002<\/li>\n<li>\u4f18\u5316\u51b3\u7b56&#xff1a; \u5c06\u6a21\u578b\u9884\u6d4b\u7ed3\u679c&#xff08;\u5982\u8d1f\u8377\u9884\u6d4b\u3001\u53d1\u7535\u529f\u7387\u9884\u6d4b&#xff09;\u8f93\u5165\u8c03\u5ea6\u4f18\u5316\u7b97\u6cd5\u3002<\/li>\n<li>\u63a7\u5236\u6307\u4ee4\u751f\u6210&#xff1a; \u5c06\u4f18\u5316\u7ed3\u679c\u6216\u5b89\u5168\u6307\u4ee4\u4e0b\u53d1\u7ed9\u6267\u884c\u673a\u6784&#xff08;\u9700\u901a\u8fc7\u5b89\u5168\u9a8c\u8bc1&#xff09;\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>4.3 \u5173\u952e\u6280\u672f\u70b9<\/p>\n<ul>\n<li>\u6d41\u6279\u4e00\u4f53&#xff1a; DeepSeek \u652f\u6301\u6d41\u5f0f\u5904\u7406\u548c\u6279\u5904\u7406\u4f7f\u7528\u540c\u4e00\u5957 API \u548c\u8ba1\u7b97\u5f15\u64ce\u3002\u65b9\u4fbf\u5386\u53f2\u6570\u636e\u5206\u6790\u4e0e\u5b9e\u65f6\u6d41\u6c34\u7ebf\u7684\u534f\u540c\u3002<\/li>\n<li>\u8d44\u6e90\u52a8\u6001\u8c03\u5ea6&#xff1a; \u5728 Kubernetes \u4e0a&#xff0c;\u6839\u636e\u6d88\u606f\u961f\u5217\u79ef\u538b\u60c5\u51b5\u3001CPU \u8d1f\u8f7d\u7b49\u6307\u6807&#xff0c;\u52a8\u6001\u8c03\u6574\u6d41\u5904\u7406\u4efb\u52a1\u7684 Pod \u526f\u672c\u6570\u3002<\/li>\n<li>\u6545\u969c\u6062\u590d&#xff1a; \u5229\u7528\u6d88\u606f\u961f\u5217\u7684\u6301\u4e45\u5316\u548c\u6d41\u5904\u7406\u5f15\u64ce\u7684\u68c0\u67e5\u70b9&#xff08;Checkpointing&#xff09;\u673a\u5236&#xff0c;\u786e\u4fdd\u6545\u969c\u540e\u80fd\u5feb\u901f\u6062\u590d\u5e76\u4ece\u65ad\u70b9\u7ee7\u7eed\u5904\u7406&#xff0c;\u4fdd\u8bc1\u6570\u636e\u4e0d\u4e22\u5931\u3001\u4e0d\u91cd\u590d\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>5. DeepSeek \u5728\u6838\u5fc3\u4e1a\u52a1\u573a\u666f\u4e2d\u7684\u7b97\u6cd5\u5e94\u7528\u4e0e\u4f18\u5316<\/p>\n<p>DeepSeek \u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u7b97\u6cd5\u5e93\u548c\u7075\u6d3b\u7684\u6a21\u578b\u6784\u5efa\u80fd\u529b&#xff0c;\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5178\u578b\u573a\u666f\u4e2d\u7684\u5e94\u7528\u4e0e\u4f18\u5316\u5b9e\u8df5&#xff1a;<\/p>\n<p>5.1 \u8bbe\u5907\u6545\u969c\u65e9\u671f\u9884\u8b66 (\u4ee5\u6cb9\u4e95\u62bd\u6cb9\u673a\u4e3a\u4f8b)<\/p>\n<ul>\n<li>\u95ee\u9898&#xff1a; \u4f20\u7edf\u57fa\u4e8e\u9608\u503c\u7684\u62a5\u8b66\u6ede\u540e\u4e14\u8bef\u62a5\u7387\u9ad8\u3002\u9700\u8981\u5229\u7528\u632f\u52a8\u3001\u7535\u6d41\u3001\u6e29\u5ea6\u7b49\u591a\u7ef4\u65f6\u5e8f\u6570\u636e\u63d0\u524d\u53d1\u73b0\u6f5c\u5728\u6545\u969c&#xff08;\u5982\u8f74\u627f\u78e8\u635f\u3001\u6746\u65ad&#xff09;\u3002<\/li>\n<li>\u6a21\u578b\u9009\u62e9&#xff1a;\n<ul>\n<li>\u7279\u5f81\u5de5\u7a0b&#xff1a; \u4f7f\u7528 DeepSeek \u7684\u65f6\u5e8f\u5904\u7406\u5de5\u5177\u8ba1\u7b97\u65f6\u57df\u7279\u5f81&#xff08;\u5747\u503c\u3001\u65b9\u5dee\u3001\u5cf0\u503c\u3001\u5ced\u5ea6&#xff09;\u3001\u9891\u57df\u7279\u5f81&#xff08;FFT \u9891\u8c31\u80fd\u91cf\u3001\u5305\u7edc\u5206\u6790&#xff09;\u3001\u65f6\u9891\u57df\u7279\u5f81&#xff08;\u5c0f\u6ce2\u53d8\u6362\u7cfb\u6570&#xff09;\u3002\u76f4\u63a5\u5728\u6d41\u5904\u7406\u5f15\u64ce\u4e2d\u8ba1\u7b97\u3002<\/li>\n<li>\u6838\u5fc3\u6a21\u578b&#xff1a; \u91c7\u7528 LSTM (\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc) \u6216 Transformer \u6a21\u578b\u5b66\u4e60\u6b63\u5e38\u5de5\u51b5\u4e0b\u591a\u53d8\u91cf\u65f6\u5e8f\u7684\u5173\u8054\u6a21\u5f0f\u3002DeepSeek \u63d0\u4f9b\u9ad8\u6548\u7684 RNN\/Transformer \u5c42\u5b9e\u73b0\u3002<\/li>\n<li>\u65e0\u76d1\u7763\/\u534a\u76d1\u7763\u5b66\u4e60&#xff1a; \u8003\u8651\u5230\u6545\u969c\u6837\u672c\u7a00\u5c11&#xff0c;\u66f4\u591a\u91c7\u7528\u65e0\u76d1\u7763\u65b9\u6cd5&#xff1a;\n<ul>\n<li>\u81ea\u7f16\u7801\u5668 (Autoencoder)&#xff1a; \u5b66\u4e60\u91cd\u6784\u6b63\u5e38\u6570\u636e\u3002\u91cd\u6784\u8bef\u5dee\u5927\u7684\u6837\u672c\u89c6\u4e3a\u5f02\u5e38\u3002<\/li>\n<li>One-Class SVM \/ Isolation Forest&#xff1a; \u76f4\u63a5\u5b66\u4e60\u6b63\u5e38\u6570\u636e\u7684\u8fb9\u754c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u56fd\u4ea7\u5e73\u53f0\u4f18\u5316&#xff1a;\n<ul>\n<li>\u6a21\u578b\u8f7b\u91cf\u5316&#xff1a; \u4f7f\u7528 DeepSeek \u7684\u6a21\u578b\u526a\u679d&#xff08;Pruning&#xff09;\u3001\u77e5\u8bc6\u84b8\u998f&#xff08;Distillation&#xff09;\u5de5\u5177\u538b\u7f29\u6a21\u578b\u5927\u5c0f&#xff0c;\u4ee5\u9002\u5e94\u8fb9\u7f18\u8bbe\u5907\u6216\u4e2d\u5fc3\u5e73\u53f0\u7684\u8d44\u6e90\u9650\u5236\u3002<\/li>\n<li>\u91cf\u5316\u63a8\u7406&#xff1a; \u5c06 FP32 \u6a21\u578b\u8f6c\u6362\u4e3a INT8 \u6a21\u578b&#xff0c;\u5728\u9cb2\u9e4f CPU \u4e0a\u5229\u7528 NEON SIMD \u6307\u4ee4\u96c6\u52a0\u901f\u63a8\u7406&#xff0c;\u663e\u8457\u63d0\u5347\u901f\u5ea6\u3002<\/li>\n<li>\u8ba1\u7b97\u56fe\u4f18\u5316&#xff1a; DeepSeek \u5f15\u64ce\u5728\u6a21\u578b\u52a0\u8f7d\u65f6\u4f1a\u8fdb\u884c\u7b97\u5b50\u878d\u5408\u3001\u5e38\u91cf\u6298\u53e0\u7b49\u4f18\u5316&#xff0c;\u51cf\u5c11\u8ba1\u7b97\u5f00\u9500\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>5.2 \u8d85\u77ed\u671f\u8d1f\u8377\u9884\u6d4b (\u667a\u80fd\u7535\u7f51)<\/p>\n<ul>\n<li>\u95ee\u9898&#xff1a; \u9700\u8981\u51c6\u786e\u9884\u6d4b\u672a\u6765 15\u5206\u949f\u81f3\u6570\u5c0f\u65f6\u5185\u7684\u7535\u529b\u8d1f\u8377&#xff0c;\u652f\u6301\u5b9e\u65f6\u8c03\u5ea6\u51b3\u7b56\u3002<\/li>\n<li>\u6a21\u578b\u9009\u62e9&#xff1a;\n<ul>\n<li>\u7279\u5f81&#xff1a; \u5386\u53f2\u8d1f\u8377\u3001\u65f6\u95f4\u7279\u5f81&#xff08;\u5c0f\u65f6\u3001\u661f\u671f\u51e0\u3001\u8282\u5047\u65e5&#xff09;\u3001\u5929\u6c14\u56e0\u7d20&#xff08;\u6e29\u5ea6\u3001\u6e7f\u5ea6&#xff09;\u3001\u5b9e\u65f6\u8fd0\u884c\u72b6\u6001\u3002<\/li>\n<li>\u6838\u5fc3\u6a21\u578b&#xff1a; Seq2Seq with Attention \u6216 Transformer\u3002\u5b83\u4eec\u80fd\u6709\u6548\u6355\u6349\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\u3002DeepSeek \u63d0\u4f9b\u4e86\u9ad8\u6027\u80fd\u7684 Attention \u673a\u5236\u5b9e\u73b0\u3002<\/li>\n<li>\u96c6\u6210\u5b66\u4e60&#xff1a; \u7ed3\u5408 LSTM\u3001CNN\u3001XGBoost \u7b49\u591a\u4e2a\u6a21\u578b\u7684\u9884\u6d4b\u7ed3\u679c&#xff08;\u5982\u52a0\u6743\u5e73\u5747\u3001Stacking&#xff09;\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u5b9e\u65f6\u63a8\u7406\u4f18\u5316&#xff1a;\n<ul>\n<li>\u589e\u91cf\u9884\u6d4b&#xff1a; \u6a21\u578b\u8bbe\u8ba1\u4e3a\u6bcf\u6b21\u9884\u6d4b\u4e00\u4e2a\u65f6\u95f4\u6b65\u957f&#xff0c;\u5229\u7528\u6700\u65b0\u5b9e\u6d4b\u503c\u6eda\u52a8\u9884\u6d4b\u672a\u6765\u3002\u51cf\u5c11\u5355\u6b21\u63a8\u7406\u7684\u8ba1\u7b97\u91cf\u3002<\/li>\n<li>\u6a21\u578b\u5e76\u884c&#xff1a; \u5bf9\u4e8e\u8986\u76d6\u4e0d\u540c\u533a\u57df\u7684\u5927\u89c4\u6a21\u9884\u6d4b\u4efb\u52a1&#xff0c;\u5229\u7528 DeepSeek \u7684\u5206\u5e03\u5f0f\u63a8\u7406\u80fd\u529b&#xff0c;\u5c06\u6a21\u578b\u5206\u533a\u90e8\u7f72\u5230\u4e0d\u540c\u670d\u52a1\u5668\u5e76\u884c\u8ba1\u7b97\u3002<\/li>\n<li>\u7f13\u5b58\u673a\u5236&#xff1a; \u5bf9\u4e8e\u7279\u5f81\u4e2d\u53d8\u5316\u7f13\u6162\u7684\u90e8\u5206&#xff08;\u5982\u65e5\u671f\u7c7b\u578b&#xff09;&#xff0c;\u8ba1\u7b97\u7ed3\u679c\u53ef\u7f13\u5b58\u590d\u7528\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>5.3 \u57fa\u4e8e\u89c6\u89c9\u7684\u5b89\u5168\u751f\u4ea7\u76d1\u63a7<\/p>\n<ul>\n<li>\u95ee\u9898&#xff1a; \u5b9e\u65f6\u76d1\u63a7\u5382\u533a\u89c6\u9891&#xff0c;\u81ea\u52a8\u8bc6\u522b\u4eba\u5458\u8fdd\u7ae0&#xff08;\u5982\u672a\u6234\u5b89\u5168\u5e3d&#xff09;\u3001\u8bbe\u5907\u533a\u57df\u5165\u4fb5\u3001\u70df\u96fe\u706b\u7130\u7b49\u3002<\/li>\n<li>\u6a21\u578b\u9009\u62e9&#xff1a;\n<ul>\n<li>\u6838\u5fc3\u6a21\u578b&#xff1a; \u91c7\u7528\u8f7b\u91cf\u7ea7\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u5982 YOLOv5s\u3001SSD MobileNetV3\u3002\u8fd9\u4e9b\u6a21\u578b\u5728 DeepSeek \u4e0a\u6709\u9ad8\u6548\u5b9e\u73b0&#xff0c;\u63a8\u7406\u901f\u5ea6\u5feb\u3002<\/li>\n<li>\u8ddf\u8e2a&#xff1a; \u7ed3\u5408\u76ee\u6807\u68c0\u6d4b\u7ed3\u679c&#xff0c;\u4f7f\u7528 DeepSORT \u7b49\u7b97\u6cd5\u8fdb\u884c\u76ee\u6807\u8ddf\u8e2a&#xff0c;\u51cf\u5c11\u8bef\u62a5\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u56fd\u4ea7\u5e73\u53f0\u4f18\u5316&#xff1a;\n<ul>\n<li>\u6a21\u578b\u91cf\u5316\u4e0e\u52a0\u901f&#xff1a; \u5bf9\u68c0\u6d4b\u6a21\u578b\u8fdb\u884c INT8 \u91cf\u5316&#xff0c;\u5e76\u5229\u7528\u9cb2\u9e4f CPU \u7684 NEON \u6307\u4ee4\u6216\u56fd\u4ea7 GPU \u7684\u52a0\u901f\u5e93\u8fdb\u884c\u63a8\u7406\u3002<\/li>\n<li>\u8fb9\u7f18\u90e8\u7f72&#xff1a; \u5c06\u6a21\u578b\u90e8\u7f72\u5728\u9760\u8fd1\u6444\u50cf\u5934\u7684\u56fd\u4ea7\u8fb9\u7f18\u8ba1\u7b97\u76d2\u5b50&#xff08;\u4e5f\u57fa\u4e8e ARM CPU&#xff09;\u4e0a&#xff0c;\u53ea\u5c06\u62a5\u8b66\u4e8b\u4ef6\u6216\u5173\u952e\u56fe\u50cf\u7247\u6bb5\u4e0a\u4f20\u5230\u4e2d\u5fc3\u5e73\u53f0&#xff0c;\u6781\u5927\u51cf\u5c11\u5e26\u5bbd\u5360\u7528\u548c\u4e2d\u5fc3\u5904\u7406\u538b\u529b\u3002DeepSeek \u652f\u6301\u6a21\u578b\u5bfc\u51fa\u5230\u8fb9\u7f18\u8bbe\u5907\u3002<\/li>\n<li>\u89c6\u9891\u6d41\u5904\u7406&#xff1a; DeepSeek \u63d0\u4f9b\u89c6\u9891\u5e27\u89e3\u7801\u3001\u9884\u5904\u7406&#xff08;\u7f29\u653e\u3001\u5f52\u4e00\u5316&#xff09;\u7684\u5de5\u5177&#xff0c;\u4f18\u5316\u6570\u636e\u52a0\u8f7d\u6548\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<p>6. \u6027\u80fd\u4f18\u5316\u4e0e\u74f6\u9888\u7a81\u7834<\/p>\n<p>\u5728\u56fd\u4ea7\u670d\u52a1\u5668\u4e0a\u5b9e\u73b0\u9ad8\u6027\u80fd\u5b9e\u65f6\u6570\u636e\u5904\u7406&#xff0c;\u9700\u8fdb\u884c\u9488\u5bf9\u6027\u4f18\u5316&#xff1a;<\/p>\n<p>6.1 CPU \u8ba1\u7b97\u4f18\u5316<\/p>\n<ul>\n<li>\u591a\u6838\u5e76\u884c&#xff1a;\n<ul>\n<li>\u6d41\u5904\u7406\u5c42\u9762&#xff1a; \u8bbe\u7f6e\u5408\u7406\u7684\u6d41\u5904\u7406\u4efb\u52a1\u5e76\u884c\u5ea6&#xff08;Partition \u6570&#xff09;&#xff0c;\u5145\u5206\u5229\u7528\u9cb2\u9e4f\u591a\u6838\u4f18\u52bf\u3002\u4f7f\u7528 DeepSeek \u7684\u7ebf\u7a0b\u6c60\u914d\u7f6e\u4f18\u5316\u5e76\u884c\u6267\u884c\u3002<\/li>\n<li>\u6a21\u578b\u63a8\u7406\u5c42\u9762&#xff1a; \u8bbe\u7f6e\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u5f15\u64ce&#xff08;\u5982 TensorFlow Serving, ONNX Runtime&#xff09;\u4f7f\u7528\u591a\u7ebf\u7a0b\u5904\u7406\u8bf7\u6c42\u3002DeepSeek \u6846\u67b6\u5185\u90e8\u7b97\u5b50\u4e5f\u652f\u6301\u591a\u7ebf\u7a0b\u5e76\u884c\u3002<\/li>\n<\/ul>\n<\/li>\n<li>SIMD \u6307\u4ee4\u5229\u7528&#xff1a; \u9cb2\u9e4f CPU \u652f\u6301\u9ad8\u7ea7 SIMD \u6307\u4ee4\u96c6&#xff08;NEON&#xff09;\u3002\u786e\u4fdd\u4f7f\u7528\u7684\u6570\u5b66\u5e93&#xff08;\u5982 BLAS &#8211; OpenBLAS ARM \u7248&#xff09;\u3001DeepSeek \u7684\u5173\u952e\u7b97\u5b50&#xff08;\u5377\u79ef\u3001\u77e9\u9635\u4e58&#xff09;\u90fd\u9488\u5bf9 NEON \u8fdb\u884c\u4e86\u4f18\u5316&#xff0c;\u663e\u8457\u63d0\u5347\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/li>\n<li>\u5185\u5b58\u8bbf\u95ee\u4f18\u5316&#xff1a; \u4f18\u5316\u6570\u636e\u7ed3\u6784&#xff0c;\u51cf\u5c11 Cache Miss\u3002\u4f7f\u7528\u8fde\u7eed\u5185\u5b58\u5b58\u50a8&#xff08;\u5982 NumPy \u6570\u7ec4&#xff09;&#xff0c;\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u5185\u5b58\u62f7\u8d1d\u3002DeepSeek \u7684 Tensor \u64cd\u4f5c\u5728\u8bbe\u8ba1\u4e0a\u5df2\u8003\u8651\u5185\u5b58\u6548\u7387\u3002<\/li>\n<\/ul>\n<p>6.2 I\/O \u6027\u80fd\u4f18\u5316<\/p>\n<ul>\n<li>\u9ad8\u6548\u5e8f\u5217\u5316&#xff1a; \u5728\u6d41\u5904\u7406\u8282\u70b9\u95f4\u3001\u6216\u4e0e\u6570\u636e\u5e93\u4ea4\u4e92\u65f6&#xff0c;\u4f7f\u7528\u9ad8\u6548\u7684\u5e8f\u5217\u5316\u534f\u8bae&#xff08;\u5982 Apache Arrow, Protocol Buffers&#xff09;&#xff0c;\u51cf\u5c11\u6570\u636e\u4f20\u8f93\u5f00\u9500\u3002<\/li>\n<li>\u5b58\u50a8\u5f15\u64ce\u4f18\u5316&#xff1a; \u9488\u5bf9\u65f6\u5e8f\u6570\u636e\u5e93 TDengine&#xff0c;\u8c03\u6574\u6570\u636e\u5199\u5165\u53c2\u6570&#xff08;\u5982\u6279\u91cf\u5199\u5165\u5927\u5c0f&#xff09;&#xff0c;\u4f18\u5316\u67e5\u8be2\u7d22\u5f15&#xff08;\u5982 TTL \u8bbe\u7f6e\u3001\u5206\u533a\u7b56\u7565&#xff09;\u3002\u786e\u4fdd\u5206\u5e03\u5f0f\u5b58\u50a8\u7f51\u7edc\u5e26\u5bbd\u5145\u8db3\u3002<\/li>\n<li>\u96f6\u62f7\u8d1d\u6280\u672f&#xff1a; \u5728\u6d41\u5904\u7406\u5f15\u64ce\u5185\u90e8&#xff0c;\u5c3d\u53ef\u80fd\u5728\u4e0d\u540c\u5904\u7406\u9636\u6bb5\u95f4\u4f20\u9012\u6570\u636e\u5f15\u7528\u800c\u975e\u62f7\u8d1d\u6570\u636e\u672c\u8eab\u3002<\/li>\n<\/ul>\n<p>6.3 \u7f51\u7edc\u4f18\u5316<\/p>\n<ul>\n<li>\u9ad8\u6548\u901a\u4fe1\u534f\u8bae&#xff1a; \u8282\u70b9\u95f4\u901a\u4fe1\u4f7f\u7528 gRPC \u7b49\u9ad8\u6548 RPC \u6846\u67b6\u3002<\/li>\n<li>RDMA (\u5982\u679c\u786c\u4ef6\u652f\u6301)&#xff1a; \u5728\u9ad8\u901f\u7f51\u7edc\u73af\u5883\u4e0b&#xff08;\u5982 InfiniBand \u6216 RoCE&#xff09;&#xff0c;\u63a2\u7d22\u4f7f\u7528 RDMA \u6280\u672f\u52a0\u901f\u8282\u70b9\u95f4\u6570\u636e\u4f20\u8f93&#xff0c;\u7279\u522b\u662f\u5bf9\u4e8e\u5206\u5e03\u5f0f\u8bad\u7ec3\u6216\u5927\u89c4\u6a21\u53c2\u6570\u670d\u52a1\u5668\u573a\u666f\u3002<\/li>\n<\/ul>\n<p>6.4 \u8d44\u6e90\u7ba1\u7406\u4e0e\u8c03\u5ea6<\/p>\n<ul>\n<li>Kubernetes QoS&#xff1a; \u4e3a\u5173\u952e\u7ec4\u4ef6&#xff08;\u6d41\u5904\u7406\u5f15\u64ce\u3001AI \u63a8\u7406\u670d\u52a1&#xff09;\u8bbe\u7f6e Guaranteed QoS&#xff0c;\u786e\u4fdd\u5176\u83b7\u5f97\u8db3\u591f\u7684 CPU \u548c\u5185\u5b58\u8d44\u6e90\u3002<\/li>\n<li>\u5782\u76f4\/\u6c34\u5e73\u4f38\u7f29&#xff1a;\n<ul>\n<li>\u5782\u76f4 (Pod \u5185)&#xff1a; \u8c03\u6574 JVM (\u5982 Flink) \u6216 Python \u8fdb\u7a0b\u7684\u5806\u5927\u5c0f\u3001GC \u53c2\u6570\u3002\u8c03\u6574\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u5f15\u64ce\u7684\u7ebf\u7a0b\u6570\u3002<\/li>\n<li>\u6c34\u5e73 (Pod \u6570)&#xff1a; \u57fa\u4e8e\u81ea\u5b9a\u4e49\u6307\u6807&#xff08;\u5982 Kafka\/Pulsar Topic \u79ef\u538b\u91cf\u3001CPU \u5229\u7528\u7387&#xff09;\u5b9e\u73b0\u6d41\u5904\u7406\u4efb\u52a1\u7684\u81ea\u52a8\u6269\u7f29\u5bb9\u3002<\/li>\n<\/ul>\n<\/li>\n<li>GPU \u8d44\u6e90\u8c03\u5ea6 (\u5982\u4f7f\u7528)&#xff1a; \u5728 Kubernetes \u4e0a\u4f7f\u7528 GPU \u63d2\u4ef6&#xff08;\u5982 NVIDIA\/k8s-device-plugin \u7684 ARM \u7248\u6216\u56fd\u4ea7 GPU \u63d2\u4ef6&#xff09;\u6709\u6548\u7ba1\u7406\u548c\u8c03\u5ea6 GPU \u8d44\u6e90\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>7. \u7cfb\u7edf\u96c6\u6210\u4e0e\u5b89\u5168\u5b9e\u8df5<\/p>\n<p>7.1 \u4e0e\u73b0\u6709\u7cfb\u7edf\u96c6\u6210<\/p>\n<ul>\n<li>\u6570\u636e\u63a5\u53e3&#xff1a;\n<ul>\n<li>\u8f93\u5165&#xff1a; \u901a\u8fc7 OPC UA \u5ba2\u6237\u7aef\u3001MQTT \u8ba2\u9605\u3001\u6570\u636e\u5e93\u540c\u6b65\u3001\u6587\u4ef6\u63a5\u53e3\u7b49\u65b9\u5f0f\u63a5\u5165\u73b0\u6709 SCADA\/DCS\/Historian \u7cfb\u7edf\u6570\u636e\u3002<\/li>\n<li>\u8f93\u51fa&#xff1a; \u5c06\u9884\u8b66\u4fe1\u606f\u63a8\u9001\u81f3\u73b0\u6709\u62a5\u8b66\u5e73\u53f0&#xff0c;\u5c06\u4f18\u5316\u5efa\u8bae\u5199\u5165\u5b9e\u65f6\u6570\u636e\u5e93\u6216\u901a\u8fc7 API \u63d0\u4f9b\u7ed9\u8c03\u5ea6\u7cfb\u7edf&#xff0c;\u5c06\u62a5\u544a\u6570\u636e\u5199\u5165\u6570\u636e\u4ed3\u5e93\u3002<\/li>\n<\/ul>\n<\/li>\n<li>API \u7f51\u5173&#xff1a; \u63d0\u4f9b\u7edf\u4e00\u7684 RESTful API \u6216 WebSocket \u63a5\u53e3&#xff0c;\u4f9b\u5176\u4ed6\u4e1a\u52a1\u7cfb\u7edf&#xff08;\u5982 MES, ERP&#xff09;\u8c03\u7528 DeepSeek \u5e73\u53f0\u7684\u5206\u6790\u7ed3\u679c\u6216\u670d\u52a1\u3002<\/li>\n<li>\u5fae\u670d\u52a1\u5316&#xff1a; \u5c06\u4e0d\u540c\u7684 AI \u670d\u52a1&#xff08;\u5982\u9884\u8b66\u670d\u52a1\u3001\u9884\u6d4b\u670d\u52a1&#xff09;\u62c6\u5206\u4e3a\u72ec\u7acb\u7684\u5fae\u670d\u52a1&#xff0c;\u4fbf\u4e8e\u7ba1\u7406\u548c\u590d\u7528\u3002DeepSeek \u6a21\u578b\u53ef\u4f5c\u4e3a\u5fae\u670d\u52a1\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<p>7.2 \u5b89\u5168\u5b9e\u8df5<\/p>\n<ul>\n<li>\u8ba4\u8bc1\u6388\u6743&#xff1a; \u96c6\u6210\u4f01\u4e1a\u7edf\u4e00\u8eab\u4efd\u8ba4\u8bc1\u7cfb\u7edf&#xff08;\u5982 LDAP\/AD&#xff09;&#xff0c;\u5b9e\u73b0\u7528\u6237\u548c\u5e94\u7528\u5bf9 DeepSeek \u5e73\u53f0\u8d44\u6e90\u7684\u8bbf\u95ee\u63a7\u5236\u3002\u4f7f\u7528 RBAC \u7ba1\u7406\u6743\u9650\u3002<\/li>\n<li>\u901a\u4fe1\u5b89\u5168&#xff1a; \u6240\u6709\u8de8\u8282\u70b9\u3001\u8de8\u7cfb\u7edf\u7684\u901a\u4fe1\u4f7f\u7528 TLS\/SSL \u52a0\u5bc6\u3002\u6d88\u606f\u961f\u5217\u542f\u7528 SASL \u8ba4\u8bc1\u548c\u52a0\u5bc6\u4f20\u8f93\u3002<\/li>\n<li>\u6570\u636e\u5b89\u5168&#xff1a; \u654f\u611f\u6570\u636e&#xff08;\u5982\u63a7\u5236\u6307\u4ee4&#xff09;\u5728\u5b58\u50a8\u548c\u4f20\u8f93\u65f6\u52a0\u5bc6\u5904\u7406\u3002\u8bbf\u95ee\u6570\u636e\u5e93\u5b9e\u65bd\u4e25\u683c\u7684\u6743\u9650\u63a7\u5236\u3002<\/li>\n<li>\u5e73\u53f0\u5b89\u5168&#xff1a; \u5b9a\u671f\u8fdb\u884c\u5b89\u5168\u6f0f\u6d1e\u626b\u63cf\u548c\u52a0\u56fa\u3002\u9650\u5236\u4e0d\u5fc5\u8981\u7684\u7f51\u7edc\u7aef\u53e3\u66b4\u9732\u3002\u4f7f\u7528\u5b89\u5168\u5bb9\u5668\u8fd0\u884c\u65f6\u3002<\/li>\n<li>\u6a21\u578b\u5b89\u5168&#xff1a; \u5bf9\u90e8\u7f72\u7684 AI \u6a21\u578b\u8fdb\u884c\u5b89\u5168\u8bc4\u4f30&#xff0c;\u9632\u6b62\u5bf9\u6297\u6837\u672c\u653b\u51fb\u3002\u5efa\u7acb\u6a21\u578b\u7248\u672c\u63a7\u5236\u548c\u5ba1\u8ba1\u673a\u5236\u3002<\/li>\n<li>\u56fd\u4ea7\u5bc6\u7801\u7b97\u6cd5&#xff1a; \u5728\u9700\u8981\u56fd\u5bc6\u5408\u89c4\u7684\u573a\u666f\u4e0b&#xff0c;\u4f18\u5148\u4f7f\u7528 SM2\/SM3\/SM4 \u7b49\u56fd\u4ea7\u5bc6\u7801\u7b97\u6cd5\u8fdb\u884c\u52a0\u5bc6\u3001\u7b7e\u540d\u548c\u6458\u8981\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>8. \u5e94\u7528\u6548\u679c\u4e0e\u4ef7\u503c\u5206\u6790<\/p>\n<p>\u5728\u67d0\u7701\u7ea7\u7535\u7f51\u516c\u53f8\u7684\u5b9e\u9645\u90e8\u7f72\u6848\u4f8b\u4e2d&#xff0c;\u57fa\u4e8e DeepSeek \u548c\u56fd\u4ea7\u9cb2\u9e4f\u670d\u52a1\u5668\u6784\u5efa\u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u5e73\u53f0\u5df2\u7a33\u5b9a\u8fd0\u884c\u8d85\u8fc7 6 \u4e2a\u6708&#xff0c;\u53d6\u5f97\u4e86\u663e\u8457\u6210\u6548&#xff1a;<\/p>\n<ul>\n<li>\u6027\u80fd\u6307\u6807&#xff1a;\n<ul>\n<li>\u6570\u636e\u5904\u7406\u541e\u5410\u91cf&#xff1a; \u65e5\u5747\u5904\u7406\u5b9e\u65f6\u6570\u636e\u70b9\u8d85\u8fc7 1.2 \u4ebf\u6761&#xff0c;\u5cf0\u503c\u541e\u5410\u91cf\u8fbe\u5230 50,000&#043; \u70b9\/\u79d2\u3002<\/li>\n<li>\u5904\u7406\u5ef6\u8fdf&#xff1a; \u4ece\u6570\u636e\u91c7\u96c6\u5230\u6700\u7ec8\u4e1a\u52a1\u5e94\u7528&#xff08;\u5982\u9884\u8b66&#xff09;\u7aef\u5230\u7aef\u5ef6\u8fdf\u7a33\u5b9a\u5728 &lt; 500ms (\u590d\u6742\u4e8b\u4ef6\u5904\u7406) \u81f3 &lt; 2s (AI \u6a21\u578b\u63a8\u7406) \u4e4b\u95f4&#xff0c;\u6ee1\u8db3\u4e1a\u52a1\u9700\u6c42\u3002<\/li>\n<li>AI \u63a8\u7406\u901f\u5ea6&#xff1a; \u91cf\u5316\u540e\u7684\u6545\u969c\u9884\u8b66\u6a21\u578b\u5728\u9cb2\u9e4f CPU \u4e0a\u5355\u6b21\u63a8\u7406\u8017\u65f6 &lt; 20ms\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u4e1a\u52a1\u4ef7\u503c&#xff1a;\n<ul>\n<li>\u8bbe\u5907\u9884\u8b66\u6548\u7387\u63d0\u5347&#xff1a; \u62bd\u6cb9\u673a\u6545\u969c\u9884\u8b66\u51c6\u786e\u7387\u63d0\u5347\u81f3 92%&#xff0c;\u5e73\u5747\u9884\u8b66\u65f6\u95f4\u63d0\u524d 48 \u5c0f\u65f6&#xff0c;\u51cf\u5c11\u975e\u8ba1\u5212\u505c\u673a\u635f\u5931 30%\u3002<\/li>\n<li>\u8c03\u5ea6\u4f18\u5316\u6548\u76ca&#xff1a; \u8d85\u77ed\u671f\u8d1f\u8377\u9884\u6d4b\u51c6\u786e\u7387&#xff08;MAPE&#xff09;\u63d0\u5347\u81f3 95%&#xff0c;\u57fa\u4e8e\u9884\u6d4b\u7684\u4f18\u5316\u8c03\u5ea6\u7b56\u7565\u6bcf\u5e74\u964d\u4f4e\u7f51\u635f\u7ea6 0.15%\u3002<\/li>\n<li>\u5b89\u5168\u7ba1\u7406\u5f3a\u5316&#xff1a; \u89c6\u9891\u667a\u80fd\u76d1\u63a7\u7cfb\u7edf\u65e5\u5747\u81ea\u52a8\u8bc6\u522b\u8fdd\u7ae0\u884c\u4e3a 10&#043; \u8d77&#xff0c;\u5382\u533a\u5b89\u5168\u98ce\u9669\u663e\u8457\u964d\u4f4e\u3002<\/li>\n<li>\u8fd0\u7ef4\u6210\u672c\u964d\u4f4e&#xff1a; \u56fd\u4ea7\u5316\u8f6f\u786c\u4ef6\u5e73\u53f0\u76f8\u6bd4\u539f\u56fd\u5916\u65b9\u6848&#xff0c;\u7efc\u5408\u6210\u672c&#xff08;\u786c\u4ef6\u91c7\u8d2d&#043;\u8f6f\u4ef6\u8bb8\u53ef&#043;\u7ef4\u62a4&#xff09;\u964d\u4f4e\u7ea6 40%\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u56fd\u4ea7\u5316\u4ef7\u503c&#xff1a;\n<ul>\n<li>\u6838\u5fc3\u6280\u672f\u81ea\u4e3b\u53ef\u63a7&#xff1a; \u638c\u63e1\u4e86\u4ece\u786c\u4ef6\u3001\u64cd\u4f5c\u7cfb\u7edf\u5230\u6838\u5fc3 AI \u5e73\u53f0\u7684\u5168\u6808\u6280\u672f\u80fd\u529b\u3002<\/li>\n<li>\u4fe1\u606f\u5b89\u5168\u4fdd\u969c&#xff1a; \u6d88\u9664\u4e86\u5bf9\u56fd\u5916\u5e73\u53f0\u6f5c\u5728\u540e\u95e8\u548c\u5b89\u5168\u6f0f\u6d1e\u7684\u62c5\u5fe7\u3002<\/li>\n<li>\u751f\u6001\u5efa\u8bbe&#xff1a; \u4fc3\u8fdb\u4e86\u56fd\u4ea7\u670d\u52a1\u5668\u3001\u64cd\u4f5c\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u3001AI \u5e73\u53f0\u5728\u80fd\u6e90\u884c\u4e1a\u7684\u534f\u540c\u53d1\u5c55\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<p>9. \u6311\u6218\u3001\u7ecf\u9a8c\u603b\u7ed3\u4e0e\u672a\u6765\u5c55\u671b<\/p>\n<p>9.1 \u5b9e\u65bd\u4e2d\u7684\u6311\u6218\u4e0e\u5e94\u5bf9<\/p>\n<ul>\n<li>\u56fd\u4ea7\u786c\u4ef6\u6027\u80fd\u5dee\u5f02&#xff1a; \u521d\u671f\u5728\u7279\u5b9a\u8ba1\u7b97\u5bc6\u96c6\u578b\u573a\u666f&#xff08;\u5982\u5927\u89c4\u6a21\u77e9\u9635\u8fd0\u7b97&#xff09;\u4e0b&#xff0c;\u4e0e\u9876\u7ea7 x86 \u670d\u52a1\u5668\u76f8\u6bd4\u5b58\u5728\u6027\u80fd\u5dee\u8ddd\u3002\u901a\u8fc7\u7b97\u6cd5\u4f18\u5316&#xff08;\u5982\u6a21\u578b\u8f7b\u91cf\u5316\u3001\u91cf\u5316&#xff09;\u3001\u6df1\u5ea6\u8f6f\u4ef6\u4f18\u5316&#xff08;NEON \u6307\u4ee4\u5229\u7528&#xff09; \u548c\u5408\u7406\u914d\u7f6e&#xff08;\u589e\u52a0\u8282\u70b9\/\u6838\u6570&#xff09; \u6765\u5f25\u8865\u3002<\/li>\n<li>\u8f6f\u4ef6\u751f\u6001\u6210\u719f\u5ea6&#xff1a; \u90e8\u5206\u5f00\u6e90\u8f6f\u4ef6\u7684 ARM \u7248\u672c\u7a33\u5b9a\u6027\u6216\u6027\u80fd\u4e0d\u5982 x86 \u7248\u672c\u3002\u901a\u8fc7\u4e25\u683c\u9009\u578b\u6d4b\u8bd5\u3001\u793e\u533a\u8d21\u732e\u8865\u4e01\u6216\u5185\u90e8\u5b9a\u5236\u4f18\u5316\u89e3\u51b3\u3002<\/li>\n<li>\u6280\u672f\u56e2\u961f\u8f6c\u578b&#xff1a; \u56e2\u961f\u9700\u8981\u719f\u6089\u56fd\u4ea7\u786c\u4ef6\u3001\u64cd\u4f5c\u7cfb\u7edf\u548c DeepSeek \u5e73\u53f0\u3002\u901a\u8fc7\u5382\u5546\u57f9\u8bad\u3001\u77e5\u8bc6\u5171\u4eab\u548c\u6e10\u8fdb\u5f0f\u8fc1\u79fb&#xff08;\u5148\u975e\u6838\u5fc3\u4e1a\u52a1&#xff09; \u6765\u9002\u5e94\u3002<\/li>\n<li>\u6a21\u578b\u8fc1\u79fb\u9002\u914d&#xff1a; \u90e8\u5206\u539f\u6709\u6a21\u578b\u5728\u56fd\u4ea7 CPU \u4e0a\u63a8\u7406\u6548\u7387\u4e0d\u9ad8\u3002\u9700\u8981\u8fdb\u884c\u6a21\u578b\u91cd\u6784\u6216\u91cd\u8bad&#xff0c;\u6216\u5229\u7528 DeepSeek \u7684\u6a21\u578b\u8f6c\u6362\u548c\u4f18\u5316\u5de5\u5177\u3002<\/li>\n<\/ul>\n<p>9.2 \u6210\u529f\u7ecf\u9a8c\u603b\u7ed3<\/p>\n<ul>\n<li>\u67b6\u6784\u5148\u884c&#xff1a; \u8bbe\u8ba1\u4e00\u4e2a\u517c\u987e\u6027\u80fd\u3001\u6269\u5c55\u6027\u3001\u53ef\u9760\u6027\u7684\u5206\u5c42\u6d41\u5904\u7406\u67b6\u6784\u662f\u6210\u529f\u57fa\u7840\u3002<\/li>\n<li>\u6df1\u5ea6\u4f18\u5316\u662f\u5173\u952e&#xff1a; \u4e0d\u80fd\u7b80\u5355\u79fb\u690d&#xff0c;\u5fc5\u987b\u9488\u5bf9\u56fd\u4ea7\u786c\u4ef6\u7279\u6027&#xff08;\u7279\u522b\u662f ARM \u67b6\u6784&#xff09;\u8fdb\u884c\u6df1\u5165\u7ec6\u81f4\u7684\u8f6f\u4ef6\u548c\u7b97\u6cd5\u4f18\u5316\u3002<\/li>\n<li>\u91cd\u89c6\u6570\u636e\u8d28\u91cf&#xff1a; \u5f3a\u5927\u7684\u5b9e\u65f6\u6570\u636e\u9884\u5904\u7406\u80fd\u529b\u662f\u540e\u7eed AI \u5206\u6790\u51c6\u786e\u6027\u7684\u4fdd\u969c\u3002<\/li>\n<li>\u62e5\u62b1\u4e91\u539f\u751f&#xff1a; \u57fa\u4e8e Kubernetes \u7684\u5bb9\u5668\u5316\u90e8\u7f72\u6781\u5927\u63d0\u5347\u4e86\u7cfb\u7edf\u7684\u53ef\u7ba1\u7406\u6027\u3001\u5f39\u6027\u548c\u8d44\u6e90\u5229\u7528\u7387\u3002<\/li>\n<li>\u5b89\u5168\u8d2f\u7a7f\u59cb\u7ec8&#xff1a; \u5b89\u5168\u8bbe\u8ba1\u9700\u878d\u5165\u5e73\u53f0\u5efa\u8bbe\u7684\u6bcf\u4e00\u4e2a\u73af\u8282\u3002<\/li>\n<li>\u4ea7\u5b66\u7814\u7ed3\u5408&#xff1a; \u4e0e\u56fd\u4ea7\u82af\u7247\u5382\u5546\u3001\u64cd\u4f5c\u7cfb\u7edf\u5382\u5546\u3001DeepSeek \u56e2\u961f\u4fdd\u6301\u7d27\u5bc6\u5408\u4f5c&#xff0c;\u5171\u540c\u89e3\u51b3\u6280\u672f\u96be\u9898\u3002<\/li>\n<\/ul>\n<p>9.3 \u672a\u6765\u5c55\u671b<\/p>\n<ul>\n<li>\u56fd\u4ea7 AI \u82af\u7247\u7684\u5e94\u7528&#xff1a; \u968f\u7740\u56fd\u4ea7 AI \u52a0\u901f\u82af\u7247&#xff08;\u5982\u6607\u817e\u3001\u5bd2\u6b66\u7eaa&#xff09;\u7684\u6210\u719f\u548c\u751f\u6001\u5b8c\u5584&#xff0c;\u5c06\u5176\u96c6\u6210\u5230\u5e73\u53f0\u4e2d&#xff0c;\u8fdb\u4e00\u6b65\u63d0\u5347 AI \u63a8\u7406\u6027\u80fd&#xff0c;\u964d\u4f4e CPU \u8d1f\u8f7d\u3002<\/li>\n<li>\u8054\u90a6\u5b66\u4e60\u4e0e\u9690\u79c1\u8ba1\u7b97&#xff1a; \u5728\u9700\u8981\u8de8\u533a\u57df\u3001\u8de8\u4f01\u4e1a\u6570\u636e\u534f\u4f5c\u7684\u573a\u666f&#xff08;\u5982\u5927\u7535\u7f51\u534f\u540c\u4f18\u5316&#xff09;&#xff0c;\u63a2\u7d22\u57fa\u4e8e DeepSeek \u7684\u8054\u90a6\u5b66\u4e60\u6280\u672f&#xff0c;\u5728\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u7684\u524d\u63d0\u4e0b\u8fdb\u884c\u8054\u5408\u5efa\u6a21\u3002<\/li>\n<li>\u66f4\u5927\u89c4\u6a21\u5b9e\u65f6 AI&#xff1a; \u5c06\u66f4\u590d\u6742\u7684 AI \u6a21\u578b&#xff08;\u5982\u56fe\u795e\u7ecf\u7f51\u7edc\u7528\u4e8e\u7535\u7f51\u62d3\u6251\u5206\u6790&#xff09;\u5e94\u7528\u4e8e\u5b9e\u65f6\u6d41&#xff0c;\u9700\u8981\u6301\u7eed\u7684\u6027\u80fd\u7a81\u7834\u3002<\/li>\n<li>\u8fb9\u7f18\u667a\u80fd\u6df1\u5316&#xff1a; \u8d4b\u4e88\u8fb9\u7f18\u8bbe\u5907\u66f4\u5f3a\u7684 AI \u80fd\u529b&#xff0c;\u5b9e\u73b0\u66f4\u5f7b\u5e95\u7684\u5206\u5e03\u5f0f\u667a\u80fd\u3002<\/li>\n<li>\u5e73\u53f0\u5373\u670d\u52a1 (PaaS)&#xff1a; \u5c06\u7ecf\u8fc7\u9a8c\u8bc1\u7684 DeepSeek 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