{"id":38394,"date":"2025-02-15T16:00:56","date_gmt":"2025-02-15T08:00:56","guid":{"rendered":"https:\/\/17aitech.com\/?p=38394"},"modified":"2025-02-15T16:00:56","modified_gmt":"2025-02-15T08:00:56","slug":"waic-%e6%9c%80%e5%85%b7%e6%8a%80%e6%9c%af%e6%83%b3%e8%b1%a1%e5%8a%9b%e6%88%90%e6%9e%9c%e5%8f%91%e5%b8%83%ef%bc%9a%e6%96%b0%e6%9e%b6%e6%9e%84%e9%9d%a2%e5%a3%81%e5%b0%8f%e9%92%a2%e7%82%ae%e5%8f%88","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38394","title":{"rendered":"WAIC \u6700\u5177\u6280\u672f\u60f3\u8c61\u529b\u6210\u679c\u53d1\u5e03\uff1a\u65b0\u67b6\u6784\u9762\u58c1\u5c0f\u94a2\u70ae\u53c8\u4e00\u6b21\u9a8c\u8bc1\u5e76\u52a0\u901f\u4e86\u9762\u58c1\u5b9a\u5f8b"},"content":{"rendered":"

<\/p>\n

2020 \u5e74\uff0c1750 \u4ebf\u53c2\u6570\u89c4\u6a21\u7684 GPT-3 \u95ee\u4e16\u3002\u5f7c\u65f6\uff0c\u5b8c\u6574\u8bad\u7ec3 1750 \u4ebf\u53c2\u6570\u7684\u6a21\u578b\u9700\u8981 3.14E11\uff08TFLOPS\uff09\u7684\u6bcf\u79d2\u6d6e\u70b9\u8fd0\u7b97\u91cf\u3002\u5982\u679c\u4f7f\u7528\u82f1\u4f1f\u8fbe 80GB A100 GPU\uff0816\u4f4d\u6d6e\u70b9\u7b97\u529b\u6709 312 TFLOPS\uff0c\u4f46\u5728\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u5f88\u96be\u8fbe\u5230\u5cf0\u503c\uff09\uff0c\u6309\u7167\u6bcf\u5f20\u663e\u5361 1.5 \u5200\u6bcf\u5c0f\u65f6\u7684\u79df\u8d41\u4ef7\u683c\u6765\u7b97\uff0c\u5219\u9700\u8981\u4f7f\u7528\u4e00\u5343\u5f20 A100 \u3001\u82b1\u8d3981.6 \u4e07\u5200\u3001\u7528 22 \u5929\u624d\u80fd\u5b8c\u6210\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n

2024 \u5e74\uff0c\u5927\u6a21\u578b\u53ea\u9700\u4f7f\u7528 2B \u7684\u53c2\u6570\u89c4\u6a21\u5373\u53ef\u8fbe\u5230\u548c 2020 \u5e74\u7684 GPT-3 \u4e00\u6837\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n

\u8fd9\u4e00\u73b0\u8c61\uff0c\u7c7b\u4f3c\u4e8e\u534a\u5bfc\u4f53\u9886\u57df\u4e2d\u7684\u300c\u6469\u5c14\u5b9a\u5f8b\u300d\u2014\u2014\u96c6\u6210\u7535\u8def\u4e0a\u53ef\u5bb9\u7eb3\u7684\u6676\u4f53\u7ba1\u6570\u76ee\u7ea6\u6bcf\u9694\u4e24\u5e74\u4fbf\u4f1a\u589e\u52a0\u4e00\u500d\uff0c\u82af\u7247\u6027\u80fd\u56e0\u6b64\u6301\u7eed\u63d0\u5347\u3002\u82af\u7247\u5236\u7a0b\u5e26\u6765\u7ec8\u7aef\u7b97\u529b\u6301\u7eed\u589e\u5f3a\uff0c\u6a21\u578b\u5236\u7a0b\u5e26\u6765\u6a21\u578b\u77e5\u8bc6\u5bc6\u5ea6\u6301\u7eed\u589e\u5f3a\uff0c\u4e24\u8005\u4ea4\u6c47\u63ed\u793a\u7aef\u4fa7\u667a\u80fd\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n

\u9762\u58c1\u6b64\u524d\u63a8\u51fa\u7684\u7aef\u4fa7\u591a\u6a21\u6001\u5927\u6a21\u578b\u2014\u2014 MiniCPM-Llama3-V 2.5 \uff0c\u5b9e\u73b0\u4e86\u300c\u4ee5\u6700\u5c0f\u53c2\u6570\uff0c\u64ac\u52a8\u6700\u5f3a\u6027\u80fd\u300d\u7684\u6700\u4f73\u5e73\u8861\u70b9\u3002<\/p>\n

<\/a><\/p>\n

\u800c\u5927\u6a21\u578b\u884c\u4e1a\u4e5f\u6709\u81ea\u5df1\u7684\u6469\u5c14\u5b9a\u5f8b\uff0c\u7eb5\u89c2 OpenAI \u7684 GPT \u7cfb\u5217\u5927\u6a21\u578b\u548c\u5404\u7c7b\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u4f1a\u53d1\u73b0\u5927\u5bb6\u90fd\u5728\u201c\u9ed8\u5951\u201d\u5730\u6309\u7167\u5982\u6b64\u8f68\u8ff9\u6f14\u5316\u3002<\/p>\n

\u57fa\u4e8e\u8fd9\u4e00\u53d1\u73b0\uff0c\u9762\u58c1\u667a\u80fd\u63d0\u51fa\u4e86\u9762\u58c1\u5b9a\u5f8b\u2014\u2014\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u5bc6\u5ea6\u5e73\u5747\u6bcf 8 \u4e2a\u6708\u63d0\u5347\u4e00\u500d\u3002<\/p>\n

\u5176\u4e2d\uff0c\u77e5\u8bc6\u5bc6\u5ea6=\u6a21\u578b\u80fd\u529b \/ \u63a8\u7406\u7b97\u529b\u80fd\u8017\u3002<\/p>\n

<\/a><\/p>\n

\u5f53\u524d\uff0c\u5927\u6a21\u578b\u67b6\u6784-\u7b97\u6cd5-\u6570\u636e\u7b49\u591a\u91cd\u56e0\u7d20\u4ea4\u7ec7\u7684\u6280\u672f\u2f45\u6848\u4ecd\u5728\u2fbc\u901f\u8fed\u4ee3\uff0c\u6a21\u578b\u5236\u7a0b\u4ecd\u6709\u6781\u5927\u7684\u6539\u8fdb\u7a7a\u95f4\uff0c\u5b9e\u73b0\u77e5\u8bc6\u5bc6\u5ea6\u7684\u6781\u81f4\u63d0\u5347\u3002<\/p>\n

<\/a><\/p>\n

\u9762\u58c1\u5b9a\u5f8b\u56fe<\/p>\n

\u6b63\u5982\u9762\u58c1\u5b9a\u5f8b\u6240\u63ed\u793a\u7684\u77e5\u8bc6\u5bc6\u5ea6\u53d1\u5c55\u8d8b\u52bf\uff0c\u9762\u58c1\u6301\u7eed\u8d2f\u5f7b\u9ad8\u6548Scaliing\uff0c\u901a\u8fc7\u6a21\u578b\u6c99\u76d2\uff0c\u5728\u5c0f\u6a21\u578b\u4e2d\u5bfb\u627e\u6700\u4f18\u6570\u636e\u548c\u8d85\u53c2\u914d\u7f6e\u518d\u5916\u63a8\u81f3\u5927\u6a21\u578b\uff0c\u63a8\u51fa\u4e86\u77e5\u8bc6\u5bc6\u5ea6\u6781\u9ad8\u7684 MiniCPM \u5c0f\u94a2\u70ae\u65d7\u8230\u7aef\u4fa7\u5927\u6a21\u578b\u7cfb\u5217\uff0c\u4e3b\u8981\u5305\u62ec\u4ee5\u5c0f\u535a\u5927\u7684 MiniCPM 2.4B + 1.2B \u7684\u57fa\u5ea7\u6a21\u578b\u3001 \u53ef\u5bf9\u6807 GPT-4V \u7684 MiniCPM -V \u7aef\u4fa7\u591a\u6a21\u6001\u6a21\u578b\u4ee5\u53ca\u6700\u5c0f 128K \u957f\u6587\u672c\u6a21\u578b\u548c\u9ad8\u6027\u80fd MOE \u6a21\u578b\u3002<\/p>\n

\u6570\u636e\u8868\u660e\uff0c\u76f8\u6bd4 GPT-3\uff0c\u53c2\u6570\u89c4\u6a21\u5c0f\u7684\u591a\u7684 MiniCPM2.4B \u5177\u5907\u540c\u7b49\u6027\u80fd\uff0c \u6574\u4f53\u77e5\u8bc6\u5bc6\u5ea6\u63d0\u9ad8\u4e86\u7ea686\u500d\u3002<\/p>\n

\u9762\u58c1\u9ad8\u6548\u5927\u6a21\u578b\u8fd8\u5728\u6301\u7eed\u8fdb\u5316\u4e2d\u3002\u5728\u4eca\u5e74\u7684\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a\uff08WAIC 2024\uff09\u4e0a\uff0c\u9762\u58c1\u53d1\u5e03\u4e86\u9ad8\u6548\u7a00\u758f\u6a21\u578b MiniCPM-S \u548c\u52a9\u529b\u5f00\u53d1\u8005\u6253\u9020 SuperAPP \u7684\u5168\u6808\u5f0f\u5de5\u574a MobileCPM\u3002<\/p>\n

MiniCPM-S \u4e0d\u4ec5\u5b8c\u7f8e\u627f\u63a5\u8fc7\u53bb\u9762\u58c1\u667a\u80fd\u4e00\u7cfb\u5217\u9ad8\u6548\u7aef\u4fa7\u5927\u6a21\u578b\u5de5\u4f5c\uff0c\u66f4\u4f53\u73b0\u9762\u58c1\u5728\u575a\u5b9a\u5730\u6309\u7167\u5176\u6240\u63d0\u51fa\u7684\u9ad8\u6548 Scaling \u8def\u5f84\u6301\u7eed\u53d1\u529b\uff0c\u540c\u65f6\u53c8\u4e00\u6b21\u9a8c\u8bc1\u5e76\u52a0\u901f\u4e86\u9762\u58c1\u5b9a\u5f8b\u3002<\/p>\n

\u4ece\u6700\u521d\u51fa\u5708\u7684 AI Infra \u5230 \u5c0f\u94a2\u70ae\u7aef\u4fa7\u5927\u6a21\u578b\uff0c\u9762\u58c1\u667a\u80fd\u65e0\u4e00\u4e0d\u662f\u5728\u975e\u5171\u8bc6\u9636\u6bb5\u5c31\u6253\u51fa\u300c\u5148\u624b\u300d\uff0c\u8d70\u5728 AGI \u6280\u672f\u7814\u7a76\u7684\u524d\u6cbf\uff0c\u9884\u6d4b\u5927\u6a21\u578b\u53d1\u5c55\u8d8b\u52bf\uff0c\u6210\u4e3a\u5927\u6a21\u578b\u884c\u4e1a\u53d1\u5c55\u98ce\u5411\u6807\u3002<\/p>\n

<\/p>\n

\u4e00\u3001 MiniCPM-S\uff1a2.8\u500d\u63a8\u7406\u901f\u5ea6\u63d0\u5347\uff0cFFN \u6a21\u5757 84% \u6210\u672c\u964d\u4f4e<\/strong><\/span><\/p>\n

\u5728\u4ee5 LLaMA2 7B \u4e3a\u4ee3\u8868\u7684\u4e3b\u6d41\u5f00\u6e90\u5927\u6a21\u578b\u4e2d\uff0c\u5c31\u5b58\u5728\u7a00\u758f\u6fc0\u6d3b\u73b0\u8c61\u3002LLaMA2 FFN \u6a21\u5757\u7a00\u758f\u5ea6\u4e3a 70% \u5de6\u53f3\uff0c\u6bcf\u4e2a\u8bcd\u5143\uff08token\uff09 \u4fdd\u7559\u8f93\u51fa\u6570\u503c\u8f83\u5927\u7684 30% \u795e\u7ecf\u5143\u53c2\u4e0e\u8ba1\u7b97\u5373\u53ef\u8ba9\u4e0b\u6e38\u4efb\u52a1\u8868\u73b0\u4e0d\u53d1\u751f\u663e\u8457\u4e0b\u964d\u3002\u7a00\u758f\u5ea6\u8d8a\u9ad8\uff0c\u6bcf\u4e2a \u8bcd\u5143\u6fc0\u6d3b\u7684\u795e\u7ecf\u5143\u8d8a\u5c11\uff0c\u6a21\u578b\u63a8\u7406\u6240\u9700\u7684\u8ba1\u7b97\u91cf\u5c31\u8d8a\u5c11\u3002<\/p>\n

\u4e0e\u91c7\u7528\u7a20\u5bc6\u8ba1\u7b97\u7684\u6a21\u578b\u76f8\u6bd4\uff0c\u91c7\u7528\u7a00\u758f\u8ba1\u7b97\u7684\u6a21\u578b\u5bf9\u7ed9\u5b9a\u7684\u8bcd\u5143\u8f93\u51fa\u7684\u300c\u6fc0\u6d3b\u503c\u300d\u6709\u5f88\u591a\u4e3a0\u3001\u6216\u8005\u975e\u96f6\u4f46\u5bf9\u7ed3\u679c\u5f71\u54cd\u5f88\u5c0f\uff0c\u8fd9\u4e9b\u6fc0\u6d3b\u503c\u6240\u5bf9\u5e94\u7684\u795e\u7ecf\u5143\u53ef\u79f0\u4e3a\u5904\u4e8e\u300c\u672a\u6fc0\u6d3b\u300d\u72b6\u6001\uff0c\u5728\u63a8\u7406\u65f6\u8df3\u8fc7\u8fd9\u4e9b\u672a\u6fc0\u6d3b\u7684\u795e\u7ecf\u5143\uff0c\u53ef\u5b9e\u73b0\u663e\u8457\u52a0\u901f\u3002<\/p>\n

\u7136\u800c\uff0c\u73b0\u6709\u4e3b\u6d41\u5927\u6a21\u578b\u5728\u7a00\u758f\u6fc0\u6d3b\u4e0a\u9762\u4e34\u4e24\u4e2a\u56f0\u5883\uff1a\u4e00\u65b9\u9762\uff0c\u7a00\u758f\u6a21\u578b\u5927\u90fd\u57fa\u4e8e Swish\u3001GELU \u7b49\u65e0\u6cd5\u8f93\u51fa\u5927\u91cf\u96f6\u5143\u7d20\u7684\u6fc0\u6d3b\u51fd\u6570\uff0c\u9700\u8981\u8fdb\u884c\u6fc0\u6d3b\u9608\u503c\u641c\u7d22\u65b9\u53ef\u754c\u5b9a\u795e\u7ecf\u5143\u7684\u6fc0\u6d3b\u4e0e\u5426\uff0c\u5176\u7a00\u758f\u6fc0\u6d3b\u7279\u6027\u5229\u7528\u8d77\u6765\u8f83\u4e3a\u590d\u6742\uff0c\u4e14\u5728\u63a8\u7406\u65f6\u5f3a\u5236\u8df3\u8fc7\u9608\u503c\u4e0b\u7684\u975e\u96f6\u795e\u7ecf\u5143\u5bb9\u6613\u9020\u6210\u6027\u80fd\u635f\u5931\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5176\u7a00\u758f\u5ea6\u4ecd\u76f8\u5bf9\u6709\u9650\uff0c\u5982 LLaMA2 \u505c\u7559\u5728 70% \u5de6\u53f3\u3002<\/p>\n

\u5bf9\u6b64\uff0c\u9762\u58c1\u7684 MiniCPM-S \u63d0\u51fa\u4e86 ProSparse \u7684\u7a00\u758f\u6fc0\u6d3b\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n

\u9996\u5148\uff0c\u5c06\u6fc0\u6d3b\u51fd\u6570\u4ece Swish \u91cd\u65b0\u66ff\u6362\u4e3a ReLU\uff08\u6700\u521d\u7684Transformer\u5373\u91c7\u7528ReLU\u6fc0\u6d3b\uff09\uff0c\u4f7f\u6fc0\u6d3b\u503c\u81ea\u7136\u5730\u5b58\u5728\u5927\u91cf\u96f6\u5143\u7d20\uff0c\u8df3\u8fc7\u8fd9\u4e9b\u96f6\u6fc0\u6d3b\u503c\u7684\u795e\u7ecf\u5143\u4e25\u683c\u65e0\u635f\u3002<\/p>\n

<\/a><\/p>\n

\u7136\u540e\uff0c\u901a\u8fc7\u6e10\u8fdb\u5f0f\u7684\u3001\u5e26\u7ea6\u675f\u7684\u7a00\u758f\u611f\u77e5\u8bad\u7ec3\uff0c\u63d0\u5347\u7a00\u758f\u5ea6\u3002<\/p>\n

<\/a><\/p>\n

\u7ed3\u679c\u663e\u793a\uff0c\u6027\u80fd\u6301\u5e73\uff0c\u4e14\u5c06\u795e\u7ecf\u5143\u6fc0\u6d3b\u6bd4\u4f8b\u964d\u81f3\u7ea6 10%\u3002<\/p>\n

<\/a><\/p>\n

\u8bba\u2f42\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2402.13516.pdf<\/p>\n

\u6a21\u578b\u5730\u5740\uff1ahttps:\/\/huggingface.co\/openbmb\/MiniCPM-S-1B-llama-format<\/p>\n

PowerInfer\u00a0<\/p>\n

\u53ef\u8fd0\u2f8f GGUF \u5730\u5740\uff1ahttps:\/\/huggingface.co\/openbmb\/MiniCPM-S-1B-sft-gguf<\/p>\n

\u57fa\u4e8e\u6b64\uff0c\u9762\u58c1\u63a8\u51fa MiniCPM-S \u9ad8\u6548\u7a00\u758f\u6fc0\u6d3b\u6a21\u578b\u3002\u5177\u4f53\u800c\u8a00\uff0c\u8fd9\u4e00\u6a21\u578b\u6709\u4e09\u5927\u7279\u70b9\uff1a<\/p>\n

Sparse\uff1a<\/strong>\u9ad8\u5ea6\u7a00\u758f\u3002MiniCPM-S \u7684 FFN \u6a21\u5757\u5177\u6709\u6781\u9ad8\u7684\u7a00\u758f\u5ea6\uff0c\u5e73\u5747\u53ef\u8fbe\u5230 87.89%\uff0cFFN FLOPS \u4e0b\u964d 84%\uff0c\u5927\u6a21\u578b\u80fd\u8017\u4e0e\u63a8\u7406\u6210\u672c\u663e\u8457\u964d\u4f4e\u3002<\/p>\n

Speed\uff1a<\/strong>\u9ad8\u6548\u63a8\u7406\u3002\u76f8\u6bd4\u91c7\u7528\u7a20\u5bc6\u8ba1\u7b97\u6a21\u5f0f\u7684\u6a21\u578b\uff0c\u80fd\u4f7f\u7528\u66f4\u5c11\u8ba1\u7b97\u91cf\u8fdb\u884c\u66f4\u5feb\u901f\u7684\u63a8\u7406\uff0c \u5728\u7eaf CPU \u73af\u5883\u4e0b\u63a8\u7406\u65f6\uff0c\u7ed3\u5408Powerinfer\u63a8\u7406\u6846\u67b6\uff0cdecode \u901f\u5ea6\u63d0\u5347 2.8 \u500d\u3002<\/p>\n

Strong\uff1a<\/strong>\u5f3a\u5927\u6027\u80fd\u3002\u867d\u7136\u8ba1\u7b97\u91cf\u53d8\u5c11\uff0c\u4f46\u65e0\u635f\u4e8e\u4e0b\u6e38\u4efb\u52a1\u6027\u80fd\uff0c\u5176\u4e2d\uff0c\u795e\u7ecf\u5143\u6fc0\u6d3b\u6bd4\u4f8b\u964d\u81f312.1% \uff0c\u77e5\u8bc6\u5bc6\u5ea6\u76f8\u6bd4\u7a20\u5bc6\u6a21\u578b\u63d0\u5347 2.57 \u500d\u3001\u76f8\u6bd4Mistral-7B \u63d0\u5347 12.1 \u500d\u3002<\/p>\n

\u53ef\u4ee5\u8bf4\uff0c MiniCPM-S \u53c8\u4e00\u6b21\u9a8c\u8bc1\u4e86\u8fc7\u53bb\u57fa\u4e8e\u9762\u58c1\u5b9a\u5f8b\u53d1\u5e03\u7684 MiniCPM 1.2B \u548c MiniCPM 2.4B \uff0c\u5e76\u4e14\u5728\u65f6\u95f4\u4e0a\u8fdb\u884c\u4e86\u52a0\u901f\uff0c\u9ad8\u6548 Scaling Law \u4ecd\u5728\u6301\u7eed\u6f14\u5316\u3002<\/p>\n

<\/p>\n

\u4e8c\u3001MobileCPM\uff1a\u964d\u4f4e\u5f00\u53d1\u8005\u95e8\u69db\uff0c\u4e00\u952e\u96c6\u6210\u7aef\u4fa7\u5927\u6a21\u578b\u5230APP<\/strong><\/span><\/p>\n

\u968f\u7740\u5927\u6a21\u578b\u8d5b\u9053\u7684\u8fdb\u4e00\u6b65\u6f14\u8fdb\uff0c\u4e00\u4e2a\u5171\u8bc6\u662f\uff1a\u57fa\u5ea7\u5927\u6a21\u578b\u53ea\u5c5e\u4e8e\u8d44\u6e90\u5145\u8db3\u7684\u5c11\u6570\u73a9\u5bb6\uff0c\u666e\u901a\u521b\u4e1a\u8005\u7684\u673a\u4f1a\u66f4\u591a\u662f\u5728\u4e0a\u5c42\u5e94\u7528\u3002\u57fa\u4e8e\u6b64\uff0c\u6d8c\u73b0\u4e86\u8bf8\u591aAI \u539f\u751f\u5e94\u7528\u548c Agent \u4ea7\u54c1\uff0c\u4ee5\u53ca\u4e0e\u5176\u76f8\u5bf9\u5e94\u7684\u80fd\u591f\u8d77\u5230\u5f3a\u5927\u652f\u6491\u80fd\u529b\u7684 APP \u5f00\u53d1\u5de5\u5177\u548c\u5e73\u53f0\u3002<\/p>\n

\u76ee\u524d\u5e02\u9762\u4e0a\u7684\u5927\u6a21\u578b APP \u5f00\u53d1\u5e73\u53f0\u7684\u5171\u6027\u662f\u6613\u7528\u3001\u7cbe\u5ea6\u9ad8\u3001\u6613\u90e8\u7f72\u3001\u5b89\u5168\u53ef\u9760\u7b49\u7279\u70b9\uff0c\u800c\u5176\u4e2d\u80fd\u505a\u5230\u63d0\u4f9b\u7aef\u4fa7\u5927\u6a21\u578b\u63a5\u53e3\u7684\u5219\u5c11\u4e4b\u53c8\u5c11\u3002\u7136\u800c\uff0c\u9664\u4e86\u5171\u6027\u7684\u300c\u4e00\u952e\u96c6\u6210\u3001\u5f00\u7bb1\u5373\u7528\u300d\u4f18\u52bf\uff0c\u9762\u58c1\u667a\u80fd\u57fa\u4e8e\u56e2\u961f\u672c\u8eab\u5f3a\u5927\u7684\u9ad8\u6548\u7aef\u4fa7\u6a21\u578b\u80fd\u529b\u63a8\u51fa\u4e86 MobileCPM \uff0c\u5982\u6b64\u4e00\u6765\u5373\u65e0\u9700\u4e91\u7aef GPU \uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u96f6\u63a8\u7406\u6210\u672c\uff0c100 \u4e07 tokens \u53ea\u9700\u8981 0 \u5143\u3002<\/p>\n

<\/a><\/p>\n

\u53ef\u4ee5\u8bf4\uff0cMobileCPM \u62c9\u5f00\u57fa\u4e8e\u7aef\u4fa7\u6a21\u5f0f APP \u63a2\u7d22\u7684\u5e37\u5e55\uff0c\u518d\u6b21\u964d\u4f4e\u4e86\u5f00\u53d1\u8005\u5f00\u53d1\u5927\u6a21\u578b\u5e94\u7528\u7684\u95e8\u69db\uff0c\u5e76\u4e14\u589e\u52a0\u4e86\u7aef\u4fa7\u5927\u6a21\u578b\u5e94\u7528\u8fd9\u4e00\u9009\u9879\uff0c\u771f\u6b63\u6539\u53d8\u4e86\u8fc7\u53bbC\u7aef\u4ea7\u54c1\u4e91\u7aef\u670d\u52a1\u6210\u672c\u2fbc\u6602\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u4e3a\u2f24\u6a21\u578b\u4ea7\u54c1\u521b\u65b0\u63d0\u4f9b\u4e86\u65b0\u53ef\u80fd\u3002<\/p>\n

\u5177\u4f53\u6765\u770b\uff0cMobileCPM \u53ef\u4ee5\u63d0\u4f9b\u4e09\u79cd\u6a21\u5f0f\uff1a<\/p>\n

\u57fa\u7840\u6a21\u5f0f\uff1a\u5305\u542b\u4e86\u4e30\u5bcc\u7684\u9002\u914d\u7aef\u4fa7\u2f24\u6a21\u578b APP \u7684 SDK \u5957\u4ef6\uff0c\u5f00\u53d1\u8005\u57fa\u4e8e\u6b64\u5373\u53ef\u2f83\u7531\u7075\u6d3b\u5730\u642d\u5efa\u2f24\u6a21\u578b APP\uff0c\u4f46\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u5e95\u5ea7\u6a21\u578b\u548c\u667a\u80fd\u4f53\u4ecd\u9700\u8981\u5f00\u53d1\u8005\u2f83\u2f8f\u5f00\u53d1\u548c\u63a5\u2f0a\uff1b<\/p>\n

\u7cbe\u88c5\u6a21\u5f0f\uff1a\u5728\u57fa\u7840\u6a21\u5f0f\u57fa\u7840\u4e0a\uff0c\u63d0\u4f9b 1.2B \u53c2\u6570\u7684\u2faf\u58c1\u65b0\u2f00\u4ee3\u2fbc\u6548\u7a00\u758f\u2f24\u6a21\u578b MiniCPM-S\uff0c\u5e76\u4e14MobileCPM \u8fd8\u652f\u6301\u4efb\u610f\u7aef\u4fa7\u6a21\u578b\u7684\u96c6\u6210\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u66ff\u6362\u5176\u5b83\u7aef\u4fa7\u6a21\u578b\uff0c\u5e76\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0\u6216\u4fee\u6539prompt\u7684\u65b9\u5f0f\u5b9a\u5236\u591a\u79cdAPI\uff0c\u6ee1\u8db3\u4e0d\u540c\u4e1a\u52a1\u573a\u666f\u9700\u6c42\u3002<\/p>\n

\u5168\u5305\u914d\u4ef6\u6a21\u5f0f\uff1a\u5728\u7cbe\u88c5\u6a21\u5f0f\u7684\u57fa\u7840\u4e0a\u9884\u88c5\u4e30\u5bcc\u7684 intent\uff0c\u5e76\u63d0\u4f9b\u4fdd\u59c6\u5f0f\u6559\u7a0b\uff0c\u5f00\u53d1\u8005\u4e5f\u53ef\u4f7f\u7528\u81ea\u5b9a\u4e49 intent\uff0c\u51cf\u5c11\u5f00\u53d1\u65f6\u95f4\uff0c\u2f24\u5e45\u63d0\u5347\u5e94\u2f64\u7684\u4e30\u5bcc\u6027\u3002<\/p>\n

\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u65e0\u9700 GPU\uff0c\u53ea\u9700\u4f7f\u7528 MobileCPM \u5373\u53ef\u5728\u624b\u673a\u672c\u5730\u90e8\u7f72\u5927\u6a21\u578b\uff0c\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u6d88\u9664\u4e86\u9690\u79c1\u95ee\u9898\u7684\u62c5\u5fe7\u3002\u5e76\u4e14\uff0c\u4e5f\u4e0d\u8981\u6c42\u9876\u914d\u624b\u673a\uff0c\u4e94\u5e74\u5185\u53d1\u5e03\u7684\u624b\u673a\u8fd0\u884c\u8d77\u6765\u5747\u65e0\u538b\u529b\uff0c\u7aef\u4fa7\u6beb\u79d2\u7ea7\u54cd\u5e94\uff0ciphone 15 \u5b9e\u6d4b\u4e0b\uff0c\u63a8\u7406\u901f\u5ea6\u8f7b\u677e\u53ef\u8fbe 30 tokens\/s\uff0c\u76f8\u5f53\u4e8e\u4eba\u7c7b\u8bed\u901f\u768418~30\u500d\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0cMobileCPM \u5df2\u7ecf\u5168\u2faf\u2f40\u6301 iOS\u7cfb\u7edf\uff0c\u7acb\u65f6\u53ef\u7528\uff0cAndroid \u7248\u672c\u4e5f\u5373\u5c06\u5f00\u542f\u516c\u6d4b\uff0c\u9884\u8ba1\u5373\u5c06\u6b63\u5f0f\u53d1\u5e03\u3002<\/p>\n

MobileCPM \u5f00\u6e90\u5730\u5740\uff1ahttps:\/\/github.com\/OpenBMB\/MobileCPM<\/p>\n

MobileCPM \u8fd9\u4e00\u7834\u574f\u5f0f\u521b\u65b0\u53ef\u4ee5\u8ba9\u4efb\u4f55\u5f00\u53d1\u8005\u90fd\u80fd\u4e00\u952e\u96c6\u6210\u4ea7\u54c1\uff0c\u5b9e\u73b0\u5927\u6a21\u578b\u4e0e APP \u7684\u65e0\u7f1d\u5bf9\u63a5\u3002<\/p>\n

<\/p>\n

\u4e09\u3001\u9762\u58c1\u4e0e AGI \u5343\u91cc\u6c5f\u5c71\u56fe<\/strong><\/span><\/p>\n

\u5b9e\u9645\u4e0a\uff0c\u6469\u5c14\u5b9a\u5f8b\u4e0d\u4ec5\u610f\u5473\u7740\u6027\u80fd\u7684\u63d0\u5347\u548c\u80fd\u8017\u3001\u6210\u672c\u7684\u4e0b\u964d\uff0c\u8fd8\u610f\u5473\u7740\u6574\u4e2a\u884c\u4e1a\u9700\u8981\u4e0d\u505c\u5954\u8dd1\u624d\u80fd\u7559\u5728\u539f\u5730\uff0c\u5728\u53d8\u76f8\u5730\u63a8\u52a8\u884c\u4e1a\u53bb\u5403\u82e6\u94bb\u7814\u3001\u8fed\u4ee3\u6280\u672f\u3002<\/p>\n

\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u9762\u58c1\u5b9a\u5f8b\u4ea6\u662f\u5982\u6b64\uff0c\u5728\u672c\u5c31\u4e7e\u5764\u672a\u5b9a\u7684 AGI \u53d1\u5c55\u683c\u5c40\u4e2d\uff0c\u4ece\u66f4\u6df1\u5c42\u6b21\u6765\u770b\uff0c\u8fd9\u4e00\u89c4\u5f8b\u4e5f\u62c9\u51fa\u4e00\u6761\u884c\u4e1a\u57fa\u672c\u7ebf\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u4e00\u5b9a\u4f1a\u6709\u5148\u884c\u8005\u7387\u5148\u7ad9\u51fa\u6765\u8fdb\u884c\u6280\u672f\u7684\u9769\u65b0\uff0c\u6307\u51fa\u5e76\u8bd5\u9a8c\u51fa\u4e00\u6761\u6280\u672f\u8fed\u4ee3\u7684\u53ef\u884c\u8def\u5f84\uff0c\u800c\u540e\u5c06\u5176\u5f00\u653e\u51fa\u6765\u4f9b\u884c\u4e1a\u4f7f\u7528\u3001\u5171\u540c\u8fdb\u6b65\u3002<\/p>\n

\u9762\u58c1\u667a\u80fd\u5c31\u626e\u6f14\u4e86\u8fd9\u6837\u7684\u89d2\u8272\u3002<\/p>\n

\u65e9\u5728\u9762\u58c1\u667a\u80fd\u6210\u7acb\u4e4b\u524d\uff0c\u9ad8\u6548\u7684\u57fa\u56e0\u5c31\u523b\u5728\u56e2\u961f\u7684\u57fa\u56e0\u91cc\u3002\u800c\u7ecf\u8fc7\u4e00\u5e74\u591a\u7684\u63a2\u7d22\u4e0e\u5b9e\u8df5\uff0c\u4ece MiniCPM-2B \u5230 MiniCPM-S\uff0c\u4ece\u4e0d\u8f93 OpenAI \u7684 Scaling Law \u66f2\u7ebf\u5230\u9762\u58c1\u5b9a\u5f8b\uff0c\u300c\u9ad8\u6548\u300d\u5728\u8fd9\u4e00\u56e2\u961f\u4e5f\u4e2d\u4e0d\u65ad\u751f\u51fa\u65b0\u7684\u5b9a\u4e49\uff0c\u88ab\u8d4b\u4e88\u65b0\u7684\u5185\u6db5\u3002\u96f7\u5cf0\u7f51\u96f7\u5cf0\u7f51\u96f7\u5cf0\u7f51(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/span><\/p>\n

\u5f53\u4e0b\uff0c\u9762\u58c1\u56e2\u961f\u4f1a\u5c06\u9762\u58c1\u5b9a\u5f8b\u89c6\u4f5c\u9ad8\u6548\u5927\u6a21\u578b\u7684\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u540e\u7eed\u5c06\u4f1a\u4e00\u76f4\u7528\u5b9e\u9645\u6210\u679c\u4e00\u6b21\u6b21\u9a8c\u8bc1\u5b83\u3002\u9762\u58c1\u667a\u80fd\u8054\u5408\u521b\u59cb\u4eba&CEO \u674e\u5927\u6d77\u516c\u5f00\u8868\u793a\uff0c\u5728 2026 \u5e74\u5e74\u5e95\uff0c\u9762\u58c1\u5c31\u53ef\u4ee5\u505a\u5230 GPT-4 \u6c34\u5e73\u7684\u7aef\u4fa7\u6a21\u578b\u3002<\/p>\n

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\u5728 WAIC 2024 \u4e0a\uff0c\u9762\u58c1\u667a\u80fd\u9996\u5e2d\u79d1\u5b66\u5bb6\u5218\u77e5\u8fdc\u8fd8\u900f\u9732\u4e86\u5173\u4e8e\u7a7f\u6234\u8bbe\u5907\u3001\u667a\u80fd\u786c\u4ef6\u7b49\u66f4\u591a\u7aef\u4fa7 AI \u7684\u573a\u666f\u548c\u5e94\u7528\uff0c\u8fd9\u4e9b\u4e5f\u9884\u793a\u7740\u7aef\u4fa7 AI \u751f\u6001\u7684\u5e8f\u5e55\u5373\u5c06\u62c9\u5f00\u3002<\/p>\n

\u4e4b\u6240\u4ee5\u5c06\u91cd\u70b9\u805a\u7126\u5230\u7aef\u4fa7\uff0c\u4e00\u65b9\u9762\u662f\u56e0\u4e3a\u7aef\u4fa7\u662f\u843d\u5730\u8d77\u6765\u66f4\u5177\u8c61\u5316\u3001\u66f4\u73b0\u5b9e\u7684\u9014\u5f84\uff1b\u53e6\u4e00\u65b9\u9762\u4e5f\u662f\u56e0\u4e3a\u9762\u58c1\u4e00\u76f4\u5728\u505a\u79bb\u7528\u6237\u6700\u8fd1\u7684\u4e8b\u60c5\u3002<\/p>\n

\u674e\u5927\u6d77\u66fe\u8bf4\u9053\uff0c\u73b0\u5728\u7684 AGI \u8d5b\u9053\u5c31\u50cf\u4e00\u4e2a\u5343\u91cc\u6c5f\u5c71\u56fe\u5728\u5f90\u5f90\u5c55\u5f00\uff0c\u5b83\u4ee3\u8868\u4e86\u300c\u751f\u6001\u91cc\u4e0d\u540c\u4f01\u4e1a\u9700\u8981\u7d27\u5bc6\u5408\u4f5c\u300d\u7684\u73b0\u72b6\u3002\u5f53\u4e0b\uff0c\u9762\u58c1\u5728\u8fd9\u5e45\u56fe\u4e2d\u7684\u4f4d\u7f6e\u9010\u6e10\u6e05\u6670\u3002<\/p>\n

\u73b0\u5728\u53ef\u4ee5\u653e\u5fc3\u5927\u80c6\u5730\u8bf4\uff1a\u9ad8\u6548\u5927\u6a21\u578b\uff0c\u5c31\u770b\u9762\u58c1\u667a\u80fd\uff01<\/p>\n

<\/p>\n

\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n

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