{"id":55876,"date":"2025-02-20T11:03:20","date_gmt":"2025-02-20T03:03:20","guid":{"rendered":"https:\/\/fwq.ai\/blog\/?p=55876"},"modified":"2025-02-20T11:13:45","modified_gmt":"2025-02-20T03:13:45","slug":"deepseek%e6%a8%a1%e5%9e%8b%e5%8e%8b%e7%bc%a9%ef%bc%9a%e5%88%a9%e7%94%a8%e7%be%8e%e5%9b%bd%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%bc%98%e5%8c%96%e6%80%a7%e8%83%bd%e4%b8%8e%e5%ad%98%e5%82%a8%e6%95%88%e7%8e%87","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/55876\/","title":{"rendered":"DeepSeek\u6a21\u578b\u538b\u7f29\uff1a\u5229\u7528\u7f8e\u56fd\u670d\u52a1\u5668\u4f18\u5316\u6027\u80fd\u4e0e\u5b58\u50a8\u6548\u7387"},"content":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\u8fc5\u901f\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4e0d\u65ad\u8fed\u4ee3\u5347\u7ea7\uff0c\u89c4\u6a21\u548c\u6027\u80fd\u4e0d\u65ad\u63d0\u5347\u3002<strong>DeepSeek<\/strong>\u4f5c\u4e3a\u5176\u4e2d\u7684\u4f7c\u4f7c\u8005\uff0c\u6301\u7eed\u5728\u6a21\u578b\u538b\u7f29\u6280\u672f\u4e0a\u8fdb\u884c\u63a2\u7d22\uff0c\u81f4\u529b\u4e8e\u5728\u51cf\u5c0f\u6a21\u578b\u4f53\u79ef\u7684\u540c\u65f6\uff0c\u6700\u5927\u7a0b\u5ea6\u4fdd\u7559\u6a21\u578b\u7684\u6027\u80fd\uff0c\u4e3a\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f\u63d0\u4f9b\u652f\u6301\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c<strong>DeepSeek<\/strong>\u91c7\u7528\u4e86\u591a\u4e2a\u521b\u65b0\u6280\u672f\uff0c\u5305\u62ec<strong>\u91cf\u5316<\/strong>\u3001<strong>\u526a\u679d<\/strong>\u3001<strong>\u77e5\u8bc6\u84b8\u998f<\/strong>\u548c<strong>\u6df7\u5408\u4e13\u5bb6\u7cfb\u7edf\uff08MoE\uff09<\/strong>\uff0c\u8fd9\u4e9b\u6280\u672f\u7684\u7efc\u5408\u8fd0\u7528\u4f7f\u5f97\u6a21\u578b\u5728\u5b58\u50a8\u7a7a\u95f4\u548c\u8ba1\u7b97\u6548\u7387\u4e0a\u5b9e\u73b0\u4e86\u5de8\u5927\u7684\u7a81\u7834\u3002<\/p>\n<h2>1. \u91cf\u5316\uff1a\u7528\u4f4e\u7cbe\u5ea6\u8868\u8fbe\uff0c\u63d0\u5347\u5b58\u50a8\u4e0e\u8ba1\u7b97\u6548\u7387<\/h2>\n<p>\u91cf\u5316\u6280\u672f\u662f<strong>DeepSeek<\/strong>\u6a21\u578b\u538b\u7f29\u7684\u5173\u952e\u624b\u6bb5\u4e4b\u4e00\u3002\u5b83\u901a\u8fc7\u5c06\u6a21\u578b\u4e2d\u7684\u9ad8\u7cbe\u5ea6\u6d6e\u70b9\u6570\u53c2\u6570\u8f6c\u6362\u4e3a\u4f4e\u6bd4\u7279\u6570\u7684\u6574\u6570\u6216\u5b9a\u70b9\u6570\uff0c\u663e\u8457\u51cf\u5c11\u4e86\u5b58\u50a8\u7a7a\u95f4\u5e76\u63d0\u9ad8\u4e86\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<h3>\u5982\u4f55\u5de5\u4f5c\uff1f<\/h3>\n<p>\u4f20\u7edf\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u4f7f\u752832\u4f4d\u621664\u4f4d\u7684\u6d6e\u70b9\u6570\u6765\u5b58\u50a8\u53c2\u6570\uff0c\u8fd9\u867d\u7136\u80fd\u591f\u4fdd\u8bc1\u8f83\u9ad8\u7684\u8ba1\u7b97\u7cbe\u5ea6\uff0c\u4f46\u4f1a\u5360\u7528\u5927\u91cf\u5185\u5b58\u3002\u800c<strong>\u91cf\u5316<\/strong>\u901a\u8fc7\u7279\u5b9a\u7b97\u6cd5\uff0c\u5c06\u8fd9\u4e9b\u9ad8\u7cbe\u5ea6\u53c2\u6570\u6620\u5c04\u5230\u4f4e\u7cbe\u5ea6\u683c\u5f0f\uff0c\u4f8b\u59828\u4f4d\u751a\u81f34\u4f4d\u7684\u6574\u6570\u8868\u793a\u3002\u4ee5<strong>DeepSeek<\/strong>\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u4e3a\u4f8b\uff0c\u901a\u8fc7<strong>\u9759\u6001\u91cf\u5316<\/strong>\u6280\u672f\uff0c\u8bad\u7ec3\u5b8c\u6210\u540e\u7684\u6a21\u578b\u6743\u91cd\u548c\u6fc0\u6d3b\u503c\u4f1a\u88ab\u8f6c\u6362\u4e3a\u4f4e\u7cbe\u5ea6\u683c\u5f0f\u3002\u6b64\u65b9\u6cd5\u80fd\u591f\u5c06\u6a21\u578b\u4f53\u79ef\u7f29\u5c0f\u81f3\u539f\u6765\u7684<strong>1\/4\u52301\/8<\/strong>\uff0c\u800c\u63a8\u7406\u65f6\uff0c\u786c\u4ef6\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5904\u7406\u8fd9\u4e9b\u4f4e\u7cbe\u5ea6\u6570\u636e\uff0c\u8ba1\u7b97\u901f\u5ea6\u63d0\u5347<strong>3\u52305\u500d<\/strong>\uff0c\u4f7f\u5f97<strong>DeepSeek<\/strong>\u80fd\u591f\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6587\u672c\u751f\u6210\u7b49\u5927\u89c4\u6a21\u6587\u672c\u5904\u7406\u573a\u666f\u4e2d\u63d0\u4f9b\u66f4\u4f4e\u6210\u672c\u3001\u9ad8\u6548\u7387\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h2>2. \u526a\u679d\uff1a\u7cbe\u7b80\u7f51\u7edc\u7ed3\u6784\uff0c\u53bb\u9664\u5197\u4f59\u8fde\u63a5<\/h2>\n<p>\u526a\u679d\u6280\u672f\u7684\u76ee\u6807\u662f\u79fb\u9664\u795e\u7ecf\u7f51\u7edc\u4e2d\u5bf9\u6a21\u578b\u6027\u80fd\u5f71\u54cd\u8f83\u5c0f\u7684\u6743\u91cd\u6216\u795e\u7ecf\u5143\uff0c\u7cbe\u7b80\u6a21\u578b\u7ed3\u6784\uff0c\u51cf\u5c11\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<strong>DeepSeek<\/strong>\u91c7\u7528\u4e86<strong>\u975e\u7ed3\u6784\u5316\u526a\u679d<\/strong>\u548c<strong>\u7ed3\u6784\u5316\u526a\u679d<\/strong>\u76f8\u7ed3\u5408\u7684\u7b56\u7565\u3002<\/p>\n<h3>\u526a\u679d\u7b56\u7565<\/h3>\n<ul>\n<li><strong>\u975e\u7ed3\u6784\u5316\u526a\u679d<\/strong>\uff1a\u901a\u8fc7\u53bb\u9664\u4e2a\u522b\u4e0d\u91cd\u8981\u7684\u8fde\u63a5\uff0c\u4f7f\u5f97\u6743\u91cd\u77e9\u9635\u53d8\u5f97\u7a00\u758f\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u5f0f\u9700\u8981\u7279\u6b8a\u786c\u4ef6\u652f\u6301\uff0c\u4e14\u5728\u901a\u7528\u786c\u4ef6\u4e0a\u7684\u8fd0\u7b97\u4f18\u52bf\u8f83\u4e3a\u6709\u9650\u3002<\/li>\n<li><strong>\u7ed3\u6784\u5316\u526a\u679d<\/strong>\uff1a\u901a\u8fc7\u79fb\u9664\u6574\u4e2a\u795e\u7ecf\u5143\u6216\u5377\u79ef\u6838\uff0c\u4e0d\u4ec5\u51cf\u5c11\u53c2\u6570\u91cf\uff0c\u8fd8\u540c\u6b65\u964d\u4f4e\u8ba1\u7b97\u91cf\uff0c\u5c24\u5176\u9002\u5408\u5728\u901a\u7528\u786c\u4ef6\u4e0a\u90e8\u7f72\u3002\u5728\u56fe\u50cf\u8bc6\u522b\u4efb\u52a1\u4e2d\uff0c<strong>DeepSeek<\/strong>\u901a\u8fc7\u7ed3\u6784\u5316\u526a\u679d\uff0c\u526a\u53bb\u5bf9\u56fe\u50cf\u7279\u5f81\u63d0\u53d6\u8d21\u732e\u8f83\u5c0f\u7684\u5377\u79ef\u6838\uff0c\u6a21\u578b\u4f53\u79ef\u51cf\u5c11<strong>30%-50%<\/strong>\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u5347<strong>2\u500d\u5de6\u53f3<\/strong>\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5728\u79fb\u52a8\u7aef\u7b49\u8d44\u6e90\u53d7\u9650\u8bbe\u5907\u4e0a\u6d41\u7545\u8fd0\u884c\u3002<\/li>\n<\/ul>\n<h2>3. \u77e5\u8bc6\u84b8\u998f\uff1a\u4ee5\u5c0f\u89c1\u5927\uff0c\u4f20\u627f\u6838\u5fc3\u77e5\u8bc6<\/h2>\n<p><strong>\u77e5\u8bc6\u84b8\u998f<\/strong>\u6280\u672f\u901a\u8fc7\u5c06\u5927\u6a21\u578b\uff08\u6559\u5e08\u6a21\u578b\uff09\u7684\u77e5\u8bc6\u8f6c\u79fb\u5230\u5c0f\u6a21\u578b\uff08\u5b66\u751f\u6a21\u578b\uff09\u4e2d\uff0c\u5e2e\u52a9<strong>DeepSeek<\/strong>\u5b9e\u73b0\u4e86\u5c0f\u6a21\u578b\u7684\u9ad8\u6548\u8bad\u7ec3\u548c\u5e94\u7528\u3002<\/p>\n<h3>\u5b9e\u8df5\u5e94\u7528<\/h3>\n<p>\u5728\u6587\u672c\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0c<strong>DeepSeek<\/strong>\u9996\u5148\u8bad\u7ec3\u4e00\u4e2a\u6027\u80fd\u5f3a\u5927\u7684\u5927\u6a21\u578b\u4f5c\u4e3a\u6559\u5e08\u6a21\u578b\uff0c\u5e76\u4f7f\u7528\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\uff08\u5982softmax\u5c42\u7684\u6982\u7387\u5206\u5e03\uff09\u6765\u6307\u5bfc\u5c0f\u6a21\u578b\u7684\u8bad\u7ec3\u3002\u7ecf\u8fc7\u77e5\u8bc6\u84b8\u998f\u7684\u5b66\u751f\u6a21\u578b\u80fd\u591f\u7ee7\u627f\u6559\u5e08\u6a21\u578b\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u5982\u903b\u8f91\u63a8\u7406\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u5728<strong>\u51cf\u5c11\u53c2\u6570\u91cf\u7684\u540c\u65f6<\/strong>\uff0c\u4f9d\u65e7\u4fdd\u6301\u8f83\u9ad8\u7684\u51c6\u786e\u7387\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u84b8\u998f\u540e\u7684\u5b66\u751f\u6a21\u578b\u4e0d\u4ec5\u538b\u7f29\u81f3\u539f\u6765\u4f53\u79ef\u7684<strong>1\/10<\/strong>\uff0c\u800c\u4e14\u80fd\u591f\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u9ad8\u6548\u5b8c\u6210\u6587\u672c\u5206\u7c7b\u7b49\u4efb\u52a1\u3002<\/p>\n<h2>4. \u6df7\u5408\u4e13\u5bb6\u7cfb\u7edf\uff1a\u6309\u9700\u6fc0\u6d3b\uff0c\u7cbe\u51c6\u5206\u914d\u8ba1\u7b97\u8d44\u6e90<\/h2>\n<p><strong>\u6df7\u5408\u4e13\u5bb6\u7cfb\u7edf\uff08MoE\uff09\u662fDeepSeek<\/strong>\u5728\u6a21\u578b\u538b\u7f29\u9886\u57df\u7684\u53e6\u4e00\u4e2a\u4eae\u70b9\u3002\u4e0e\u4f20\u7edf\u7684Transformer\u67b6\u6784\u4e0d\u540c\uff0cMoE\u67b6\u6784\u901a\u8fc7\u667a\u80fd\u6fc0\u6d3b\u4e0d\u540c\u7684\u4e13\u5bb6\u6a21\u5757\uff0c\u6839\u636e\u4efb\u52a1\u9700\u8981\u5408\u7406\u5206\u914d\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<h3>MoE\u67b6\u6784<\/h3>\n<p>\u5728MoE\u67b6\u6784\u4e2d\uff0c\u591a\u4e2a\u4e13\u5bb6\u6a21\u5757\u548c\u4e00\u4e2a\u95e8\u63a7\u7f51\u7edc\u534f\u540c\u5de5\u4f5c\u3002\u95e8\u63a7\u7f51\u7edc\u6839\u636e\u8f93\u5165\u6570\u636e\u8ba1\u7b97\u6bcf\u4e2a\u4e13\u5bb6\u6a21\u5757\u7684\u9002\u914d\u5ea6\uff0c\u5e76\u9009\u62e9\u6fc0\u6d3b\u9002\u914d\u5ea6\u9ad8\u7684\u4e13\u5bb6\u6a21\u5757\u8fdb\u884c\u5904\u7406\u3002\u8fd9\u6837\uff0c\u6a21\u578b\u5e76\u4e0d\u9700\u8981\u5728\u6240\u6709\u4efb\u52a1\u4e2d\u90fd\u6fc0\u6d3b\u5168\u90e8\u53c2\u6570\uff0c\u800c\u662f\u6839\u636e\u5177\u4f53\u4efb\u52a1\u52a8\u6001\u9009\u62e9\u76f8\u5e94\u7684\u4e13\u5bb6\u6a21\u5757\u3002\u6bd4\u5982\uff0c\u5728\u5904\u7406\u591a\u9886\u57df\u77e5\u8bc6\u95ee\u7b54\u65f6\uff0c\u95e8\u63a7\u7f51\u7edc\u4f1a\u9009\u62e9\u5386\u53f2\u4e13\u5bb6\u3001\u79d1\u5b66\u4e13\u5bb6\u7b49\u6a21\u5757\u6765\u89e3\u51b3\u76f8\u5e94\u9886\u57df\u7684\u95ee\u9898\uff0c\u4ece\u800c\u907f\u514d\u4e86\u5197\u4f59\u8ba1\u7b97\uff0c\u51cf\u5c11\u4e86\u8ba1\u7b97\u91cf\uff0c\u4fdd\u6301\u4e86\u826f\u597d\u7684\u6027\u80fd\u3002<\/p>\n<h2>5. \u7f8e\u56fd\u670d\u52a1\u5668\uff1a\u63d0\u5347\u8ba1\u7b97\u6027\u80fd\u4e0e\u6548\u7387<\/h2>\n<p>\u5728\u5168\u7403\u5316\u7684\u5e94\u7528\u73af\u5883\u4e0b\uff0c\u4f7f\u7528<a href=\"https:\/\/fwq.ai\/\"><strong>\u7f8e\u56fd\u670d\u52a1\u5668<\/strong><\/a>\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u80fd\u591f\u663e\u8457\u63d0\u9ad8<strong>DeepSeek<\/strong>\u7684\u8ba1\u7b97\u6027\u80fd\u548c\u54cd\u5e94\u901f\u5ea6\u3002\u7f8e\u56fd\u670d\u52a1\u5668\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u66f4\u5f3a\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u66f4\u4f4e\u7684\u5ef6\u8fdf\uff0c\u8fd8\u80fd\u591f\u652f\u6301\u66f4\u5927\u89c4\u6a21\u7684\u5e76\u884c\u8ba1\u7b97\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u7cfb\u7edf\u7684\u8fd0\u884c\u6548\u7387\u3002<\/p>\n<h2>\u7ed3\u8bed<\/h2>\n<p><strong>DeepSeek<\/strong>\u901a\u8fc7\u91cf\u5316\u3001\u526a\u679d\u3001\u77e5\u8bc6\u84b8\u998f\u548c\u6df7\u5408\u4e13\u5bb6\u7cfb\u7edf\u7b49\u6280\u672f\uff0c\u6210\u529f\u627e\u5230\u4e86\u5728\u6a21\u578b\u4f53\u79ef\u4e0e\u6027\u80fd\u4e4b\u95f4\u7684\u5e73\u8861\u3002\u8fd9\u4e9b\u6280\u672f\u4e0d\u4ec5\u63d0\u5347\u4e86\u6a21\u578b\u5728\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e0b\u7684\u8fd0\u884c\u6548\u7387\uff0c\u8fd8\u62d3\u5bbd\u4e86\u5176\u5e94\u7528\u573a\u666f\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u5e7f\u6cdb\u5e94\u7528\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c<strong>DeepSeek<\/strong>\u6709\u671b\u5728\u6a21\u578b\u538b\u7f29\u9886\u57df\u53d6\u5f97\u66f4\u5927\u7a81\u7834\uff0c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5728\u66f4\u591a\u884c\u4e1a\u4e2d\u7684\u5e94\u7528\u548c\u53d1\u5c55\u3002<\/p>\n<hr \/>\n<p><strong>\u8865\u5145\uff1a<\/strong> 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\u5728\u6587\u672c\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0cDeepSeek\u9996\u5148\u8bad\u7ec3\u4e00\u4e2a\u6027\u80fd\u5f3a\u5927\u7684\u5927\u6a21\u578b\u4f5c\u4e3a\u6559\u5e08\u6a21\u578b\uff0c\u5e76\u4f7f\u7528\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\uff08\u5982softmax\u5c42\u7684\u6982\u7387\u5206\u5e03\uff09\u6765\u6307\u5bfc\u5c0f\u6a21\u578b\u7684\u8bad\u7ec3\u3002\u7ecf\u8fc7\u77e5\u8bc6\u84b8\u998f\u7684\u5b66\u751f\u6a21\u578b\u80fd\u591f\u7ee7\u627f\u6559\u5e08\u6a21\u578b\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u5982\u903b\u8f91\u63a8\u7406\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u5728\u51cf\u5c11\u53c2\u6570\u91cf\u7684\u540c\u65f6\uff0c\u4f9d\u65e7\u4fdd\u6301\u8f83\u9ad8\u7684\u51c6\u786e\u7387\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u84b8\u998f\u540e\u7684\u5b66\u751f\u6a21\u578b\u4e0d\u4ec5\u538b\u7f29\u81f3\u539f\u6765\u4f53\u79ef\u76841\/10\uff0c\u800c\u4e14\u80fd\u591f\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u9ad8\u6548\u5b8c\u6210\u6587\u672c\u5206\u7c7b\u7b49\u4efb\u52a1\u3002 4. \u6df7\u5408\u4e13\u5bb6\u7cfb\u7edf\uff1a\u6309\u9700\u6fc0\u6d3b\uff0c\u7cbe\u51c6\u5206\u914d\u8ba1\u7b97\u8d44\u6e90 \u6df7\u5408\u4e13\u5bb6\u7cfb\u7edf\uff08MoE\uff09\u662fDeepSeek\u5728\u6a21\u578b\u538b\u7f29\u9886\u57df\u7684\u53e6\u4e00\u4e2a\u4eae\u70b9\u3002\u4e0e\u4f20\u7edf\u7684Transformer\u67b6\u6784\u4e0d\u540c\uff0cMoE\u67b6\u6784\u901a\u8fc7\u667a\u80fd\u6fc0\u6d3b\u4e0d\u540c\u7684\u4e13\u5bb6\u6a21\u5757\uff0c\u6839\u636e\u4efb\u52a1\u9700\u8981\u5408\u7406\u5206\u914d\u8ba1\u7b97\u8d44\u6e90\u3002 MoE\u67b6\u6784 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