{"id":40343,"date":"2025-06-20T21:03:09","date_gmt":"2025-06-20T13:03:09","guid":{"rendered":"https:\/\/17aitech.com\/?p=40343"},"modified":"2025-06-20T21:03:09","modified_gmt":"2025-06-20T13:03:09","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%83%ad%e5%ba%a6%e9%80%80%e6%bd%ae%ef%bc%8c%e7%9c%9f%e6%ad%a3%e7%9a%84%e6%8a%80%e6%9c%af%e5%88%9b%e6%96%b0%e8%80%85%e5%bc%80%e5%a7%8b%e8%a2%ab%e3%80%8c%e7%9c%8b%e8%a7%81","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40343","title":{"rendered":"\u5927\u6a21\u578b\u70ed\u5ea6\u9000\u6f6e\uff0c\u771f\u6b63\u7684\u6280\u672f\u521b\u65b0\u8005\u5f00\u59cb\u88ab\u300c\u770b\u89c1\u300d"},"content":{"rendered":"<p class=\"rich_media_title \" id=\"activity-name\" style=\"margin-top: 0px;margin-bottom: 14px;padding: 0px;font-weight: 500;font-size: 22px;line-height: 1.4\"><\/p>\n<p>\u201c\u8fc7\u53bb\u4e24\u5e74\u4e2d\u56fd\u7684\u5927\u6a21\u578b\u6295\u8d44\u5e76\u4e0d\u662f\u6295\u6280\u672f\uff0c\u800c\u662f\u5957\u7740\u6295\u6280\u672f\u7684\u58f3\u6295\u5546\u4e1a\u6a21\u5f0f\u3002\u7845\u8c37\u7684\u6295\u8d44\u4eba\u6295 OpenAI \u662f\u6295\u6280\u672f\u3002\u201d\u4e00\u4f4d\u6295\u8d44\u4eba\u5bf9 AI \u79d1\u6280\u8bc4\u8bba\u8868\u793a\u3002<\/p>\n<p>\u5546\u4e1a\u6a21\u5f0f\u9a71\u52a8\u7684\u6295\u8d44\u6838\u5fc3\u662f\u53ef\u9884\u89c1\u7684\u6570\u5b57\u589e\u957f\uff0c\u800c\u6280\u672f\u6295\u8d44\u5219\u76f8\u53cd\uff1a\u5373\u4fbf\u6ca1\u6709\u660e\u6717\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u53ea\u8981\u6280\u672f\u521b\u65b0\u4ecd\u5728\u4e0d\u65ad\u6500\u767b\u65b0\u7684\u9ad8\u5ea6\uff0c\u5c31\u8db3\u4ee5\u62bc\u6ce8\u3002DeepSeek \u626c\u540d\u524d\uff0c\u8ffd\u968f OpenAI \u6210\u4e3a\u5927\u6a21\u578b\u7684\u5438\u91d1\u77f3\uff1bDeepSeek \u51fa\u5708\u540e\uff0c\u201c\u72ec\u7acb\u521b\u65b0\u201d\u53d6\u4ee3\u201c\u6b65\u6b65\u8ddf\u968f\u201d\u3001\u6210\u4e3a\u5927\u6a21\u578b\u7684\u65b0\u4e3b\u6d41\u3002<\/p>\n<p>\u5728\u8fd9\u4e00\u53d8\u5316\u4e0b\uff0c\u6280\u672f\u521b\u65b0\u4e0e\u6295\u8d44\u5f00\u59cb\u8fd4\u749e\u5f52\u771f\u3001\u56de\u5f52\u672c\u8d28\u3002\u4e00\u4e2a\u76f4\u63a5\u7684\u53d8\u5316\u662f\u878d\u8d44\uff0c\u76f8\u6bd4\u8fc7\u53bb\u4e24\u5e74\u7684\u878d\u8d44\u8282\u594f\uff0c\u4eca\u5e74\u5927\u6a21\u578b\u7684\u5438\u91d1\u70ed\u5ea6\u660e\u663e\u4e0b\u964d\u3002\u4f46\u622a\u81f3 2025 \u5e74 6 \u6708\uff0c\u56fd\u5185\u4ecd\u6709\u4e24\u5bb6\u5927\u6a21\u578b\u516c\u53f8\u5b98\u5ba3\u4e86\u65b0\u4e00\u8f6e\u7684\u878d\u8d44\u6d88\u606f\uff0c\u4e00\u5bb6\u662f\u5904\u4e8e\u5927\u6a21\u578b\u7b2c\u4e00\u68af\u961f\u7684\u667a\u8c31 AI\uff0c\u53e6\u4e00\u5bb6\u4fbf\u662f\u4e13\u6ce8\u7aef\u4fa7 AI \u7684\u9762\u58c1\u667a\u80fd\u3002<\/p>\n<p>\u88f8\u6cf3\u7684\u4eba\u9000\u51fa\u7ade\u4e89\uff0c\u88c5\u5907\u9f50\u5168\u7684\u4eba\u6b63\u5f0f\u767b\u573a\u3002\u4f8b\u5982\uff0cDeepSeek \u5728\u4e91\u4e0a\u5343\u4ebf\u7ea7\u5927\u6a21\u578b\u7684\u72ec\u8f9f\u8e4a\u5f84\uff0c\u6210\u4e3a\u4e86\u767e\u6a21\u5927\u6218\u7684\u7ec8\u7ed3\u8005\uff0c\u8ba9\u6240\u6709\u6bd4\u62fc\u57fa\u7840\u6a21\u578b\u7684\u516c\u53f8\u90fd\u4e0d\u5f97\u4e0d\u5f00\u59cb\u76f4\u9762\u771f\u6b63\u7684\u6280\u672f\u521b\u65b0\u3002\u8fd9\u8bf4\u660e\u5927\u6a21\u578b\u7684\u5438\u91d1\u70ed\u5ea6\u867d\u7136\u5728\u4e0b\u964d\uff0c\u884c\u4e1a\u7684\u53d1\u5c55\u5374\u6b63\u5728\u671d\u7740\u4e00\u4e2a\u66f4\u5065\u5eb7\u7684\u8d8b\u52bf\u524d\u8fdb\u3002<\/p>\n<p>\u4e0e DeepSeek \u4e00\u6837\uff0c\u5728\u5927\u6a21\u578b\u57fa\u7840\u6280\u672f\u4e0a\u6301\u7eed\u521b\u65b0\u7684\u56e2\u961f\u4e5f\u6e10\u6e10\u6d6e\u51fa\u6c34\u9762\uff0c\u5f97\u5230\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u6ce8\u3002\u4eca\u5e74 5 \u6708\u5b98\u5ba3\u6570\u4ebf\u5143\u878d\u8d44\u7684\u9762\u58c1\u667a\u80fd\uff0c\u4e0d\u4e45\u524d\u5728\u667a\u6e90\u5927\u4f1a\u4e0a\u53d1\u5e03\u4e86\u5176\u540c\u65f6\u5728\u7aef\u4fa7\u4e0a\u8fdb\u884c\u63a8\u7406\u4e0e\u67b6\u6784\u521b\u65b0\u7684\u65b0\u4e00\u4ee3\u201c\u5c0f\u94a2\u70ae 4.0\u201d\uff0c\u5c31\u5411\u5e02\u573a\u4f20\u9012\u4e86\u4e00\u4e2a\u4fe1\u53f7\uff1a<\/p>\n<p>AGI \u7684\u843d\u5730\u6b63\u5728\u671d\u7740\u4e91\u7aef\u4e24\u4fa7\u53d1\u5c55\uff0c\u5e76\u9010\u6e10\u5f62\u6210 DeepSeek \u4e0e\u9762\u58c1\u667a\u80fd\u82b1\u5f00\u4e24\u6735\u3001\u5404\u8868\u4e00\u679d\u7684\u5c40\u9762\u3002\u5982\u679c\u8bf4 DeepSeek \u7684\u5f00\u6e90\u5927\u6a21\u578b\u662f\u4e91\u4e0a\u5e94\u7528\u7684\u798f\u97f3\uff0c\u90a3\u4e48\u9762\u58c1\u667a\u80fd\u7684 MiniCPM \u201c\u5c0f\u94a2\u70ae\u201d\u7cfb\u5217\u4fbf\u662f\u7ec8\u7aef\u667a\u80fd\u7684\u89e6\u624b\u3002<\/p>\n<p>\u968f\u7740 AGI \u57fa\u7840\u6280\u672f\u8bdd\u9898\u7684\u4e0d\u65ad\u6536\u655b\uff0c\u4ece\u6570\u636e\u3001\u5b66\u4e60\u3001\u67b6\u6784\u4e0e\u63a8\u7406\u4e0a\u8fdb\u884c\u521b\u65b0\u5df2\u6210\u4e3a\u5404\u5bb6\u7684\u4e3b\u8981\u6bd4\u62fc\u8def\u5f84\uff0c\u800c\u5728\u67b6\u6784\u4e0e\u63a8\u7406\u4e0a\u540c\u65f6\u8fdb\u884c\u521b\u65b0\u7684\u56e2\u961f\u5374\u4e0d\u591a\uff0cDeepSeek \u4e0e\u9762\u58c1\u662f\u56fd\u5185\u7684\u6781\u5c11\u6570\uff0c\u4e14\u4e00\u4e2a\u5728\u4e91\u3001\u4e00\u4e2a\u5728\u7aef\uff0c\u53c8\u521a\u597d\u9519\u5f00\u6b63\u9762\u7ade\u4e89\u3001\u5171\u540c\u5f25\u8865\u4e86\u5f53\u524d\u56fd\u4ea7\u5927\u6a21\u578b\u843d\u5730\u7684\u5e02\u573a\u4f9b\u7ed9\u7248\u56fe\u3002<\/p>\n<p>\u5c0f\u94a2\u70ae\u8bc1\u660e\u4e86\uff0c\u5728 DeepSeek \u5c04\u7a0b\u4ee5\u5916\uff0cAGI \u53d1\u5c55\u4f9d\u7136\u5b58\u5728\u4e30\u5bcc\u7684\u53ef\u80fd\u6027\u3002\u4f46\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u6216\u8bb8\u662f\u8fd9\u6837\u4e00\u4e2a\u6545\u4e8b\uff1a\u4e00\u4e2a\u6301\u7eed\u8fed\u4ee3\u7684\u7aef\u4fa7\u6a21\u578b\uff0c\u662f\u5982\u4f55\u59cb\u7ec8\u4ece AGI \u7684\u7ec8\u5c40\u601d\u8003\u6bcf\u4e00\u9879\u6280\u672f\u521b\u65b0\u7684\u610f\u4e49\uff0c\u4e0d\u91cd\u590d\u9020\u8f6e\u5b50\u3001\u5e76\u4e0d\u65ad\u4e3a\u9886\u57df\u505a\u51fa\u8d21\u732e\u7684\u3002<\/p>\n<p>\u53ea\u6709\u771f\u6b63\u5411\u521b\u65b0\u770b\u9f50\u7684\u56e2\u961f\uff0c\u624d\u52c7\u4e8e\u56de\u7b54\u4e00\u4e2a\u7b80\u5355\u5374\u5b8f\u5927\u7684\u95ee\u9898\uff1aAGI \u7684\u7ec8\u5c40\u771f\u6b63\u9700\u8981\u4ec0\u4e48\uff1f<\/p>\n<p><\/p>\n<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=40343\/#01_AGI_%E5%9B%9B%E8%B1%A1%E9%99%90%E7%9A%84%E2%80%9C%E5%8D%8A%E5%A3%81%E6%B1%9F%E5%B1%B1%E2%80%9D\" >01 AGI \u56db\u8c61\u9650\u7684\u201c\u534a\u58c1\u6c5f\u5c71\u201d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=40343\/#02_%E5%B0%8F%E9%92%A2%E7%82%AE_40_%E7%9A%84%E6%83%B3%E8%B1%A1%E5%8A%9B\" >02 \u5c0f\u94a2\u70ae 4.0 \u7684\u60f3\u8c61\u529b<\/a><\/li><\/ul><\/nav><\/div>\n<h1 style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"01_AGI_%E5%9B%9B%E8%B1%A1%E9%99%90%E7%9A%84%E2%80%9C%E5%8D%8A%E5%A3%81%E6%B1%9F%E5%B1%B1%E2%80%9D\"><\/span>01 AGI \u56db\u8c61\u9650\u7684\u201c\u534a\u58c1\u6c5f\u5c71\u201d<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><\/p>\n<p><\/p>\n<p>\u4ece 2020 \u5e74 GPT-3 \u5230 2022 \u5e74\u5e95\u7684 ChatGPT\uff0c\u518d\u5230\u5927\u6a21\u578b\u5f7b\u5e95\u72c2\u98d9\u4e24\u5e74\u540e\u7684\u4eca\u5929\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u73b0\u9636\u6bb5 AGI \u6280\u672f\u7684\u521b\u65b0\u7ef4\u5ea6\u5df2\u7ecf\u5927\u81f4\u6536\u655b\u81f3\u56db\u4e2a\u5927\u7684\u677f\u5757\uff1a<\/p>\n<p>\u6570\u636e\u3001\u5b66\u4e60\u3001\u63a8\u7406\u4e0e\u67b6\u6784\u3002<\/p>\n<p>\u5728 Scaling Law \u5f0f\u5fae\u3001\u8303\u5f0f\u521b\u65b0\u4e4f\u529b\u7684\u4eca\u5929\uff0c\u524d\u4e24\u8005\u6b63\u5728\u53d8\u5f97\u201c\u516c\u5e73\u201d\u3001\u51e0\u4e4e\u53ef\u4ee5\u4e3a\u6240\u6709\u56e2\u961f\u6240\u638c\u63e1\u3002\u4e00\u65b9\u9762\uff0c\u6570\u636e\u7ef4\u5ea6\u7684\u6807\u51c6\u5316\u5305\u62ec\u5927\u89c4\u6a21\u7f51\u7edc\u722c\u53d6\u3001\u591a\u6a21\u6001\u6570\u636e\u878d\u5408\u3001\u9ad8\u8d28\u91cf\u6570\u636e\u7b5b\u9009\u7b49\u6280\u672f\u5df2\u76f8\u5bf9\u6210\u719f\uff0c\u800c\u5f00\u6e90\u6570\u636e\u96c6\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u8ba9\u6570\u636e\u96c6\u83b7\u53d6\u89c4\u6a21\u4e0d\u65ad\u5411\u7740\u201c\u7a77\u5c3d\u201d\u4e92\u8054\u7f51\u6570\u636e\u89c4\u6a21\u7684\u5929\u82b1\u677f\u9760\u62e2\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u8bad\u7ec3\u5927\u6a21\u578b\u3001\u63d0\u9ad8\u6a21\u578b\u5b66\u4e60\u80fd\u529b\u7684\u57fa\u7840\u65b9\u6cd5\u8bba\u5df2\u7ecf\u53d8\u5f97\u66f4\u52a0\u900f\u660e\uff0c\u4e0d\u518d\u662f\u9ad8\u9601\u79d8\u5bc6\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u63a8\u7406\u548c\u67b6\u6784\u7531\u4e8e\u8d77\u6b65\u8f83\u665a\u3001\u96be\u5ea6\u66f4\u9ad8\uff0c\u51e0\u4e4e\u6210\u4e3a\u4e86\u6a21\u578b\u667a\u80fd\u589e\u957f\u7684\u201c\u4e0b\u534a\u573a\u201d\uff0c\u662f\u5404\u4e2a\u56e2\u961f\u4e4b\u95f4\u62c9\u5f00\u5dee\u8ddd\u7684\u6838\u5fc3\u5206\u6c34\u5cad\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4e8c\u8005\u7684\u6027\u80fd\u53c8\u662f\u76f8\u4f34\u76f8\u751f\u7684\u3002<\/p>\n<p>Transformer \u67b6\u6784\u4ecd\u662f\u4e3b\u6d41\uff0c\u4f46\u4e1a\u5185\u4e00\u76f4\u8ba8\u8bba\u5176\u4e0d\u80fd\u652f\u6491\u5927\u5bb6\u6240\u60f3\u8c61\u4e2d\u7684\u7ec8\u5c40 AGI \u6a21\u578b\uff0c\u56e0\u6b64\u67b6\u6784\u7684\u521b\u65b0\u81f3\u5173\u91cd\u8981\u3002\u4ee5\u4eca\u5e74\u4ee5\u6765\u5907\u53d7\u884c\u4e1a\u5173\u6ce8\u7684\u7a00\u758f\u6ce8\u610f\u529b\u67b6\u6784\u4e3a\u4f8b\uff0c\u65e9\u5728 2020 \u5e74\uff0c\u5305\u62ec OpenAI \u5728\u5185\u7684\u8bb8\u591a\u7814\u7a76\u673a\u6784\u5c31\u63d0\u51fa\u4e86\u201c\u7a00\u758f\u6ce8\u610f\u529b\u201d\u673a\u5236\uff0c\u4ee5\u6b64\u6765\u5f25\u8865 Transformer \u67b6\u6784\u7684\u7f3a\u9677\uff0c\u4f46\u76f8\u5173\u7814\u7a76\u4e00\u76f4\u4e0d\u987a\u7545\uff0c\u539f\u56e0\u662f\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b\u7684\u5e95\u5c42\u7b97\u5b50\u8981\u6c42\u9ad8\uff0c\u901f\u5ea6\u5f88\u96be\u63d0\u5347\u3002<\/p>\n<p>\u5bf9\u4e8e\u7b97\u529b\u6761\u4ef6\u6709\u9650\u7684\u7ec8\u7aef\u786c\u4ef6\u6765\u8bf4\uff0c\u5982\u679c\u4e0d\u4ece\u67b6\u6784\u4e0a\u8fdb\u884c\u6539\u8fdb\uff0c\u786c\u4ef6\u5c42\u9762\u4fbf\u96be\u4ee5\u5bf9\u6ce8\u610f\u529b\u673a\u5236\u8fdb\u884c\u52a0\u901f\uff0c\u7a00\u758f\u6ce8\u610f\u529b\u4fbf\u5f88\u96be\u771f\u6b63\u843d\u5730\u5b9e\u73b0\u3002<\/p>\n<p>\u8fc7\u53bb\u534a\u5e74\u5185\uff0c\u56fd\u5185\u5927\u6a21\u578b\u56e2\u961f\u56f4\u7ed5\u67b6\u6784\u521b\u65b0\u4e5f\u8fdb\u884c\u4e86\u4e0d\u65ad\u7684\u521b\u65b0\u3002\u4f8b\u5982\uff0cDeepSeek\u3001\u6708\u4e4b\u6697\u9762\u5206\u522b\u63d0\u51fa\u4e86 NSA \u548cMoBA \u67b6\u6784\u7684\u5757\u72b6\u7a00\u758f\u6ce8\u610f\u529b\u65b9\u6848\uff0cMiniMax \u63d0\u51fa\u4e86 Lightning Attention \u7684\u7ebf\u6027\u7a00\u758f\u6ce8\u610f\u529b\u65b9\u6848\u7b49\u3002\u5176\u672c\u8d28\u90fd\u662f\u901a\u8fc7\u67b6\u6784\u521b\u65b0\uff0c\u4ece\u800c\u6700\u5927\u5316\u52a0\u901f\u5e95\u5c42\u67b6\u6784\u5bf9 token \u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u4ece\u800c\u8fbe\u5230\u6a21\u578b\u8f6f\u786c\u7ed3\u5408\u7684\u6700\u4f18\u89e3\u3002<\/p>\n<p>\u4e0d\u8fc7\u8fd9\u4e9b\u521b\u65b0\u90fd\u662f\u8dd1\u5728\u4e91\u4e0a\u7684\u5343\u4ebf\u7ea7\u5927\u6a21\u578b\u6210\u529f\u521b\u65b0\uff0c\u5176\u5728\u7aef\u4fa7\u573a\u666f\u5219\u672a\u5fc5\u9002\u7528\u3002<\/p>\n<p>\u4ee5\u00a0NSA \u67b6\u6784\u4e3a\u4f8b\uff0c\u5176\u6574\u4e2a\u67b6\u6784\u4e3b\u8981\u670d\u52a1\u4e91\u7aef\u5927\u6a21\u578b\u573a\u666f\uff0c\u5bf9\u4e0d\u540c\u7b97\u529b\u5e73\u53f0\u7684\u517c\u5bb9\u6027\u6709\u9650\u3002\u5176\u91c7\u7528\u7684\u5206\u5c42\u52a8\u6001\u6a21\u5f0f\uff0c\u5728\u7aef\u4fa7\u7075\u6d3b\u6027\u7a0d\u900a\u7684\u8ba1\u7b97\u573a\u666f\u4e2d\uff0c\u4e5f\u663e\u5f97\u4f18\u52bf\u4e0d\u8db3\u3002\u5728\u5b9e\u6d4b\u4e2d\uff0cNSA \u67b6\u6784\u867d\u7136\u5728\u957f\u6587\u672c\u5904\u7406\u4e2d\u6709\u5f88\u597d\u7684\u6027\u80fd\u8868\u73b0\uff0c\u4f46\u5728\u77ed\u6587\u672c\u65b9\u9762\u5374\u4f1a\u663e\u5f97\u76f8\u5bf9\u8fdf\u949d\u3002<\/p>\n<p>\u800c\u5728 MoBA \u67b6\u6784\u4e2d\uff0c\u5927\u91cf\u7684\u4e13\u5bb6\u6a21\u5757\u7684\u901a\u4fe1\u8981\u6c42\uff0c\u5728\u7aef\u4fa7\u573a\u666f\u4e2d\u4f1a\u5e26\u6765\u8f83\u9ad8\u7684\u5757\u95f4\u901a\u4fe1\u5f00\u9500\u3002\u5c24\u5176\u5728\u7aef\u4fa7\u5185\u5b58\u6709\u9650\u7684\u60c5\u51b5\u4e0b\uff0c\u4f1a\u51fa\u73b0\u975e\u8fde\u7eed\u7684\u5185\u5b58\u8bbf\u95ee\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u6a21\u578b\u7684\u8fd0\u884c\u6548\u7387\u3002<\/p>\n<p>\u800c\u6b64\u6b21\u9762\u58c1\u53d1\u5e03\u7684MiniCPM 4.0\u9996\u6b21\u96c6\u6210\u4e86InfLLM v2\u7a00\u758f\u6ce8\u610f\u529b\u7ed3\u6784\uff0c\u4fbf\u662f\u9488\u5bf9\u7aef\u4fa7\u573a\u666f\u505a\u4e86\u5927\u91cf\u7684\u9488\u5bf9\u6027\u4f18\u5316\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u5347\u4e86\u5176\u5728\u7aef\u4fa7\u7684\u6548\u7387\u80fd\u529b\u3002<\/p>\n<p>\u9996\u5148\uff0cInfLLM v2\u662f\u4e00\u4e2a\u9488\u5bf9\u7aef\u4fa7\u573a\u666f\u4f18\u5316\u7684\u6ce8\u610f\u529b\u7ed3\u6784\uff0c\u8fd9\u8ba9\u5176\u5929\u7136\u6709\u826f\u597d\u7684\u7aef\u4fa7\u9002\u5e94\u80fd\u529b\u3002<\/p>\n<p>\u76f8\u6bd4\u4e8e\u4e91\u7aef\u5927\u6a21\u578b\u6ce8\u610f\u529b\u673a\u5236\u5bf9\u5185\u5b58\u7684\u9ad8\u5360\u7528\u73b0\u72b6\uff0c\u9762\u58c1\u56e2\u961f\u53c8\u5927\u5e45\u964d\u4f4e\u4e86KV\u7f13\u5b58\u3002\u636e\u9762\u58c1\u62ab\u9732\uff0c\u5728 128K \u957f\u6587\u672c\u573a\u666f\u4e0b\uff0cMiniCPM 4.0-8B \u76f8\u8f83\u4e8e Qwen3-8B \u4ec5\u9700 1\/4 \u7684\u7f13\u5b58\u5b58\u50a8\u7a7a\u95f4\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u5347\u4e86\u6574\u4e2a\u6a21\u578b\u5728\u7aef\u4fa7\u573a\u666f\u7684\u901a\u4fe1\u4e0e\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<p>\u800c\u901a\u8fc7\u91cd\u5199\u5e95\u5c42\u7b97\u5b50\uff0c\u518d\u4e0eArkInfer\u7b49\u6210\u719f\u7684\u786c\u4ef6\u5e95\u5c42\u5de5\u5177\u7ed3\u5408\uff0c\u8ba9InfLLM v2\u53ef\u4ee5\u5728\u7aef\u4fa7\u786c\u4ef6\u4e2d\u53d1\u5e03\u6700\u5927\u7684\u4ef7\u503c\u3002<\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8fd9\u662f\u9664\u4e86DeepSeek\u4ee5\u5916\uff0c\u7b2c\u4e8c\u4e2a\u6709\u80fd\u529b\u5728\u786c\u4ef6\u5c42\u9762\u8fdb\u884c\u8f6f\u786c\u4e00\u4f53\u4f18\u5316\u7684\u56e2\u961f\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u76f8\u6bd4\u4e8e\u6b64\u524d\u7684InfLLM v1\uff0cv2\u5c06\u65e0\u8bad\u7ec3\u7684\u6ce8\u610f\u529b\u67b6\u6784\u65b9\u5f0f\uff0c\u5347\u7ea7\u6210\u4e3a\u4e86\u201c\u53ef\u8bad\u7ec3\u201d\u7a00\u758f\u6ce8\u610f\u529b\u67b6\u6784\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u5728\u5b9e\u9645\u4f7f\u7528\u573a\u666f\u4e2d\u7684\u6548\u7387\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u901a\u8fc7\u8bad\u7ec3\uff0c\u5f53v2\u5728\u5904\u7406 128K \u957f\u6587\u672c\u65f6\uff0c\u6bcf\u4e2a\u8bcd\u5143\u4ec5\u9700\u4e0e \u4e0d\u8db3 5% \u7684\u5176\u4ed6\u8bcd\u5143 \u8fdb\u884c\u76f8\u5173\u6027\u8ba1\u7b97\u3002\u8fd9\u610f\u5473\u7740\u76f8\u6bd4\u884c\u4e1a\u666e\u904d\u7684 40%-50% \u7a00\u758f\u5ea6\uff0c\u9762\u58c1\u5c06\u7aef\u4fa7\u7684\u7a00\u758f\u5ea6\u964d\u4f4e\u52301\/10\uff0c\u7ea6\u4e3a5%\u7684\u7a00\u758f\u5ea6\u3002<\/p>\n<p>5% \u5176\u5b9e\u5df2\u7ecf\u4e0e\u4eba\u8111\u7684\u7a00\u758f\u6fc0\u6d3b\u6bd4\u4f8b\u76f8\u5f53\u3002\u67d0\u79cd\u610f\u4e49\u4e0a\u6765\u8bf4\uff0c\u4eba\u8111\u7684\u8fd0\u4f5c\u63a5\u8fd1\u4e00\u4e2a\u7a00\u758f\u7684\u7aef\u4fa7\u6a21\u578b\uff0c\u800c\u5e73\u5747\u6bcf\u6b21\u4efb\u52a1\u6fc0\u6d3b\u7684\u795e\u7ecf\u5143\u4e5f\u4e0d\u52305%\u3002\u8fd9\u7ed9\u9762\u58c1\u7684\u7814\u7a76\u4eba\u5458\u5728\u7aef\u4fa7\u7814\u53d1\u8fdb\u5c55\u4e2d\u63d0\u4f9b\u4e86\u5f88\u597d\u7684\u8303\u672c\u2014\u2014\u5982\u4f55\u5728\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u7684\u60c5\u51b5\u4e0b\u8fbe\u5230\u6548\u7387\u6700\u4f18\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-9c5b12e9e5c2fbd1bf2463003170d8d3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-9c5b12e9e5c2fbd1bf2463003170d8d3.png\"><\/a><\/p>\n<p><\/p>\n<p>\u9664\u4e86\u6ce8\u610f\u529b\u67b6\u6784\u5916\uff0c\u9762\u58c1\u9488\u5bf9\u7aef\u4fa7\u73af\u5883\u5bf9\u6a21\u578b\u7684\u5806\u53e0\u5c42\u6570\u4e5f\u505a\u51fa\u4e86\u4f18\u5316\u3002\u5c42\u6570\uff08Number of Layers\uff09\u662f\u6307\u6a21\u578b\u5806\u53e0\u7684\u53ef\u5b66\u4e60\u8ba1\u7b97\u5355\u5143\u7684\u6570\u91cf\uff0c\u5f80\u5f80\u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u5bb9\u91cf\uff08Capacity\uff09\u548c\u590d\u6742\u5ea6\uff0c\u901a\u8fc7\u5bf9\u6bcf\u4e00\u5c42\u7684\u975e\u7ebf\u6027\u53d8\u5e7b\uff0c\u6a21\u578b\u53ef\u4ee5\u9010\u6b65\u63d0\u53d6\u66f4\u9ad8\u9636\u7684\u6570\u636e\u7279\u5f81<\/p>\n<p>\u4e00\u822c\u800c\u8a00\uff0c\u5c42\u6570\u8d8a\u591a\u610f\u5473\u7740\u6a21\u578b\u8d8a\u590d\u6742\uff0c\u8d8a\u5177\u5907\u5168\u5c40\u80fd\u529b\u548c\u9ad8\u9636\u8bed\u4e49\u7684\u8bc6\u522b\u80fd\u529b\u3002\u4f46\u4e0e\u4e4b\u76f8\u5bf9\u5e94\u7684\uff0c\u5219\u662f\u66f4\u591a\u7684\u80fd\u8017\u548c\u6548\u7387\u635f\u5931\u3002\u4ee5\u4e91\u7aef\u5927\u6a21\u578b\u4e3a\u4f8b\uff0cGPT-3\u548cGPT-4\u7684\u5c42\u6570\u5206\u522b\u4e3a96\u5c42\u548c120\u5c42\uff0c\u800cDeepSeek V3 \u548cR1\u5747\u53ea\u670961\u5c42\uff0c\u5de8\u5927\u7684\u5c42\u6570\u5dee\u5f02\u4e5f\u51b3\u5b9aDeepSeek\u5728\u6a21\u578b\u6548\u7387\u65b9\u9762\u5177\u5907\u4e86\u538b\u5012\u6027\u7684\u9886\u5148\u4f18\u52bf\u3002<\/p>\n<p>\u9762\u58c1\u6b64\u6b21\u53d1\u5e03\u7684MiniCPM 4.0 \u4e5f\u5728\u5c42\u6570\u4e0a\u505a\u4e86\u4f18\u5316\uff0c\u5728\u4fdd\u6301\u80fd\u529b\u9886\u5148\u7684\u540c\u65f6\uff0c\u7f29\u51cf\u4e86\u5c42\u6570\u3002MiniCPM 3.0-4B\u7684\u5c42\u6570\u8fbe\u5230\u4e8662\u5c42\uff0c\u800c\u6b64\u6b21MiniCPM4.0-8B\u4ec5\u4e3a 32 \u5c42\u3001\u540c\u671fQwen\u7684\u540c\u7ea7\u522b\u6a21\u578b\u4e3a36 \u5c42\u3002<\/p>\n<p>\u6839\u636e\u9762\u58c1\u65b9\u9762\u8868\u793a\uff0c\u67b6\u6784\u4e0a\u7684\u6df1\u5ea6\u4f18\u5316\u8ba9MiniCPM 4.0\u4ece\u5e95\u5c42\u62e5\u6709\u4e86\u66f4\u5f3a\u7684\u6548\u7387\u4f18\u52bf\u3002<\/p>\n<p><\/p>\n<p><\/p>\n<p><\/p>\n<h1 style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"02_%E5%B0%8F%E9%92%A2%E7%82%AE_40_%E7%9A%84%E6%83%B3%E8%B1%A1%E5%8A%9B\"><\/span>02 \u5c0f\u94a2\u70ae 4.0 \u7684\u60f3\u8c61\u529b<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><\/p>\n<p>6\u67086\u65e5\uff0c\u9762\u58c1\u53d1\u5e03\u4e86\u5c0f\u94a2\u70ae\u7cfb\u5217\u5927\u6a21\u578b MiniCPM 4.0\uff0c\u5b98\u65b9\u5c06\u5176\u79f0\u4f5c\uff1a\u201c\u53f2\u4e0a\u6700\u5177\u60f3\u8c61\u529b\u201d\u7684\u5c0f\u94a2\u70ae\u7cfb\u5217\u3002\u56e0\u4e3a\u9664\u4e86\u67b6\u6784\u5c42\u9762\u7684\u4f18\u5316\u5916\uff0cMiniCPM 4.0\u51e0\u4e4e\u5728\u6570\u636e\u3001\u5b66\u4e60\u3001\u63a8\u7406\u4e0e\u67b6\u6784\u56db\u4e2a\u4e0d\u540c\u7684\u4fa7\u9762\uff0c\u90fd\u8fdb\u884c\u4e86\u4e0d\u540c\u7a0b\u5ea6\u7684\u4f18\u5316\u3002<\/p>\n<p><\/p>\n<p>\u4ece\u6570\u636e\u4e0a\u6765\u770b\uff0c\u6574\u4e2aMiniCPM 4.0\u6b64\u6b21\u53d1\u5e03\u7684\u4e24\u4e2a\u4e0d\u540c\u89c4\u6a21\u7684\u6a21\u578b\uff0c8B\u548c0.5B\uff0c\u4e24\u4e2a\u5927\u6a21\u578b\u5747\u7ee7\u7eed\u536b\u5195\u540c\u7ea7SOTA\u7684\u9886\u5148\u5730\u4f4d\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-095bcaa687d9981df01de3e0fdd20326.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-095bcaa687d9981df01de3e0fdd20326.png\"><\/a><\/p>\n<p><\/p>\n<p>MiniCPM 4.0-8B \u6a21\u578b\u4f5c\u4e3a\u7a00\u758f\u6ce8\u610f\u529b\u6a21\u578b\uff0c\u5728MMLU\u3001CEval\u3001MATH500\u3001HumanEval\u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c \u6027\u80fd\u8d85\u8d8a Qwen-3-8B\u3001Gemma-3-12B\u3002MiniCPM 4.0-0.5B \u5728\u6027\u80fd\u4e0a\uff0c\u4e5f\u663e\u8457\u4f18\u4e8e Qwen-3-0.6B\uff0c\u5e76\u5b9e\u73b0\u4e86\u6700\u5feb \u00a0600 Token\/s \u7684\u6781\u901f\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<p>\u5f15\u7528\u9762\u58c1\u5b98\u65b9\u7684\u4ecb\u7ecd\u662f\uff1a\u201c\u5728\u7cfb\u7edf\u7ea7\u7a00\u758f\u521b\u65b0\u7684\u652f\u6301\u4e0b\uff0c\u5c0f\u94a2\u70ae 4.0 \u4e0e\u8fc7\u53bb\u4ea7\u54c1\u76f8\u6bd4\uff0c\u5728\u6781\u9650\u60c5\u51b5\u4e0b\u5b9e\u73b0\u4e86 220 \u500d\u3001\u5e38\u89c4 5 \u500d\u7684\u901f\u5ea6\u63d0\u5347\u3002\u201d<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-198d64e762e1dcfcd4033cf67ae04bd6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-198d64e762e1dcfcd4033cf67ae04bd6.png\"><\/a><\/p>\n<p><\/p>\n<p>\u5c24\u5176\u5728\u4e3b\u6253\u8fb9\u7f18\u8ba1\u7b97\u7684Jetson AGX orin\u82af\u7247\u4e2d\uff08\u56fe\u5de6\uff09\uff0cMiniCPM4.0\u51e0\u4e4e\u5b9e\u73b0\u4e86\u65ad\u4ee3\u9886\u5148\u3002\u800c\u4e14\u5728\u4e0d\u540c\u89c4\u6a21\u6d4b\u8bd5\u4e0b\uff0c\u76f8\u6bd4\u4e8e\u540c\u7c7b\u578b\u7684\u6a21\u578b\u800c\u8a00\uff0cMiniCPM4.0 \u7684\u54cd\u5e94\u901f\u5ea6\u7684\u8870\u51cf\u6bd4\u4f8b\u4e5f\u660e\u663e\u66f4\u4f4e\u3002\u8fd9\u4ece\u4fa7\u9762\u4f53\u73b0\u4e86\u9762\u58c1\u56e2\u961f\u5f88\u6df1\u5165\u7684\u7aef\u4fa7\u4f18\u5316\u80fd\u529b\u3002<\/p>\n<p>AI\u5927\u6a21\u578b\u9886\u57df\u662f\u4e00\u4e2a\u590d\u6742\u7684\u201c\u52a8\u529b\u751f\u6001\u201d\uff0c\u4e0d\u540c\u7684\u73a9\u5bb6\u60f3\u8981\u5bfb\u6c42\u7684\u8eab\u4f4d\u5219\u4e0d\u5c3d\u76f8\u540c\u3002\u6709\u4e9b\u6a21\u578b\uff08\u5982 OpenAI \u7684\u201cGPT-5\u201d\u3001DeepSeek \u7684\u201cV4\u201d\uff09\uff0c\u5176\u76ee\u6807\u6216\u8bb8\u662f\u6210\u4e3a\u6cd5\u62c9\u5229\u8fd9\u6837\u7684\u5168\u7403\u52a8\u529b\u5929\u82b1\u677f\uff1b\u6709\u4e9b\u65b9\u6848\u5219\u50cf\u5361\u7f57\u62c9\uff0c\u6734\u5b9e\u4f46\u9760\u8c31\uff0c\u529b\u56fe\u6210\u4e3a\u5168\u7403\u9500\u91cf\u6700\u9ad8\u7684\u901a\u7528\u4ea7\u54c1\u3002<\/p>\n<p><strong>\u800c\u9762\u58c1\u7684\u5c0f\u94a2\u70ae\u7cfb\u5217\uff0c\u6216\u8bb8\u66f4\u50cf\u662fMiniCooper\uff1a\u5c0f\u5de7\u3001\u7cbe\u81f4\uff0c\u81f4\u529b\u4e8e\u7528\u6700\u5408\u9002\u7684\u9a6c\u529b\u8fbe\u5230\u6700\u597d\u7684\u9a7e\u9a76\u4f53\u9a8c\u2014\u2014\u5b83\u5bf9\u81ea\u5df1\u7684\u8981\u6c42\u662f\u6709\u6027\u683c\u7684\uff0c\u6027\u80fd\u5f3a\u5927\uff0c\u5c0f\u91ce\uff0c\u62d2\u7edd\u65e0\u8da3\u3002<\/strong><\/p>\n<p>\u5982\u679c\u8bf4InfLLM\u8fd9\u6837\u7684\u67b6\u6784\u5347\u7ea7\u662f\u4e00\u8f86\u6c7d\u8f66\u5e95\u76d8\uff0c\u90a3\u4e48\u4ece\u4ece\u5e95\u76d8\u548c\u53d8\u901f\u7bb1\uff0c\u5230\u8f66\u8eab\u548c\u52a8\u529b\u7cfb\u7edf\uff0c\u9762\u58c1\u51e0\u4e4e\u5168\u9762\u5347\u7ea7\u4e86\u5c0f\u94a2\u70ae\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u9762\u58c1\u56e2\u961f\u91c7\u7528\u4e86\u521b\u65b0\u7684\u201c\u7a00\u758f\u6ce8\u610f\u529b\u201d\u6a21\u5f0f\uff0c\u5373\u8ba9\u6a21\u578b\u80fd\u591f\u6839\u636e\u4efb\u52a1\u7279\u5f81\u81ea\u52a8\u5207\u6362\u6ce8\u610f\u529b\u6a21\u5f0f\u3002\u8fd9\u5176\u5b9e\u5c31\u50cf\u6c7d\u8f66\u7684\u4e24\u6863\u201c\u53d8\u901f\u7bb1\u201d\uff0c\u8ba9\u6c7d\u8f66\u53ef\u4ee5\u9002\u5408\u66f4\u52a0\u590d\u6742\u7684\u201c\u7aef\u4fa7\u8def\u51b5\u201d\u3002<\/p>\n<p>\u5728\u5904\u7406\u9ad8\u96be\u5ea6\u7684\u957f\u672c\u6587\u3001\u6df1\u5ea6\u601d\u8003\u4efb\u52a1\u65f6\uff0c\u542f\u7528\u7a00\u758f\u6ce8\u610f\u529b\u4ee5\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u800c\u5728\u77ed\u6587\u672c\u573a\u666f\u4e0b\u5207\u6362\u81f3\u7a20\u5bc6\u6ce8\u610f\u529b\u4ee5\u786e\u4fdd\u7cbe\u5ea6\u4e0e\u901f\u5ea6\uff0c\u5b9e\u73b0\u4e86\u957f\u3001\u77ed\u6587\u672c\u5207\u6362\u7684\u9ad8\u6548\u54cd\u5e94\u3002\u8fd9\u79cd\u300c\u9ad8\u6548\u53cc\u9891\u6362\u6321\u300d\u673a\u5236\uff0c\u7c7b\u4f3c\u6df7\u5408\u7a00\u758f\u6ce8\u610f\u529b\u7684\u6a21\u5f0f\u8bbe\u8ba1\uff0c\u8ba9MiniCPM4.0\u80fd\u591f\u62e5\u6709\u7075\u6d3b\u7684\u80fd\u529b\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-730f19e03fd37e6ba47b94475dd976f5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-730f19e03fd37e6ba47b94475dd976f5.png\"><\/a><\/p>\n<p><\/p>\n<p><strong>\u800c\u5176\u4e13\u95e8\u81ea\u7814\u7684\u5168\u5957\u7aef\u4fa7\u63a8\u7406\u6846\u67b6CPM.cu\uff0c\u4ee5\u53ca\u6b64\u524d\u63d0\u5230\u8fc7\u7684\u5185\u5b58\u6539\u8fdb\u7684 BitCPM \u91cf\u5316\u7b97\u6cd5\uff0c\u5bf9\u591a\u5e73\u53f0\u7aef\u4fa7\u82af\u7247\u8fdb\u884c\u4f18\u5316\u7684 ArkInfer \u8de8\u5e73\u53f0\u90e8\u7f72\u6846\u67b6\uff0c\u5219\u50cf\u662fMiniCPM4.0 \u7684\u9ad8\u9a6c\u529b\u201c\u4e09\u7f38\u53d1\u52a8\u673a\u201d\u3002<\/strong><\/p>\n<p><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-08b97fe3e70c7e9e591e948b2a8b5b3e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-08b97fe3e70c7e9e591e948b2a8b5b3e.png\"><\/a><\/p>\n<p><\/p>\n<p>\u4f8b\u5982CPM.cu \u7aef\u4fa7\u81ea\u7814\u63a8\u7406\u6846\u67b6\u662f\u4e00\u4e2a\u9488\u5bf9\u7aef\u4fa7\u5927\u6a21\u578b\u63a8\u7406\u8bbe\u8ba1\u7684\u8f7b\u91cf\u3001\u9ad8\u6548\u7684 CUDA \u63a8\u7406\u6846\u67b6\uff0c\u6838\u5fc3\u652f\u6301 \u7a00\u758f\u67b6\u6784\u3001\u6295\u673a\u91c7\u6837 \u548c \u4f4e\u4f4d\u5bbd\u91cf\u5316 \u7b49\u524d\u6cbf\u6280\u672f\u521b\u65b0\u3002\u800cMiniCPM4.0\u5219\u9996\u6b21\u5c06\u8fd9\u4e2a\u6846\u67b6\u4e0eInfLLM\u505a\u4e86\u878d\u5408\uff0c\u4ece\u800c\u6539\u8fdb\u4e86\u6574\u4e2a\u7cfb\u7edf\u5728\u786c\u4ef6\u5c42\u9762\u7684\u8868\u73b0\u6548\u7387\u3002<\/p>\n<p>\u5176\u4e2dFR-Spec 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-1ba6d618543d6db64eee2cb322e56604.png\"><\/a><\/p>\n<p><\/p>\n<p>BitCPM \u91cf\u5316\u7b97\u6cd5\uff0c\u5b9e\u73b0\u4e86\u4e1a\u754cSOTA\u7ea7\u522b\u7684 4-bit \u91cf\u5316\uff0c\u5e76\u6210\u529f\u63a2\u7d22\u4e86 3 \u503c\u91cf\u5316\uff081.58bit\uff09\u65b9\u6848\u3002\u901a\u8fc7\u7cbe\u7ec6\u7684\u6df7\u5408\u7cbe\u5ea6\u7b56\u7565\u548c\u81ea\u9002\u5e94\u91cf\u5316\u7b97\u6cd5\uff0c\u6a21\u578b\u5728\u7626\u8eab 90%\u540e\uff0c\u4ecd\u80fd\u4fdd\u6301\u51fa\u8272\u7684\u6027\u80fd\u8868\u73b0\u3002\u5728\u4f18\u5316\u540e\uff0cCPM4 1B\u7684\u5206\u6570\u8fdc\u8d85Llama3.2\u548cGemma3\u540c\u89c4\u6a21\u7684\u8868\u73b0\uff0c\u4ec5\u7a0d\u900a\u4e8eQwen3 1.7B\u7684\u8868\u73b0\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/frc-9fbd5288287af944fae5b50e9e314d60.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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                                         \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/StRxBTv3NUDTO4nL.html\" target=\"_blank\">\u5927\u6a21\u578b\u70ed\u5ea6\u9000\u6f6e\uff0c\u771f\u6b63\u7684\u6280\u672f\u521b\u65b0\u8005\u5f00\u59cb\u88ab\u300c\u770b\u89c1\u300d<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c\u8fc7\u53bb\u4e24\u5e74\u4e2d\u56fd\u7684\u5927\u6a21\u578b\u6295\u8d44\u5e76\u4e0d\u662f\u6295\u6280\u672f\uff0c [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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