{"id":23944,"date":"2025-01-06T10:45:50","date_gmt":"2025-01-06T02:45:50","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23944"},"modified":"2025-01-06T10:45:50","modified_gmt":"2025-01-06T02:45:50","slug":"%e5%85%a8%e7%bd%91%e9%83%bd%e5%9c%a8%e6%89%92%e7%9a%84deepseek%e5%9b%a2%e9%98%9f%ef%bc%8c%e6%98%af%e6%b8%85%e5%8c%97%e5%ba%94%e5%b1%8a%e7%94%9f%e6%92%91%e8%b5%b7%e4%b8%80%e7%89%87%e5%a4%a9","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/01\/06\/23944\/","title":{"rendered":"\u5168\u7f51\u90fd\u5728\u6252\u7684DeepSeek\u56e2\u961f\uff0c\u662f\u6e05\u5317\u5e94\u5c4a\u751f\u6491\u8d77\u4e00\u7247\u5929"},"content":{"rendered":"<div><img data-dominant-color=\"104167\" data-has-transparency=\"false\" style=\"--dominant-color: #104167;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23946\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/74ca06b808ed786ec306677dff53cbd04f8c09-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/74ca06b808ed786ec306677dff53cbd04f8c09-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/74ca06b808ed786ec306677dff53cbd04f8c09-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div 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\/><\/p>\n<p>\u4ed6\u4eec\u4e2d\u6709\u7684\u53c2\u4e0e\u4e86\u4eceDeepSeek LLM v1\u5230DeepSeek-v3\u7684\u5168\u7a0b\uff0c\u6709\u7684\u53ea\u662f\u5b9e\u4e60\u4e86\u4e00\u6bb5\u65f6\u95f4\u4e5f\u505a\u51fa\u91cd\u8981\u6210\u679c\u3002<\/p>\n<p>\u4e3aDeepSeek\u63d0\u51faMLA\u65b0\u578b\u6ce8\u610f\u529b\u3001GRPO\u5f3a\u5316\u5b66\u4e60\u5bf9\u9f50\u7b97\u6cd5\u7b49\u5173\u952e\u521b\u65b0\u7684\uff0c\u51e0\u4e4e\u90fd\u662f\u5e74\u8f7b\u4eba\u3002<\/p>\n<h2>DeepSeek\u6838\u5fc3\u6210\u5458\u63ed\u79d8<\/h2>\n<p>2024\u5e745\u6708\u53d1\u5e03\u7684DeepSeek-V2\uff0c\u662f\u81f4\u4f7f\u8fd9\u5bb6\u5927\u6a21\u578b\u516c\u53f8\u7834\u5708\u7684\u5173\u952e\u4e00\u73af\u3002<\/p>\n<p>\u5176\u4e2d\u6700\u91cd\u8981\u7684\u521b\u65b0\u662f\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u6ce8\u610f\u529b\uff0c\u5728Transformer\u67b6\u6784\u7684\u57fa\u7840\u4e0a\uff0c\u7528MLA\uff08Multi-head Latent Attention\uff09\u66ff\u4ee3\u4e86\u4f20\u7edf\u7684\u591a\u5934\u6ce8\u610f\u529b\uff0c\u5927\u5e45\u51cf\u5c11\u4e86\u8ba1\u7b97\u91cf\u548c\u63a8\u7406\u663e\u5b58\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202501\/04\/a1be2d6886b91ed243d654f3ad6f7f284f2610.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u4e00\u4f17\u8d21\u732e\u8005\u4e2d\uff0c\u9ad8\u534e\u4f50\u548c\u66fe\u65fa\u4e01\u4e3aMLA\u67b6\u6784\u505a\u51fa\u4e86\u5173\u952e\u521b\u65b0\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202501\/04\/9799c46396a8f2be3522527c918b826fe3818d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u9ad8\u534e\u4f50\u975e\u5e38\u4f4e\u8c03\uff0c\u76ee\u524d\u53ea\u77e5\u9053\u662f\u5317\u5927\u7269\u7406\u7cfb\u6bd5\u4e1a\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u5728\u201c\u5927\u6a21\u578b\u521b\u4e1a\u516d\u5c0f\u5f3a\u201d\u4e4b\u4e00\u9636\u8dc3\u661f\u8fb0\u7684\u4e13\u5229\u4fe1\u606f\u4e2d\u4e5f\u53ef\u4ee5\u770b\u5230\u8fd9\u4e2a\u540d\u5b57\uff0c\u6682\u4e0d\u786e\u5b9a\u662f\u5426\u662f\u540c\u4e00\u4eba\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202501\/04\/e64a1242400a60f6e11656e777a208362f1ddd.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u800c\u66fe\u65fa\u4e01\u6765\u81ea\u5317\u90ae\uff0c\u7814\u7a76\u751f\u5bfc\u5e08\u662f\u5317\u90ae\u4eba\u5de5\u667a\u80fd\u4e0e\u7f51\u7edc\u641c\u7d22\u6559\u7814\u4e2d\u5fc3\u4e3b\u4efb\u5f20\u6d2a\u521a\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202501\/04\/1581352280634120efe8862ebdcffbb2947c4c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>DeepSeek-V2\u5de5\u4f5c\u4e2d\u8fd8\u6d89\u53ca\u5230\u4e86\u53e6\u4e00\u9879\u5173\u952e\u6210\u679c\u2014\u2014GRPO\u3002<\/p>\n<p>DeepSeek-V2\u53d1\u5e03\u524d\u4e09\u4e2a\u6708\uff0cDeepSeek-Math\u95ee\u4e16\uff0c\u5176\u4e2d\u63d0\u51fa\u4e86GRPO\uff08Group Relative Policy Optimization\uff09\u3002<\/p>\n<p>GRPO\u662fPPO\u7684\u4e00\u79cd\u53d8\u4f53RL\u7b97\u6cd5\uff0c\u653e\u5f03\u4e86critic\u6a21\u578b\uff0c\u800c\u662f\u4ece\u7fa4\u4f53\u5f97\u5206\u4e2d\u4f30\u7b97baseline\uff0c\u663e\u8457\u51cf\u5c11\u4e86\u8bad\u7ec3\u8d44\u6e90\u7684\u9700\u6c42\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202501\/04\/c3cb99a860cff6442e79749d221ab8f9887b37.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>GRPO\u5728\u5708\u5185\u5f97\u5230\u5e7f\u6cdb\u5173\u6ce8\uff0c\u53e6\u4e00\u5bb6\u56fd\u5185\u5f00\u6e90\u5927\u6a21\u578b\u963f\u91ccQwen 2.5\u7684\u6280\u672f\u62a5\u544a\u4e2d\u4e5f\u900f\u9732\u7528\u5230\u4e86GRPO\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202501\/04\/459a8954035454147bc1348c22915e938b42a9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>DeepSeekMath\u6709\u4e09\u4f4d\u6838\u5fc3\u4f5c\u8005\u662f\u5728DeepSeek\u5b9e\u4e60\u671f\u95f4\u5b8c\u6210\u7684\u5de5\u4f5c\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202501\/04\/e3c523b097447dce1652379ae592db2438dd53.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6838\u5fc3\u4f5c\u8005\u4e4b\u4e00\u90b5\u667a\u5b8f\u662f\u6e05\u534e\u4ea4\u4e92\u5f0f\u4eba\u5de5\u667a\u80fd\uff08CoAI\uff09\u8bfe\u9898\u7ec4\u535a\u58eb\u751f\uff0c\u5e08\u4ece\u9ec4\u6c11\u70c8\u6559\u6388\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202501\/04\/a4cfb09368563526838742d5332f3997f750ce.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4ed6\u7684\u7814\u7a76\u9886\u57df\u5305\u62ec\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u6df1\u5ea6\u5b66\u4e60\uff0c\u7279\u522b\u5bf9\u5982\u4f55\u80fd\u6784\u5efa\u4e00\u4e2a\u7a33\u5065\u4e14\u53ef\u6269\u5c55\u7684AI\u7cfb\u7edf\u611f\u5174\u8da3\uff0c\u8fd9\u4e2aAI\u7cfb\u7edf\u80fd\u5229\u7528\u591a\u6837\u5316\u7684\u6280\u80fd\u6574\u5408\u5f02\u6784\u4fe1\u606f\uff0c\u5e76\u80fd\u51c6\u786e\u56de\u7b54\u5404\u79cd\u590d\u6742\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u3002<\/p>\n<p>\u90b5\u667a\u5b8f\u4e4b\u524d\u8fd8\u66fe\u5728\u5fae\u8f6f\u7814\u7a76\u9662\u5de5\u4f5c\u8fc7\u3002<\/p>\n<p>DeepSeekMath\u4e4b\u540e\uff0c\u4ed6\u8fd8\u53c2\u4e0e\u4e86DeepSeek-Prover\u3001DeepSeek-Coder-v2\u3001DeepSeek-R1\u7b49\u9879\u76ee\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202501\/04\/3904dfe48d5aad20952619c3e75f8cd91284e0.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u53e6\u4e00\u4f4d\u6838\u5fc3\u4f5c\u8005<strong>\u6731\u742a\u8c6a<\/strong>\u662f\u5317\u5927\u8ba1\u7b97\u673a\u5b66\u9662\u8f6f\u4ef6\u7814\u7a76\u62402024\u5c4a\u535a\u58eb\u6bd5\u4e1a\u751f\uff0c\u53d7\u718a\u82f1\u98de\u526f\u6559\u6388\u548c\u5f20\u8def\u6559\u6388\u6307\u5bfc\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u6df1\u5ea6\u4ee3\u7801\u5b66\u4e60\u3002<\/p>\n<p>\u636e\u5317\u5927\u8ba1\u7b97\u673a\u5b66\u9662\u5b98\u65b9\u4ecb\u7ecd\uff0c\u6731\u742a\u8c6a\u66fe\u53d1\u8868CCF-A\u7c7b\u8bba\u658716\u7bc7\u3002\u5728ASE\u548cESEC\/FSE\u4e0a\u5206\u522b\u83b7\u5f97ACM SIGSOFT\u6770\u51fa\u8bba\u6587\u5956\u4e00\u6b21\uff0c\u63d0\u540d\u4e00\u6b21\u3002\u4e00\u7bc7\u8bba\u6587\u8fdb\u5165ESEC\/FSE\u4f1a\u8bae\u540c\u5e74\u7684\u5f15\u7528\u524d\u4e09\u540d\u3002<\/p>\n<p>\u5728DeepSeek\u56e2\u961f\uff0c\u6731\u742a\u8c6a\u8fd8\u57fa\u4e8e\u4ed6\u7684\u535a\u58eb\u8bba\u6587\u5de5\u4f5c\uff0c\u4e3b\u5bfc\u5f00\u53d1\u4e86DeepSeek-Coder-V1\u3002<\/p>\n<p>\u5176\u535a\u58eb\u8bba\u6587\u300a\u8bed\u8a00\u5b9a\u4e49\u611f\u77e5\u7684\u6df1\u5ea6\u4ee3\u7801\u5b66\u4e60\u6280\u672f\u53ca\u5e94\u7528\u300b\u4e5f\u5165\u9009\u4e862024CCF\u8f6f\u4ef6\u5de5\u7a0b\u4e13\u4e1a\u59d4\u5458\u4f1a\u535a\u58eb\u5b66\u4f4d\u8bba\u6587\u6fc0\u52b1\u8ba1\u5212\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202501\/04\/b34640c01b6a6e846ac03422eeb9c42f5f0f83.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h6>\u25b3\u56fe\u6e90\uff1a\u5317\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u516c\u4f17\u53f7<\/h6>\n<p>\u8fd8\u6709\u4e00\u4f4d\u6838\u5fc3\u4f5c\u8005\u540c\u6837\u6765\u81ea\u5317\u5927\u3002<\/p>\n<p>\u5317\u5927\u535a\u58eb\u751fPeiyi Wang\uff0c\u53d7\u5317\u4eac\u5927\u5b66\u8ba1\u7b97\u8bed\u8a00\u5b66\u6559\u80b2\u90e8\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u7a57\u5fd7\u65b9\u6559\u6388\u6307\u5bfc\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202501\/04\/b577463785059c9969c355ec80b18f1eb2fc76.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u9664\u4e86DeepSeek-V2 MLA\u3001DeepSeekMath GRPO\u8fd9\u4e24\u9879\u5173\u952e\u7834\u5708\u6210\u679c\uff0c\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8fd8\u6709\u4e00\u4e9b\u6210\u5458\u4ecev1\u5c31\u52a0\u5165\u5176\u4e2d\uff0c\u4e00\u76f4\u5230v3\u3002<\/p>\n<p>\u4ee3\u8868\u4eba\u7269\u4e4b\u4e00\u4ee3\u8fbe\u52a2\uff0c2024\u5e74\u535a\u58eb\u6bd5\u4e1a\u4e8e\u5317\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u8ba1\u7b97\u8bed\u8a00\u6240\uff0c\u5bfc\u5e08\u540c\u6837\u662f\u7a57\u5fd7\u65b9\u6559\u6388\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202501\/04\/717de5f63674a773030815b2d8b7beb23dc68c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><strong>\u25b3<\/strong>\u56fe\u6e90\uff1a\u5317\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u516c\u4f17\u53f7<\/p>\n<p>\u4ee3\u8fbe\u52a2\u5b66\u672f\u6210\u679c\u9887\u4e30\uff0c\u66fe\u83b7EMNLP 2023\u6700\u4f73\u957f\u8bba\u6587\u5956\u3001CCL 2021\u6700\u4f73\u4e2d\u6587\u8bba\u6587\u5956\uff0c\u5728\u5404\u5927\u9876\u4f1a\u53d1\u8868\u5b66\u672f\u8bba\u658720\u7bc7+\u3002<\/p>\n<p>2024\u5e74\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u201c\u535a\u58eb\u5b66\u4f4d\u8bba\u6587\u6fc0\u52b1\u8ba1\u5212\u201d\u5171\u5165\u900910\u7bc7\u6765\u81ea\u4e2d\u56fd\u5927\u9646\u9ad8\u6821\u7684\u535a\u58eb\u6bd5\u4e1a\u8bba\u6587\uff0c\u5176\u4e2d\u5c31\u6709\u4ed6\u7684\u300a\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u8bb0\u5fc6\u7684\u673a\u7406\u5206\u6790\u53ca\u80fd\u529b\u589e\u5f3a\u5173\u952e\u6280\u672f\u7814\u7a76\u300b\u3002<\/p>\n<p>\u4ee5\u53ca\u5317\u5927\u5143\u57f9\u5b66\u9662\u7684\u738b\u70b3\u5ba3\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202501\/04\/c18000c74e2b6f8f95a740e99b5013b79ffdcf.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u738b\u70b3\u5ba3\u6765\u81ea\u5c71\u4e1c\u70df\u53f0\uff0c2017\u5e74\u8fdb\u5165\u5317\u5927\u3002<\/p>\n<p>\u7855\u58eb\u6bd5\u4e1a\u52a0\u5165DeepSeek\uff0c\u53c2\u4e0e\u4e86\u4eceDeepSeek LLM v1\u5f00\u59cb\u7684\u4e00\u7cfb\u5217\u91cd\u8981\u5de5\u4f5c\u3002<\/p>\n<p>\u6e05\u534e\u8fd9\u8fb9\u7684\u4ee3\u8868\u4eba\u7269\u8fd8\u6709\u8d75\u6210\u94a2\u3002<\/p>\n<p>\u8d75\u6210\u94a2\u6b64\u524d\u662f\u8861\u6c34\u4e2d\u5b66\u4fe1\u606f\u5b66\u7ade\u8d5b\u73ed\u6210\u5458\uff0cCCF NOI2016\u94f6\u724c\u5f97\u4e3b\u3002<\/p>\n<p>\u4e4b\u540e\u8d75\u6210\u94a2\u8fdb\u5165\u6e05\u534e\uff0c\u5927\u4e8c\u65f6\u6210\u4e3a\u6e05\u534e\u5b66\u751f\u8d85\u7b97\u56e2\u961f\u6b63\u5f0f\u6210\u5458\uff0c\u4e09\u6b21\u83b7\u5f97\u4e16\u754c\u5927\u5b66\u751f\u8d85\u7b97\u7ade\u8d5b\u51a0\u519b\u3002<\/p>\n<p>\u8d75\u6210\u94a2\u5728DeepSeek\u62c5\u4efb\u8bad\u7ec3\/\u63a8\u7406\u57fa\u7840\u67b6\u6784\u5de5\u7a0b\u5e08\uff0c\u6709\u82f1\u4f1f\u8fbe\u5b9e\u4e60\u7ecf\u5386\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202501\/04\/f902c3441a6cbee5710050dc510c7157b77a4a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><strong>\u25b3<\/strong>\u56fe\u6e90\uff1a\u6e05\u534e\u65b0\u95fb\u7f51<\/p>\n<h2>DeepSeek\u662f\u4e00\u652f\u600e\u6837\u7684\u56e2\u961f<\/h2>\n<p>\u8fd9\u4e9b\u9c9c\u6d3b\u7684\u4e2a\u4f53\uff0c\u8db3\u4ee5\u5f15\u53d1\u4eba\u4eec\u7684\u8d5e\u53f9\u3002<\/p>\n<p>\u4f46\u8fd8\u4e0d\u8db3\u4ee5\u56de\u7b54\u6700\u521d\u7684\u95ee\u9898\uff0cDeepSeek\u5230\u5e95\u662f\u4e00\u652f\u600e\u6837\u7684\u56e2\u961f\uff1f\u6709\u600e\u6837\u7684\u7ec4\u7ec7\u67b6\u6784\uff1f<\/p>\n<p>\u7b54\u6848\u6216\u8bb8\u8fd8\u8981\u4ece\u521b\u59cb\u4eba\u6881\u6587\u950b\u8eab\u4e0a\u627e\u3002<\/p>\n<p>\u65e9\u57282023\u5e745\u6708\uff0cDeepSeek\u521a\u521a\u5ba3\u5e03\u4e0b\u573a\u505a\u5927\u6a21\u578b\uff0c\u8fd8\u6ca1\u53d1\u5e03\u6210\u679c\u7684\u65f6\u5019\uff0c\u6881\u6587\u950b\u5728\u63a5\u53d736\u6c2a\u65d7\u4e0b\u300c\u6697\u6d8c\u300d\u91c7\u8bbf\u65f6\u900f\u9732\u8fc7\u62db\u4eba\u6807\u51c6\u3002<\/p>\n<blockquote><p>\u770b\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u770b\u7ecf\u9a8c\u3002<\/p>\n<p>\u6211\u4eec\u7684\u6838\u5fc3\u6280\u672f\u5c97\u4f4d\uff0c\u57fa\u672c\u4ee5\u5e94\u5c4a\u548c\u6bd5\u4e1a\u4e00\u4e24\u5e74\u7684\u4eba\u4e3a\u4e3b\u3002<\/p><\/blockquote>\n<p>\u4ece\u540e\u9762\u4e00\u5e74\u591a\u9646\u7eed\u53d1\u8868\u7684\u8bba\u6587\u8d21\u732e\u540d\u5355\u4e2d\u4e5f\u53ef\u4ee5\u770b\u51fa\uff0c\u786e\u5b9e\u5982\u6b64\uff0c\u535a\u58eb\u5728\u8bfb\u3001\u5e94\u5c4a\u4ee5\u53ca\u6bd5\u4e1a\u4e00\u4e24\u5e74\u7684\u6210\u5458\u5360\u5f88\u5927\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u5373\u4f7f\u662f\u56e2\u961fleader\u7ea7\u522b\u4e5f\u504f\u5e74\u8f7b\u5316\uff0c\u4ee5\u6bd5\u4e1a4-6\u5e74\u7684\u4e3a\u4e3b\u3002<\/p>\n<p>\u4f8b\u5982\u9886\u5bfcDeepSeek\u7684\u540e\u8bad\u7ec3\u56e2\u961f\u7684\u5434\u4fe3\uff0c2019\u5e74\u5317\u822a\u535a\u58eb\u6bd5\u4e1a\u3001\u5728\u5fae\u8f6fMSRA\u53c2\u4e0e\u8fc7\u5c0f\u51b0\u548c\u5fc5\u5e94\u767e\u79d1\u9879\u76ee\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202501\/04\/a9d000428f15dc3c24b633c9b3d441f845bb53.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5434\u4fe3\u535a\u58eb\u671f\u95f4\u63a5\u53d7\u5317\u822a\u674e\u821f\u519b\u6559\u6388\u548cMSRA\u524d\u526f\u9662\u957f\u5468\u660e\u535a\u58eb\u7684\u8054\u5408\u57f9\u517b\u3002<\/p>\n<p>\u4e0e\u4ed6\u5e08\u51fa\u534a\u4e2a\u540c\u95e8\u7684\u662f\u90ed\u8fbe\u96c5\uff0c\u4e2d\u5c71\u5927\u5b66\u5370\u9274\u6559\u6388\u4e0eMSRA\u5468\u660e\u535a\u58eb\u8054\u5408\u57f9\u517b\uff0c2023\u5e74\u535a\u58eb\u6bd5\u4e1a\u3002<\/p>\n<p>2024\u5e747\u6708\u4ed6\u52a0\u5165DeepSeek\uff0c\u4e3b\u8981\u53c2\u4e0e\u4e86\u4e00\u7cfb\u5217\u6570\u5b66\u548c\u4ee3\u7801\u5927\u6a21\u578b\u7684\u5de5\u4f5c\u3002<\/p>\n<p>\u90ed\u8fbe\u96c5\u4e0a\u5b66\u671f\u95f4\u8fd8\u6709\u4e00\u9879\u4e8b\u8ff9\uff0c\u672c\u79d1\u671f\u95f4\u5728MSRA\u5b9e\u4e60\u4e00\u5e74\u91cc\u53d1\u8868\u4e24\u7bc7\u9876\u4f1a\u8bba\u6587\uff0c\u4ed6\u7b11\u79f0\u201c\u5728\u521a\u5165\u5b66\u7684\u7b2c\u4e09\u5929\uff0c\u5c31\u5b8c\u6210\u4e86\u4e2d\u5927\u535a\u58eb\u751f\u7684\u6bd5\u4e1a\u8981\u6c42\u3002\u201d<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202501\/04\/781450d37d4074b57ec271d7626fc9d5adb32c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u9664\u4e86\u56e2\u961f\u6210\u5458\u5e74\u8f7b\u5316\u4e4b\u5916\uff0cDeepSeek\u5728\u56fd\u5185AI\u516c\u53f8\u4e2d\u7a81\u51fa\u7684\u7279\u70b9\uff1a\u975e\u5e38\u91cd\u89c6\u6a21\u578b\u7b97\u6cd5\u548c\u786c\u4ef6\u5de5\u7a0b\u7684\u914d\u5408\u3002<\/p>\n<p>DeepSeek v3\u8bba\u6587\u603b\u5171200\u4f4d\u4f5c\u8005\uff0c\u5e76\u4e0d\u90fd\u662f\u8d1f\u8d23AI\u7b97\u6cd5\u6216\u6570\u636e\u3002<\/p>\n<p>\u6709\u8fd9\u6837\u4e00\u6279\u4eba\u4ece\u65e9\u671f\u7684DeepSeek LLM v1\u5230v3\u4e00\u76f4\u90fd\u5728\u53c2\u4e0e\uff0c\u4ed6\u4eec\u66f4\u591a\u504f\u5411\u7b97\u529b\u7684\u90e8\u5206\uff0c\u8d1f\u8d23\u4f18\u5316\u786c\u4ef6\u3002<\/p>\n<p>\u4ed6\u4eec\u4ee5DeepSeek AI\u7684\u540d\u4e49\u53d1\u8868\u4e86\u8bba\u6587\u300aFire-Flyer AI-HPC\u300b\uff0c\u901a\u8fc7\u8f6f\u786c\u4ef6\u534f\u540c\u8bbe\u8ba1\u964d\u4f4e\u8bad\u7ec3\u6210\u672c\uff0c\u89e3\u51b3\u4f20\u7edf\u8d85\u7b97\u67b6\u6784\u5728AI\u8bad\u7ec3\u9700\u6c42\u4e0a\u7684\u4e0d\u8db3\u3002<\/p>\n<p>Fire-Flyer\u4e5f\u5c31\u662f\u5e7b\u65b9AI\u642d\u5efa\u7684\u8424\u706b2\u53f7\u4e07\u5361\u96c6\u7fa4\uff0c\u4f7f\u7528\u82f1\u4f1f\u8fbeA100 GPU\uff0c\u5374\u505a\u5230\u76f8\u6bd4\u82f1\u4f1f\u8fbe\u5b98\u65b9\u7684DGX-A100\u670d\u52a1\u5668\u6709\u6210\u672c\u548c\u80fd\u8017\u7684\u4f18\u52bf\u3002<\/p>\n<p>\u8fd9\u652f\u56e2\u961f\u4e2d\u6709\u7684\u4eba\u5728\u82f1\u4f1f\u8fbe\u5de5\u4f5c\u6216\u5b9e\u4e60\u8fc7\uff0c\u6709\u7684\u6765\u81ea\u540c\u5728\u676d\u5dde\u7684\u963f\u91cc\u4e91\uff0c\u4e5f\u6709\u8bb8\u591a\u4eba\u4ece\u5e7b\u65b9AI\u501f\u8c03\u53c8\u6216\u5e72\u8106\u8f6c\u5c97\u5230DeepSeek\uff0c\u53c2\u4e0e\u4e86\u6bcf\u4e00\u9879\u5927\u6a21\u578b\u5de5\u4f5c\u3002<\/p>\n<p>\u800c\u5982\u6b64\u91cd\u89c6\u8f6f\u786c\u4ef6\u534f\u540c\u7684\u6210\u679c\uff0c\u5c31\u662f\u4ee5Llama 3 405B\u76841\/11\u7b97\u529b\uff0c\u8bad\u7ec3\u51fa\u6027\u80fd\u66f4\u9ad8\u7684DeepSeek-v3\u4e86\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202501\/04\/28a22cc0103aed8d02a77464845431c4b40237.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" 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