{"id":35201,"date":"2024-12-20T14:59:52","date_gmt":"2024-12-20T06:59:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=35201"},"modified":"2024-12-20T14:59:52","modified_gmt":"2024-12-20T06:59:52","slug":"%e8%85%be%e8%ae%af%e6%b7%b7%e5%85%83%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%b4%9f%e8%b4%a3%e4%ba%ba%e7%8e%8b%e8%bf%aa%ef%bc%9a%e6%8f%ad%e7%a7%98%e4%b8%87%e4%ba%bf-moe-%e7%b3%bb%e7%bb%9f%e5%b7%a5%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35201","title":{"rendered":"\u817e\u8baf\u6df7\u5143\u5927\u6a21\u578b\u8d1f\u8d23\u4eba\u738b\u8fea\uff1a\u63ed\u79d8\u4e07\u4ebf MoE \u7cfb\u7edf\u5de5\u7a0b\u4e4b\u9053\uff5c\u667a\u8005\u8bbf\u8c08"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u817e\u8baf\u6df7\u5143\u5927\u6a21\u578b\u8d1f\u8d23\u4eba\u738b\u8fea\uff1a\u63ed\u79d8\u4e07\u4ebf MoE \u7cfb\u7edf\u5de5\u7a0b\u4e4b\u9053\uff5c\u667a\u8005\u8bbf\u8c08<\/a><\/p>\n

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\u4eba\u5de5\u667a\u80fd<\/mark>\u7684\u5353\u8d8a\u53d1\u5c55<\/p>\n

\u6e90\u4e8e\u5bf9\u6280\u672f\u4e0e\u4ea7\u4e1a\u672c\u8d28\u7684\u6d1e\u5bdf<\/p>\n

\u673a\u5668\u4e4b\u5fc3<\/mark>\u5168\u65b0\u89c6\u9891\u680f\u76ee\u300c\u667a\u8005\u8bbf\u8c08\u300d<\/p>\n

\u9080\u8bf7\u9886\u57df\u4e13\u5bb6\uff0c\u6d1e\u6089 AI \u6838\u5fc3\u6280\u672f\u4e0e\u884c\u4e1a\u8d8b\u52bf<\/p>\n

\u4e3a\u4ece\u4e1a\u8005\u91cf\u8eab\u6253\u9020<\/p>\n

\u6df1\u5316\u884c\u4e1a\u8ba4\u77e5\uff0c\u6fc0\u53d1\u521b\u65b0\u601d\u8003<\/p>\n

\u4e0e\u667a\u8005\u540c\u884c\uff0c\u5171\u521b AI \u672a\u6765<\/p>\n

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\u4eba\u5de5\u667a\u80fd<\/mark>\u6b63\u7ecf\u5386\u4e00\u573a\u7531\u5927\u6a21\u578b\u5f15\u53d1\u7684\u9769\u547d\u3002\u8fd9\u4e9b\u62e5\u6709\u6570\u5341\u4ebf\u751a\u81f3\u4e07\u4ebf\u53c2\u6570<\/mark>\u7684\u5e9e\u7136\u5927\u7269\uff0c\u6b63\u5728\u91cd\u5851\u6211\u4eec\u5bf9 AI \u80fd\u529b\u7684\u8ba4\u77e5\uff0c\u4e5f\u6784\u7b51\u8d77\u5145\u6ee1\u6311\u6218\u4e0e\u673a\u9047\u7684\u6280\u672f\u8ff7\u5bab\u2014\u2014\u4ece\u8ba1\u7b97\u96c6\u7fa4\u9ad8\u901f\u4e92\u8054\u7f51\u7edc\u7684\u642d\u5efa\uff0c\u5230\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6a21\u578b\u7a33\u5b9a\u6027\u548c\u9c81\u68d2\u6027\u7684\u63d0\u5347\uff0c\u518d\u5230\u63a2\u7d22\u66f4\u5feb\u66f4\u4f18\u7684\u538b\u7f29\u4e0e\u52a0\u901f\u65b9\u6cd5\uff0c\u6bcf\u4e00\u6b65\u90fd\u662f\u5bf9\u521b\u65b0\u8005\u7684\u8003\u9a8c\u3002<\/section>\n
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\u9762\u5bf9\u5feb\u901f\u6f14\u53d8\u7684\u5e02\u573a\uff0c\u4f01\u4e1a\u5982\u4f55\u5728\u5927\u6a21\u578b\u6295\u5165\u4e0e\u5e94\u7528\u95f4\u5bfb\u6c42\u5e73\u8861\uff1fAI \u4ece\u4e1a\u8005\u53c8\u8be5\u5982\u4f55\u5728\u8fd9\u590d\u6742\u7684\u4ea7\u4e1a\u751f\u6001\u4e2d\u627e\u51c6\u5b9a\u4f4d\uff0c\u6700\u5927\u5316\u81ea\u8eab\u4ef7\u503c\uff1f\u8fd9\u4e9b\u95ee\u9898\u4e0d\u4ec5\u5173\u4e4e\u6280\u672f\u4e0e\u5546\u4e1a\uff0c\u66f4\u76f4\u6307 AI \u4ea7\u4e1a\u7684\u672a\u6765\u8d70\u5411\u3002<\/section>\n
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\u672c\u671f\u673a\u5668\u4e4b\u5fc3<\/mark>\u300a\u667a\u8005\u8bbf\u8c08\u300b\u9080\u8bf7\u5230\u817e\u8baf<\/mark>\u673a\u5668\u5b66\u4e60<\/mark>\u5e73\u53f0\u90e8\u603b\u7ecf\u7406\uff0f\u6df7\u5143\u5927\u6a21\u578b\u8d1f\u8d23\u4eba\u738b\u8fea\u5148\u751f\uff0c\u6df1\u5165\u817e\u8baf<\/mark>\u4ece 0 \u5230 1 \u81ea\u7814\u4e07\u4ebf\u7ea7 MoE \u5927\u6a21\u578b\u7684\u5386\u7a0b\u3002<\/section>\n
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\u738b\u8fea\u5f3a\u8c03\uff0c\u5927\u6a21\u578b\u662f\u4e00\u9879\u8de8\u9886\u57df\u7684\u7cfb\u7edf\u5de5\u7a0b\uff0c\u9700\u8981\u5728\u7ea6\u675f\u4e0b\u9ad8\u6548\u6574\u5408\u5de5\u7a0b\u3001\u7b97\u6cd5\u3001\u6570\u636e\u548c\u4e1a\u52a1\u5e94\u7528\uff0c\u5bf9\u7ec4\u7ec7\u80fd\u529b\u63d0\u51fa\u4e86\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u3002\u540c\u65f6\uff0c\u4e1a\u52a1\u56e2\u961f\u9700\u8981\u660e\u786e\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u8fa8\u8bc6\u54ea\u4e9b\u95ee\u9898\u9002\u5408\u7528\u6a21\u578b\u53bb\u89e3\u51b3\uff0c\u54ea\u4e9b\u5219\u9700\u8981\u901a\u8fc7\u4ea7\u54c1\u8bbe\u8ba1\u6765\u5e94\u5bf9\uff0c\u53ea\u6709\u6280\u672f\u4e0e\u4e1a\u52a1\u7d27\u5bc6\u534f\u4f5c\uff0c\u624d\u80fd\u5feb\u901f\u63a8\u51fa\u6ee1\u8db3\u5e94\u7528\u9700\u6c42\u7684 AI \u4ea7\u54c1\u3002<\/section>\n
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\u817e\u8baf<\/mark>\u7684\u8fd9\u6761\u5b9e\u8df5\u4e4b\u8def\uff0c\u8ba9\u6211\u4eec\u5f97\u4ee5\u7aa5\u89c1\u5927\u6a21\u578b\u7814\u53d1\u548c\u5de5\u7a0b\u7684\u6574\u4e2a\u94fe\u8def\uff1a\u4ece\u57fa\u7840\u8bbe\u65bd\u7684\u6784\u5efa\u5230\u8bad\u7ec3\u63a8\u7406\u6846\u67b6\u7684\u4f18\u5316\uff0c\u518d\u5230\u4e1a\u52a1\u573a\u666f\u7684\u843d\u5730\uff0c\u4e3a\u7406\u89e3\u5927\u6a21\u578b\u63d0\u4f9b\u4e00\u4e2a\u72ec\u7279\u7684\u89c6\u89d2\u3002<\/a><\/a><\/section>\n
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01:07 \u00a0\u00a0<\/strong>\u5c0f\u6a21\u578b\u6210\u8d8b\u52bf\u7684\u6df1\u5c42\u903b\u8f91<\/mark><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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05:54 \u00a0\u00a0<\/strong>\u817e\u8baf<\/mark>\u4e3a\u4f55\u9009\u62e9\u4ece\u96f6\u81ea\u7814\u5927\u6a21\u578b<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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10:37 \u00a0\u00a0<\/strong>MoE Scaling Law\uff1a\u817e\u8baf<\/mark>\u7684\u7740\u773c\u70b9<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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20:22 \u00a0\u00a0<\/strong>\u5e03\u5c40\u5168\u6a21\u6001\uff1a\u7edf\u4e00\u5230 Transformer<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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23:06 \u00a0\u00a0<\/strong>\u5e73\u53f0\u5c42\u5982\u4f55\u8854\u63a5\u4e0a\u5c42\u5e94\u7528\u4e0e\u4e0b\u5c42\u7b97\u529b<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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35:39 \u00a0\u00a0<\/strong>\u6280\u672f\u8def\u5f84\u9009\u62e9\uff1a\u76f4\u89c9\u4ece\u4f55\u800c\u6765\uff1f<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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39:55 \u00a0\u00a0<\/strong>\u4e07\u4ebf MoE \u5b9e\u8df5\uff1a\u7a33\u5b9a\u6027\u3001\u9c81\u68d2\u6027<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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48:10 \u00a0\u00a0<\/strong>\u7b97\u529b\u96c6\u7fa4\u53d1\u5c55\u53ca AI Infra \u5c55\u671b<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

\u8bbf\u8c08\u6587\u5b57\u6574\u7406<\/strong><\/p>\n

\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u738b\u8fea\u8001\u5e08\u597d\uff0c\u975e\u5e38\u9ad8\u5174\u60a8\u505a\u5ba2\u673a\u5668\u4e4b\u5fc3<\/mark>\u7684\u300a\u667a\u8005\u8bbf\u8c08\u300b\u3002\u817e\u8baf<\/mark>\u4f5c\u4e3a\u56fd\u5185\uff0c\u5e94\u8be5\u8bf4\u662f\u5168\u7403\u8303\u56f4\u5185\u4e3a\u6570\u4e0d\u591a\u7684\u51e0\u5bb6\u80fd\u591f\u652f\u6301\u4e07\u4ebf\u4e43\u81f3\u66f4\u5927\u89c4\u6a21\u53c2\u6570<\/mark>\u7684\u6a21\u578b\uff0c\u4ee5\u53ca\u76f8\u5173\u57fa\u7840\u8bbe\u65bd\u5e73\u53f0\u7684\u673a\u6784\u4e4b\u4e00\uff0c\u6211\u4eec\u5e0c\u671b\u8fd9\u6b21\u8bbf\u8c08\u80fd\u591f\u4ece\u60a8\u8fd9\u91cc\u83b7\u5f97\u5173\u4e8e\u5927\u6a21\u578b\u3001\u673a\u5668\u5b66\u4e60<\/mark>\u5e73\u53f0\u4ee5\u53ca AI \u57fa\u7840\u8bbe\u65bd\u65b9\u9762\u7684\u6d1e\u89c1\u3002<\/section>\n
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\u738b\u8fea\uff1a<\/strong>\u597d\u7684\uff0c\u8c22\u8c22\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u524d\u6bb5\u65f6\u95f4 GPT-4o mini \u53d1\u5e03\uff0cOpenAI \u4e5f\u5f00\u59cb\u505a\u5c0f\u6a21\u578b\u4e86\uff0c\u4ee5\u5b83\u4e3a\u4ee3\u8868\uff0c\u76ee\u524d\u5c0f\u6a21\u578b\u4e5f\u6210\u4e3a\u4e00\u79cd\u8d8b\u52bf\u3002\u4ece\u60a8\u7684\u89d2\u5ea6\uff0c\u5982\u4f55\u7406\u89e3 OpenAI \u7684\u8fd9\u4e2a\u4e3e\u63aa\uff1f<\/strong><\/section>\n
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\u738b\u8fea\uff1a<\/strong>GPT-4o mini \u66ff\u6362\u4e86 GPT-3.5\uff0c\u6548\u679c\u597d\u4e86\u5f88\u591a\uff0c\u901f\u5ea6\u4e5f\u662f\u975e\u5e38\u975e\u5e38\u5feb\u3002\u4f46\u662f\uff0c\u4f60\u521a\u624d\u8bf4 OpenAI \u662f\u4e0d\u662f\u7a81\u7136\u505a\u5c0f\u6a21\u578b\uff0c\u5176\u5b9e\u4e0d\u662f\u8fd9\u6837\u7684\u3002\u5b9e\u9645\u4e0a\uff0cGPT-3.5 \u672c\u8eab\u7684 size \u5c31\u662f\u76f8\u5bf9\u6bd4\u8f83\u5c0f\u7684\uff0c\u6fc0\u6d3b\u53c2\u6570<\/mark>\u4e5f\u662f\u6bd4\u8f83\u5c0f\u7684\uff0c\u6240\u4ee5\u5b83\u624d\u80fd\u505a\u5230\u90a3\u4e48\u5feb\u3002<\/section>\n
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GPT-4o mini \u51fa\u6765\u4e4b\u540e\uff0c\u80fd\u591f\u5f88\u597d\u5730\u66ff\u6362 GPT-3.5 \u8fd9\u6837\u7684\u6a21\u578b\uff0c\u6211\u89c9\u5f97\u8fd9\u53ef\u80fd\u8fd8\u662f\u4e00\u79cd\u9700\u6c42\u5bfc\u5411\uff0c\u56e0\u4e3a\u5f88\u591a\u5e94\u7528\u53ef\u80fd\u4e0d\u9700\u8981\u50cf GPT-4 Turbo \u6216\u8005 GPT-4o \u8fd9\u6837\u4e00\u4e2a\u66f4\u5927\u6216\u8005\u5ef6\u65f6\u66f4\u9ad8\u7684\u6a21\u578b\uff0c\u5bf9\u4e8e\u5b83\u4eec\u7684\u573a\u666f\u6765\u8bf4\uff0c\u50cf GPT-3.5 \u6216\u8005 GPT-4o mini \u8fd9\u6837\u4e00\u4e2a\u5f88\u5feb\u7684\u6a21\u578b\u5df2\u7ecf\u8db3\u591f\u4e86\u3002<\/section>\n
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\u60f3\u628a\u6a21\u578b\u505a\u5c0f\uff0c\u9996\u5148\u9700\u8981\u80fd\u591f\u628a\u6a21\u578b\u505a\u5927\uff0c\u56e0\u4e3a\u5355\u7eaf\u505a\u4e00\u4e2a\u5c0f\u6a21\u578b\u662f\u5f88\u5bb9\u6613\u7684\uff0c\u6bd4\u5982\u6211\u4eec\u505a\u4e00\u4e2a 3B \u7684\u30011B \u7684\uff0c\u6216\u8005 1B MoE\u30013B MoE \u8fd9\u6837\u7684\u6a21\u578b\u5f88\u7b80\u5355\uff0c\u4f46\u662f\u8981\u4fdd\u969c 3B \u5c0f\u6a21\u578b\u7684\u6548\u679c\u4e5f\u975e\u5e38\u597d\uff0c\u8fd9\u5c31\u662f\u4e00\u4ef6\u5f88\u96be\u7684\u4e8b\u60c5\uff0c\u9700\u8981\u5728\u6570\u636e\u4e0a\u3001\u6a21\u578b\u67b6\u6784\u4e0a\u505a\u5f88\u591a\u72ec\u7279\u7684\u5de5\u4f5c\u3002<\/section>\n
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GPT-4o \u662f\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u5168\u6a21\u6001\u6a21\u578b\uff0c\u5b83\u6709\u4e24\u4e2a\u65b9\u9762\u4ee4\u5927\u5bb6\u5370\u8c61\u5f88\u6df1\uff0c\u4e00\u662f\u52a0\u5165\u4e86\u8bed\u97f3\uff0c\u8fd9\u662f\u6a21\u6001\u65b9\u9762\u6216\u8005\u7528\u6237\u4f53\u9a8c\u65b9\u9762\u4e0d\u592a\u4e00\u6837\u7684\u5730\u65b9\u3002\u8fd8\u6709\u4e00\u70b9\uff0c\u5b83\u7684\u901f\u5ea6\u975e\u5e38\u5feb\uff0c\u7aef\u5230\u7aef\u7684\u5ef6\u65f6\u53ea\u6709 300 \u6beb\u79d2\u5de6\u53f3\uff0c\u540c\u65f6\u53c8\u4fdd\u6301\u4e86\u8bed\u8a00\u6a21\u578b<\/mark>\u975e\u5e38\u597d\u7684\u667a\u80fd\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5224\u65ad GPT-4o \u7684\u6a21\u578b\u6548\u679c\u975e\u5e38\u597d\uff0c\u5b83\u7684\u6a21\u578b size \u5e94\u8be5\u4e0d\u4f1a\u5f88\u5c0f\uff0c\u8fd9\u662f\u4e00\u4e2a\u5e38\u8bc6\u95ee\u9898\u3002\u6a21\u578b size \u4e0d\u592a\u5c0f\u7684\u60c5\u51b5\u4e0b\uff0c\u5ef6\u65f6\u53c8\u5f88\u4f4e\uff0c\u90a3\u4e48\u5b83\u5728\u6574\u4e2a\u6a21\u578b\u67b6\u6784\uff0c\u5305\u62ec Transformer \u8ba1\u7b97\u65b9\u9762\uff0c\u5e94\u8be5\u505a\u4e86\u5f88\u591a\u80fd\u591f\u8282\u7701\u8017\u65f6\u7684\u4f18\u5316\u3002<\/section>\n
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\u8fd9\u4f1a\u5bf9\u5f88\u591a\u4e1a\u52a1\u573a\u666f\u5e26\u6765\u65e0\u9650\u7684\u60f3\u8c61\u529b\uff0c\u6bd4\u5982\u5b9e\u65f6\u5ba2\u670d\u7684\u5bf9\u8bdd\uff0c\u6253\u6e38\u620f\u7684\u8fc7\u7a0b\u4e2d\u771f\u4eba\u548c NPC \u4e4b\u95f4\u66f4\u597d\u7684\u4ea4\u4e92\uff0c\u4ee5\u53ca\u793e\u4ea4\u573a\u666f\u7684\u6c9f\u901a\u7b49\u7b49\uff0c\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92\u4f1a\u5e26\u6765\u5168\u65b0\u7684\u4f53\u9a8c\u3002<\/section>\n
<\/section>\n
\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u53ef\u4e0d\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\uff0cOpenAI \u5982\u4eca\u53d1\u5e03\u6a21\u578b\u65f6\u4e5f\u662f\u975e\u5e38\u8003\u8651\u5e94\u7528\u4fa7\u9700\u6c42\u7684\uff1f<\/section>\n

<\/strong><\/section>\n
\u738b\u8fea\uff1a<\/strong>\u6211\u89c9\u5f97\u662f\u7684\u3002\u56e0\u4e3a\u6a21\u578b\u505a\u5f97\u518d\u597d\u3001\u505a\u5f97\u518d\u5927\uff0c\u6700\u7ec8\u8fd8\u662f\u9700\u8981\u7ed3\u5408\u4e1a\u52a1\u573a\u666f\uff0c\u770b\u80fd\u4e0d\u80fd\u7ed9\u7528\u6237\u5e26\u6765\u4ef7\u503c\u3002\u6240\u4ee5\uff0c\u81ea\u7136\u8bed\u97f3\u7684\u4ea4\u4e92\uff0c\u5305\u62ec\u672a\u6765\u89c6\u9891\u7684\u4ea4\u4e92\uff0c\u5b9e\u65f6\u7684\u89c6\u89c9\u4ea4\u4e92\uff0c\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002<\/section>\n
<\/section>\n
\u4f46\u8fd9\u5e76\u4e0d\u4ee3\u8868 OpenAI \u6ca1\u6709\u6301\u7eed\u6295\u5165\u7814\u53d1\u66f4\u597d\u7684\u6a21\u578b\uff0c\u6bd4\u5982\u4ed6\u4eec\u4e00\u76f4\u5728\u8bf4\u7684 GPT-5\uff0c\u5305\u62ec\u524d\u6bb5\u65f6\u95f4 Sam Altman \u8bf4\u4ed6\u4eec\u5bf9 AGI \u8def\u7ebf\u7684\u89c4\u5212<\/mark>\uff0c\u5bf9\u884c\u4e1a\u8fd8\u662f\u975e\u5e38\u6709\u542f\u53d1\u7684\uff0c\u4e5f\u80fd\u8bc1\u660e\u4ed6\u4eec\u5728 AGI \u76ee\u524d\u8fd8\u6ca1\u6709\u5f88\u597d\u89e3\u51b3\u7684\u6280\u672f\u95ee\u9898\u4e0a\uff0c\u8fd8\u5728\u4e0d\u65ad\u5c1d\u8bd5\u548c\u5e03\u5c40\uff0c\u8fd9\u4e9b\u662f\u503c\u5f97\u6211\u4eec\u6574\u4e2a\u884c\u4e1a\u4ece\u4e1a\u8005\u5b66\u4e60\u7684\u3002<\/section>\n
<\/section>\n
\u6bd4\u5982\u4ed6\u4eec\u4f1a\u63d0\u5230\uff0c\u5f53\u524d GPT-4 \u8fd9\u7c7b\u6a21\u578b\u7684\u667a\u80fd\u6240\u5904\u7684\u9636\u6bb5\u53ef\u80fd\u7c7b\u4f3c\u4e8e\u4e00\u4e2a\u9ad8\u4e2d\u751f\uff0c\u6216\u8005\u521a\u4e0a\u5927\u5b66\u7684\u672c\u79d1\u751f\u7684\u6c34\u5e73\uff0c18 \u4e2a\u6708\u4e4b\u540e\uff0c\u4ed6\u4eec\u5e0c\u671b\u65b0\u4e00\u4ee3\u7684 model \u8fbe\u5230\u535a\u58eb\u751f\u7684\u6c34\u5e73\uff0c\u8fd9\u4e2d\u95f4\u53ef\u80fd\u8fd8\u6709\u54ea\u4e9b\u65b9\u9762\u9700\u8981\u7a81\u7834\u5462\uff1f<\/section>\n
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\u89c4\u5212<\/mark>\u7684\u80fd\u529b\u3001\u6df1\u5ea6\u63a8\u7406\u80fd\u529b\uff0c\u9762\u5bf9\u4e00\u4e2a\u5f88\u590d\u6742\u7684\u4efb\u52a1\uff0c\u6a21\u578b\u9700\u8981\u9996\u5148\u628a\u5b83\u62c6\u5206\u6210\u82e5\u5e72\u4e2a\u5b50\u95ee\u9898\uff0c\u6bcf\u4e00\u4e2a\u5b50\u95ee\u9898\u53ef\u80fd\u8fd8\u9700\u8981\u8054\u7f51\u3001\u9700\u8981\u8ba1\u7b97\u3001\u9700\u8981\u5224\u65ad\uff0c\u7136\u540e\u518d\u4e32\u884c\u8d77\u6765\uff0c\u8fd9\u6837\u5df2\u7ecf\u975e\u5e38\u50cf\u4eba\u5728\u89e3\u51b3\u4e00\u4e2a\u590d\u6742\u95ee\u9898\u65f6\u7684\u8868\u73b0\u3002\u8fd9\u4e9b\u80cc\u540e\u6211\u4eec\u770b\u5230\u7684\u662f\uff0cOpenAI \u5982\u4f55\u628a\u6a21\u578b\u80fd\u529b\u8ddf\u4eba\u7c7b\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u5206\u6790\u3001\u63a8\u7406\u5de5\u4f5c\u76f8\u7ed3\u5408\uff0c\u8fd9\u4e5f\u4f53\u73b0\u4e86 OpenAI \u73b0\u5728\u601d\u8003\u7684\u4e00\u4e9b\u95ee\u9898\u7684\u65b9\u5411\u3002<\/section>\n
<\/section>\n
\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u56de\u5230\u56fd\u5185\uff0c\u5173\u4e8e\u5f00\u6e90\u548c\u95ed\u6e90\u7684\u8ba8\u8bba\u4e5f\u6709\u5f88\u591a\uff0c\u817e\u8baf<\/mark>\u9009\u62e9\u4ece\u96f6\u81ea\u7814\u4e07\u4ebf\u89c4\u6a21\u7684\u5927\u6a21\u578b\uff0c\u8fd9\u5230\u5e95\u80fd\u591f\u5e26\u6765\u4ec0\u4e48\u4ef7\u503c\uff0c\u60a8\u80fd\u5206\u4eab\u4e00\u4e0b\u5417\uff1f<\/strong><\/section>\n

<\/strong><\/section>\n
\u738b\u8fea\uff1a<\/strong>\u8fd9\u6b21\u4ee5\u751f\u6210\u5f0f AI \u4e3a\u4ee3\u8868\u7684\u4eba\u5de5\u667a\u80fd<\/mark>\u7684\u7a81\u7834\u6027\u53d1\u5c55\uff0c\u6211\u4eec\u8ba4\u4e3a\u53ef\u80fd\u662f\u51e0\u5341\u5e74\uff0c\u751a\u81f3\u767e\u5e74\u4e00\u9047\u7684\u6280\u672f\u9769\u65b0\u548c\u9769\u547d\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5e76\u6ca1\u6709\u90a3\u4e48\u7740\u6025\u62ff\u4e00\u4e2a\u5f00\u6e90\u7684\u6a21\u578b\u8fc5\u901f\u5728\u4e1a\u52a1\u4e0a\u505a\u4e00\u4e9b\u7cbe\u8c03\uff0c\u7136\u540e\u4e0a\u7ebf\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5f88\u5feb\uff08\u51fa\u7ed3\u679c\uff09\uff0c\u4f46\u4f1a\u5e26\u6765\u4e00\u4e2a\u95ee\u9898\uff0c\u90a3\u5c31\u662f\u6211\u4eec\u4e0d\u77e5\u9053\u8fd9\u4e2a\u65b0\u7684\u6280\u672f\u4ece\u5e95\u5ea7\u5f00\u59cb\uff0c\u5b83\u7684\u8fd0\u884c\u673a\u5236\u662f\u600e\u4e48\u6837\u7684\uff0c\u4f18\u70b9\u7f3a\u70b9\u662f\u600e\u4e48\u6837\u7684\u3002<\/section>\n
<\/section>\n
\u6bd4\u5982\u6211\u4eec\u770b OpenAI\uff0c\u4ece GPT-1\u30012\u30013 \u5230 Codex\u2014\u2014Codex \u662f\u975e\u5e38\u91cd\u8981\u7684\u4e00\u4e2a\u9636\u6bb5\u6027\u4ea7\u54c1\uff0c\u540e\u6765\u5230 3.5\uff0c\u4e5f\u5c31\u662f\u5927\u5bb6\u6240\u719f\u77e5\u7684 ChatGPT\uff0c\u7136\u540e GPT-4\u3001GPT-4 Turbo\uff0c\u5230\u73b0\u5728\u7684 GPT-4o\uff0c\u53ef\u80fd\u672a\u6765\u7684 GPT-5\uff0c\u5728\u8fd9\u6837\u4e00\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u5b83\u7684\u6280\u672f\u8def\u7ebf\u7684\u6f14\u8fdb\u662f\u975e\u5e38\u6e05\u6670\u7684\uff0c\u5305\u62ec\u6bcf\u4e00\u4e2a\u9636\u6bb5\u3001\u6bcf\u4e00\u4e2a\u6a21\u578b\u76f8\u6bd4\u4ee5\u524d\u89e3\u51b3\u4e86\u4ec0\u4e48\u65b0\u7684\u95ee\u9898\uff0cOpenAI \u662f\u975e\u5e38\u6e05\u695a\u7684\u3002<\/section>\n
<\/section>\n
\u5176\u5b9e\u6211\u4eec\u66f4\u60f3\u8981\u63a2\u7d22\u8fd9\u6837\u4e00\u6761\u8def\u7ecf\uff0c\u5728\u8fd9\u4e2a\u8def\u5f84\u4e2d\u5b66\u4f1a\u600e\u4e48\u6837\u8bad\u7ec3\u4e00\u4e2a\u5343\u4ebf\u6a21\u578b\uff0c\u63a5\u7740\u624d\u4f1a\u77e5\u9053\u600e\u4e48\u8bad\u7ec3\u4e00\u4e2a\u4e07\u4ebf\u6a21\u578b<\/strong>\uff0c\u4e07\u4ebf\u7684\u6a21\u578b\u505a\u51fa\u6765\u4e4b\u540e\u53d1\u73b0\uff0c\u5b83\u7684\u6027\u80fd\u521a\u5f00\u59cb\u4e0d\u591f\u597d\uff0c\u6211\u4eec\u624d\u80fd\u77e5\u9053\u600e\u4e48\u505a\u81ea\u5df1\u7684\u6df7\u5143\u7684 Turbo \u7684 model\u3002\u505a\u4e86\u8fd9\u4e9b\u4e4b\u540e\uff0c\u4f60\u4f1a\u53d1\u73b0\u53ef\u80fd\u9700\u8981\u52a0\u8bed\u97f3\uff0c\u53ef\u80fd\u9700\u8981\u52a0\u89c6\u9891\u2026\u2026\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u5982\u679c\u6211\u4eec\u53ea\u662f\u53bb\u770b\u522b\u4eba\u662f\u600e\u4e48\u505a\u7684\uff0c\u7531\u6b64\u5f97\u5230\u7684\u611f\u77e5<\/mark>\u548c\u8ba4\u77e5\u5c31\u4f1a\u975e\u5e38\u80a4\u6d45\u3002<\/section>\n
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\u6211\u4eec\u81ea\u5df1\u505a\u4e86\uff0c\u4ece\u670d\u52a1\u5668\u7684\u642d\u5efa\u3001\u7f51\u7edc\u7684\u642d\u5efa\uff0c\u5305\u62ec\u8bad\u7ec3\u5e73\u53f0\u7684\u642d\u5efa\uff0c\u4e00\u6b65\u4e00\u6b65\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u81ea\u7136\u4f1a\u77e5\u9053\u54ea\u91cc\u662f\u6838\u5fc3\u7684\u91cd\u70b9\uff0c\u54ea\u91cc\u662f\u6709\u95ee\u9898\u7684\uff0c\u6211\u4eec\u9700\u8981\u8fdb\u4e00\u6b65\u4f18\u5316\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u5c31\u4f1a\u8d70\u51fa\u6211\u4eec\u81ea\u5df1\u7684\uff0c\u4e5f\u5c31\u662f\u817e\u8baf<\/mark>\u516c\u53f8\u5927\u6a21\u578b\u7684\u6280\u672f\u8def\u5f84\u548c\u8def\u7ebf\uff0c\u4e5f\u624d\u80fd\u77e5\u9053\u8fd9\u6b21\u7684\u4eba\u5de5\u667a\u80fd<\/mark>\u6280\u672f\u7684\u6f14\u8fdb\u662f\u8fd9\u6837\u7684\uff0c\u600e\u4e48\u6837\u624d\u80fd\u66f4\u597d\u652f\u6301\u4e1a\u52a1\u7684\u53d1\u5c55\uff0c\u8fd9\u662f\u975e\u5e38\u6709\u4ef7\u503c\u7684\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u4e4b\u524d\u8ddf\u9ad8\u6821\u7684\u8001\u5e08\u4ea4\u6d41\u8fc7\uff0c\u8bf4\u54ea\u6015\u662f\u5c0f\u6a21\u578b\uff0c\u4e5f\u5f97\u81ea\u5df1\u4ece\u5934\u8bad\u8fc7\u4e00\u904d\u624d\u77e5\u9053\u6709\u54ea\u4e9b\u95ee\u9898\uff0c\u5305\u62ec\u6700\u57fa\u7840\u7684\u95ee\u9898\u662f\u5982\u4f55\u8ba9\u5361\u51e0\u5c0f\u65f6\u4e0d\u8981\u53d1\u751f\u6545\u969c\u3002<\/section>\n
<\/section>\n
\u738b\u8fea\uff1a<\/strong>\u8fd9\u4e2a\u4f60\u8bf4\u5f97\u975e\u5e38\u5bf9\u3002\u5c0f\u6a21\u578b\u8bad\u7ec3\u672c\u8eab\u53ef\u80fd\u5bf9\u8d44\u6e90\u9700\u6c42\u4e0d\u662f\u90a3\u4e48\u5927\uff0c\u4f46\u8bad\u597d\u4e5f\u4e0d\u662f\u5f88\u5bb9\u6613\u7684\u3002\u5f88\u591a\u516c\u53f8\u5728\u4e00\u4e9b 1B\u30012B\u30013B \u7684\u6a21\u578b\u4e0a\u5df2\u7ecf\u5f97\u5230\u5f88\u597d\u7684\u6548\u679c\uff0c\u80cc\u540e\u4ece\u6570\u636e\u5230\u8bad\u7ec3\u6846\u67b6\uff0c\u5230\u8bad\u7ec3\u7b56\u7565\uff0c\u5305\u62ec\u6a21\u578b\u7684\u8bbe\u7f6e\uff0c\u5bf9\u9f50\u7684\u4e00\u4e9b\u6570\u636e\u3001\u601d\u8def\u548c\u65b9\u6cd5\uff0c\u90fd\u662f\u6709\u5f88\u591a\u8bb2\u7a76\u7684\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u4e0d\u8fc7\uff0c\u8bad\u7ec3\u4e00\u4e2a 1B \u7684\u5c0f\u6a21\u578b\uff0c\u8fd9\u4e2a\u7ecf\u9a8c\u80fd\u591f\u8fc1\u79fb\u5230\u66f4\u5927\u7684\u6a21\u578b\u4e0a\u53bb\u5417\uff1f<\/section>\n

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\u738b\u8fea\uff1a<\/strong>\u8fd9\u6b63\u662f\u6211\u4eec\u884c\u4e1a\u8bb2\u7684\uff0c\u8981\u63a2\u7d22 Scaling Law\uff0c\u6bd4\u5982\u6211\u4eec\u505a MoE \u7684\u4e07\u4ebf\u7684\u6a21\u578b\uff0c\u9996\u5148\u884c\u4e1a\u6ca1\u6709\u5148\u4f8b\uff0c\u540c\u65f6\u6211\u4eec\u7684\u8d44\u6e90\u76f8\u5bf9\u662f\u6709\u9650\u7684\u3002\u5728\u8d44\u6e90\u76f8\u5bf9\u6709\u9650\u7684\u60c5\u51b5\u4e0b\uff0c\u600e\u4e48\u9884\u5224\uff0c\u6bd4\u5982\u8bf4\u6570\u636e\u5206\u5e03\u662f\u600e\u4e48\u6837\u7684\uff0cMoE \u7684\u4e13\u5bb6\u6570\u600e\u4e48\u8bbe\u7f6e\uff0c\u6fc0\u6d3b\u53c2\u6570<\/mark>\u600e\u4e48\u8bbe\u7f6e\uff0c\u5305\u62ec\u8def\u7531\uff0c\u6bcf\u4e00\u4e2a token \u5230\u5e95\u8def\u7531\u5230\u54ea\u4e2a\u4e13\u5bb6\uff0c\u600e\u4e48\u6837\u624d\u662f\u5408\u7406\u7684\uff0c\u8fd9\u4e2a\u4e8b\u60c5\u5f88\u590d\u6742\uff0c\u53ef\u80fd\u4e2d\u95f4\u6211\u4eec\u8981\u8003\u8651\u7684\u56e0\u7d20\u6709\u5927\u51e0\u5341\u4e2a\uff0c\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4e0d\u53ef\u80fd\u4e00\u6b21\u505a\u4e00\u4e2a\u5b9e\u9a8c\uff0c\u7528\u5f88\u591a\u5361\u53bb\u505a\uff0c\u65f6\u95f4\u4e5f\u6765\u4e0d\u53ca\u3002<\/section>\n
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\u56e0\u6b64\uff0c\u4e00\u5b9a\u662f\u5148\u5728\u5f88\u5c0f\u7684\u6a21\u578b\u4e0a\uff0c\u6bd4\u5982\u521a\u5f00\u59cb\u53ef\u80fd\u662f 10M\uff0c\u7136\u540e 30M\uff0c1B\u30013B\uff0c\u8fd9\u6837\u4e00\u4e9b\u4e0d\u540c size \u7684\u6a21\u578b\u4e0a\u63a2\u7d22\uff0c\u6700\u540e\u9884\u6d4b\u51fa\u6765\u6211\u4eec\u8981\u505a\u4e00\u4e2a\u4e07\u4ebf\u7684 MoE \u600e\u4e48\u6837\u9009\u62e9\u4e2d\u95f4\u7684\u8bbe\u7f6e\uff0c\u4ee5\u53ca\u9884\u6d4b\u6700\u540e\u8bad\u7ec3\u4e86\u591a\u5c11 token\uff0c\u6211\u4eec\u7684 lost \u4f1a\u6536\u655b<\/mark>\u5230\u4ec0\u4e48\u6837\u7684\u70b9\uff0c\u8fd9\u6837\u7684\u4e00\u4e2a\u8fc7\u7a0b\uff0c\u5c31\u662f\u6211\u4eec\u5728\u63a2\u7d22 MoE \u7684 Scaling Law\u3002<\/section>\n
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\u5982\u679c\u6ca1\u6709\u8fd9\u4e2a\u5de5\u4f5c\uff0c\u7814\u53d1\u6548\u7387\u4f1a\u975e\u5e38\u4f4e\u3002\u4e5f\u4e0d\u662f\u4e0d\u80fd\u505a\uff0c\u5f53\u4f60\u6709\u65e0\u9650\u591a\u7684\u8d44\u6e90\uff0c\u65e0\u9650\u591a\u5de5\u7a0b\u5e08\u7684\u65f6\u5019\uff0c\u5c31\u53ef\u4ee5\u505a\u3002\u4f46\u73b0\u5b9e\u6765\u8bb2\uff0c\u505a\u5927\u6a21\u578b\u5c31\u662f\u4e00\u4e2a\u5728\u7ea6\u675f\u6761\u4ef6\u4e0b\u600e\u4e48\u6837\u9ad8\u6548\u5730\u628a\u5de5\u7a0b\u3001\u7b97\u6cd5\u3001\u6570\u636e\u4ee5\u53ca\u4e1a\u52a1\u5e94\u7528\u6574\u4e2a\u4e32\u8054\u8d77\u6765\u7684\u5de5\u4f5c\uff0c\u5b83\u5bf9\u7ec4\u7ec7\u80fd\u529b\u7684\u8981\u6c42\u662f\u975e\u5e38\u9ad8\u7684<\/strong>\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u60a8\u63d0\u5230\u4e86 MoE Scaling Law\uff0c\u8fd9\u8ddf\u4e00\u822c\u8bf4\u7684 Scaling Law \u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/strong><\/section>\n
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\u738b\u8fea\uff1a<\/strong>\u4ece\u6982\u5ff5\u4e0a\u5e76\u6ca1\u6709\u672c\u8d28\u7684\u533a\u522b\u3002Scaling Law \u662f\u4ec0\u4e48\uff1f\u5c31\u662f\u53bb\u5224\u65ad\u6211\u7684\u6a21\u578b size \u600e\u4e48\u6837\u589e\u957f\uff0c\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff0c\u7136\u540e\u5728\u6211\u4eec\u81ea\u5df1\u7684\u6570\u636e\u96c6\u4e0a\uff0c\u9884\u6d4b\u6211\u7684\u6a21\u578b\u6700\u540e\u6536\u655b<\/mark>\u5230\u4ec0\u4e48\u5730\u65b9\uff0c\u6536\u655b<\/mark>\u7684\u7ed3\u679c\u662f\u5426\u7b26\u5408\u6211\u4eec\u7684\u9884\u671f\uff0c\u8fd9\u6837\u4e00\u4e2a\u5de5\u4f5c\u3002\u81f3\u4e8e\u662f\u57fa\u4e8e dense model \u505a\u8fd8\u662f\u57fa\u4e8e MoE \u505a\uff0c\u6ca1\u6709\u672c\u8d28\u7684\u5dee\u5f02\u3002<\/section>\n
<\/section>\n
\u4f46\u662f\u5728\u9009\u9879\u65b9\u9762\u4e0d\u4e00\u6837\uff0c\u56e0\u4e3a dense \u6a21\u578b\uff0c\u53c2\u6570<\/mark>\u7684\u9009\u62e9\u3001\u6fc0\u6d3b\u51fd\u6570<\/mark>\u7684\u9009\u62e9\uff0c\u5305\u62ec tokenizer \u7b49\u7b49\uff0c\u8981\u505a\u7684\u5b9e\u9a8c\u4f1a\u6bd4 MoE \u5c11\u5f88\u591a\uff0c\u56e0\u4e3a MoE \u6709\u5f88\u591a\u4e2a\u4e13\u5bb6\uff0c\u6bcf\u5c42\u7684\u4e13\u5bb6\u6570\u91cf\u662f\u5426\u76f8\u540c\u4e5f\u4e0d\u786e\u5b9a\uff0c\u6fc0\u6d3b\u4e2a\u6570\u4e5f\u4e0d\u4e00\u5b9a\u6bcf\u5c42\u90fd\u662f\u4e00\u6837\u7684\u3002<\/section>\n
<\/section>\n
\u63a2\u7d22 MoE Scaling Law \u76f8\u5f53\u4e8e\u662f\u5728\u5b9e\u64cd\u4e0a\u628a\u4e8b\u60c5\u96be\u5ea6\u53d8\u5927\u4e86\u4e00\u4e9b\uff0c\u53ef\u80fd\u5927\u5bb6\u8981\u505a\u4e00\u4e9b\u66f4\u52a0\u7ec6\u81f4\u7684\u5de5\u4f5c\uff0c\u66f4\u52a0\u9ad8\u6548\u7684\u5b9e\u9a8c\uff0c\u628a\u81ea\u5df1\u7684 Scaling Law \u505a\u5f97\u66f4\u597d\u3002\u8fd9\u6837\u7684\u8bdd\uff0c\u53bb\u505a\u4e00\u4e2a\u4e07\u4ebf\u7684\u751a\u81f3\u672a\u6765\u66f4\u5927\u7684 MoE \u5c31\u4f1a\u66f4\u6709\u4fe1\u5fc3\uff0c\u6d6a\u8d39\u7684\u65f6\u95f4\u66f4\u77ed\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u60a8\u8ba4\u4e3a Scaling Law \u63a5\u4e0b\u6765\u7a7a\u95f4\u8fd8\u6709\u591a\u5927\uff1f\u6211\u4eec\u76ee\u524d\u7ea2\u5229\u8fd8\u6709\u591a\u5c11\uff1f<\/section>\n
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\u738b\u8fea\uff1a<\/strong>\u9996\u5148\u73b0\u5728 Scaling Law \u8fd8\u6ca1\u6709\u5931\u6548\u3002\u5176\u6b21\u6211\u662f\u4ece\u53e6\u5916\u4e00\u4e2a\u89c6\u89d2\u770b\u8fd9\u4e2a\u95ee\u9898\uff0c\u4e0d\u80fd\u5355\u72ec\u770b Scaling Law\uff0c\u56e0\u4e3a\u6211\u4eec\u662f\u5728\u505a\u7cfb\u7edf\uff0c\u662f\u5728\u505a\u4e00\u4e2a\u771f\u6b63\u7684\u6a21\u578b\uff0c\u5b83\u4e00\u5b9a\u662f\u6709\u7ea6\u675f\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\u8d44\u6e90\u662f\u6709\u9650\u7684\u3002\u8d44\u6e90\u5206\u51e0\u65b9\u9762\uff1a\u7b2c\u4e00\uff0c\u6700\u5927\u7684\u5c31\u662f\u7b97\u529b\u8d44\u6e90\uff0c\u603b\u662f\u6709\u9650\u7684\uff1b\u7b2c\u4e8c\uff0c\u65f6\u95f4\u4e5f\u662f\u6709\u9650\u7684\uff1b\u7b2c\u4e09\uff0c\u6570\u636e\u4e5f\u662f\u6709\u9650\u7684\u3002<\/section>\n
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\u8fd9\u4e09\u4e2a\u7ea6\u675f\u6761\u4ef6\u4e4b\u4e0b\uff0c\u6211\u4eec\u8981\u52a8\u6001\u770b\u5f85\u8fd9\u4e2a\u95ee\u9898\u3002\u4eca\u65f6\u4eca\u65e5\u548c\u53bb\u5e74\u76f8\u6bd4\uff0c\u4f60\u4f1a\u770b\u5230\u4eca\u5e74\u5c0f\u7684\u6a21\u578b\u8981\u6bd4\u53bb\u5e74\u7684\u4e00\u4e9b\u5927\u6a21\u578b\u8981\u597d\uff0c\u4e3a\u4ec0\u4e48\uff1f\u6570\u636e\u662f\u5f88\u91cd\u8981\u7684\u539f\u56e0\u3002\u5728\u5f88\u591a\u516c\u53f8\u91cc\uff0c\u6570\u636e\u662f\u4e00\u6761\u7814\u53d1\u7ebf\uff0c\u6570\u636e\u8d28\u91cf\u6301\u7eed\u63d0\u5347\uff0c\u6570\u636e\u7684\u5206\u5e03\u8db3\u591f\u591a\uff0c\u6570\u636e\u7684\u914d\u6bd4\u8db3\u591f\u597d\u4e4b\u540e\uff0c\u5373\u4fbf\u662f\u4e00\u4e2a\u5c0f\u7684\u6a21\u578b\uff0c\u4ec0\u4e48\u90fd\u4e0d\u5e72\uff0c\u53ef\u80fd\u5728\u65b0\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u51fa\u6765\u7684\u6548\u679c\uff0c\u4e5f\u4f1a\u6bd4\u53bb\u5e74\u4e00\u4e2a\u76f8\u5bf9\u66f4\u5927\u7684\u6a21\u578b\u8981\u597d\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u8bb2\uff0c\u53ef\u80fd\u6a21\u578b\u5e76\u6ca1\u6709\u53d8\uff0c\u4f46 scaling \u7684\u6548\u679c\u53ef\u80fd\u5df2\u7ecf\u4e0d\u4e00\u6837\u4e86\uff0c\u6240\u4ee5\u8fd9\u4e5f\u662f Scaling Law \u9700\u8981\u8003\u8651\u7684\u4e00\u79cd\u60c5\u51b5\u3002<\/section>\n
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\u53e6\u5916\u6a21\u578b\u7ed3\u6784\u65b9\u9762\uff0c\u4f60\u4e5f\u4f1a\u505a\u5f88\u591a\u8c03\u6574\uff0c\u6bd4\u5982 MoE \u6211\u4eec\u600e\u4e48\u505a\u6fc0\u6d3b\uff0c\u600e\u4e48\u9009\u62e9\u4e13\u5bb6\uff0c\u4fdd\u8bc1 tokenizer \u600e\u4e48\u8bbe\u7f6e\u7b49\u7b49\uff0c\u90fd\u4f1a\u5f71\u54cd\u4f60\u7684 Scaling Law\u3002\u53bb\u5e74\u6211\u7684 Scaling Law \u662f\u8fd9\u6837\u5b50\u7684\uff0c\u4eca\u5e74\u5176\u4ed6\u5730\u65b9\u6539\u53d8\u4e00\u4e0b\u4e4b\u540e\uff0c\u53d1\u73b0\u6211\u7684 Scaling Law \u6700\u540e\u6536\u655b<\/mark>\u6548\u679c\u66f4\u597d\uff0c\u8fd9\u4e5f\u662f\u4f1a\u53d1\u751f\u7684\u3002<\/section>\n
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\u6240\u4ee5\u6211\u4e3a\u4ec0\u4e48\u8bf4\u8981\u52a8\u6001\u770b\u8fd9\u4e2a\u4e8b\u60c5\uff0c\u6240\u6709\u4e1c\u897f\u90fd\u4e0d\u53d8\uff0c\u5c31\u662f\u589e\u5927\u8d44\u6e90\u3001\u589e\u52a0\u6570\u636e\uff0c\u8fd9\u6837\u505a\u6548\u7387\u5f88\u4f4e\u7684<\/strong>\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u770b\u5230\u7684\u662f\u6570\u636e\u53d8\u5f97\u66f4\u597d\u4e86\uff0c\u6a21\u578b\u7684\u7b97\u6cd5\u505a\u4e86\u4e00\u4e9b\u4f18\u5316\u4e4b\u540e\uff0c\u5b83\u80fd\u591f\u5e26\u6765\u7684\u4ef7\u503c\u662f\u66f4\u5927\u7684\uff0c\u7136\u540e\u518d\u914d\u5408\u4e0a Scaling Law\uff0c\u6574\u4e2a\u7684\u53d1\u5c55\u5c31\u4f1a\u975e\u5e38\u597d\u3002<\/section>\n
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\u53bb\u5e74\u5f88\u591a\u4eba\u8fd8\u62c5\u5fe7\u5927\u6a21\u578b\u5e94\u7528\u7684\u6210\u672c\u95ee\u9898\uff0c\u5176\u5b9e\u6211\u53bb\u5e74\u4e00\u70b9\u4e0d\u62c5\u5fe7\uff0c\u4e3a\u4ec0\u4e48\uff1f\u6211\u4eec\u4e0d\u662f\u7b80\u5355\u770b\u6210\u672c\uff0c\u6210\u672c\u4e00\u5b9a\u8981\u8ddf\u6548\u679c\u76f8\u7ed3\u5408\u7684\u3002\u6bd4\u5982\u8bf4\uff0c\u6211\u4eec\u4eca\u5e74\u5728\u67d0\u4e2a\u95ee\u9898\u4e0a\uff0c\u5c31\u53ef\u4ee5\u7528\u6bd4\u53bb\u5e74\u8fd8\u8981\u4f4e\u7684\u6210\u672c\u53bb\u5b9e\u73b0\u8ddf GPT-3.5 Turbo \u76f8\u5f53\u7684\u6548\u679c\uff0c\u5982\u679c\u8fd9\u6837\u770b\u6210\u672c\uff0c\u76f8\u6bd4\u53bb\u5e74\u53ef\u80fd\u662f\u51e0\u5341\u500d\u7684\u4e0b\u964d\u3002\u6211\u4eec\u518d\u53bb\u9884\u6d4b\u660e\u5e74\uff0c\u6bd4\u5982\u6211\u4eec\u73b0\u5728\u770b GPT-4o\uff0c\u5b83\u7684\u7aef\u5230\u7aef\u5ef6\u65f6\u5f88\u77ed\uff0c\u5982\u679c\u53ea\u662f\u770b\u6210\u672c\uff0c\u4e0d\u8003\u8651\u5ef6\u65f6\uff0c\u662f\u4e00\u65b9\u9762\uff0c\u5982\u679c\u628a\u5ef6\u65f6\u8003\u8651\u8fdb\u53bb\uff0c\u5bf9\u7528\u6237\u7684\u4f53\u9a8c\u6765\u8bb2\uff0c\u6574\u4f53\u6210\u672c\u5c31\u4f1a\u4e0b\u964d\u975e\u5e38\u591a\u3002<\/section>\n
<\/section>\n
\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u975e\u5e38\u6709\u542f\u53d1\u3002\u817e\u8baf<\/mark>\u9009\u62e9 MoE \u67b6\u6784\uff0c\u6240\u6709\u4e13\u5bb6\u90fd\u662f\u5728\u4e00\u4e2a\u9ad8\u7ef4\u7a7a\u95f4\u91cc\u9762\uff0c\u6211\u4eec\u5e76\u4e0d\u77e5\u9053\u5177\u4f53\u6fc0\u6d3b\u7684\u662f\u54ea\u4e2a\uff0c\u4e07\u4ebf MoE \u6a21\u578b\u5c31\u66f4\u590d\u6742\u4e86\uff0c\u5bf9\u6b64\u60a8\u662f\u600e\u4e48\u770b\u7684\uff1f<\/section>\n
<\/section>\n
\u738b\u8fea\uff1a<\/strong>\u5176\u5b9e\u53bb\u5e74\u6211\u4eec\u5728\u7814\u53d1\u7684\u65f6\u5019\uff0c\u4e2d\u95f4\u8fd8\u662f\u8d70\u4e86\u4e00\u4e9b\u5f2f\u8def\u7684\u3002\u53ef\u80fd\u4e00\u5f00\u59cb\u5927\u5bb6\u76f4\u89c2\u7684\u611f\u89c9\uff0c\u4e13\u5bb6\u6307\u5b9a\u597d\uff0c\u6700\u7b80\u5355\uff0c\u786e\u5b9e\u8fd9\u6837\u505a\u98ce\u9669\u662f\u6700\u4f4e\u7684\uff0c\u56e0\u4e3a\u8bad\u7ec3\u6700\u5bb9\u6613\u6536\u655b<\/mark>\uff0c\u884c\u4e1a\u4e0a\uff0c\u5305\u62ec\u5b66\u672f\u754c\uff0c\u5f88\u591a\u4e5f\u662f\u8fd9\u4e48\u505a\u7684\u3002<\/section>\n
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\u4f46\u540e\u6765\u6211\u4eec\u53d1\u73b0\u8fd9\u6837\u505a\u5b58\u5728\u4e00\u4e9b\u4e0d\u5408\u7406\u7684\u5730\u65b9\u3002\u6bd4\u5982\u8bf4\u4e00\u7bc7\u6587\u7ae0\uff0c\u5230\u5e95\u662f\u5c5e\u4e8e\u79d1\u6280\u3001\u8d22\u7ecf\uff0c\u8fd8\u662f\u6570\u5b66\uff1f\u4e00\u9053\u7269\u7406\u8ba1\u7b97\u7684\u95ee\u9898\uff0c\u5b83\u91cc\u9762\u53c8\u6709\u6570\u5b66\u3001\u53c8\u6709\u903b\u8f91<\/mark>\uff0c\u53c8\u6709\u7269\u7406\uff0c\u5230\u5e95\u5e94\u8be5\u5206\u5230\u54ea\u4e2a\u4e13\u5bb6\u5462\uff1f<\/section>\n
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<\/strong><\/section>\n
\u63a5\u4e0b\u6765 MoE \u9700\u8981\u4f18\u5316\u548c\u63d0\u5347\u7684\u5730\u65b9\u8fd8\u6709\u5f88\u591a\uff0c\u5176\u4e2d\u6709\u4e00\u70b9\uff0cMoE \u5b58\u5728\u8bad\u7ec3\u6548\u7387\u7684\u95ee\u9898\uff0c\u5b83\u6bd4 dense \u6a21\u578b\u8bad\u7ec3\u6548\u7387\u7684\u63d0\u5347\u8981\u96be\u5f88\u591a\u3002\u7406\u8bba\u4e0a\u8bb2\u4e5f\u662f\u8fd9\u6837\u7684\uff0cMoE \u6709\u5f88\u591a\u4e2a\u4e13\u5bb6\uff0c\u4e13\u5bb6\u6570\u76f8\u5bf9\u6765\u8bf4\u8d8a\u591a\u8d8a\u597d\uff0c\u4f46\u662f\u6211\u4eec\u53c8\u5e0c\u671b\u6a21\u578b\u8981\u9ad8\u6548\uff0c\u9ad8\u6548\u7684\u8bdd\u6bcf\u6b21\u5c31\u53ea\u80fd\u6fc0\u6d3b\u5c11\u91cf\u7684\u4e13\u5bb6\uff0c\u53ea\u6fc0\u6d3b\u5c11\u91cf\u4e13\u5bb6\u7684\u8bdd\uff0c\u7b97\u529b\u5229\u7528\u7387\u5c31\u4e0d\u4f1a\u5f88\u9ad8\uff0c\u8fd9\u6837\u5728\u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u8ba1\u7b97\u548c\u901a\u4fe1\u4e4b\u95f4\u7684\u914d\u6bd4\u5982\u4f55\u8bbe\u7f6e\uff0c\u624d\u80fd\u8ba9\u8bad\u7ec3\u66f4\u52a0\u9ad8\u6548\uff0c\u8fd9\u91cc\u9762\u5c31\u6709\u5f88\u591a\u7684\u8bb2\u7a76\uff0c\u6bd4\u5982\u8bf4\u600e\u4e48\u6837\u5728\u4fdd\u8bc1\u6548\u679c\u7684\u60c5\u51b5\u4e0b\uff0c\u8ba9\u8bad\u7ec3\u53d8\u5f97\u66f4\u5feb\uff0c\u6bd4\u5982\u8bf4 batch size \u53d8\u5f97\u66f4\u5927\uff0c\u4f46\u662f batch size \u53d8\u5927\u540e\u68af\u5ea6\u540c\u6b65\u5c31\u4f1a\u53d8\u5c11\uff0c\u6548\u679c\u5c31\u4f1a\u53d8\u5dee\uff0c\u8fd9\u79cd\u60c5\u51b5\u4e0b\u600e\u4e48\u529e\u3002<\/section>\n
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\u8fd9\u4e9b\u95ee\u9898\u5176\u5b9e\u5b66\u672f\u4e0a\u4e5f\u4f1a\u6709\u4e00\u4e9b\u8bba\u6587\u53bb\u63a2\u8ba8\uff0c\u5305\u62ec\u6211\u4eec\u524d\u4e00\u6bb5\u4e5f\u53d1\u8868\u4e86\u4e00\u4e9b\u8bba\u6587\uff0c\u8fd8\u6709\u4e00\u4e9b\u9762\u5411\u65b0\u7684\uff0c\u6bd4\u5982\u8bf4\u5173\u4e8e\u89c6\u9891\u7684\u7406\u89e3\u548c\u751f\u6210\uff0c\u5728\u4e00\u4e2a model \u7684\u8bdd\uff0c\u90a3\u6211\u7684\u7a97\u53e3\u53d8\u5f97\u66f4\u5927\uff0c\u8fd9\u5728\u4eca\u5e74\u4e0a\u534a\u5e74\u56fd\u5185\u4e5f\u662f\u4e00\u4e2a\u70ed\u70b9\u3002<\/section>\n
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\u4e0d\u77e5\u9053\u4f60\u6709\u6ca1\u6709\u6ce8\u610f\uff0c\u6211\u4eec\u6700\u8fd1\u5728\u5143\u5b9d\u4e0a\u8ddf\u300a\u957f\u76f8\u601d\u300b\u5408\u4f5c\uff0c\u6709\u4e00\u4e2a\u76f8\u67f3 AI bot\uff0c\u6211\u770b\u5230\u6211\u4eec\u7684\u7528\u6237\u6bcf\u5929\u8ddf\u5b83\u4ea4\u6d41\u6709\u9ad8\u8fbe\u51e0\u5343\u8f6e\u7684\uff0c\u90a3\u8fd9\u51e0\u5343\u8f6e\u4e0b\u6765\uff0c\u7528\u6237\u4f1a\u89c9\u5f97\u5df2\u7ecf\u628a\u76f8\u67f3 bot \u53d8\u6210\u81ea\u5df1\u5fc3\u76ee\u4e2d\u7684\u76f8\u67f3\u4e86\uff0c\u5e0c\u671b\u5b83\u80fd\u8bb0\u4f4f\u6240\u6709\u7684\u5bf9\u8bdd\uff0c\u4f46\u8fd9\u5bf9\u6280\u672f\u8981\u6c42\u662f\u6781\u5176\u9ad8\u7684\uff0c\u600e\u4e48\u6837\u5728\u6bcf\u4e00\u6b21\u56de\u590d\u7684\u65f6\u5019\uff0c\u8ba9\u6a21\u578b\u80fd\u628a\u4e4b\u524d\u51e0\u5343\u8f6e\u7684\u5185\u5bb9\u81ea\u52a8\u4ece\u91cc\u8fb9\u7b5b\u9009\u51fa\u6765\uff0c\u7136\u540e\u56de\u590d\u8ddf\u8fd9\u6b21\u76f8\u5173\u7684\u4e00\u4e9b\u4e1c\u897f\u3002<\/section>\n
<\/section>\n
\u6240\u6709\u8fd9\u4e9b\u90fd\u662f\u6211\u4eec\u5728 MoE \u67b6\u6784\u4e0b\u672a\u6765\u9700\u8981\u53bb\u8fdb\u4e00\u6b65\u4f18\u5316\u548c\u63a2\u7d22\u7684\uff0c\u5305\u62ec\u4e13\u5bb6\u7684\u5e73\u8861\uff0c\u5305\u62ec\u66f4\u9ad8\u6548\u7684\u8bad\u7ec3\u3002\u6240\u8c13\u9ad8\u6548\u672c\u8eab\u4e5f\u4e0d\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5de5\u7a0b\u95ee\u9898\uff0c\u5b83\u662f\u4e00\u4e2a\u5e26\u6548\u679c\u7ea6\u675f\u7684\u9ad8\u6548\uff0c\u6bd4\u5982\u957f\u7a97\u53e3\u4e0b\u5982\u4f55\u66f4\u9ad8\u6548\uff0c\u6211\u60f3\u8bad\u7ec3\u66f4\u591a\u7684 token\uff0c\u90a3\u6211\u7684\u8bad\u7ec3\u901f\u5ea6\u8981\u66f4\u5feb\uff0c\u8bad\u7ec3\u901f\u5ea6\u66f4\u5feb\uff0c\u600e\u4e48\u4fdd\u8bc1\u6548\u679c\uff0c\u7b49\u7b49\u8fd9\u6837\u4e00\u7cfb\u5217\u95ee\u9898\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u817e\u8baf<\/mark>\u4e5f\u5728\u505a\u6587\u751f\u56fe\u7b49\u591a\u6a21\u6001\u76f8\u5173\u7684\u5de5\u4f5c\uff0c\u5728\u6a21\u6001\u7edf\u4e00\u65b9\u9762\u60a8\u6709\u600e\u6837\u7684\u9884\u5224\uff1f<\/strong><\/section>\n
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\u738b\u8fea\uff1a<\/strong>\u8c08\u4e0d\u4e0a\u9884\u5224\uff0c\u56e0\u4e3a\u8fd9\u662f\u4eca\u5e74\u6574\u4e2a\u884c\u4e1a\uff0c\u4e0d\u7ba1\u662f\u5de5\u4e1a\u754c\u3001\u5b66\u672f\u754c\u5927\u5bb6\u90fd\u975e\u5e38\u5173\u6ce8\u7684\u4e00\u4e2a\u65b9\u5411\uff0c\u817e\u8baf<\/mark>\u8fd9\u8fb9\u4e5f\u662f\u5728\u79ef\u6781\u5730\u5e03\u5c40\u3002\u6211\u4eec\u73b0\u5728\u662f\u591a\u6a21\u6001\u7684\uff0c\u672a\u6765\u4e5f\u4f1a\u5411\u5168\u6a21\u6001\u7684\u65b9\u5411\u53bb\u6f14\u8fdb\u3002\u8f93\u5165\u662f\u6587\u672c\u3001\u56fe\u7247\u3001\u89c6\u9891\u3001\u97f3\u9891\uff0c\u8f93\u51fa\u4e5f\u662f\u8fd9\u6837\u7684 4 \u79cd\u6a21\u6001\u3002<\/section>\n
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\u4f46\u8fd9\u8fd8\u9700\u8981\u633a\u957f\u7684\u8def\u53bb\u8d70\uff0c\u4e3a\u4ec0\u4e48\uff1f\u89c6\u9891\u751f\u6210<\/mark>\u672c\u8eab\u6700\u8fd1\u51e0\u4e2a\u6708\u56fd\u5185\u5916\u5927\u5bb6\u7684\u8fdb\u5c55\u90fd\u86ee\u5feb\uff0c\u867d\u7136\u6548\u679c\u5f88\u60ca\u8273\uff0c\u4f46\u662f\u79bb\u5de5\u4e1a\u754c\u3001\u79bb\u771f\u6b63\u4eba\u4eba\u53ef\u7528\u7684\u6548\u679c\u8fd8\u662f\u6709\u4e00\u5b9a\u7684\u5dee\u8ddd\uff0c\u5f53\u7136\u76f8\u6bd4\u4e8e\u8fc7\u5f80\u6765\u8bb2\u5df2\u7ecf\u6709\u4e00\u4e2a\u98de\u8dc3\u6027\u7684\u8fdb\u6b65\u4e86\u3002\u4f46\u4e0d\u7ba1\u662f OpenAI \u8fd8\u662f Google\uff0c\u73b0\u5728\u5bf9\u89c6\u9891\u751f\u6210<\/mark>\u8fd9\u5757\u8fd8\u662f\u7528\u76f8\u5bf9\u72ec\u7acb\u7684 model \u53bb\u6f14\u8fdb\u548c\u53d1\u5c55\u3002<\/section>\n
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\u6211\u4eec\u8ba4\u4e3a\u672a\u6765\u4e00\u5b9a\u4f1a\u8d70\u5411\u4e00\u4e2a\u7edf\u4e00\u7684 model\uff0c\u4f46\u8fd8\u9700\u8981\u4e00\u5b9a\u7684\u65f6\u95f4\uff0c\u5305\u62ec\u662f\u57fa\u4e8e diffusion \u8fd8\u662f\u8bf4\u57fa\u4e8e\u81ea\u56de\u5f52\u7684 model\uff0c\u73b0\u5728\u56fe\u50cf\u548c\u89c6\u9891\u751f\u6210<\/mark>\u9886\u57df\u53ef\u80fd diffusion \u7684\u591a\u4e00\u70b9\uff0c\u5c24\u5176\u5728\u5de5\u4e1a\u754c\uff0c\u4f46\u662f\u5b66\u672f\u4e0a\u4e5f\u6709\u5168\u81ea\u56de\u5f52\u7684 model\uff0c\u5404\u6709\u4f18\u52a3\uff0c\u6211\u89c9\u5f97\u8fd8\u662f\u9700\u8981\u4e00\u5b9a\u7684\u65f6\u95f4\u53bb\u9a8c\u8bc1\u5b83\u7684\u6548\u679c\u548c\u5229\u5f0a\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u4ece\u60a8\u7684\u89d2\u5ea6\u662f\u4e0d\u662f\u6bd4\u8f83\u96be\u4e0b\u4e00\u4e2a\u5b9a\u8bba\uff0c\u8bf4\u6211\u4eec\u4f1a\u90fd\u7edf\u4e00\u5230 Transformer\uff0c\u8fd8\u662f\u8bf4 diffusion model \u548c Transformer \u4e24\u8005\u7ed3\u5408\uff0c\u6216\u8005\u8bf4\u4e00\u4e2a\u5168\u65b0\u7684\u67b6\u6784\uff1f<\/section>\n
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\u738b\u8fea\uff1a\u76ee\u524d\u6765\u8bb2\uff0c\u7edf\u4e00\u5230 Transformer \u8fd9\u6837\u4e00\u4e2a\u603b\u7684\u6846\u67b6\u4e0b\uff0c\u5e94\u8be5\u662f\u6ca1\u6709\u592a\u5927\u7591\u95ee\u4e86<\/strong>\uff0c\u5373\u4fbf\u662f Sora \u7528\u7684 DiT\uff0c\u4e5f\u662f\u7528 Transformer \u5b9e\u73b0\u7684 diffusion model\uff0c\u6240\u4ee5\u8bf4\u5df2\u7ecf\u5b8c\u5168\u79bb\u4e0d\u5f00 Transformer \u4e86\u3002\u81f3\u4e8e\u8bf4\u8fd8\u8981\u4e0d\u8981 diffusion \u8fd9\u6837\u4e00\u5957\u601d\u60f3\uff0c\u73b0\u5728\u8fd8\u6ca1\u6709\u5b9a\u8bba\uff0c\u56e0\u4e3a\u8fd8\u6709\u5f88\u591a\u7684\u5730\u65b9\u9700\u8981\u53bb\u5b9e\u8df5\u548c\u5b9e\u9a8c\u3002<\/section>\n
<\/section>\n
\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u4f8b\u5982\u4e0d\u540c\u7684\u573a\u666f\uff0c\u6709\u4e9b\u65f6\u5019 diffusion \u53ef\u80fd\u4f1a\u66f4\u597d\u4e00\u4e9b\uff1f<\/section>\n
<\/section>\n
\u738b\u8fea\uff1a<\/strong>\u5bf9\uff0c\u662f\u7684\u3002\u591a\u6a21\u6001\u6216\u5168\u6a21\u6001\u7684\u7aef\u5230\u7aef\u67b6\u6784\uff0c\u73b0\u5728\u4e0d\u7ba1\u662f\u5b66\u672f\u754c\u3001\u5de5\u4e1a\u754c\u5927\u5bb6\u90fd\u5728\u79ef\u6781\u63a2\u7d22\uff0c\u6211\u4eec\u770b\u5230\u8fd8\u662f\u6709\u5f88\u591a\u5730\u65b9\uff0c\u8fd8\u6709\u4e00\u5b9a\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u6bd4\u5982\u8bf4 tokenizer \u600e\u4e48\u505a\uff0c\u97f3\u9891\u7684\uff0c\u89c6\u9891\u7684\uff0c\u5305\u62ec\u4e4b\u524d\u8bf4\u7684\u6309\u7167\u6700\u540e\u7684\u751f\u6210\uff0c\u5230\u5e95\u57fa\u4e8e\u81ea\u56de\u5f52\u8fd8\u662f diffusion\uff0c\u672a\u6765\u7ec8\u5c40\u600e\u4e48\u6837\u7b49\u7b49\uff0c\u8fd9\u4e9b\u5730\u65b9\u6211\u7684\u770b\u6cd5\u662f\uff0c\u5b83\u4eec\u672c\u8eab\u4e0d\u80fd\u5b64\u7acb\u53bb\u770b\uff0c\u7b97\u6cd5\u600e\u4e48\u6837\u3001\u6a21\u578b\u600e\u4e48\u6837\uff0c\u4e00\u5b9a\u8981\u8ddf\u5de5\u7a0b\u3001\u5e73\u53f0\u4e00\u8d77\u53bb\u770b<\/strong>\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u4e0a\u6b21\u6211\u53c2\u52a0\u4e86\u5143\u5b9d\u7684\u5a92\u4f53\u6c9f\u901a\u4f1a\uff0c\u8ba9\u6211\u975e\u5e38\u5370\u8c61\u6df1\u523b\u7684\u662f\uff0c\u56e0\u4e3a\u817e\u8baf<\/mark>\u6709\u5927\u91cf\u7684\u5e94\u7528\uff0c\u5e76\u4e14\u662f\u5927\u89c4\u6a21\u7684\u5e94\u7528\uff0c\u6709\u7684\u95ee\u9898\u522b\u7684\u516c\u53f8\u8fd8\u6ca1\u9047\u5230\uff0c\u817e\u8baf<\/mark>\u5c31\u5df2\u7ecf\u89e3\u51b3\u4e86\u3002\u60a8\u4f5c\u4e3a\u817e\u8baf<\/mark>\u673a\u5668\u5b66\u4e60<\/mark>\u5e73\u53f0\u90e8\u603b\u7ecf\u7406\uff0c\u4ece\u60a8\u7684\u89d2\u5ea6\uff0c\u5e73\u53f0\u5c42\u600e\u4e48\u6837\u53bb\u534f\u8c03\u597d\u4e0a\u5c42\u7684\u5e94\u7528\u548c\u4e0b\u5c42\u7684\u7b97\u529b\uff1f<\/strong><\/section>\n
<\/section>\n
\u738b\u8fea\uff1a<\/strong>\u5728\u817e\u8baf<\/mark>\u6211\u4eec\u786e\u5b9e\u6709\u5f88\u597d\u7684\u5b9e\u8df5\u7ecf\u9a8c\u3002\u6211\u4eec\u7684\u6a21\u578b\u8bad\u7ec3\u597d\u4e4b\u540e\uff0c\u7b2c\u4e00\u6b65\u5c31\u8981\u6ee1\u8db3\u516c\u53f8\u6240\u6709\u4e1a\u52a1\u7684\u9700\u6c42\uff0c\u6bd4\u5982\u8bf4\u6211\u4eec\u7684 QQ \u6d4f\u89c8\u5668\u3001\u817e\u8baf<\/mark>\u65b0\u95fb\u3001\u5fae\u4fe1\u8bfb\u4e66\u3001\u5fae\u4fe1\u516c\u4f17\u53f7\u3001\u5e7f\u544a\u3001\u5ba2\u670d\u3001\u6e38\u620f\u2026\u2026\u65b9\u65b9\u9762\u9762\u7684\u9700\u6c42\u3002\u6211\u4eec\u7684\u6a21\u578b\u5728\u5185\u90e8\u662f\u7ed9\u6211\u4eec\u7684\u8fd9\u4e9b\u4e1a\u52a1\u5f00\u6e90\u7684\uff0c\u5927\u5bb6\u53ef\u4ee5\u53bb\u8c03\u7528\u6211\u4eec\u7684\u6a21\u578b\uff0c\u9488\u5bf9\u81ea\u5df1\u7684\u4e1a\u52a1\u573a\u666f\u5bf9\u6a21\u578b\u518d\u505a\u8fdb\u4e00\u6b65\u7684\u7cbe\u8c03\uff0c\u53bb\u6539\u5404\u79cd lost\uff0c\u90fd\u662f OK \u7684\u3002<\/section>\n
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\u4f46\u6700\u540e\u4e0a\u7ebf\u65f6\uff0c\u8fd8\u662f\u4f1a\u6709\u5404\u79cd\u5404\u6837\u4e2a\u6027\u5316\u7684\u9700\u6c42\uff0c\u6bd4\u5982\u8bf4\u6709\u7684\u4e1a\u52a1\u89c9\u5f97\u6a21\u578b\u901f\u5ea6\u8fd8\u662f\u4e0d\u591f\u5feb\uff0c\u6709\u7684\u4e1a\u52a1\u53ef\u80fd\u53ea\u6709\u4e00\u4e9b\u4f4e\u7aef\u7684\u3001\u5f88\u65e9\u4ee5\u524d\u7684\u63a8\u7406\u5361\uff0c\u5bf9\u8fd9\u4e9b\u4e1a\u52a1\u6765\u8bb2\uff0c\u5b83\u53d7\u7ea6\u675f\u7684\u8d44\u6e90\u5c42\u9762\uff0c\u6211\u4eec\u7684\u6a21\u578b\u6548\u679c\uff0c\u5305\u62ec\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u5e73\u53f0\uff0c\u7b97\u529b\u8c03\u5ea6<\/mark>\u7b49\u7b49\u5c31\u8981\u53bb\u505a\u5f88\u591a\u9488\u5bf9\u6027\u7684\u4f18\u5316\u3002\u8fd9\u4e9b\u9488\u5bf9\u6027\u7684\u4f18\u5316\uff0c\u540e\u7eed\u4f1a\u6c89\u6dc0\u4e3a\u5e73\u53f0\u7684\u4e00\u90e8\u5206\u80fd\u529b\uff0c\u63d0\u4f9b\u7ed9\u5176\u4ed6\u7684\u4e1a\u52a1\u3002<\/section>\n
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\u4f8b\u5982\u817e\u8baf<\/mark>\u4f1a\u8bae\uff0c\u5927\u5bb6\u53ef\u80fd\u4f1a\u7528\u5230\u4e00\u4e2a\u53eb AI \u5c0f\u52a9\u624b\u7684\u4e1c\u897f\uff0c\u6211\u4eec\u53bb\u5e74\u5c31\u5f00\u59cb\u8ddf\u817e\u8baf<\/mark>\u4f1a\u8bae\u7684\u56e2\u961f\u5408\u4f5c\u3002\u4e00\u5f00\u59cb\u6211\u4eec\u662f\u7528\u4e00\u4e2a\u5343\u4ebf\u7684\u6a21\u578b\u652f\u6301\u4ed6\u4eec\uff0c\u6548\u679c\u8fd8\u4e0d\u9519\u3002\u4f46\u4ed6\u4eec\u4e0a\u7ebf\u7684\u65f6\u5019\u53d1\u73b0\u901f\u5ea6\u592a\u6162\uff0c\u518d\u6765\u6bcf\u5929\u5f00\u4f1a\u7684\u7528\u6237\u5f88\u591a\uff0c\u6210\u672c\u4e5f\u5f88\u9ad8\uff0c\u90a3\u600e\u4e48\u529e\u5462\uff1f\u6211\u4eec\u5c31\u9700\u8981\u628a\u8fd9\u4e2a\u6a21\u578b\u7cbe\u51cf\u4e0b\u6765\uff0c\u521a\u5f00\u59cb\u7cbe\u51cf\u6210 70B \u7684 dense model\uff0c\u5f88\u5feb\u80fd\u6ee1\u8db3\u4e1a\u52a1\u7684\u9700\u6c42\u4e86\u3002<\/section>\n
<\/section>\n
\u4f46\u7531\u4e8e\u662f\u4f1a\u8bae\u573a\u666f\uff0c\u7ecf\u5e38\u6709\u7528\u6237\u8be2\u95ee\u4f1a\u8bae\u4e2d\u7684\u76f8\u5173\u5185\u5bb9\uff0c\u6709\u65f6\u5019\u53ef\u80fd\u8fd8\u8981\u7b49\u4e2a 4\u30015 \u79d2\uff0c\u8fd8\u662f\u89c9\u5f97\u6162\uff0c\u600e\u4e48\u529e\u5462\uff1f\u6b63\u597d\u6211\u4eec\u6709\u4e00\u4e2a 7B MoE\uff0c\u53d1\u73b0\u6548\u679c\u8ddf 70B dense \u6a21\u578b\u6548\u679c\u5dee\u4e0d\u591a\uff0c\u90a3\u4e48\u6211\u4eec\u5c31\u7528 7B MoE \u518d\u53bb\u66ff\u6362\u3002\u66ff\u6362\u8fc7\u7a0b\u4e2d\uff0c\u7531\u4e8e\u8fd9\u4e2a 7B MoE \u6700\u7ec8\u8981\u90e8\u7f72\u5728\u817e\u8baf<\/mark>\u4f1a\u8bae\u7684\u8ba1\u7b97\u96c6\u7fa4\u91cc\u9762\uff0c\u786c\u4ef6\u53c8\u6709\u4e00\u4e9b\u90e8\u7f72\u7684\u8981\u6c42\uff0c\u6bd4\u5982\u901a\u4fe1\u7684\u6548\u7387\u3001\u663e\u5b58\u7684\u5229\u7528\u7b49\u7b49\uff0c\u90a3\u8fd9\u4e9b\u53c8\u4f1a\u5bf9\u6211\u4eec\u7684\u8bad\u7ec3\u6846\u67b6\uff0c\u751a\u81f3\u662f\u5bf9\u6211\u4eec 7B MoE \u7684\u6a21\u578b\u8bbe\u8ba1\u672c\u8eab\u63d0\u51fa\u4e86\u4e00\u4e9b\u65b0\u7684\u8981\u6c42\u3002\u6700\u540e\u6211\u4eec\u53d1\u73b0\uff0c\u5bf9\u817e\u8baf<\/mark>\u4f1a\u8bae\u8fd9\u4e2a\u573a\u666f\uff0c\u5c31\u662f\u4e00\u4e2a\u76f8\u5bf9\u6765\u8bf4\u5b9a\u5236\u7684 7B MoE\u30013B MoE \u8fd9\u6837\u4e00\u4e9b\u5f88\u5c0f\u7684\u6a21\u578b\uff0c\u5c31\u80fd\u5f88\u597d\u5730\u6ee1\u8db3\u4e1a\u52a1\u7684\u9700\u6c42\u3002<\/section>\n
<\/section>\n
\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u6df7\u5143\u5927\u6a21\u578b\u76ee\u524d\u5728\u817e\u8baf<\/mark>\u5185\u90e8\u652f\u6301\u4e86\u8fd1 700 \u4e2a\u4e1a\u52a1\uff0c\u5e76\u53ef\u80fd\u7ee7\u7eed\u589e\u957f\u3002\u4ece\u652f\u63f4\u7684\u89d2\u5ea6\uff0c\u60a8\u4ece\u8fd9\u4e9b\u5e94\u7528\u91cc\u9762\u53d1\u73b0\u4e86\u54ea\u4e9b\u95ee\u9898\uff1f\u8fdb\u884c\u4e86\u54ea\u4e9b\u521b\u65b0\uff1f<\/section>\n
<\/section>\n
\u738b\u8fea\uff1a<\/strong>\u73b0\u5728\u786e\u5b9e\u6df7\u5143\u5728\u516c\u53f8\u96c6\u56e2\u5185\u90e8\u7684\u5e94\u7528\u9700\u6c42\u91cf\u8d8a\u6765\u8d8a\u591a\uff0c\u5305\u62ec\u63a8\u7406\u7684\u89c4\u6a21\u4e5f\u662f\u65e5\u76ca\u53d8\u5927\uff0c\u901f\u5ea6\u8d8a\u6765\u8d8a\u5feb\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u6211\u4eec\u53d1\u73b0\uff0c\u96c6\u56e2\u5f88\u591a\u7684\u4e1a\u52a1\u5176\u5b9e\u5df2\u7ecf\u4e0d\u518d\u53ea\u662f\u628a\u6df7\u5143\u5927\u6a21\u578b\u7528\u6765\u89e3\u51b3\u5355\u70b9\u7684\u4e1a\u52a1\u9700\u6c42\uff0c\u4e0d\u662f\u50cf\u53bb\u5e74\u6216\u8005\u66f4\u65e9\u7684\u65f6\u5019\uff0c\u9700\u8981\u505a\u4e00\u4e2a\u6458\u8981\u3001\u505a\u4e00\u4e2a\u603b\u7ed3\u8fd9\u6837\u7684\u5355\u70b9\uff0c\u73b0\u5728\u66f4\u591a\u662f\u5168\u94fe\u8def\u7684\u4e00\u4e9b\u63a5\u5165\u3002<\/section>\n
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\u6bd4\u5982\u817e\u8baf<\/mark>\u5e7f\u544a\u7684\u573a\u666f\uff0c\u4ece\u53bb\u5199\u4e00\u4e2a\u5e7f\u544a\u5f00\u59cb\uff0c\u5230\u5ba1\u6838\u3001\u5165\u5e93\u3001\u5bf9\u7528\u6237\u7684\u7406\u89e3\uff0c\u518d\u5230\u5728\u7ebf\u5e7f\u544a\u7684\u5339\u914d\uff0c\u6574\u4e2a\u5e7f\u544a\u4f53\u7cfb\u91cc\u6240\u6709\u80fd\u591f\u4f7f\u7528\u5927\u6a21\u578b\u53bb\u63d0\u9ad8\u6548\u679c\u7684\u3001\u63d0\u5347\u6548\u7387\u7684\uff0c\u6bd4\u5982\u8bf4\u901a\u8fc7\u5999\u601d\u5e73\u53f0\u7684\u6587\u751f\u56fe\u529f\u80fd\uff0c\u8ba9\u5e7f\u544a\u4e3b\u521b\u4f5c\u5e7f\u544a\u65f6\u6709\u66f4\u591a\u7684\u521b\u610f\uff0c\u521b\u9020\u51fa\u7684\u5e7f\u544a\u66f4\u52a0\u9002\u5408\u6700\u540e\u7528\u6237\u7684\u4f53\u9a8c\u7b49\u7b49\uff0c\u5b83\u662f\u4e00\u4e2a\u5168\u94fe\u8def\u63a5\u5165\u6df7\u5143\u7684\u8fc7\u7a0b\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u8fd9\u53c8\u56de\u5230\u4e86\u60a8\u521a\u624d\u63d0\u5230\u7684\u7cfb\u7edf\u6027\u5de5\u7a0b\uff0c\u5305\u62ec\u73b0\u5728\u4e1a\u754c\u4e5f\u662f\u5728\u5f3a\u8c03\uff0c\u4e0d\u662f\u4e00\u4e2a\u5e94\u7528\u8c03\u7528\u4e86\u5927\u6a21\u578b\u5c31\u5b8c\u4e86\uff0c\u800c\u662f\u8981\u771f\u6b63\u53bb\u770b\u6a21\u578b\u5bf9\u6574\u4f53\u5de5\u4f5c\u6d41\u7a0b\u7684\u5f71\u54cd\uff0c\u5982\u4f55\u878d\u5165\u5df2\u6709\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5305\u62ec\u4f18\u5316\u751a\u81f3\u6539\u53d8\u65e2\u6709\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u8fd9\u65b9\u9762\u817e\u8baf<\/mark>\u662f\u4e0d\u662f\u5df2\u7ecf\u6709\u4e00\u4e9b\u4e1a\u52a1\u56e0\u4e3a\u5927\u6a21\u578b\u800c\u6539\u53d8\u4e86\uff1f<\/section>\n
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\u738b\u8fea\uff1a<\/strong>\u8fd8\u662f\u4e3e\u5e7f\u544a\u8fd9\u4e2a\u4f8b\u5b50\uff0c\u56e0\u4e3a\u5e7f\u544a\u4e3b\u4f1a\u4e0a\u4f20\u5f88\u591a\u5e7f\u544a\u7d20\u6750\uff0c\u8fd9\u4e2a\u89c4\u6a21\u662f\u5f88\u5927\u7684\uff0c\u8fd9\u4e9b\u7d20\u6750\u9700\u8981\u5ba1\u6838\uff0c\u4ee5\u524d\u5ba1\u6838\u7cfb\u7edf\u91cc\u9762\u8fd8\u9700\u8981\u4e00\u4e9b\u4eba\u5de5\uff0c\u6216\u8005\u8bf4\u662f\u4e00\u4e9b\u4f20\u7edf\u7684 NLP \u6216\u591a\u6a21\u6001\u7684\u6a21\u578b\u518d\u53bb\u505a\u5ba1\u6838\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u5176\u5b9e\u6548\u7387\u662f\u6bd4\u8f83\u4f4e\u7684\u3002\u73b0\u5728\u6574\u4e2a\u5e7f\u544a\u90fd\u662f AIGC \u7684\uff0c\u751f\u6210\u7684\u8fc7\u7a0b\u81ea\u7136\u5c31\u77e5\u9053\uff0c\u6574\u4e2a\u63d0\u6548\u975e\u5e38\u660e\u663e\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u817e\u8baf<\/mark>\u4f1a\u8bae\u3001\u5fae\u4fe1\u8bfb\u4e66\u3001\u817e\u8baf<\/mark>\u97f3\u4e50\u7b49\u6240\u6709\u4e1a\u52a1\u90fd\u662f\u7531\u60a8\u8fd9\u8fb9\u6765\u652f\u6301\uff0c\u4ed6\u4eec\u7684\u9700\u6c42\u5404\u4e0d\u76f8\u540c\uff0c\u5728\u4eba\u5458\u3001\u8d44\u6e90\u4ee5\u53ca\u65b9\u6cd5\u4e0a\u9762\uff0c\u60a8\u662f\u5982\u4f55\u64cd\u4f5c\u7684\uff1f<\/section>\n
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<\/a><\/p>\n

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\u738b\u8fea\uff1a<\/strong>\u5efa\u8bae\u8c08\u4e0d\u4e0a\uff0c\u6211\u53ef\u80fd\u8bf4\u4e00\u4e9b\u6bd4\u8f83\u5e38\u89c4\u7684\u505a\u6cd5\uff0c\u56e0\u4e3a\u516c\u53f8\u4e1a\u52a1\u6709\u5f88\u591a\uff0c\u4e1a\u52a1\u56e2\u961f\u4e00\u5b9a\u8981\u53bb\u4e86\u89e3\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u5728\u4ec0\u4e48\u5730\u65b9\uff0c\u54ea\u4e9b\u662f\u6a21\u578b\u5e94\u8be5\u53bb\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u54ea\u4e9b\u662f\u4ea7\u54c1\u7684\u8bbe\u8ba1\u548c\u89c4\u5212<\/mark>\u4e0a\u5e94\u8be5\u53bb\u5305\u5bb9\u7684<\/strong>\u3002\u8fd9\u6837\u4e24\u8fb9\u76f8\u4e92\u7ed3\u5408\uff0c\u6700\u540e\u624d\u80fd\u505a\u51fa\u4e00\u4e2a\u5728\u4e1a\u52a1\u573a\u666f\u975e\u5e38\u5951\u5408\u7684\uff0c\u80fd\u591f\u5feb\u901f\u4e0a\u7ebf\u7684\uff0c\u6ee1\u8db3\u4e1a\u52a1\u65b0\u9700\u6c42\u7684 AI \u578b\u4ea7\u54c1\u3002\u5b83\u4e0d\u662f\u5355\u7eaf\u67d0\u4e00\u8fb9\u7279\u522b\u5f3a\uff0c\u67d0\u4e00\u8fb9\u5c31\u662f\u88ab\u52a8\u63a5\u53d7\u7684\u8fc7\u7a0b\uff0c\u8fd9\u662f\u52a8\u6001\u7684\uff0c\u5e76\u4e14\u662f\u53cc\u5411\u7684\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u5728\u8d44\u6e90\u6709\u9650\u7684\u60c5\u51b5\u4e0b\uff0c\u5982\u4f55\u9009\u62e9\u6211\u4eec\u7684\u8def\u5f84\uff0c\u6216\u8005\u8bf4\u6280\u672f\u8def\u7ebf\uff0c\u76ee\u524d\u5927\u5bb6\u90fd\u662f\u5728\u63a2\u7d22\uff0c\u5e76\u6ca1\u6709\u4e00\u4e2a\u884c\u4e1a\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u56fd\u5916\u5728\u91c7\u8bbf\u7684\u65f6\u5019\u4ed6\u4eec\u90fd\u7528\u7684\u662f\u300c\u76f4\u89c9\u300d\u8fd9\u4e2a\u8bcd\uff0cwhat is your intuition about something\u3002\u60a8\u5728\u63a2\u7d22\u7684\u65f6\u5019\u662f\u600e\u6837\u5224\u65ad\u7684\u5462\uff1f<\/strong><\/section>\n

<\/strong><\/section>\n
\u738b\u8fea\uff1a<\/strong>\u6211\u89c9\u5f97\u8fd8\u662f\u86ee\u5bf9\u7684\uff0c\u76f4\u89c9\u786e\u5b9e\u5f88\u91cd\u8981\u3002\u600e\u4e48\u8bf4\uff1f\u817e\u8baf<\/mark>\u6280\u672f\u8fd8\u662f\u6bd4\u8f83\u52a1\u5b9e\u7684\u3002\u6211\u975e\u5e38\u770b\u91cd\u6574\u4e2a\u56e2\u961f\u628a\u95ee\u9898\u7f57\u5217\u51fa\u6765\uff0c\u8fd9\u4e00\u70b9\u5f88\u91cd\u8981\uff0c\u4e00\u5b9a\u8981\u66b4\u9732\u51fa\u6765\u95ee\u9898\uff0c\u5176\u5b9e\u53ea\u8981\u95ee\u9898\u627e\u5bf9\u4e86\uff0c\u89e3\u51b3\u65b9\u6848\u6709\u5f88\u591a\u79cd\u3002<\/section>\n
<\/section>\n
\u4f46\u89e3\u51b3\u65b9\u6848\u6709\u65f6\u5019\u592a\u591a\u4e86\uff0c\u600e\u4e48\u53bb\u4ece\u4e2d\u9009\u62e9\uff0c\u805a\u7126\u5230\u6700\u540e\u51b3\u7b56\uff0c\u8fd9\u4e2a\u65f6\u5019\u662f\u9700\u8981\u5185\u90e8\u5145\u5206\u8ba8\u8bba\uff0c\u751a\u81f3\u7ecf\u5e38\u6709\u4e00\u4e9b\u6bd4\u8f83\u6fc0\u70c8\u7684\u4e89\u8bba\uff0c\u8fd9\u90fd\u662f\u5f88\u6b63\u5e38\u7684\uff0c\u6700\u540e\u786e\u5b9e\u76f4\u89c9\u5f88\u91cd\u8981\uff0c\u4f46\u8fd9\u4e2a\u76f4\u89c9\u600e\u4e48\u6765\u5462\uff1f\u6211\u89c9\u5f97\u4e00\u5b9a\u662f\u6709\u8fc7\u5f80\u7684\u7ecf\u5386\u3002\u6211\u4e3a\u4ec0\u4e48\u8bf4 knowhow \u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u53ea\u6709\u521a\u5f00\u59cb\u505a\u8fc7\u90a3\u4e9b\u89c9\u5f97\u5f88\u50bb\u7684\u4e00\u4e9b\u4e8b\u60c5\u4e4b\u540e\uff0c\u4f60\u624d\u80fd\u77e5\u9053\u600e\u4e48\u53bb\u8bad\u7ec3\u4e00\u4e2a\u5343\u4ebf\u6a21\u578b\uff0c\u4f60\u53ea\u6709\u505a\u4e86\u6ca1\u6709\u90a3\u4e48\u5e72\u51c0\u7684\u6570\u636e\u624d\u77e5\u9053\uff0c\u4e0d\u5e72\u51c0\u7684\u6570\u636e\u5230\u5e95\u4f1a\u5e26\u6765\u4ec0\u4e48\uff0c\u6240\u4ee5\u8fd9\u4e2a\u8fc7\u7a0b\u5f88\u91cd\u8981\u3002<\/section>\n
<\/section>\n
\u7b2c\u4e8c\uff0c\u8fc7\u5f80\u505a\u673a\u5668\u5b66\u4e60<\/mark>\uff0c\u5305\u62ec\u505a\u4f20\u7edf\u7684 NLP\u3001\u591a\u6a21\u6001\u8fd9\u4e9b\u65b9\u9762\u7684\u4e00\u4e9b\u7ecf\u9a8c\uff0c\u4e5f\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u5305\u62ec\u5bf9\u4e1a\u52a1\u7684\u652f\u6301\uff0c\u8fc7\u5f80\u652f\u6301\u4e86\u5f88\u591a\u4e2a\u4e1a\u52a1\uff0c\u624d\u80fd\u77e5\u9053\u5728\u652f\u6301\u4e1a\u52a1\u7684\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u53d1\u751f\u4ec0\u4e48\uff0c\u6bd4\u5982\u8fd9\u4e2a\u95ee\u9898\u51fa\u4e86\u4e00\u4e2a bad case\uff0c\u6211\u5e94\u8be5\u80fd\u591f\u8fc5\u901f\u5224\u65ad\u51fa\u6765\u5230\u5e95\u662f\u54ea\u91cc\u7684\u95ee\u9898\u3002\u6240\u4ee5\u867d\u7136\u300c\u76f4\u89c9\u300d\u4e24\u4e2a\u5b57\u662f\u5bf9\u7684\uff0c\u4f46\u5b83\u80cc\u540e\u8fd8\u662f\u6709\u5f88\u591a\u7684\u6280\u672f\u4e0a\u7684\u79ef\u7d2f\uff0c\u5305\u62ec\u8bf4\u8d70\u8fc7\u7684\u4e00\u4e9b\u5f2f\u8def\u3002<\/section>\n
<\/section>\n
\u817e\u8baf<\/mark>\u6df7\u5143\u56e2\u961f\u5728\u641c\u7d22\u3001\u673a\u5668\u5b66\u4e60<\/mark>\uff0c\u5305\u62ec\u5927\u6a21\u578b\u7684\u57fa\u7840\u8bbe\u65bd\u7b49\u65b9\u9762\u6709\u5f88\u591a\u5e74\u7684\u79ef\u7d2f\u3002\u516c\u53f8\u6570\u767e\u4e2a\u4e1a\u52a1\uff0c\u5927\u5bb6\u4e00\u76f4\u4ee5\u6765\u975e\u5e38\u597d\u7684\u5408\u4f5c\u5173\u7cfb\uff0c\u5404\u65b9\u9762\u8fed\u4ee3\u7684\u8282\u594f\u7b49\u7b49\uff0c\u56e0\u6b64\u5f53\u6709\u4e00\u4e9b\u95ee\u9898\u9700\u8981\u53bb\u51b3\u7b56\u7684\u65f6\u5019\uff0c\u6211\u4eec\u80fd\u591f\u5feb\u901f\u5730\u627e\u5230\u8fd9\u6837\u4e00\u4e9b\u8def\u5f84\u3002<\/section>\n
<\/section>\n
\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u4e5f\u5c31\u662f\u8bf4\uff0c\u60a8\u8ba4\u4e3a\u4e0a\u4e00\u4ee3\u7684\u673a\u5668\u5b66\u4e60<\/mark>\u65b9\u6cd5\uff0c\u5c24\u5176\u662f NLP \u65b9\u6cd5\uff0c\u6216\u8005 CV \u7684\u4e00\u4e9b\u65b9\u6cd5\uff0c\u5728\u5927\u6a21\u578b\u65f6\u4ee3\u4ecd\u7136\u9002\u7528\uff0c\u5e76\u4e14\u662f\u975e\u5e38\u6709\u76ca\u7684\uff1f<\/section>\n
<\/section>\n
\u738b\u8fea\uff1a<\/strong>\u5bf9\uff0c\u4e00\u5b9a\u662f\u975e\u5e38\u6709\u7528\u7684\uff0c\u7edd\u5bf9\u4e0d\u662f\u8bf4\u5b8c\u5168\u4e0d\u9700\u8981\u7684\u3002\u8fd9\u4e2a\u5730\u65b9\u6211\u4eec\u8981\u8fa9\u8bc1\u5730\u53bb\u770b\uff0c\u5982\u679c\u8bf4\u5728\u5f53\u524d\u8fd9\u4e2a\u65f6\u4ee3\uff0c\u6211\u4eec\u8fd8\u53ea\u662f\u62b1\u7740\u4ee5\u524d\u89e3\u51b3\u95ee\u9898\u7684\u5177\u4f53\u601d\u8def\u548c\u65b9\u6cd5\uff0c\u90a3\u5b8c\u5168\u662f\u4e0d\u5bf9\u7684\uff0c\u56e0\u4e3a\u4f60\u5b8c\u5168\u4e0d\u5e94\u8be5\u90a3\u4e48\u53bb\u505a\u5f88\u591a\u4e8b\u60c5\uff0c\u8fd9\u6837\u4f60\u6574\u4e2a\u505a\u4e8b\u7684\u65b9\u6cd5\u8bba\u5c31\u4f1a\u6709\u5927\u7684\u95ee\u9898\u3002<\/section>\n
<\/section>\n
\u4f46\u662f\uff0c\u5f53\u524d\u6211\u4eec\u5728\u505a\u5927\u6a21\u578b\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6709\u5f88\u591a\u5730\u65b9\u9700\u8981\u53bb\u63d0\u6548\u7684\uff0c\u6bd4\u5982\u6211\u9047\u5230 bad case\uff0c\u4e0d\u53ef\u80fd\u6240\u6709\u7684 bad case \u5168\u90e8\u90fd\u4eba\u6807\uff0c\u7b2c\u4e00\u8017\u65f6\u8017\u529b\uff0c\u5176\u6b21\u6709\u5f88\u591a\u95ee\u9898\uff0c\u6bd4\u5982\u8bf4 AI \u641c\u7d22\uff0c\u6807\u6ce8\u672c\u8eab\u5c31\u4f1a\u975e\u5e38\u96be\uff0c\u4f60\u600e\u4e48\u529e\uff1f<\/section>\n
<\/section>\n
\u8fd9\u4e00\u7c7b\u95ee\u9898\u7684\u89e3\u51b3\u4e0a\uff0c\u5236\u9020\u5de5\u5177\u5f88\u91cd\u8981\uff0c\u600e\u4e48\u6837\u8ba9\u6a21\u578b\u81ea\u52a8\u5730\u53bb\u8bc4\u4ef7\u6211\u4eec\u81ea\u5df1\u7684\u6a21\u578b\u597d\u4e0d\u597d\uff0c\u8fd9\u4e9b\u80fd\u529b\u6211\u4eec\u53eb critic model\uff08\u8bc4\u4ef7\u6a21\u578b\uff09\uff0c\u4f46\u8bc4\u4ef7\u6a21\u578b\u7684\u8bbe\u8ba1\uff0c\u600e\u4e48\u6837\u624d\u80fd\u8bbe\u8ba1\u597d\uff0c\u8fc7\u5f80\u6709\u5f88\u597d\u7684 NLP \u7ecf\u9a8c\u7684\u540c\u5b66\u5c31\u80fd\u591f\u8bbe\u8ba1\u5f97\u66f4\u597d\u3001\u66f4\u5feb\u3002\u5f53\u7136\uff0c\u5e76\u4e0d\u662f\u8bf4\u6ca1\u6709\u8fd9\u4e9b\u7ecf\u9a8c\u7684\u4eba\u505a\u4e0d\u4e86\uff0c\u4f46\u53ef\u80fd\u4ed6\u4eec\u5bf9\u95ee\u9898\u7684\u7406\u89e3\uff0c\u5305\u62ec\u505a\u4e8b\u7684\u901f\u5ea6\u4f1a\u7565\u5fae\u6162\u4e00\u70b9\u3002\u6240\u4ee5\u6211\u4e00\u76f4\u8bf4\u8fd9\u4e24\u4e2a\u4e1c\u897f\u90fd\u662f\u9700\u8981\uff0c\u5e76\u4e14\u662f\u76f8\u4e92\u7ed3\u5408\u7684\u3002<\/section>\n
<\/section>\n
\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u867d\u7136 NLP \u7684\u4e00\u4e9b\u4efb\u52a1\u53ef\u80fd\u4e0d\u518d\u9700\u8981\u4e86\uff0c\u751a\u81f3\u88ab\u6dd8\u6c70\u4e86\uff0c\u4f46\u662f\u56e0\u4e3a\u5b66\u4e60\u6216\u8005\u8bad\u7ec3\u8fc7\u90a3\u4e9b\u4efb\u52a1\u79ef\u7d2f\u4e0b\u6765\u7684\u7ecf\u9a8c\u662f\u975e\u5e38\u6709\u7528\u7684\u3002<\/section>\n
<\/section>\n
\u738b\u8fea\uff1a<\/strong>\u5bf9\uff0c\u76f8\u5f53\u4e8e\u8bf4\u662f\u65b9\u6cd5\u53ef\u80fd\u4e0d\u4f1a\u662f\u4ee5\u524d\u7684\u65b9\u6cd5\uff0c\u4f46\u662f\u95ee\u9898\u8fd8\u662f\u7c7b\u4f3c\u7684\uff0c\u89e3\u51b3\u95ee\u9898\u80cc\u540e\u7684\u8fd9\u79cd\u539f\u7406\u6027\u7684\u4e1c\u897f\u8fd8\u662f\u7c7b\u4f3c\u7684\u3002\u6211\u4eec\u8fc7\u5f80\u89e3\u51b3 NLP \u5f88\u591a\u65b9\u6cd5\u8bba\u7684\u4e1c\u897f\uff0c\u73b0\u5728\u8fd8\u662f\u53ef\u4ee5\u501f\u9274\u7684\u3002<\/section>\n
<\/section>\n
\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u5728\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u4e8e\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\u548c\u6a21\u578b\u7684\u9c81\u68d2\u6027\uff0c\u4e1a\u754c\u5f53\u524d\u9762\u4e34\u54ea\u51e0\u5927\u96be\u9898\uff0c\u817e\u8baf<\/mark>\u662f\u5982\u4f55\u5e94\u5bf9\u548c\u89e3\u51b3\u7684\uff1f<\/strong><\/section>\n

<\/strong><\/section>\n
\u738b\u8fea\uff1a<\/strong>\u8bad\u7ec3\u4e00\u4e2a\u4e07\u4ebf\u7684 MoE \u6a21\u578b\uff0c\u600e\u4e48\u6837\u80fd\u8ba9\u8bad\u7ec3\u7684\u8fc7\u7a0b\u53d8\u5f97\u66f4\u52a0\u7a33\u5b9a\uff0c\u5f88\u591a\u65f6\u5019\u662f\u6574\u4e2a\u57fa\u7840\u8bbe\u65bd\u7684\u56e2\u961f\u5bc6\u5207\u914d\u5408\uff0c\u50cf\u6211\u4eec\u516c\u53f8\u670d\u52a1\u5668\u7684\u56e2\u961f\uff0c\u9488\u5bf9\u6211\u4eec\u7684\u7b97\u529b\u9700\u6c42\u91cd\u65b0\u505a\u4e86\u8bbe\u8ba1\uff0c\u670d\u52a1\u5668\u4e5f\u662f\u81ea\u7814\u7684\u3002\u7b2c\u4e8c\u4e2a\u661f\u8109 2.0 \u9ad8\u901f\u4e92\u8054\u7684\u7f51\u7edc\uff0c\u4e5f\u662f\u4e3a\u5927\u6a21\u578b\u5b9a\u5236\u7684\uff0c\u975e\u5e38\u597d\u7684\u7f51\u7edc\u8bbe\u5907\uff0c\u5305\u62ec\u6574\u4e2a\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd8\u6709\u6211\u4eec\u7684\u00a0AngelPTM \u8bad\u7ec3\u6846\u67b6\uff0c\u8fd9\u4e09\u8005\u662f\u975e\u5e38\u597d\u5730\u7d27\u5bc6\u5728\u534f\u4f5c\u3002<\/section>\n
<\/section>\n
\u6574\u4e2a\u96c6\u7fa4\u5728\u8fd0\u7ef4\u5c42\u9762\uff0c\u4ece\u5361\u5230\u7f51\u7edc\uff0c\u518d\u5230\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u6240\u6709\u7f51\u7edc\u7684\u901a\u4fe1\u62e5\u585e\uff0c\u5305\u62ec\u8bf4\u8d44\u6e90\u5229\u7528\u7387\uff0c\u751a\u81f3\u6700\u65e9\u7684\u65f6\u5019\u4e5f\u53d1\u751f\u8fc7\u56e0\u4e3a\u5229\u7528\u7387\u8fc7\u9ad8\uff0c\u4f7f\u5f97\u6574\u4e2a\u5361\u7684\u6e29\u5ea6\u592a\u9ad8\u800c\u53d1\u751f\u95ee\u9898\u7b49\u7b49\u3002\u6211\u4eec\u53bb\u5e74\u662f\u505a\u4e86\u5927\u91cf\u7684\u57fa\u7840\u8bbe\u65bd\u548c\u8fd0\u7ef4\u80fd\u529b\u65b9\u9762\u7684\u5de5\u4f5c\uff0c\u56e0\u4e3a\u51fa\u73b0\u6545\u969c\u662f\u4e0d\u53ef\u907f\u514d\u7684\uff0c\u6211\u4eec\u8981\u63d0\u524d\u505a\u597d\u9884\u6d4b\u548c\u9632\u8303\uff0c\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u53ef\u4ee5\u505a\u5230\u901a\u8fc7\u5bf9\u7f51\u7edc\u6d41<\/mark>\u91cf\u7684\u76d1\u63a7\uff0c\u9884\u5224\u662f\u5426\u6709\u4e00\u4e9b\u5361\u51fa\u73b0\u62e5\u585e\uff0c\u5305\u62ec\u5bf9\u5361\u7684\u6e29\u5ea6\u505a\u76d1\u63a7\u7b49\u7b49\uff0c\u63d0\u524d\u9884\u5224\u5b83\u662f\u5426\u6709\u53ef\u80fd\u4f1a\u51fa\u95ee\u9898\u3002<\/section>\n
<\/section>\n
\u6700\u540e\uff0c\u51fa\u4e86\u6545\u969c\uff0c\u8fd9\u662f\u5f88\u6b63\u5e38\u7684\uff0c\u6211\u4eec\u8fc7\u5f80\u4e5f\u51fa\u8fc7\u6545\u969c\uff0c\u56e0\u4e3a\u672c\u8eab AI \u82af\u7247\u5c31\u6709\u4e00\u5b9a\u7684\u574f\u5361\u7387\uff0c\u5305\u62ec\u8bf4\u7f51\u7edc\u8bbe\u5907\uff0c\u4e0a\u4e07\u5f20\u5361\u603b\u6709\u574f\u7684\u65f6\u5019\uff0c\u90a3\u574f\u4e86\u4e4b\u540e\uff0c\u7b2c\u4e00\u4e2a\u600e\u4e48\u80fd\u5feb\u901f\u5730\u5b9a\u4f4d\u662f\u54ea\u5f20\u5361\u51fa\u4e86\u95ee\u9898\uff0c\u7136\u540e\u5feb\u901f\u628a\u5b83\u8e22\u6389\uff0c\u518d\u5feb\u901f\u91cd\u65b0\u62c9\u8d77\u8bad\u7ec3\u670d\u52a1\uff0c\u8fd9\u8fc7\u7a0b\u4e2d\u6d89\u53ca\u5230\u6bd4\u5982\u600e\u4e48\u6837\u5feb\u901f\u628a checkpoint \u5199\u5230\u78c1\u76d8\u4e0a\uff0c\u518d\u91cd\u65b0 load \u8fdb\u6765\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u5982\u679c\u662f\u4e24\u4e2a\u5c0f\u65f6\u548c\u4e94\u5206\u949f\uff0c\u90a3\u662f\u6709\u5929\u58e4<\/mark>\u4e4b\u522b\uff0c\u7b49\u7b49\u8fd9\u4e9b\u95ee\u9898\u5427\u3002\u505a\u8fc7\u5927\u89c4\u6a21\u96c6\u7fa4\u7ba1\u7406\u7684\u56e2\u961f\uff0c\u5e94\u8be5\u90fd\u662f\u6709\u76f8\u5173\u7ecf\u9a8c\u7684\u3002<\/section>\n
<\/section>\n
\u81f3\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6a21\u578b\u7684\u9c81\u68d2\u6027\uff0c\u6211\u4eec\u8fc7\u5f80\u4e5f\u786e\u5b9e\u53d1\u73b0\u4e00\u4e9b\u95ee\u9898\uff0c\u5c31\u662f\u4f60\u53d1\u73b0\u6d41\u7a0b\u90fd\u6ca1\u6709\u95ee\u9898\uff0c\u4f46\u6700\u540e\u7a81\u7136\u6a21\u578b\u5230\u67d0\u4e00\u4e2a\u9636\u6bb5\u7684\u65f6\u5019\u6548\u679c\u4e0d\u597d\uff0c\u8fd9\u5c31\u5f88\u9ebb\u70e6\uff0c\u6240\u6709\u5730\u65b9\u90fd\u6ca1\u53d1\u73b0\u9519\u8bef\uff0c\u6700\u540e\u51fa\u9519\u4e86\uff0c\u600e\u4e48\u53bb\u627e\u95ee\u9898\uff1f\u6211\u4eec\u53bb\u5e74\u5c31\u9047\u5230\u8fc7\u8fd9\u4e2a\u95ee\u9898\uff0c\u6700\u540e\u5b9a\u4f4d\u662f\u5728\u67d0\u4e00\u5f20\u5361\u7684\u67d0\u4e00\u4e2a\u65f6\u95f4\uff0c\u5b83\u7684\u68af\u5ea6\u51fa\u73b0\u4e86\u6ea2\u51fa\u3002<\/section>\n
<\/section>\n
\u4e8e\u662f\uff0c\u6211\u4eec\u5c31\u628a\u8fd9\u4e9b\u4e1c\u897f\u5168\u90e8\u505a\u5230\u76d1\u63a7\u91cc\uff0c\u5bf9\u8fd9\u79cd\u68af\u5ea6\u3001\u8303\u56f4\u3001\u9608\u503c\u7b49\u7b49\u505a\u4e86\u5f88\u591a\u76d1\u63a7\uff0c\u7136\u540e\u6211\u4eec\u8fd8\u5b9a\u671f\u6709 checkpoint\uff0c\u6bcf\u9694\u4e00\u5b9a\u7684\u8bad\u7ec3\u65f6\u95f4\u4e4b\u540e\u6709\u4e00\u4e2a\u56fa\u5b9a\u7684 checkpoint\uff0c\u6bcf\u4e00\u4e2a checkpoint \u8981\u53bb\u8d70\u6211\u4eec\u6807\u51c6\u7684\u6d4b\u8bd5\u6d41\u7a0b\uff0c\u4fdd\u8bc1\u6bd4\u5982\u6bcf\u8bad\u7ec3 200B\u3001300B \u4e4b\u540e\uff0c\u6a21\u578b\u662f\u5426\u8fd8\u5728\u6b63\u5e38\u8fd0\u884c\u3002\u57fa\u672c\u4e0a\u6211\u4eec\u5185\u90e8\u4f1a\u53bb\u770b\u6807\u51c6\u7684 benchmark \u4e0a\u7684\u4e00\u4e9b\u6307\u6807\uff0c\u6bd4\u5982\u8bf4 MMLU\u3001MATH\u3001HumanEval \u8fd9\u79cd\u5e38\u89c4\u7684\uff0c\u5f53\u7136\u4e5f\u4f1a\u6709\u6211\u4eec\u81ea\u5efa\u7684\u5f88\u591a benchmark \u53bb\u8bc4\u4f30\u3002<\/section>\n
<\/section>\n
\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u8fd9\u6837\u770b\u6765\uff0c\u867d\u8bf4\u76ee\u524d\u5927\u6a21\u578b\u6ca1\u6709\u7406\u8bba\uff0c\u4f46\u4ece\u60a8\u7684\u89d2\u5ea6\uff0c\u4e0d\u7ba1\u662f\u7ecf\u9a8c\u8fd8\u662f\u76f4\u89c9\uff0c\u8fd8\u662f\u6709\u4e00\u5957\u6807\u51c6\u53bb\u6307\u5f15\u7684\uff0c\u800c\u4e14\u73b0\u5728\u5927\u6a21\u578b\u7684\u7814\u7a76\u91cd\u4efb\u4f3c\u4e4e\u653e\u5230\u4f01\u4e1a\u8fd9\u8fb9\uff0c\u56e0\u4e3a\u5b66\u754c\u6ca1\u6709\u8fd9\u4e48\u591a\u8d44\u6e90\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u5173\u4e8e\u7406\u8bba\u548c\u5b9e\u8df5\u53ca\u5176\u53d1\u5c55\uff0c\u60a8\u662f\u5982\u4f55\u6743\u8861\u4e0e\u5224\u65ad\u7684\uff1f<\/section>\n
<\/section>\n
\u738b\u8fea\uff1a<\/strong>\u6211\u662f\u89c9\u5f97\u5f88\u591a\u95ee\u9898\uff0c\u5f88\u96be\u533a\u5206\u5b83\u662f\u5de5\u7a0b\u95ee\u9898\u8fd8\u662f\u7814\u7a76\u95ee\u9898\u3002\u8fd8\u8bf4\u90a3\u4e2a\u4f8b\u5b50\uff0c\u539f\u751f\u957f\u7a97\u53e3\u7684\u8bad\u7ec3\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u4e86\u89e3\u51b3\u4e00\u4e2a\u767e\u4e07\u7ea7\u3001\u5343\u4e07\u7ea7\u751a\u81f3\u4e0a\u4ebf Transformer \u7a97\u53e3\u7684\u8bad\u7ec3\uff0c\u4ece\u6a21\u578b\u7684\u8bad\u7ec3\u6765\u8bb2\u8fd9\u662f\u4e2a\u6548\u679c\u95ee\u9898\uff0c\u6211\u89e3\u51b3\u5b83\u662f\u4e2a\u5de5\u7a0b\u95ee\u9898\uff0c\u6700\u540e\u53d1\u73b0\u5f52\u7ed3\u5230\u5e76\u884c\u5316\u8ba1\u7b97\u7684\u4e00\u4e9b\u5de5\u4f5c\uff0c\u4f60\u8bf4\u8fd9\u662f\u5de5\u7a0b\u95ee\u9898\u8fd8\u662f\u7814\u7a76\u95ee\u9898\uff1f<\/section>\n
<\/section>\n
\u5728\u6211\u770b\u6765\u4e0d\u7528\u53bb\u533a\u5206\uff0c\u6211\u4eec\u662f\u5728\u89e3\u51b3\u95ee\u9898\u3002\u6211\u524d\u6bb5\u65f6\u95f4\u8ddf\u4e00\u4f4d\u6e05\u534e\u6559\u6388\u4ea4\u6d41\uff0c\u4e5f\u8c08\u5230\u8fd9\u70b9\uff0c\u73b0\u5728\u7684\u5927\u6a21\u578b\u7684\u5f88\u591a\u95ee\u9898\uff0c\u5f88\u591a\u65f6\u5019\u662f\u7528\u4e00\u4e9b\u6570\u636e\u7684\u65b9\u6cd5\u89e3\u51b3\uff0c\u5305\u62ec\u7528\u4e00\u4e9b\u5de5\u7a0b\u5316\u7684\u601d\u8def\u53bb\u89e3\u51b3\uff0c\u8ba9\u6a21\u578b\u53d8\u5f97\u66f4\u5feb\uff0c\u6211\u95ee\u8fd9\u662f\u79d1\u5b66\u5417\uff1f\u5927\u6a21\u578b\u8981\u505a\u5f88\u591a\u7684\u5965\u6570\uff0c\u751a\u81f3\u662f\u9ad8\u7b49\u6570\u5b66\uff0c\u8fd9\u4e2a\u95ee\u9898\u8fd8\u662f\u5f88\u96be\uff0c\u79d1\u5b66\u4e0a\u600e\u4e48\u529e\uff1f<\/section>\n
<\/section>\n
\u8fd9\u4f4d\u6559\u6388\u7ed9\u6211\u7684\u542f\u53d1\u662f\uff0c\u5728\u4eba\u7c7b\u5386\u53f2\u53d1\u5c55\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5f88\u591a\u65f6\u5019\u79d1\u5b66\u90fd\u662f\u56e0\u4e3a\u8981\u89e3\u51b3\u73b0\u5b9e\u751f\u6d3b\u4e2d\u7684\u95ee\u9898\u624d\u51fa\u73b0\u7684\uff0c\u5f88\u5c11\u60c5\u51b5\u4e0b\u53ef\u80fd\u50cf\u91cf\u5b50\u529b\u5b66<\/mark>\u8fd9\u6837\uff0c\u662f\u76f8\u5bf9\u8bba\u51fa\u73b0\u4e4b\u540e\uff0c\u7528\u7406\u8bba\u6765\u6307\u5bfc\u5b9e\u8df5\uff0c\u66f4\u591a\u65f6\u5019\u79d1\u5b66\u7406\u8bba\u662f\u4e3a\u4e86\u89e3\u51b3\u95ee\u9898\uff08\u624d\u51fa\u73b0\u7684\uff09\uff0c\u6211\u89c9\u5f97\u86ee\u6709\u9053\u7406\uff0c\u6240\u4ee5\u4eca\u5929\u5206\u4eab\u7ed9\u5927\u5bb6\uff0c\u6211\u4eec\u4e0d\u7528\u4e00\u5b9a\u8bf4\u54ea\u4e9b\u662f\u7814\u7a76\u8fd8\u662f\u79d1\u5b66\uff0c\u54ea\u4e9b\u662f\u5de5\u7a0b\u8fd8\u662f\u7cfb\u7edf\uff0c\u6211\u4eec\u66f4\u591a\u662f\u53bb\u89e3\u51b3\u5f53\u524d\u5b58\u5728\u7684\u95ee\u9898<\/strong>\u3002<\/section>\n
<\/section>\n
\u6211\u4eec\u73b0\u5728\u8ddf\u56fd\u5185\u5f88\u591a\u9ad8\u6821\u5728\u5927\u6a21\u578b\u65b9\u9762\u6709\u5f88\u591a\u5f88\u6df1\u5165\u7684\u5408\u4f5c\uff0c\u5305\u62ec\u4e00\u4e9b\u8054\u5408\u5b9e\u9a8c\u5ba4\u4e00\u8d77\u63a8\u8fdb\u3002\u5728\u6211\u770b\u8d77\u6765\u5927\u6a21\u578b\u91cc\u9762\u6709\u5f88\u591a\u6ca1\u6709\u89e3\u51b3\u597d\u7684\u95ee\u9898\uff0c\u8fd9\u4e9b\u95ee\u9898\u53ef\u4ee5\u62bd\u8c61\u6210\u5f88\u591a\u7814\u7a76\u6027\u7684\u8bfe\u9898\uff0c\u6bd4\u5982\u6a21\u578b\u600e\u6837\u53ef\u4ee5\u8db3\u591f\u5feb\uff0c\u6a21\u578b\u7ed3\u6784 Transformer \u662f\u5426\u5c31\u662f\u7ec8\u5c40\u4e86\uff0c\u6211\u4eec\u8fd8\u6709\u66f4\u597d\u7684\u6a21\u578b\u67b6\u6784\u5417\uff1f<\/section>\n
<\/section>\n
\u5305\u62ec\u5e7b\u89c9\u7684\u95ee\u9898\uff0c\u73b0\u5728\u5176\u5b9e\u5e76\u6ca1\u6709\u88ab\u5f88\u597d\u5730\u89e3\u51b3\uff0c\u8fd8\u6709\u6a21\u578b\u7684\u8bc4\u4ef7\u95ee\u9898\uff0c\u957f\u7a97\u53e3\u7684\u95ee\u9898\uff0c\u73b0\u5728\u5f88\u591a\u8fd8\u662f\u7528\u6240\u8c13\u5927\u6d77\u635e\u9488\u7684\u65b9\u6cd5\uff0c\u4f46\u5f53\u7528\u6237\u771f\u6b63\u7528\u7684\u65f6\u5019\uff0c\u5bf9\u957f\u7a97\u53e3\u7684\u8981\u6c42\u662f\u66f4\u9ad8\u7684\uff0c\u7b49\u7b49\u8fd9\u4e9b\u90fd\u503c\u5f97\u5b66\u672f\u754c\u3001\u7814\u7a76\u673a\u6784\u548c\u6211\u4eec\u4e00\u8d77\u7814\u7a76\u548c\u63a2\u7d22\uff0c\u4ece\u6211\u4eec\u7684\u89d2\u5ea6\u6765\u8bb2\u662f\u975e\u5e38\u671f\u5f85\u53ef\u4ee5\u53bb\u6df1\u5165\u5408\u4f5c\u7684\u3002<\/section>\n
<\/section>\n
\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u9762\u5bf9\u4e0d\u65ad\u589e\u957f\u7684\u7b97\u529b\u9700\u6c42\uff0c\u4e07\u5361\u4f3c\u4e4e\u662f\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u6807\u914d\u4e86\uff0c\u5bf9\u4e8e\u6784\u5efa\u767e\u4e07\u5361\u751a\u81f3\u66f4\u5927\u89c4\u6a21\u7684\u96c6\u7fa4\uff0c\u60a8\u7684\u9884\u5224\u662f\u600e\u4e48\u6837\u7684\uff1f<\/strong><\/section>\n

<\/strong><\/section>\n
\u738b\u8fea\uff1a<\/strong>\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u8bdd\u9898\uff0c\u4e5f\u662f\u5728\u5f53\u524d\u5168\u7403 AI \u7b97\u529b\u7d27\u7f3a\u7684\u60c5\u51b5\u4e0b\uff0c\u5927\u5bb6\u5fc5\u987b\u53bb\u9762\u5bf9\u7684\u4e00\u4e2a\u95ee\u9898\u3002\u4ece\u6211\u4eec\u7684\u89d2\u5ea6\u6765\u8bb2\uff0c\u4e07\u5361\u662f\u73b0\u5728\u6b63\u5e38\u8bad\u7ec3\u7684\u6807\u914d\uff0c\u4f46\u4e0b\u4e00\u4e2a\u9636\u6bb5\u662f 10 \u4e07\u5361\uff0c\u4ece 1 \u4e07\u5230 3.2 \u4e07\u5230 6.4 \u4e07\u5230 12.8 \u4e07\uff0c\u518d\u5230\u66f4\u5927\u7684\u8d44\u6e90\u5c42\u9762\uff0c\u4e0d\u8fc7\u767e\u4e07\u5361\u76ee\u524d\u770b\u6709\u70b9\u5938\u5f20\u3002<\/section>\n
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\u5355\u7eaf\u8bf4\u5361\uff0c\u4efb\u4f55\u4e00\u5bb6\u7684\u5361\u90fd\u4e0d\u8db3\u4ee5\u6709\u8fd9\u4e48\u5927\u7684\u4f53\u91cf\uff0c\u4f46\u6211\u4eec\u540c\u65f6\u53ef\u4ee5\u6709\u5f88\u591a\u4e0d\u540c\u7684\u5361\uff0c\u6240\u4ee5\u6211\u4eec\u6b63\u5728\u505a\u5e76\u4e14\u975e\u5e38\u770b\u597d\u7684\u4e00\u4ef6\u4e8b\u662f\u6784\u5efa\u5f02\u6784\u5361\u7684\u96c6\u7fa4\uff0c\u7528\u4e0d\u540c\u5382\u5bb6\u7684\u5361\uff0c\u4ee5\u53ca\u540c\u4e00\u4e2a\u5382\u5bb6\u4e0d\u540c\u7b97\u529b\u5355\u4f4d\u7684\u5361\u3001\u4e0d\u540c\u578b\u53f7\u7684\u5361\uff0c\u80fd\u4e0d\u80fd\u5728\u4e00\u8d77\u8bad\u7ec3\u540c\u4e00\u4e2a\u4efb\u52a1\uff1f<\/section>\n
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\u8fd9\u4e2a\u6f5c\u529b\u662f\u975e\u5e38\u5927\u7684\uff0c\u80cc\u540e\u9700\u8981\u51e0\u65b9\u9762\u7684\u5de5\u4f5c\uff0c\u9996\u5148\u4e00\u5b9a\u8981\u6709\u7edf\u4e00\u7684\u5361\u95f4\u4e92\u8054\u3001\u673a\u95f4\u4e92\u8054\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u8fd9\u4e00\u5757\u6b63\u597d\u817e\u8baf<\/mark>\u6709\u661f\u8109\u9ad8\u6027\u80fd\u8ba1\u7b97\u7f51\u7edc 2.0\uff0c\u4e0d\u540c\u7684\u5361\u90fd\u53ef\u4ee5\u7528\u540c\u6837\u7684\u4e92\u8054\u534f\u8bae\u8054\u8d77\u6765\uff0c\u6027\u80fd\u4e5f\u5f88\u597d\u3002<\/section>\n
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\u7b2c\u4e8c\u70b9\uff0c\u4e5f\u5f88\u6709\u6311\u6218\u7684\uff0c\u4e0d\u540c\u7684\u5361\u4e4b\u95f4\u600e\u4e48\u6837\u53bb\u8bad\u7ec3\u540c\u4e00\u4e2a\u4efb\u52a1\uff0c\u8fd9\u4ef6\u4e8b\u672c\u8eab\u5728\u4ee5\u524d\u662f\u6ca1\u6709\u9047\u5230\u8fc7\u7684\uff0c\u73b0\u5728\u4e00\u5b9a\u8981\u505a\uff0c\u4e3b\u8981\u8fd8\u662f\u89e3\u51b3\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff0c\u7b2c\u4e00\u4e2a\u662f\u4e0d\u540c\u5361\u9700\u8981\u7edf\u4e00\u7684\u7f16\u8bd1\u73af\u5883\uff0c\u8fd9\u6837\u4ee3\u7801\u624d\u662f\u7edf\u4e00\u7684\uff0c\u4e0d\u7136\u82f1\u4f1f\u8fbe\u7684\u5361\u6216\u8005\u5404\u79cd\u56fd\u4ea7\u7684\u5361\uff0c\u5404\u5bb6\u5bf9\u7f16\u7a0b\u63a5\u53e3\u7684\u8981\u6c42\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u5728\u817e\u8baf<\/mark>\u5185\u90e8\u662f\u6709\u4e00\u4e2a\u53eb ABO \u7684\u7edf\u4e00\u7f16\u8bd1\u5c42\u53bb\u9002\u914d\u4e0d\u540c\u7684\u7f16\u8bd1\u548c\u63a5\u53e3\u3002<\/section>\n
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\u6211\u975e\u5e38\u8ba4\u540c\u5e76\u4e14\u575a\u4fe1\u672a\u6765\u82af\u7247\u80fd\u529b\u4f1a\u8d8a\u6765\u8d8a\u597d\uff0c\u4f46\u82af\u7247\u518d\u5f3a\uff0c\u4e5f\u53ea\u662f\u82af\u7247\u6027\u80fd\u672c\u8eab\uff0c\u6574\u4e2a\u94fe\u8def\u7684 AI \u57fa\u7840\u8bbe\u65bd\uff0c\u5305\u62ec\u8bad\u7ec3\u6846\u67b6\uff0c\u5305\u62ec\u6a21\u578b\u5bf9\u82af\u7247\u7684\u8981\u6c42\uff0c\u4e5f\u662f\u4e00\u4e2a\u7cfb\u7edf\u6027\u7684\u5de5\u7a0b<\/strong>\u3002<\/section>\n
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\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a<\/strong>\u73b0\u5728\u4e1a\u754c\u5c24\u5176\u662f\u6295\u8d44\u5708\u5728\u770b\u8870\u5bf9 AI Infra \u7684\u6295\u8d44\uff0c\u56e0\u4e3a\u5168\u7403\u4e5f\u5c31\u53ea\u6709\u90a3\u4e48\u51e0\u5bb6\u516c\u53f8\u80fd\u6295\u8d44\u5f97\u8d77\uff0c\u63a5\u4e0b\u6765\u817e\u8baf<\/mark>\u5173\u4e8e\u8fd9\u65b9\u9762\u7684\u6295\u5165\u662f\u600e\u6837\u8003\u8651\u7684\uff1f\u6709\u6ca1\u6709\u4e00\u4e2a\u4e0a\u9650\uff1f<\/section>\n
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