{"id":3226,"date":"2024-12-27T15:32:02","date_gmt":"2024-12-27T07:32:02","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=3226"},"modified":"2024-12-27T16:06:34","modified_gmt":"2024-12-27T08:06:34","slug":"%e5%9b%bd%e4%ba%a7%e4%b9%8b%e5%85%89deepseek%e6%8a%8aai%e5%a4%a7%e4%bd%ac%e5%85%a8%e7%82%b8%e5%87%ba%e6%9d%a5%e4%ba%86%ef%bc%81671b%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%ae%ad%e7%bb%83%e5%8f%aa%e9%9c%80","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2024\/12\/27\/%e5%9b%bd%e4%ba%a7%e4%b9%8b%e5%85%89deepseek%e6%8a%8aai%e5%a4%a7%e4%bd%ac%e5%85%a8%e7%82%b8%e5%87%ba%e6%9d%a5%e4%ba%86%ef%bc%81671b%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%ae%ad%e7%bb%83%e5%8f%aa%e9%9c%80\/","title":{"rendered":"\u56fd\u4ea7\u4e4b\u5149DeepSeek\u628aAI\u5927\u4f6c\u5168\u70b8\u51fa\u6765\u4e86\uff01671B\u5927\u6a21\u578b\u8bad\u7ec3\u53ea\u9700\u6b64\u524d\u7b97\u529b1\/10\uff0c\u7ec6\u8282\u5168\u516c\u5f00"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3226\" class=\"elementor elementor-3226\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6deb3ff e-flex e-con-boxed e-con e-parent\" data-id=\"6deb3ff\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d39e19 elementor-widget elementor-widget-text-editor\" data-id=\"3d39e19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>DeepSeek\u65b0\u7248\u6a21\u578b\u6b63\u5f0f\u53d1\u5e03\uff0c\u6280\u672f\u5927\u4f6c\u4eec\u90fd\u8f6c\u75af\u4e86\uff01<\/p><p>\u5ef6\u7eed<span>\u4fbf\u5b9c\u5927\u7897<\/span>\u7279\u70b9\u7684\u57fa\u7840\u4e4b\u4e0a\uff0cDeepSeek V3\u53d1\u5e03\u5373<span>\u5b8c\u5168\u5f00\u6e90<\/span>\uff0c\u76f4\u63a5\u7528\u4e8653\u9875\u8bba\u6587\u628a\u8bad\u7ec3\u7ec6\u8282\u548c\u76d8\u6258\u51fa\u7684\u90a3\u79cd\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"0\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/269\/w1080h789\/20241227\/8257-97efcb8511a146764ca68758a4299520.png\" \/><\/div><p>\u600e\u4e48\u8bf4\u5462\uff0cQLoRA\u4e00\u4f5c\u7684\u4e00\u4e2a\u8bcd\u8bc4\u4ef7\u5c31\u662f\uff1a\u4f18\u96c5\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"1\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/356\/w872h284\/20241227\/8e07-113a7af780a9ab5881e835702ff7466b.png\" \/><\/div><div class=\"img_wrapper\"><img decoding=\"async\" id=\"2\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/550\/w710h640\/20241227\/4d99-bf58b298349cd88a50d0579e2c194904.png\" \/><\/div><p>\u5177\u4f53\u6765\u8bf4\uff0cDeepSeek V3\u662f\u4e00\u4e2a\u53c2\u6570\u91cf\u4e3a<span>671B<\/span>\u7684MoE\u6a21\u578b\uff0c<span>\u6fc0\u6d3b37B<\/span>\uff0c\u5728<span>14.8T<\/span>\u9ad8\u8d28\u91cftoken\u4e0a\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\u3002<\/p><p>\u5728\u591a\u9879\u6d4b\u8bc4\u4e0a\uff0cDeepSeek V3\u8fbe\u5230\u4e86\u5f00\u6e90SOTA\uff0c\u8d85\u8d8aLlama 3.1 405B\uff0c\u80fd\u548cGPT-4o\u3001Claude 3.5 Sonnet\u7b49TOP\u6a21\u578b\u6b63\u9762\u63b0\u63b0\u624b\u8155\u2014\u2014<\/p><p>\u800c\u5176\u4ef7\u683c\u6bd4Claude 3.5 Haiku\u8fd8\u4fbf\u5b9c\uff0c\u4ec5\u4e3aClaude 3.5 Sonnet\u76849%\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"3\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/327\/w1080h847\/20241227\/751b-0f431e3b81132519217fdabbb823b478.png\" \/><\/div><p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5927\u5bb6\u4f19\u513f\u8fd8\u7b2c\u4e00\u65f6\u95f4\u5728\u8bba\u6587\u4e2d\u53d1\u73b0\u4e86\u5173\u952e\u7ec6\u8282\uff1a<\/p><p>DeepSeek V3\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4ec5\u7528\u4e86\u4e0d\u5230<span>280\u4e07\u4e2aGPU\u5c0f\u65f6<\/span>\uff0c\u76f8\u6bd4\u4e4b\u4e0b\uff0cLlama 3 405B\u7684\u8bad\u7ec3\u65f6\u957f\u662f<span>3080\u4e07GPU\u5c0f\u65f6<\/span>\uff08p.s. 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405B\u66f4\u5f3a\uff0c\u8bad\u7ec3\u6d88\u8017\u7684\u7b97\u529b\u5374\u4ec5\u4e3a\u540e\u8005\u76841\/11\u3002<\/p><\/blockquote><div class=\"img_wrapper\"><img decoding=\"async\" id=\"5\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/762\/w874h688\/20241227\/5c80-1039b8ea7ce9e5ea2b47fa52bc389932.png\" \/><\/div><p>Meta\u79d1\u5b66\u5bb6\u7530\u6e0a\u680b\u4e5f\u60ca\u53f9DeepSeek V3\u7684\u8bad\u7ec3\u770b\u4e0a\u53bb\u662f\u201c\u9ed1\u79d1\u6280\u201d\uff1a<\/p><p>\u8fd9\u662f\u975e\u5e38\u4f1f\u5927\u7684\u5de5\u4f5c\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"6\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/300\/w884h216\/20241227\/eb52-68ca59ba3598d315eafd33baf842d292.png\" 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src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/111\/w1079h632\/20241227\/73f8-gif3d5332cdc53c462ec1187ea35d9e290f.gif\" \/><\/div><p>\u5728\u53c8\u5feb\u53c8\u597d\u7684\u540c\u65f6\uff0cDeepSeek V3\u7684<span>API\u4ef7\u683c<\/span>\u4e5f\u88ab\u6253\u4e0b\u6765\u4e86\u3002<\/p><blockquote><p>\u6bcf\u767e\u4e07\u8f93\u5165tokens 0.5\u5143\uff08\u7f13\u5b58\u547d\u4e2d\uff09\/ 2\u5143\uff08\u7f13\u5b58\u672a\u547d\u4e2d\uff09\uff0c\u6bcf\u767e\u4e07\u8f93\u51fatokens 8\u5143<\/p><\/blockquote><p>\u5355\u8bba\u4ef7\u683c\uff0c\u6b63\u5982\u4e00\u5f00\u59cb\u63d0\u5230\u7684\uff0c\u5b83\u51e0\u4e4e\u662fClaude 3.5 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2\u5143<\/p><\/blockquote><p>\u6700\u540e\uff0c\u5b98\u65b9\u6b64\u6b21\u4e00\u540c\u5f00\u6e90\u4e86<span>\u539f\u751fFP8\u6743\u91cd<\/span>\uff0c\u5e76\u63d0\u4f9b\u4e86\u4eceFP8\u5230BF16\u7684\u8f6c\u6362\u811a\u672c\u3002<\/p><p>\u5177\u4f53\u800c\u8a00\uff0cSGLang\u548cLMDeploy\u8fd9\u4e24\u4e2a\u6846\u67b6\u5df2\u652f\u6301FP8\u63a8\u7406\uff0c\u53e6\u5916\u4e24\u4e2a\u6846\u67b6TensorRT-LLM\u548cMindIE\u5219\u652f\u6301BF16\u63a8\u7406<span>\uff08\u9002\u5408\u9700\u8981\u66f4\u9ad8\u7cbe\u5ea6\u7684\u573a\u666f\uff09<\/span>\u3002<\/p><p>\u76ee\u524d\u666e\u901a\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u5b98\u7f51<span>\uff08chat.deepseek.com\uff09<\/span>\u4e0eDeepSeek V3\u5c55\u5f00\u5bf9\u8bdd\uff0cAPI\u4e5f\u5df2\u540c\u6b65\u66f4\u65b0\uff0c\u63a5\u53e3\u914d\u7f6e\u65e0\u9700\u6539\u52a8\u3002<\/p><p>\u77e5\u540dAI\u535a\u4e3bAK\u4eb2\u6d4b\uff0c\u53ea\u9700\u51e0\u884c\u4ee3\u7801\u5c31\u80fd\u5c06\u5b83\u90e8\u7f72\u5230Gradio\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"10\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/472\/w1080h992\/20241227\/92d4-89325b24d29f49b71ea36dfc7a4de9f5.png\" \/><\/div><p>Okk\uff0c\u8bdd\u8bf4\u5230\u8fd9\u91cc\uff0c\u6211\u4eec\u76f4\u63a5\u6765\u770b\u4e00\u4e9b\u5b9e\u6d4b\u6548\u679c\u5427\u3002<\/p><p>\u9996\u4f4d\u5168\u804c\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e08\u51fa\u65b0\u9898\uff0cDeepSeek V3\u5b8c\u5168\u7b54\u5bf9<\/p><p>\u8fd9\u7b2c\u4e00\u5173\uff0c\u6765\u81ea\u9996\u4f4d\u5168\u804c\u63d0\u793a\u8bcd\u5de5\u7a0b\u5e08Riley Goodside\u3002<\/p><p>\u65b0\u9898\u4e3a\u201cWhich version is this?\u201d\uff0c\u8003\u5bdf\u6a21\u578b\u5bf9\u81ea\u8eab\u7248\u672c\u7684\u7406\u89e3\u3002\u63a5\u53d7\u8003\u9a8c\u7684\u9009\u624b\u9664\u4e86DeepSeek V3\uff0c\u8fd8\u6709Claude\u3001Gemini\u3001ChatGPT\u548cGrok\u3002<\/p><p>\u5148\u8bf4\u7ed3\u8bba\uff0c\u6309Riley\u7684\u8bf4\u6cd5\uff0c\u8fd9\u51e0\u4f4d\u7684\u56de\u7b54\u4e3b\u6253<span>\u201c\u5404\u4e0d\u76f8\u540c\u201d<\/span>\uff0c\u4e0d\u8fc7DeepSeek V3\u5b8c\u5168\u7b54\u5bf9\u4e86\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"11\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/284\/w1080h804\/20241227\/77d7-51047432edfcd5a7eff64c575f9c42b5.png\" \/><\/div><p>Claude 3.5 Sonnet\u4e5f\u5bf9\u5176\u7248\u672c\u4e86\u5982\u6307\u638c\u2014\u2014\u4e0d\u4ec5\u8bf4\u5bf9\u4e86\u7248\u672c\u53f7<span>\uff08\u8bb8\u591a\u7528\u6237\u975e\u5b98\u65b9\u5730\u79f0\u8fd9\u4e2a\u7248\u672c\u4e3a3.5.1\u62163.6\uff09<\/span>\uff0c\u8fd8\u7ed9\u51fa\u4e86\u53d1\u5e03\u6708\u4efd\u3002<\/p><p>\uff08\u4e0d\u8fc7Claude 3.5 Haiku\u51fa\u9519\u4e86\uff0c\u8bef\u8bc6\u522b\u4e3aClaude 3 Haiku\u3002\uff09<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"12\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/238\/w1080h758\/20241227\/723d-76d8d238a235f11d662a978541756d1e.png\" \/><\/div><p>\u4e0d\u8fc7\u540e\u9762\u51e0\u4f4d\u9009\u624b\u5c31\u5f00\u59cb\u5404\u79cd\u51fa\u9519\u4e86\uff0c\u5c24\u5176\u662fChatGPT\u548cGrok\u3002<\/p><p>ChatGPT\u8981\u4e48\u7ed9\u51fa\u6a21\u7cca\u7b54\u6848<span>\uff08\u57fa\u4e8eGPT-4\u67b6\u6784\uff09<\/span>\uff0c\u8981\u4e48\u76f4\u63a5\u81ea\u4fe1\u7ed9\u51fa\u9519\u8bef\u7248\u672c\uff0c\u603b\u4e4b\u5904\u4e8e\u6bd4\u8f83\u61f5\u5708\u7684\u72b6\u6001\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"13\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/194\/w1080h714\/20241227\/b7bc-8292f7d7bb609dbc11ad27e72e2d6e0a.png\" \/><\/div><div class=\"img_wrapper\"><img decoding=\"async\" id=\"14\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/321\/w1080h841\/20241227\/d24f-ed52681f2ac2abf9d0630b98042d7af2.png\" \/><\/div><p>\u800cGrok\u66f4\u662f\u72ec\u7279\uff0c\u7406\u8bba\u5012\u662f\u4e00\u5957\u4e00\u5957\uff0c\u4f46\u5c31\u662f\u4e0d\u8bf4\u81ea\u5df1\u7684\u7248\u672c\u3002<span>\uff08\u9664\u975e\u76f4\u63a5\u95ee\u5b83\u662f\u54ea\u4e2aGrok\u6a21\u578b\uff09<\/span><\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"15\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/627\/w1034h1193\/20241227\/3edd-1c5697e2dce30b3d92da3deb2fafc618.png\" \/><\/div><p>\u9664\u6b64\u4e4b\u5916\uff0c\u4e00\u4e9b\u7f51\u53cb\u8fd8\u8fdb\u884c\u4e86\u66f4\u591a\u6d4b\u8bd5\u3002<\/p><p>\u66f4\u591a\u7f51\u53cb\u6574\u6d3b<\/p><p>\u6bd4\u5982\u8fd9\u4f4dTom\u5c0f\u54e5\u60ca\u8bb6\u8868\u793a\uff0cDeepSeek V3\u65e0\u9700\u5f00\u53d1\u8005\u8be6\u7ec6\u89e3\u91ca\uff0c\u5c31\u80fd\u201c\u8be1\u5f02\u201d\u7406\u89e3\u6574\u4e2a\u9879\u76ee\u3002<\/p><p>\u7a81\u7136\u611f\u89c9\u673a\u5668\u91cc\u597d\u50cf\u6709\u9b3c<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"16\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/478\/w1078h1000\/20241227\/0575-351779b59089594e27db7eba9a507669.png\" \/><\/div><p>\u4ed6\u552f\u4e00\u505a\u7684\uff0c\u5c31\u662f\u544a\u8bc9DeepSeek V3\u6700\u7ec8\u76ee\u6807\u662f\u4ec0\u4e48\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"17\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/598\/w1061h337\/20241227\/f345-93bb63c5610c407fbbbf58314350d7a7.png\" \/><\/div><p>\u5f53\u7136\uff0c\u8001\u89c4\u77e9\u8fd8\u662f\u8981\u6d4b\u4e00\u4e0b\u6570\u8349\u8393\u4e2d\u7684\u201cr\u201d\u4ee5\u53ca\u201c9.9\u548c9.11\u54ea\u4e2a\u5927\u201d\u8fd9\u79cd\u884c\u4e1a\u96be\u9898\u3002(doge\uff09<\/p><p>\u5f88\u6b23\u6170\uff0c\u8fd9\u6b21\u5b83<span>\u90fd\u7b54\u5bf9\u4e86<\/span>\uff0c\u800c\u4e14\u7b54\u6848\u548c\u5206\u6790\u8fc7\u7a0b\u90fd\u6ca1\u95ee\u9898\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"18\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/408\/w1080h928\/20241227\/5853-8d9d0984f305f815ce630ffdc53ca201.png\" \/><\/div><div class=\"img_wrapper\"><img decoding=\"async\" id=\"19\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/234\/w1080h754\/20241227\/6d36-654819620ddc92edeb32697a3020703e.png\" \/><\/div><p>\u6700\u540e\uff0c\u8fd8\u6709\u4eba\u76f4\u63a5\u5c064\u4e2aM4 Mac mini\u5806\u53e0\u5728\u4e00\u8d77\u6765\u8fd0\u884cDeepSeek V3\u4e86\u2026\u2026<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"20\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/786\/w1069h1317\/20241227\/bcce-58b8b8a4ebcfd8ed15be5361224bc711.png\" \/><\/div><p>\u552f\u4e00\u503c\u5f97\u9057\u61be\u7684\u662f\uff0c\u5f53\u524d\u7248\u672c\u7684DeepSeek V3<span>\u6682\u4e0d\u652f\u6301\u591a\u6a21\u6001\u8f93\u5165\u8f93\u51fa<\/span>\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"21\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/788\/w1080h508\/20241227\/bf19-e51e4d254e161f5a2fbacc9e39e9a167.png\" \/><\/div><p>\u6a21\u578b\u9884\u8bad\u7ec3\uff1a\uff1c2\u4e2a\u6708\uff0c600\u4e07\u7f8e\u5143<\/p><p>\u6d4b\u8bd5\u5b8c\u6bd5\uff0c\u6211\u4eec\u7ee7\u7eed\u63b0\u5f00\u8bba\u6587\u7ec6\u8282\u3002\u5148\u6765\u770b\u6700\u53d7\u5173\u6ce8\u7684\u9884\u8bad\u7ec3\u90e8\u5206\uff1a<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"22\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/510\/w1080h230\/20241227\/f660-167b7e56d2b6fad14307c76c9ef7241e.png\" \/><\/div><p>\u5b98\u65b9\u4ecb\u7ecd\uff0c\u901a\u8fc7\u5728\u7b97\u6cd5\u3001\u6846\u67b6\u548c\u786c\u4ef6\u65b9\u9762\u7684\u534f\u540c\u4f18\u5316\uff0cDeepSeek V3\u7684\u8bad\u7ec3\u6210\u672c\u53d8\u5f97\u975e\u5e38\u7ecf\u6d4e\u3002<\/p><p>\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u5728\u6bcf\u4e07\u4ebftoken\u4e0a\u8bad\u7ec3DeepSeek V3\u4ec5\u9700\u898118\u4e07GPU\u5c0f\u65f6\uff0c\u5c31\u662f\u8bf4\uff0c\u5728\u5b98\u65b92048\u5361\u96c6\u7fa4\u4e0a\uff0c<span>3.7\u5929<\/span>\u5c31\u80fd\u5b8c\u6210\u8fd9\u4e00\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p><p>\u7814\u53d1\u56e2\u961f\u7528\u4e86\u4e0d\u52302\u4e2a\u6708\u7684\u65f6\u95f4\u5c31\u5b8c\u6210\u4e86DeepSeek V3\u7684\u9884\u8bad\u7ec3\uff0c\u8017\u8d39\u4e86266.4\u4e07GPU\u5c0f\u65f6\uff0c\u518d\u52a0\u4e0a\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u768411.9\u4e07GPU\u5c0f\u65f6\uff0c\u548c\u540e\u8bad\u7ec3\u76845000 GPU\u5c0f\u65f6\uff0c\u603b\u8bad\u7ec3\u6210\u672c\u4e3a278.8\u4e07GPU\u5c0f\u65f6\u3002<\/p><p>\u5047\u8bbeGPU\u79df\u8d41\u4ef7\u683c\u4e3a\u6bcfGPU\u5c0f\u65f62\u7f8e\u5143\uff0c\u90a3\u6210\u672c\u6362\u7b97\u8fc7\u6765\u5c31\u662f557.6\u4e07\u7f8e\u5143\u3002<\/p><p>\u6240\u4ee5\uff0c\u5177\u4f53\u662f\u4ec0\u4e48\u6837\u7684\u534f\u540c\u4f18\u5316\uff1f<\/p><p>\u5b98\u65b9\u6807\u6ce8\u4e86\u51e0\u4e2a\u91cd\u70b9\uff1a<\/p><p>\u9996\u5148\uff0c<span>\u67b6\u6784\u65b9\u9762\uff0cDeepSeek V3\u91c7\u7528\u4e86\u521b\u65b0\u7684\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\u548c\u8bad\u7ec3\u76ee\u6807<\/span>\u3002<\/p><p>\u7814\u53d1\u56e2\u961f\u5728DeepSeek-V2\u67b6\u6784\u7684\u57fa\u7840\u4e0a\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65e0\u8f85\u52a9\u635f\u5931\u7684\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\uff0c\u80fd\u6700\u5927\u9650\u5ea6\u51cf\u5c11\u8d1f\u8f7d\u5747\u8861\u800c\u5bfc\u81f4\u7684\u6027\u80fd\u4e0b\u964d\u3002<\/p><p>\u5177\u4f53\u800c\u8a00\uff0c\u8be5\u7b56\u7565\u4e3aMoE\u4e2d\u7684\u6bcf\u4e2a\u4e13\u5bb6\u5f15\u5165\u4e86\u4e00\u4e2a\u504f\u7f6e\u9879\uff08bias term\uff09\uff0c\u5e76\u5c06\u5176\u6dfb\u52a0\u5230\u76f8\u5e94\u7684\u4eb2\u548c\u5ea6\u5206\u6570\u4e2d\uff0c\u4ee5\u786e\u5b9atop-K\u8def\u7531\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"23\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/61\/w1080h581\/20241227\/7777-d3ec224bda70d06373539cfd12c8a77f.png\" \/><\/div><p>\u7814\u53d1\u56e2\u961f\u8fd8\u8bc1\u660e\uff0c<span>\u591aToken\u9884\u6d4b\u76ee\u6807<\/span>\uff08Multi-Token Prediction\uff0cMTP\uff09\u6709\u5229\u4e8e\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\uff0c\u53ef\u4ee5\u7528\u4e8e\u63a8\u7406\u52a0\u901f\u7684\u63a8\u6d4b\u89e3\u7801\u3002<\/p><p><span>\u9884\u8bad\u7ec3\u65b9\u9762\uff0cDeepSeek V3\u91c7\u7528FP8\u8bad\u7ec3<\/span>\u3002\u7814\u53d1\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u4e2aFP8\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u6846\u67b6\uff0c\u9996\u6b21\u9a8c\u8bc1\u4e86FP8\u8bad\u7ec3\u5728\u6781\u5927\u89c4\u6a21\u6a21\u578b\u4e0a\u7684\u53ef\u884c\u6027\u548c\u6709\u6548\u6027\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"24\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/694\/w1080h414\/20241227\/273f-2b5cfb2e1b0f85e3272efd37c0231ec6.png\" \/><\/div><p>\u8bba\u6587\u4e2d\u8fd8\u63d0\u5230\u4e86\u8de8\u8282\u70b9MoE\u8bad\u7ec3\u4e2d\u7684\u901a\u4fe1\u74f6\u9888\u95ee\u9898\u3002\u89e3\u51b3\u7b56\u7565\u5305\u62ec\uff0c\u8bbe\u8ba1DualPipe\u9ad8\u6548\u6d41\u6c34\u7ebf\u5e76\u884c\u7b97\u6cd5\uff1a\u5728\u5355\u4e2a\u524d\u5411\u548c\u540e\u5411\u5757\u5bf9\u5185\uff0c\u91cd\u53e0\u8ba1\u7b97\u548c\u901a\u4fe1\u3002<\/p><p>\u8fd9\u79cd\u91cd\u53e0\u80fd\u786e\u4fdd\u968f\u7740\u6a21\u578b\u7684\u8fdb\u4e00\u6b65\u6269\u5927\uff0c\u53ea\u8981\u4fdd\u6301\u6052\u5b9a\u7684\u8ba1\u7b97\u548c\u901a\u4fe1\u6bd4\u7387\uff0c\u5c31\u4ecd\u7136\u53ef\u4ee5\u8de8\u8282\u70b9\u4f7f\u7528\u7ec6\u7c92\u5ea6\u4e13\u5bb6\uff0c\u5b9e\u73b0\u63a5\u8fd1\u4e8e0\u7684all-to-all\u901a\u4fe1\u5f00\u9500\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"25\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/628\/w1080h348\/20241227\/7e75-f27180eea7c275e5882428c087e9eeae.png\" \/><\/div><p>\u53e6\u5916\uff0c\u7814\u53d1\u56e2\u961f\u8fd8\u5f00\u53d1\u4e86\u9ad8\u6548\u7684\u8de8\u8282\u70b9all-to-all\u901a\u4fe1\u5185\u6838\u7b49\u3002<\/p><p><span>\u540e\u8bad\u7ec3\u65b9\u9762<\/span>\uff0cDeepSeek V3\u5f15\u5165\u4e86\u4e00\u79cd\u521b\u65b0\u65b9\u6cd5\uff0c<span>\u5c06\u63a8\u7406\u80fd\u529b\u4ece\u957f\u601d\u7ef4\u94fe\u6a21\u578b\uff08DeepSeek R1\uff09\u4e2d\uff0c\u84b8\u998f\u5230\u6807\u51c6\u6a21\u578b\u4e0a<\/span>\u3002\u8fd9\u5728\u663e\u8457\u63d0\u9ad8\u63a8\u7406\u6027\u80fd\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u4e86DeepSeek V3\u7684\u8f93\u51fa\u98ce\u683c\u548c\u957f\u5ea6\u63a7\u5236\u3002<\/p><p>\u5176\u4ed6\u503c\u5f97\u5173\u6ce8\u7684\u7ec6\u8282\u8fd8\u5305\u62ec\uff0cDeepSeek V3\u7684MoE\u7531256\u4e2a\u8def\u7531\u4e13\u5bb6\u548c1\u4e2a\u5171\u4eab\u4e13\u5bb6\u7ec4\u6210\u3002\u5728256\u4e2a\u8def\u7531\u4e13\u5bb6\u4e2d\uff0c\u6bcf\u4e2atoken\u4f1a\u6fc0\u6d3b8\u4e2a\u4e13\u5bb6\uff0c\u5e76\u786e\u4fdd\u6bcf\u4e2atoken\u6700\u591a\u88ab\u53d1\u9001\u52304\u4e2a\u8282\u70b9\u3002<\/p><p>DeepSeek V3\u8fd8\u5f15\u5165\u4e86\u5197\u4f59\u4e13\u5bb6\uff08redundant experts\uff09\u7684\u90e8\u7f72\u7b56\u7565\uff0c\u5373\u590d\u5236\u9ad8\u8d1f\u8f7d\u4e13\u5bb6\u5e76\u5197\u4f59\u90e8\u7f72\u3002\u8fd9\u4e3b\u8981\u662f\u4e3a\u4e86\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u5b9e\u73b0MoE\u4e0d\u540c\u4e13\u5bb6\u4e4b\u95f4\u7684\u8d1f\u8f7d\u5747\u8861\u3002<\/p><p>\u6700\u540e\uff0c\u6765\u770b\u90e8\u5206\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p><p>\u5927\u6d77\u635e\u9488\u5b9e\u9a8c\uff1a<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"26\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/16\/w1068h548\/20241227\/8381-1744b5758e4f398833cb61eefb8b9e51.png\" \/><\/div><p>\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u5404\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cDeepSeek V3\u5728\u5f00\u6e90\u6a21\u578b\u4e2d\u8fbe\u5230SOTA\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"27\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/564\/w1076h1088\/20241227\/2f85-474874db13879ead2a6fbe0ea5732dad.png\" \/><\/div><p>\u8d3e\u626c\u6e05\u8c08DeepSeek\u56e2\u961f\uff1a\u5176\u6210\u5c31\u6839\u690d\u4e8e\u591a\u5e74\u4e13\u4e1a\u77e5\u8bc6<\/p><p>\u65b0\u7248\u672c\u6a21\u578b\u5f15\u7206\u70ed\u8bae\uff0c\u66f4\u591a\u6709\u5173DeepSeek\u53ca\u5176\u80cc\u540e\u56e2\u961f\u7684\u4fe1\u606f\u4e5f\u88ab\u5173\u6ce8\u5230\u3002<\/p><p>\u5176\u4e2d\uff0c\u8d3e\u626c\u6e05\u8fd8\u900f\u9732\u4e86\u4e0eDeepSeek\u56e2\u961f\u65e9\u5e74\u7684\u76f8\u5904\u7ec6\u8282\u3002<\/p><p>\u5f53\u65f6\u662f2019\u5e74\uff0c\u4ed6\u6b63\u6253\u7b97\u5411\u56e2\u961f\u63a8\u8350\u4e00\u4e2aAI\u4e91\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u8bd5\u56fe\u8bf4\u670d\u8fd9\u7fa4\u4eba\uff1a<\/p><blockquote><span>\u4e0d\u9700\u8981\u590d\u6742\u7684\u4e91\u865a\u62df\u5316\uff0c\u53ea\u9700\u8981\u5bb9\u5668\u548c\u9ad8\u6548\u7684\u8c03\u5ea6\u5668\u3002<\/span><p>\u9700\u8981\u771f\u6b63\u5feb\u901f\u3001\u76f8\u4e92\u8fde\u63a5\u7684\u4e13\u7528\u7f51\u7edc\uff0c\u5982RoCE\u6216Infiniband\u3002<\/p><p>\u9700\u8981\u50cfNFS\u8fd9\u6837\u7684\u901a\u7528\u5b58\u50a8\uff0c\u4e0d\u9700\u8981\u592a\u590d\u6742\uff0c\u4f46\u5fc5\u987b\u5feb\u901f\u3002<\/p><p>\u8981\u8ba9AI\u5f00\u53d1\u8005\u6ee1\u610f\uff0c\u800c\u4e0d\u662f\u7cfb\u7edf\u53ef\u9760\u6027\u5de5\u7a0b\u5e08\uff08SREs\uff09\u6ee1\u610f\u3002<\/p><\/blockquote><p>\u6709\u610f\u601d\u7684\u662f\uff0c\u56e2\u961f\u8868\u793a\u8fd9\u4e9b\u4e1c\u897f\u4ed6\u4eec\u65e9\u5df2\u5b9e\u8df5\u4e86\u591a\u5e74\uff0c\u5e76\u8f6c\u800c\u8ba9\u4ed6\u5e2e\u5fd9\u5411\u4e00\u4e9b\u5927\u5b66\u5b9e\u9a8c\u5ba4\u6350\u8d60\u7b97\u529b\u8d44\u6e90\u3002<\/p><p>\u5f53\u7136\u6700\u540e\u4e5f\u786e\u5b9e\u5e2e\u4e0a\u5fd9\u4e86\uff0c\u800c\u8d3e\u626c\u6e05\u4e5f\u518d\u6b21\u611f\u53f9\uff1a<\/p><blockquote><p>DeepSeek\u56e2\u961f\u7684\u4f1f\u5927\u6210\u5c31\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u690d\u6839\u4e8e\u591a\u5e74\u7684\u4e13\u4e1a\u77e5\u8bc6\uff0c\u8fd9\u4e9b\u4e13\u4e1a\u77e5\u8bc6\u90e8\u5206\u88ab\u8bb8\u591a\u4eba\u5ffd\u89c6\u4e86\u3002<\/p><\/blockquote><div class=\"img_wrapper\"><img decoding=\"async\" id=\"28\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/488\/w1066h1022\/20241227\/e94c-4c5151a455be49c9cf7d9f20db22ecf0.png\" \/><\/div><p>\u6700\u6700\u540e\uff0c\u9664\u4e86\u672c\u6b21\u5b98\u65b9\u516c\u5e03\u7684\u6d4b\u8bd5\u7ed3\u679c\uff0cImsys\u533f\u540d\u7ade\u6280\u573a\u4e5f\u51fa\u6765\u63d0\u524d\u9884\u70ed\u4e86\u3002<\/p><blockquote><p>\u5bb6\u4eba\u4eec\uff0c\u5feb\u6765\u7528\u4f60\u6700\u96be\u7684\u63d0\u793a\u8003\u8003DeepSeek V3\u3002<span>\uff08\u540e\u7eed\u53d1\u5e03\u7ade\u6280\u573a\u699c\u5355\uff09<\/span><\/p><\/blockquote><div class=\"img_wrapper\"><img decoding=\"async\" id=\"29\" src=\"https:\/\/n.sinaimg.cn\/sinakd20241227s\/647\/w1057h390\/20241227\/aa9f-efaf32de9150f8df54a619dc3ab5dea1.png\" \/><\/div><p>\u4f53\u9a8c\u5730\u5740\uff1a<\/p><p>chat.deepseek.com<\/p><p>\u6280\u672f\u62a5\u544a\u5730\u5740\uff1a<\/p><p>https:\/\/github.com\/deepseek-ai\/DeepSeek-V3\/blob\/main\/DeepSeek_V3.pdf<\/p><p>\u62b1\u62b1\u8138\u5f00\u6e90\u5730\u5740\uff1a<\/p><p>https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-V3<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u9c7c\u7f8a \u4e00\u6c34 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n","protected":false},"author":1,"featured_media":3228,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3226","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3226","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/comments?post=3226"}],"version-history":[{"count":16,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3226\/revisions"}],"predecessor-version":[{"id":3243,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3226\/revisions\/3243"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media\/3228"}],"wp:attachment":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media?parent=3226"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/categories?post=3226"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/tags?post=3226"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}