{"id":38076,"date":"2025-02-09T16:01:07","date_gmt":"2025-02-09T08:01:07","guid":{"rendered":"https:\/\/17aitech.com\/?p=38076"},"modified":"2025-02-09T16:01:07","modified_gmt":"2025-02-09T08:01:07","slug":"%e8%87%aa%e6%9c%89%e6%ad%aa%e6%9e%9c%e4%bb%81%e4%b8%badeepseek%e3%80%8c%e8%be%a9%e7%bb%8f%e3%80%8d%ef%bc%9a%e6%8f%ad%e7%a9%bf%e5%9b%b4%e7%bb%95deepseek%e7%9a%84%e8%b0%a3%e8%a8%80","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38076","title":{"rendered":"\u81ea\u6709\u6b6a\u679c\u4ec1\u4e3aDeepSeek\u300c\u8fa9\u7ecf\u300d\uff1a\u63ed\u7a7f\u56f4\u7ed5DeepSeek\u7684\u8c23\u8a00"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u81ea\u6709\u6b6a\u679c\u4ec1\u4e3aDeepSeek\u300c\u8fa9\u7ecf\u300d\uff1a\u63ed\u7a7f\u56f4\u7ed5DeepSeek\u7684\u8c23\u8a00<\/a><\/p>\n

\u56f4\u7ed5 DeepSeek \u7684\u8c23\u8a00\u5b9e\u5728\u592a\u591a\u4e86\u3002<\/section>\n
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\u9762\u5bf9 DeepSeek R1 \u8fd9\u4e2a\u4f3c\u4e4e\u300c\u4e00\u591c\u4e4b\u95f4\u300d\u51fa\u73b0\u7684\u5148\u8fdb\u5927\u6a21\u578b\uff0c\u5168\u4e16\u754c\u5df2\u7ecf\u9677\u5165\u4e86\u6ca1\u65e5\u6ca1\u591c\u7684\u5927\u8ba8\u8bba\u3002\u4ece\u5b83\u7684\u6a21\u578b\u80fd\u529b\u662f\u5426\u771f\u7684\u5148\u8fdb\uff0c\u5230\u662f\u4e0d\u662f\u771f\u7684\u53ea\u7528\u4e86 550W \u8fdb\u884c\u8bad\u7ec3\uff0c\u518d\u5230\u795e\u79d8\u7684\u7814\u7a76\u56e2\u961f\uff0c\u6bcf\u4e2a\u89d2\u5ea6\u90fd\u662f\u8bdd\u9898\u3002<\/section>\n
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\u867d\u7136 R1 \u662f\u5f00\u6e90\u7684\uff0c\u56f4\u7ed5 DeepSeek \u7684\u5404\u79cd\u5938\u5f20\u731c\u6d4b\u8fd8\u662f\u5c42\u51fa\u4e0d\u7a77\uff0c\u6709\u4eba\u8bf4\u8bad\u7ec3 R1 \u5b9e\u9645\u4e0a\u4f7f\u7528\u7684\u7b97\u529b\u8fdc\u8d85\u8bba\u6587\u6240\u8bf4\u7684\uff0c\u6709\u4eba\u8d28\u7591 R1 \u7684\u6280\u672f\u521b\u65b0\uff0c\u751a\u81f3\u8fd8\u6709\u4eba\u8bf4 DeepSeek \u5b9e\u9645\u7684\u76ee\u6807\u662f\u505a\u7a7a\u2026\u2026<\/section>\n
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\u8fd1\u65e5\uff0c\u77e5\u540d\u751f\u6210\u5f0f AI \u521b\u4e1a\u516c\u53f8 Stability AI \u7684\u524d\u7814\u7a76\u4e3b\u7ba1 Tanishq Abraham \u7ec8\u4e8e\u5750\u4e0d\u4f4f\u4e86\uff0c\u4ed6\u64b0\u6587\u63ed\u7a7f\u4e86\u56f4\u7ed5 DeepSeek \u7684\u4e00\u7cfb\u5217\u8c2c\u8bba\u3002<\/section>\n
<\/a><\/section>\n
\u884c\u6587\u76f4\u63a5\u4e86\u5f53\uff0c\u8ba9\u4eba\u5f88\u5feb\u5c31\u53ef\u4ee5\u4e86\u89e3\u5b9e\u9645\u60c5\u51b5\u3002\u8ba9\u6211\u4eec\u770b\u770b\u6d77\u5916\u4e00\u7ebf AI \u7814\u7a76\u8005\u662f\u600e\u4e48\u8bf4\u7684\u3002<\/section>\n
<\/a><\/section>\n
\u4eca\u5e74 1 \u6708 20 \u65e5\uff0cDeepSeek \u5f00\u6e90\u7684\u5f3a\u63a8\u7406\u6a21\u578b R1 \u9707\u64bc\u4e86\u4e16\u4eba\uff0c\u4e0e\u5176\u4ed6\u6240\u6709\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u76f8\u6bd4\uff0c\u8be5\u6a21\u578b\u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/section>\n
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    \n
  1. \n
    \u6027\u80fd\u5b9e\u9645\u4e0a\u4e0e OpenAI \u7684 o1 \u4e00\u6837\u597d\uff0c\u8fd9\u662f\u4e00\u4e2a\u5148\u8fdb\u7684\u6a21\u578b\uff0c\u6807\u5fd7\u7740\u5f00\u6e90\u9996\u6b21\u771f\u6b63\u8d76\u4e0a\u95ed\u6e90\uff1b<\/section>\n<\/li>\n
  2. \n
    \u4e0e\u5176\u4ed6\u5148\u8fdb\u6a21\u578b\u76f8\u6bd4\uff0cR1 \u662f\u5728\u76f8\u5bf9\u8f83\u4f4e\u7684\u8bad\u7ec3\u9884\u7b97\u4e0b\u5b8c\u6210\u7684\uff1b<\/section>\n<\/li>\n
  3. \n
    \u6613\u4e8e\u4f7f\u7528\u7684\u7528\u6237\u754c\u9762\uff0c\u52a0\u4e0a\u5176\u7f51\u7ad9\u548c\u5e94\u7528\u7a0b\u5e8f\u4e2d\u5177\u6709\u53ef\u89c1\u601d\u8def\u94fe\u7684\u826f\u597d\u7528\u6237\u4f53\u9a8c\uff0c\u5438\u5f15\u4e86\u6570\u767e\u4e07\u65b0\u7528\u6237\u3002<\/section>\n<\/li>\n<\/ol>\n
    <\/section>\n
    \u9274\u4e8e DeepSeek\uff08\u6df1\u5ea6\u6c42\u7d22\uff09\u662f\u4e00\u5bb6\u4e2d\u56fd\u516c\u53f8\uff0c\u7f8e\u56fd\u53ca\u5176\u4e00\u4f17\u79d1\u6280\u516c\u53f8\u7eb7\u7eb7\u6307\u8d23\u65b0\u6a21\u578b\u5b58\u5728\u5404\u79cd\u300c\u56fd\u5bb6\u5b89\u5168\u95ee\u9898\u300d\u3002\u56e0\u6b64\uff0c\u6709\u5173\u8be5\u6a21\u578b\u7684\u9519\u8bef\u4fe1\u606f\u6cdb\u6ee5\u6210\u707e\u3002\u8fd9\u7bc7\u535a\u6587\u7684\u76ee\u7684\u662f\u53cd\u9a73\u81ea DeepSeek \u53d1\u5e03\u4ee5\u6765\u8bb8\u591a\u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u6781\u5176\u7cdf\u7cd5\u7684\u8bc4\u8bba\uff0c\u5e76\u4ee5\u4e00\u540d\u5de5\u4f5c\u5728\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u524d\u6cbf\u7684 AI \u7814\u7a76\u4eba\u5458\u7684\u8eab\u4efd\u63d0\u4f9b\u5ba2\u89c2\u7684\u770b\u6cd5\u3002<\/section>\n
    <\/section>\n
    \u8ba9\u6211\u4eec\u5f00\u59cb\u5427\uff01<\/section>\n
    <\/section>\n
    \u8bef\u89e3 1\uff1aDeepSeek \u662f\u4e00\u5bb6\u7a81\u7136\u5192\u51fa\u6765\u7684\u4e2d\u56fd\u516c\u53f8<\/strong><\/section>\n
    <\/section>\n
    \u5b8c\u5168\u9519\u8bef\uff0c\u5230 2025 \u5e74 1 \u6708\uff0c\u5168\u7403\u51e0\u4e4e\u6240\u6709\u751f\u6210\u5f0f AI \u7814\u7a76\u4eba\u5458\u90fd\u542c\u8bf4\u8fc7 DeepSeek\u3002DeepSeek \u751a\u81f3\u5728 R1 \u5168\u9762\u53d1\u5e03\u524d\u51e0\u4e2a\u6708\u5c31\u5df2\u7ecf\u9884\u544a\u4e86\u53d1\u5e03\uff01<\/section>\n
    <\/section>\n
    \u4f20\u64ad\u8fd9\u79cd\u8bef\u89e3\u7684\u4eba\u5f88\u53ef\u80fd\u4e0d\u662f\u4ece\u4e8b\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u7684\u4eba\uff0c\u5982\u679c\u4f60\u4e0d\u79ef\u6781\u53c2\u4e0e\u67d0\u4e2a\u9886\u57df\uff0c\u5c31\u8ba4\u4e3a\u4f60\u5bf9\u8fd9\u4e2a\u9886\u57df\u6b63\u5728\u53d1\u751f\u7684\u4e8b\u60c5\u4e86\u5982\u6307\u638c\uff0c\u8fd9\u662f\u8352\u8c2c\u4e14\u6781\u5176\u50b2\u6162\u7684\u3002<\/section>\n
    <\/section>\n
    DeepSeek \u7684\u7b2c\u4e00\u4e2a\u5f00\u6e90\u6a21\u578b\u4e8e 2023 \u5e74 11 \u6708\u53d1\u5e03\uff0c\u5b83\u4eec\u662f\u6700\u5148\u8fdb\u7684\u4ee3\u7801 LLM\uff08DeepSeek-Coder\uff09\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0cDeepSeek \u5728\u4e00\u5e74\u7684\u65f6\u95f4\u91cc\u6301\u7eed\u53d1\u5e03\u65b0\u4ea7\u54c1\uff0cR1 \u53ea\u662f\u5176\u4e2d\u7684\u4e00\u4e2a\uff1a<\/section>\n
    <\/a><\/section>\n
    \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0DeepSeek \u7684\u6a21\u578b\u8fdb\u5c55\u3002<\/sup><\/em><\/section>\n
    <\/section>\n
    \u7f57\u9a6c\u4e0d\u662f\u4e00\u5929\u5efa\u6210\u7684\uff0c\u4ece AI \u521b\u4e1a\u516c\u53f8\u7684\u89d2\u5ea6\u6765\u770b DeepSeek \u7684\u8fdb\u6b65\u901f\u5ea6\u4e5f\u6ca1\u6709\u4ec0\u4e48\u53ef\u7591\u7684\u3002\u4eba\u5de5\u667a\u80fd\u9886\u57df\u4e00\u5207\u90fd\u53d1\u5c55\u5f97\u5982\u6b64\u4e4b\u5feb\uff0c\u800c\u4e14\u4ed6\u4eec\u62e5\u6709\u4e00\u652f\u663e\u7136\u5f88\u51fa\u8272\u7684\u56e2\u961f\uff0c\u4e00\u5e74\u5185\u53d6\u5f97\u5982\u6b64\u5927\u7684\u8fdb\u6b65\u5728\u6211\u770b\u6765\u662f\u5408\u7406\u7684\u3002<\/section>\n
    <\/section>\n
    \u5982\u679c\u4f60\u60f3\u77e5\u9053\u8fd8\u6709\u54ea\u4e9b\u56e2\u961f\u4e0d\u4e3a\u516c\u4f17\u6240\u77e5\uff0c\u4f46\u5728\u4eba\u5de5\u667a\u80fd\u5708\u5374\u5907\u53d7\u770b\u597d\uff0c\u8fd9\u91cc\u9762\u53ef\u4ee5\u5305\u62ec Qwen\uff08\u963f\u91cc\u5df4\u5df4\uff09\u3001YI\uff08\u96f6\u4e00\u4e07\u7269\uff09\u3001Mistral\u3001Cohere \u548c AI2\u3002\u6211\u8981\u6307\u51fa\u7684\u662f\uff0c\u5b83\u4eec\u90fd\u6ca1\u6709\u50cf DeepSeek \u90a3\u6837\u6301\u7eed\u63a8\u51fa SOTA \u6a21\u578b\uff0c\u4f46\u5b83\u4eec\u90fd\u6709\u6f5c\u529b\u53d1\u5e03\u4e00\u6d41\u7684\u6a21\u578b\uff0c\u6b63\u5982\u5b83\u4eec\u8fc7\u53bb\u6240\u5c55\u793a\u7684\u90a3\u6837\u3002<\/section>\n
    <\/section>\n
    \u8bef\u89e3 2\uff1a\u8bad\u7ec3\u6a21\u578b\u4e0d\u53ef\u80fd\u53ea\u82b1\u8d39 600 \u4e07\u7f8e\u5143\uff0cDeepSeek \u5728\u6492\u8c0e<\/strong><\/section>\n
    <\/section>\n
    \u8fd9\u4e2a\u8bf4\u6cd5\u5f88\u6709\u610f\u601d\u3002\u6709\u4eba\u58f0\u79f0 DeepSeek \u5728\u6492\u8c0e\uff0c\u9690\u7792\u4e86\u771f\u5b9e\u7684\u8bad\u7ec3\u6210\u672c\uff0c\u4ee5\u6b64\u63a9\u76d6\u4ed6\u4eec\u901a\u8fc7\u975e\u6cd5\u9014\u5f84\u83b7\u53d6\u4e86\u7531\u4e8e\u51fa\u53e3\u7ba1\u5236\u672c\u4e0d\u8be5\u83b7\u5f97\u7684\u7b97\u529b\u3002<\/section>\n
    <\/section>\n
    \u9996\u5148\uff0c\u6211\u4eec\u8981\u7406\u89e3\u8fd9 600 \u4e07\u7f8e\u5143\u7684\u6570\u5b57\u4ece\u4f55\u800c\u6765\u3002\u8fd9\u4e2a\u6570\u5b57\u6700\u65e9\u51fa\u73b0\u5728 DeepSeek-V3 \u7684\u8bba\u6587\u4e2d\uff0c\u8be5\u8bba\u6587\u6bd4 DeepSeek-R1 \u7684\u8bba\u6587\u65e9\u4e00\u4e2a\u6708\u53d1\u5e03:<\/section>\n
    <\/a><\/section>\n
    \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0DeepSeek-V3 \u7684\u6280\u672f\u62a5\u544a\uff0c\u53d1\u5e03\u4e8e 2024 \u5e74 12 \u6708 27 \u65e5<\/sup><\/em><\/section>\n
    <\/section>\n
    DeepSeek-V3 \u662f DeepSeek-R1 \u7684\u57fa\u7840\u6a21\u578b\uff0c\u8fd9\u610f\u5473\u7740 DeepSeek-R1 \u5c31\u662f\u5728 DeepSeek-V3 \u7684\u57fa\u7840\u4e0a\u589e\u52a0\u4e86\u4e00\u4e9b\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u6765\u8bf4\uff0c\u8fd9\u4e2a\u6210\u672c\u786e\u5b9e\u4e0d\u591f\u51c6\u786e\uff0c\u56e0\u4e3a\u8fd8\u672a\u8ba1\u5165\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u989d\u5916\u6210\u672c\u3002\u4e0d\u8fc7\uff0c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u6210\u672c\u53ef\u80fd\u4e5f\u5c31\u51e0\u5341\u4e07\u7f8e\u5143\u3002<\/section>\n
    <\/section>\n
    \u90a3\u4e48\uff0cDeepSeek-V3 \u8bba\u6587\u4e2d\u63d0\u5230\u7684\u8fd9\u4e2a 550 \u4e07\u7f8e\u5143\u662f\u5426\u51c6\u786e\u5462\uff1f\u6839\u636e GPU \u6210\u672c\u3001\u6570\u636e\u96c6\u89c4\u6a21\u548c\u6a21\u578b\u89c4\u6a21\u7684\u591a\u9879\u5206\u6790\u90fd\u5f97\u51fa\u4e86\u7c7b\u4f3c\u7684\u4f30\u7b97\u7ed3\u679c\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u867d\u7136 DeepSeek V3\/R1 \u662f\u4e00\u4e2a\u62e5\u6709 6710 \u4ebf\u53c2\u6570\u7684\u6a21\u578b\uff0c\u4f46\u5b83\u91c7\u7528\u4e86\u6df7\u5408\u4e13\u5bb6\u7cfb\u7edf (MoE) \u67b6\u6784\uff0c\u8fd9\u610f\u5473\u7740\u6bcf\u6b21\u51fd\u6570\u8c03\u7528 \/ \u524d\u5411\u4f20\u64ad\u53ea\u4f1a\u7528\u5230\u7ea6 370 \u4ebf\u53c2\u6570\uff0c\u8bad\u7ec3\u6210\u672c\u7684\u8ba1\u7b97\u4e5f\u57fa\u4e8e\u8fd9\u4e2a\u6570\u503c\u3002<\/section>\n
    <\/section>\n
    DeepSeek \u62a5\u544a\u7684\u662f\u57fa\u4e8e\u5f53\u524d\u5e02\u573a GPU \u4ef7\u683c\u7684\u4f30\u7b97\u6210\u672c\u3002\u82f1\u4f1f\u8fbe AI \u8ba1\u7b97\u5361\u7684\u4ef7\u683c\u5e76\u4e0d\u56fa\u5b9a\uff0c\u6211\u4eec\u5e76\u4e0d\u77e5\u9053\u4ed6\u4eec\u7684 2048 \u5757 H800 GPU \u96c6\u7fa4 (\u4e0d\u662f H100\uff01) \u7684\u5b9e\u9645\u6210\u672c\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u6574\u4f53\u8d2d\u4e70 GPU \u96c6\u7fa4\u4f1a\u6bd4\u96f6\u6563\u8d2d\u4e70\u4fbf\u5b9c\uff0c\u6240\u4ee5\u5b9e\u9645\u7684\u7b97\u529b\u6210\u672c\u53ef\u80fd\u66f4\u4f4e\u3002<\/section>\n
    <\/section>\n
    \u5173\u952e\u5728\u4e8e\uff0c\u8fd9\u53ea\u662f\u6700\u7ec8\u8bad\u7ec3\u8fd0\u884c\u7684\u6210\u672c\uff0c\u8fd8\u6709\u8bb8\u591a\u5c0f\u89c4\u6a21\u7684\u5b9e\u9a8c\u548c\u6d88\u878d\u5b9e\u9a8c\uff0c\u8fd9\u4e5f\u662f\u4e00\u7b14\u5f00\u9500\uff0c\u4f46\u5f80\u5f80\u4e0d\u4f1a\u88ab\u8ba1\u7b97\u5728\u8bad\u7ec3\u6210\u672c\u5185\u3002<\/section>\n
    <\/section>\n
    \u6b64\u5916\uff0c\u8fd8\u6709\u7814\u7a76\u4eba\u5458\u7684\u85aa\u8d44\u7b49\u5176\u4ed6\u6210\u672c\u3002\u636e SemiAnalysis \u62a5\u9053\uff0cDeepSeek \u7684\u7814\u7a76\u4eba\u5458\u5e74\u85aa\u636e\u4f20\u9ad8\u8fbe 100 \u4e07\u7f8e\u5143\uff0c\u8fd9\u4e0e OpenAI \u6216 Anthropic \u7b49\u9876\u5c16 AI \u5b9e\u9a8c\u5ba4\u7684\u9ad8\u85aa\u8d44\u6c34\u5e73\u76f8\u5f53\u3002<\/section>\n
    <\/section>\n
    \u5728\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\u65f6\uff0c\u4eba\u4eec\u901a\u5e38\u53ea\u5173\u6ce8\u6700\u7ec8\u8bad\u7ec3\u8fd0\u884c\u7684\u6210\u672c\u3002\u4f46\u7531\u4e8e\u4e0d\u5b9e\u4fe1\u606f\u7684\u4f20\u64ad\uff0c\u6709\u4eba\u5f00\u59cb\u7528\u8fd9\u4e9b\u989d\u5916\u7684\u6210\u672c\u6765\u8d28\u7591 DeepSeek \u7684\u4f4e\u6210\u672c\u548c\u8fd0\u8425\u6548\u7387\u3002\u8fd9\u79cd\u6bd4\u8f83\u662f\u6781\u4e0d\u516c\u5e73\u7684\u3002\u5176\u4ed6 AI \u524d\u6cbf\u5b9e\u9a8c\u5ba4\u5728\u6d88\u878d\u5b9e\u9a8c\u7b49\u5404\u79cd\u5b9e\u9a8c\u548c\u7814\u7a76\u4eba\u5458\u85aa\u8d44\u65b9\u9762\u7684\u989d\u5916\u652f\u51fa\u540c\u6837\u5de8\u5927\uff0c\u4f46\u5728\u8fd9\u4e9b\u8ba8\u8bba\u4e2d\u5f80\u5f80\u4e0d\u4f1a\u88ab\u63d0\u53ca\uff01<\/section>\n
    <\/section>\n
    \u8bef\u89e3 3\uff1a\u4ef7\u683c\u592a\u4fbf\u5b9c\u4e86\uff0c\u6240\u6709\u7f8e\u56fd AGI \u516c\u53f8\u90fd\u5728\u6d6a\u8d39\u94b1\uff0c\u8fd9\u5bf9\u82f1\u4f1f\u8fbe\u6765\u8bf4\u6781\u4e3a\u4e0d\u5229<\/strong><\/section>\n
    <\/section>\n
    \u8fd9\u53c8\u662f\u4e00\u4e2a\u76f8\u5f53\u611a\u8822\u7684\u89c2\u70b9\u3002DeepSeek \u5728\u8bad\u7ec3\u6548\u7387\u4e0a\u786e\u5b9e\u6bd4\u8bb8\u591a\u5176\u4ed6 LLM \u8981\u9ad8\u5f97\u591a\u3002\u4e0d\u4ec5\u5982\u6b64\uff0c\u53ef\u80fd\u8bb8\u591a\u7f8e\u56fd\u7684\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u5728\u8ba1\u7b97\u8d44\u6e90\u7684\u4f7f\u7528\u4e0a\u6548\u7387\u90fd\u4e0d\u9ad8\u3002\u7136\u800c\uff0c\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u62e5\u6709\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\u662f\u4e00\u4ef6\u574f\u4e8b\u3002<\/section>\n
    <\/section>\n
    \u6700\u8fd1\uff0c\u8fd9\u6837\u7684\u89c2\u70b9\u6bd4\u8f83\u76db\u884c\uff0c\u8fd9\u79cd\u89c2\u70b9\u53ef\u5f52\u56e0\u4e8e\u4ed6\u4eec\u5e76\u4e0d\u7406\u89e3\u6269\u5c55\u7387\uff08scaling laws\uff09\uff0c\u4e5f\u4e0d\u7406\u89e3 AGI \u516c\u53f8 CEO \u7684\u601d\u7ef4\u65b9\u5f0f\uff08\u4efb\u4f55\u88ab\u89c6\u4e3a AI \u4e13\u5bb6\u7684\u4eba\u90fd\u5e94\u8be5\u7406\u89e3\u8fd9\u4e9b\uff09\u3002<\/section>\n
    <\/section>\n
    \u6700\u8fd1\u51e0\u5e74 AI \u9886\u57df\u7684 Scaling Laws \u5df2\u7ecf\u8bc1\u660e\u4e86\uff0c\u53ea\u8981\u6211\u4eec\u6301\u7eed\u5411\u6a21\u578b\u4e2d\u6295\u5165\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u6027\u80fd\u5c31\u4f1a\u4e0d\u65ad\u63d0\u5347\u3002\u5f53\u7136\uff0c\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0c\u6269\u5c55\u7684\u5177\u4f53\u65b9\u6cd5\u548c\u4fa7\u91cd\u70b9\u4e5f\u5728\u53d8\u5316\uff1a\u6700\u521d\u662f\u6a21\u578b\u89c4\u6a21\uff0c\u7136\u540e\u662f\u6570\u636e\u96c6\u89c4\u6a21\uff0c\u73b0\u5728\u662f\u63a8\u7406\u65f6\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u5408\u6210\u6570\u636e\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u81ea 2017 \u5e74 Transformer \u67b6\u6784\u95ee\u4e16\u4ee5\u6765\uff0c\u300c\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90 = \u66f4\u597d\u6027\u80fd\u300d\u7684\u603b\u4f53\u8d8b\u52bf\u4f3c\u4e4e\u4e00\u76f4\u6210\u7acb\u3002<\/section>\n
    <\/section>\n
    \u66f4\u9ad8\u6548\u7684\u6a21\u578b\u610f\u5473\u7740\u5728\u7ed9\u5b9a\u7684\u8ba1\u7b97\u9884\u7b97\u4e0b\uff0c\u4f60\u53ef\u4ee5\u69a8\u53d6\u66f4\u591a\u7684\u6027\u80fd\uff0c\u4f46\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\u4ecd\u7136\u4f1a\u5e26\u6765\u66f4\u597d\u7684\u7ed3\u679c\u3002\u66f4\u9ad8\u6548\u7684\u6a21\u578b\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u7528\u66f4\u5c11\u7684\u8ba1\u7b97\u8d44\u6e90\u505a\u66f4\u591a\u7684\u4e8b\u60c5\uff0c\u4f46\u5982\u679c\u6709\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u4f60\u8fd8\u80fd\u505a\u5f97\u66f4\u591a\uff01<\/section>\n
    <\/section>\n
    \u73b0\u5728\uff0c\u4f60\u53ef\u80fd\u5bf9\u6269\u5c55\u5f8b\u6709\u81ea\u5df1\u7684\u770b\u6cd5\u3002\u4f60\u53ef\u80fd\u8ba4\u4e3a\u5373\u5c06\u51fa\u73b0\u4e00\u4e2a\u74f6\u9888\u671f\uff0c\u4e5f\u53ef\u80fd\u50cf\u91d1\u878d\u9886\u57df\u5e38\u8bf4\u7684\u90a3\u6837\uff0c\u8fc7\u53bb\u7684\u6027\u80fd\u5e76\u4e0d\u4ee3\u8868\u672a\u6765\u7684\u7ed3\u679c\u3002\u4f46\u5982\u679c\u4f60\u60f3\u8981\u7406\u89e3\u6700\u5927\u7684 AGI \u516c\u53f8\u6b63\u5728\u505a\u51fa\u7684\u4e3e\u63aa\uff0c\u8fd9\u4e9b\u770b\u6cd5\u5176\u5b9e\u5e76\u4e0d\u91cd\u8981\u3002\u6240\u6709\u6700\u5927\u7684 AGI \u516c\u53f8\u90fd\u5728\u62bc\u6ce8\u6269\u5c55\u5f8b\u80fd\u591f\u6301\u7eed\u8db3\u591f\u957f\u7684\u65f6\u95f4\uff0c\u4ee5\u4fbf\u5b9e\u73b0 AGI \u548c ASI\u3002\u8fd9\u662f\u4ed6\u4eec\u575a\u5b9a\u7684\u4fe1\u5ff5\u3002\u5982\u679c\u4ed6\u4eec\u6df1\u4fe1\u4e0d\u7591\uff0c\u90a3\u4e48\u552f\u4e00\u5408\u7406\u7684\u4e3e\u63aa\u5c31\u662f\u83b7\u53d6\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\u3002<\/section>\n
    <\/section>\n
    \u4f60\u53ef\u80fd\u4f1a\u8bf4\u82f1\u4f1f\u8fbe\u7684 GPU \u5f88\u5feb\u5c31\u4f1a\u8fc7\u65f6\uff0c\u770b\u770b AMD\u3001Cerebras\u3001Graphcore\u3001TPU\u3001Trainium \u7b49\u7b49\u65b0\u4ea7\u54c1\u7684\u6027\u80fd\u3002\u5e02\u9762\u4e0a\u6709\u6570\u4e0d\u6e05\u7684 AI \u4e13\u7528\u786c\u4ef6\u90fd\u5728\u4e0e\u82f1\u4f1f\u8fbe\u7ade\u4e89\u3002\u672a\u6765\u53ef\u80fd\u4f1a\u6709\u4e00\u5bb6\u516c\u53f8\u80dc\u51fa\u3002\u5230\u90a3\u65f6\uff0cAI \u516c\u53f8\u53ef\u80fd\u4f1a\u8f6c\u5411\u4f7f\u7528\u5b83\u4eec\u7684\u4ea7\u54c1\u3002\u4f46\u8fd9\u90fd\u4e0e DeepSeek \u7684\u6210\u529f\u5b8c\u5168\u65e0\u5173\u3002<\/section>\n
    <\/section>\n
    \uff08\u51ed\u5fc3\u800c\u8bba\uff0c\u8003\u8651\u5230\u82f1\u4f1f\u8fbe\u76ee\u524d\u7684\u5e02\u573a\u4e3b\u5bfc\u5730\u4f4d\u548c\u6301\u7eed\u521b\u65b0\u7684\u80fd\u529b\uff0c\u6211\u8fd8\u6ca1\u6709\u770b\u5230\u5176\u4ed6\u516c\u53f8\u80fd\u591f\u64bc\u52a8\u82f1\u4f1f\u8fbe\u5728 AI \u52a0\u901f\u82af\u7247\u9886\u57df\u9738\u4e3b\u5730\u4f4d\u7684\u6709\u529b\u8bc1\u636e\u3002)<\/section>\n
    <\/section>\n
    \u603b\u7684\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u6ca1\u6709\u7406\u7531\u56e0\u4e3a DeepSeek \u800c\u4e0d\u770b\u597d\u82f1\u4f1f\u8fbe\uff0c\u7528 DeepSeek \u6765\u8bba\u8bc1\u8fd9\u4e00\u70b9\u4f3c\u4e4e\u5e76\u4e0d\u6070\u5f53\u3002<\/section>\n
    <\/section>\n
    \u8bef\u89e3 4\uff1aDeepSeek \u6ca1\u6709\u4efb\u4f55\u6709\u610f\u4e49\u7684\u521b\u65b0\uff0c\u53ea\u662f\u5728\u6284\u88ad\u7f8e\u56fd\u516c\u53f8<\/strong><\/section>\n
    <\/section>\n
    \u9519\u8bef\u3002\u5728\u8bed\u8a00\u6a21\u578b\u7684\u8bbe\u8ba1\u53ca\u5176\u8bad\u7ec3\u65b9\u5f0f\u4e0a\uff0cDeepSeek \u6709\u8bb8\u591a\u521b\u65b0\u4e4b\u5904\uff0c\u5176\u4e2d\u4e00\u4e9b\u521b\u65b0\u6bd4\u5176\u4ed6\u66f4\u4e3a\u91cd\u8981\u3002\u4ee5\u4e0b\u5217\u4e3e\u4e86\u90e8\u5206\uff08\u5e76\u975e\u8be6\u5c3d\u5217\u8868\uff0c\u8be6\u60c5\u8bf7\u53c2\u9605 DeepSeek-V3 \u548c DeepSeek-R1 \u8bba\u6587\uff09\uff1a<\/section>\n
    <\/section>\n
    1.\u00a0Multi-latent \u6ce8\u610f\u529b\uff08MHA\uff09<\/strong>\u2014\u2014 \u901a\u5e38\u60c5\u51b5\u4e0b\uff0cLLM \u662f\u57fa\u4e8e\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\uff08MHA\uff09\u7684 Transformer \u67b6\u6784\u3002DeepSeek \u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u79cd MHA \u673a\u5236\u7684\u53d8\u4f53\uff0c\u8fd9\u79cd\u53d8\u4f53\u4e0d\u4ec5\u66f4\u52a0\u8282\u7701\u5185\u5b58\uff0c\u800c\u4e14\u6027\u80fd\u8868\u73b0\u4e5f\u66f4\u4e3a\u51fa\u8272\u3002<\/section>\n
    <\/section>\n
    2.\u00a0GRPO \u4e0e\u53ef\u9a8c\u8bc1\u5956\u52b1<\/strong>\u3002\u81ea\u4ece o1 \u53d1\u5e03\u4ee5\u6765\uff0cAI \u793e\u533a\u4e00\u76f4\u5728\u5c1d\u8bd5\u590d\u73b0\u5176\u6548\u679c\u3002\u7531\u4e8e OpenAI \u5bf9\u5176\u5de5\u4f5c\u539f\u7406\u4fdd\u6301\u9ad8\u5ea6\u5c01\u95ed\uff0c\u793e\u533a\u4e0d\u5f97\u4e0d\u63a2\u7d22\u5404\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u4ee5\u5b9e\u73b0\u7c7b\u4f3c o1 \u7684\u7ed3\u679c\u3002\u6709\u8bb8\u591a\u7814\u7a76\u65b9\u5411\uff0c\u4f8b\u5982\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08Google DeepMind \u5728\u56f4\u68cb\u4e2d\u83b7\u80dc\u6240\u4f7f\u7528\u7684\u65b9\u6cd5\uff09\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u6700\u7ec8\u88ab\u8bc1\u660e\u4e0d\u5982\u6700\u521d\u9884\u671f\u7684\u90a3\u4e48\u6709\u524d\u666f\u3002\u53e6\u4e00\u65b9\u9762\uff0cDeepSeek \u5c55\u793a\u4e86\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6d41\u7a0b\u5b9e\u9645\u4e0a\u53ef\u4ee5\u5b9e\u73b0\u7c7b\u4f3c o1 \u7684\u7ed3\u679c\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u4ed6\u4eec\u5f00\u53d1\u4e86\u81ea\u5df1\u7248\u672c\u7684 PPO RL \u7b97\u6cd5\uff0c\u79f0\u4e3a GRPO\uff0c\u8fd9\u79cd\u7b97\u6cd5\u66f4\u9ad8\u6548\u4e14\u6027\u80fd\u66f4\u4f18\u3002AI \u793e\u533a\u7684\u8bb8\u591a\u4eba\u90fd\u5728\u601d\u8003\uff0c\u4e3a\u4ec0\u4e48\u6211\u4eec\u4e4b\u524d\u6ca1\u6709\u5c1d\u8bd5\u8fc7\u8fd9\u79cd\u65b9\u6cd5\u5462\uff1f<\/section>\n
    <\/section>\n
    3.\u00a0DualPipe<\/strong>\u2014\u2014 \u5728\u591a GPU \u4e0a\u8bad\u7ec3 AI \u6a21\u578b\u65f6\uff0c\u9700\u8981\u8003\u8651\u6548\u7387\u95ee\u9898\u3002\u4f60\u9700\u8981\u786e\u5b9a\u6a21\u578b\u548c\u6570\u636e\u96c6\u5982\u4f55\u5728\u6240\u6709 GPU \u4e4b\u95f4\u5206\u914d\uff0c\u6570\u636e\u5982\u4f55\u5728 GPU \u4e4b\u95f4\u6d41\u52a8\u7b49\u3002\u8fd8\u9700\u8981\u5c3d\u91cf\u51cf\u5c11 GPU \u4e4b\u95f4\u7684\u6570\u636e\u4f20\u8f93\uff0c\u56e0\u4e3a\u8fd9\u79cd\u4f20\u8f93\u901f\u5ea6\u5f88\u6162\uff0c\u6700\u597d\u5c3d\u53ef\u80fd\u5728\u6bcf\u4e2a\u5355\u72ec\u7684 GPU \u4e0a\u8fdb\u884c\u5904\u7406\u3002\u603b\u4e4b\uff0c\u8bbe\u7f6e\u8fd9\u79cd\u591a GPU \u8bad\u7ec3\u7684\u65b9\u5f0f\u6709\u5f88\u591a\u79cd\uff0cDeepSeek \u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u79cd\u540d\u4e3a DualPipe \u7684\u65b0\u65b9\u6cd5\uff0c\u8fd9\u79cd\u65b9\u6cd5\u66f4\u52a0\u9ad8\u6548\u4e14\u901f\u5ea6\u66f4\u5feb<\/section>\n
    <\/section>\n
    \u975e\u5e38\u5e78\u8fd0\u7684\u662f\uff0cDeepSeek \u5b8c\u5168\u5f00\u6e90\u5e76\u8be6\u7ec6\u8bb0\u5f55\u4e86\u8fd9\u4e9b\u521b\u65b0\uff0c\u8fd9\u4e0e\u7f8e\u56fd\u7684 AGI \u516c\u53f8\u4e0d\u540c\u3002\u73b0\u5728\uff0c\u6bcf\u4e2a\u4eba\u90fd\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u8fdb\u6b65\u6765\u53d7\u76ca\u5e76\u6539\u8fdb\u81ea\u5df1\u7684 AI \u6a21\u578b\u8bad\u7ec3\u3002<\/section>\n
    <\/section>\n
    \u8bef\u89e3 5\uff1aDeepSeek \u6b63\u5728\u4ece ChatGPT \u5438\u53d6\u77e5\u8bc6<\/strong><\/section>\n
    <\/section>\n
    OpenAI \u66fe\u7ecf\u58f0\u79f0\uff0cDeepSeek \u901a\u8fc7\u4e00\u79cd\u79f0\u4e3a\u84b8\u998f\u7684\u6280\u672f\u4ece ChatGPT \u4e2d\u5438\u53d6\u77e5\u8bc6\u3002\u4f46\u5728\u8fd9\u91cc\uff0c\u84b8\u998f\u4e00\u8bcd\u7684\u4f7f\u7528\u663e\u5f97\u6709\u4e9b\u5947\u602a\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u84b8\u998f\u6307\u7684\u662f\u57fa\u4e8e\u6240\u6709\u53ef\u80fd\u7684\u4e0b\u4e00\u4e2a\u8bcd\uff08token\uff09\u7684\u5b8c\u6574\u6982\u7387\uff08logits\uff09\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46 ChatGPT \u751a\u81f3\u6ca1\u6709\u516c\u5f00\u8fd9\u4e9b\u4fe1\u606f\u3002<\/section>\n
    <\/section>\n
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