{"id":35771,"date":"2024-12-31T11:00:17","date_gmt":"2024-12-31T03:00:17","guid":{"rendered":"https:\/\/17aitech.com\/?p=35771"},"modified":"2024-12-31T11:00:17","modified_gmt":"2024-12-31T03:00:17","slug":"%e5%bd%93%e5%a4%a7%e6%a8%a1%e5%9e%8bscaling-law%e7%bb%a7%e7%bb%ad%ef%bc%8c%e4%b8%87%e5%8d%a1%e9%9b%86%e7%be%a4%e7%ae%97%e5%8a%9b%e9%87%8a%e6%94%be%e5%9c%a8%e3%80%8c%e7%99%be%e8%88%b8%e3%80%8d%e8%bf%99","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35771","title":{"rendered":"\u5f53\u5927\u6a21\u578bScaling Law\u7ee7\u7eed\uff0c\u4e07\u5361\u96c6\u7fa4\u7b97\u529b\u91ca\u653e\u5728\u300c\u767e\u8238\u300d\u8fd9\u91cc\u627e\u5230\u4e00\u6761\u901a\u9014"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-25-4\" target=\"_blank\">\u5f53\u5927\u6a21\u578bScaling Law\u7ee7\u7eed\uff0c\u4e07\u5361\u96c6\u7fa4\u7b97\u529b\u91ca\u653e\u5728\u300c\u767e\u8238\u300d\u8fd9\u91cc\u627e\u5230\u4e00\u6761\u901a\u9014<\/a><\/p>\n<section>\u5728\u7535\u5f71\u300a\u5929\u4e0b\u65e0\u8d3c\u300b\u4e2d\uff0c\u845b\u4f18\u626e\u6f14\u7684\u9ece\u53d4\u6709\u8fd9\u6837\u4e00\u53e5\u7ecf\u5178\u7684\u53f0\u8bcd\uff0c\u300c\u4e8c\u5341\u4e00\u4e16\u7eaa\u4ec0\u4e48\u6700\u8d35\uff1f\u4eba\u624d\uff01\u300d\u800c\u968f\u7740<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u884c\u4e1a\u8fdb\u5165\u5230\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u8fd9\u4e00\u95ee\u9898\u7684\u7b54\u6848\u5df2\u7136\u53d8\u6210\u4e86\u300c\u7b97\u529b\u300d\u3002<\/section>\n<section><\/section>\n<section>\u968f\u7740\u6a21\u578b\u89c4\u6a21\u6025\u5267\u6269\u5f20\uff0c<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u5df2\u7ecf\u98d9\u5347\u5230\u4e86\u5343\u4ebf\u751a\u81f3\u4e07\u4ebf\u7ea7\uff0c\u4e1a\u754c\u5f00\u542f\u4e86\u5343\u6a21\u5927\u6218\uff0cAI \u7b97\u529b\u9700\u6c42\u4e0d\u53ef\u907f\u514d\u8fce\u6765\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u65e0\u8bba\u662f\u524d\u671f\u8bad\u7ec3\u8fd8\u662f\u540e\u671f\u63a8\u7406\uff0c\u90fd\u662f\u5982\u6b64\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bad\u7ec3\u5c42\u9762\uff0cOpenAI \u66fe\u5728 2018 \u5e74\u505a\u8fc7\u4f30\u7b97\uff0c\u81ea 2012 \u5e74\u4ee5\u6765\uff0cAI \u6a21\u578b\u8bad\u7ec3\u7b97\u529b\u9700\u6c42\u6bcf 3.5 \u4e2a\u6708\u7ffb\u4e00\u756a\uff0c\u6bcf\u5e74\u6240\u9700\u7b97\u529b\u589e\u5e45\u9ad8\u8fbe 10 \u500d\uff0c\u589e\u901f\u8fdc\u8fdc\u8d85\u51fa\u4e86\u82af\u7247\u4ea7\u4e1a\u957f\u671f\u5b58\u5728\u7684<mark data-type=\"concepts\" data-id=\"cefe69d4-bb4b-4ac0-ba28-a0e1fa44eafa\">\u6469\u5c14\u5b9a\u5f8b<\/mark>\uff08\u6027\u80fd\u6bcf 18 \u4e2a\u6708\u7ffb\u4e00\u756a\uff09\u3002\u540c\u65f6\u968f\u7740\u5927\u6a21\u578b\u53ca\u5e94\u7528\u8d8a\u6765\u8d8a\u591a\u5730\u90e8\u7f72\u5230\u4f01\u4e1a\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u63a8\u7406\u7b97\u529b\u9700\u6c42\u4e5f\u6c34\u6da8\u8239\u9ad8\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u6307\u6570\u7ea7\u589e\u957f\u7684\u7b97\u529b\u9700\u6c42\u5bf9 GPU \u7b49\u786c\u4ef6\u63d0\u51fa\u4e86\u66f4\u9ad8\u8981\u6c42\uff0c\u5927\u89c4\u6a21 GPU \u7b97\u529b\u96c6\u7fa4\u6210\u4e3a\u5fc5\u7136\u9009\u62e9\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u8fd1\u5e74\u6765\u56fd\u5185\u5916\u79d1\u6280\u5382\u5546\u7eb7\u7eb7\u5e03\u5c40 AI \u7b97\u529b\u57fa\u7840\u8bbe\u65bd\uff0c\u6b7b\u78d5\u4e07\u5361\u751a\u81f3 10 \u4e07\u5361\u96c6\u7fa4\u3002\u6b64\u5916\uff0c\u5927\u89c4\u6a21\u7b97\u529b\u96c6\u7fa4\u4e5f\u8d8a\u6765\u8d8a\u51f8\u663e\u8bad\u63a8\u4e00\u4f53\u7684\u91cd\u8981\u6027\uff0c\u5bfb\u6c42\u5728\u540c\u4e00\u4e2a\u96c6\u7fa4\u4e2d\u65e0\u7f1d\u5207\u6362\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u7b80\u5316\u7528\u6237\u90e8\u7f72\u6d41\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u867d\u7136 GPU \u96c6\u7fa4\u53ef\u4ee5\u6ee1\u8db3\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u7b97\u529b\u9700\u6c42\uff0c\u4f46\u9762\u4e34\u7684\u6311\u6218\u4e5f\u4e0d\u5c11\uff0c\u6bd4\u5982\u591a\u7c7b\u578b\u82af\u7247\u6df7\u5408\u8bad\u7ec3\u3001\u6570\u636e\u4e2d\u5fc3\u7535\u529b\u6d88\u8017\u3001\u7f51\u7edc\u901a\u4fe1\u548c\u8d1f\u8f7d\u3001\u5355\u5361\u7b97\u529b\u6548\u7387\u3001\u591a\u5361\u5e76\u884c\u8ba1\u7b97\u3001\u8bbe\u65bd\u7a33\u5b9a\u6027\u7b49\u3002\u52a0\u4e4b\u5f53\u524d\u96c6\u7fa4\u7b97\u529b\u5229\u7528\u7387\u4e0d\u9ad8\u4e14\u6210\u672c\u9ad8\u6602\uff0c\u8fd9\u4e9b\u90fd\u8981\u6c42\u5382\u5546\u5728\u96c6\u7fa4\u7cfb\u7edf\u3001\u6846\u67b6\u548c\u7b97\u6cd5\u5c42\u9762\u8fdb\u884c\u6280\u672f\u7a81\u7834\u3002<\/section>\n<section><\/section>\n<section>\u56fd\u5185\u4e00\u4e9b\u5382\u5546\u5df2\u7ecf\u5728\u9762\u5411\u4e07\u5361\u96c6\u7fa4\u7684 AI \u57fa\u7840\u8bbe\u65bd\u65b9\u9762\u79ef\u7d2f\u4e86\u4e30\u5bcc\u7684\u7ecf\u9a8c\uff0c\u5e76\u50ac\u751f\u4e86\u8986\u76d6\u5e7f\u6cdb\u7684\u300c\u591a\u82af\u6df7\u5408\u8bad\u7ec3\u65f6\u4ee3\u300d\u3002\u6211\u4eec\u4ee5\u767e\u5ea6\u4e3a\u4f8b\uff0c\u5176<strong>\u57fa\u4e8e\u6587\u5fc3\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u7ecf\u9a8c\u6c89\u6dc0\uff0c\u63a8\u51fa\u4e86 AI \u5f02\u6784\u8ba1\u7b97\u5e73\u53f0\u300c\u767e\u8238\u300d\uff0c\u6253\u9020\u4e1a\u754c\u9886\u5148\u7684\u591a\u82af\u6df7\u5408\u8bad\u7ec3 AI \u96c6\u7fa4<\/strong>\uff0c\u5e76\u6b63\u5728\u5e2e\u52a9\u5ba2\u6237\u66f4\u5feb\u3001\u66f4\u7a33\u3001\u66f4\u7701\u5730\u843d\u5730\u5927\u6a21\u578b\u5e94\u7528\u3002<\/section>\n<section><\/section>\n<section>\u4ece 2021 \u5e74\u7684 1.0 \u7248\u672c\u5230\u53bb\u5e74\u7684 3.0 \u7248\u672c\uff0c\u6211\u4eec\u53d1\u73b0\uff0c\u8fde\u7eed\u4e09\u5e74\uff0c\u767e\u8238\u56f4\u7ed5\u7cfb\u7edf\u6027\u63d0\u5347 GPU \u96c6\u7fa4\u7684\u6574\u4f53\u7b97\u529b\u5229\u7528\u7387\u4e0d\u65ad\u6df1\u5165\u4f18\u5316\u3002\u5728\u4eca\u65e5\u4e3e\u529e\u7684 2024 \u767e\u5ea6\u4e91\u667a\u5927\u4f1a\u4e0a\uff0c\u518d\u5ea6\u5347\u7ea7\u7684\u767e\u8238 4.0 \u5e26\u7ed9\u4e86\u5ba2\u6237\u66f4\u591a\u60ca\u559c\uff0c\u4e5f\u7ed9\u540c\u884c\u4eec\u5e26\u6765\u4e86\u4e00\u70b9\u5c0f\u5c0f\u7684\u9707\u64bc\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3372863db0552b0889f97ca9efd19bac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3372863db0552b0889f97ca9efd19bac.png\"><\/a><\/p>\n<section><strong>\u7b97\u529b\u6d6a\u8d39\u964d\u81f3 1\/10<\/strong><\/section>\n<section><strong>\u4e07\u5361\u96c6\u7fa4\u4e0b\u7684\u5927\u6a21\u578b\u8bad\u63a8\u66f4\u5feb\u3001\u66f4\u7701<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u56fd\u5185\u4e91\u5382\u5546\u6765\u8bf4\uff0c\u9762\u5bf9 AI \u5927\u6a21\u578b\u65f6\u4ee3\u7684\u5de8\u91cf\u7b97\u529b\u9700\u6c42\uff0c\u5f52\u6839\u5230\u5e95\u8981\u89e3\u51b3\u597d\u4e24\u4e2a\u6838\u5fc3\u8bc9\u6c42\uff1a\u4e00\u662f\u5982\u4f55\u5728\u7b97\u529b\u8d44\u6e90\u4f9b\u5e94\u77ed\u7f3a\u7684\u5927\u73af\u5883\u4e0b\u6269\u5927\u7b97\u529b\u6765\u6e90\uff0c\u4e8c\u662f\u5982\u4f55\u5728\u5927\u6a21\u578b\u4ea7\u751f\u7684\u9ad8\u6602\u8ba1\u7b97\u6210\u672c\u538b\u529b\u4e0b\u6781\u81f4\u9ad8\u6548\u5730\u5229\u7528\u7b97\u529b\u3002\u4ece\u5df2\u6709\u8fdb\u5c55\u6765\u770b\uff0c\u767e\u8238 AI \u5f02\u6784\u8ba1\u7b97\u5e73\u53f0\u505a\u5230\u4e86\u300c\u4e24\u624b\u6293\u3001\u4e24\u624b\u90fd\u8981\u786c\u300d\u3002<\/section>\n<section><\/section>\n<section>\u5728\u53bb\u5e74 12 \u6708\u7684 2023 \u767e\u5ea6\u4e91\u667a\u5927\u4f1a\u30fb\u667a\u7b97\u5927\u4f1a\u4e0a\uff0c\u767e\u8238 3.0 \u5df2\u7ecf\u5c55\u73b0\u4e86\u4e1a\u754c\u9886\u5148\u7684\u4e07\u5361\u96c6\u7fa4\u7b97\u529b\u91ca\u653e\u80fd\u529b\uff0c\u96c6\u7fa4\u6709\u6548\u8bad\u7ec3\u65f6\u957f\u8fbe\u5230\u4e86 98%\u3001\u7f51\u7edc\u5e26\u5bbd\u6709\u6548\u5229\u7528\u7387\u8fbe\u5230\u4e86 95%\u3002\u5982\u4eca\uff0c9 \u4e2a\u591a\u6708\u8fc7\u53bb\u4e86\uff0c\u767e\u8238 4.0\u300c\u767e\u5c3a\u7aff\u5934\u66f4\u8fdb\u4e00\u6b65\u300d\uff0c\u5728\u4e00\u4e9b\u96c6\u7fa4\u7b97\u529b\u6307\u6807\u4e0a\u53c8\u6709\u6240\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u6b21\uff0c\u767e\u8238 4.0 \u5728\u6574\u4f53\u67b6\u6784\u4e0a\u76f8\u8f83 3.0 \u7248\u672c\u6709\u4e86\u7565\u5fae\u8c03\u6574\uff0c<strong>\u4ece\u5e95\u5c42\u786c\u4ef6\u5f80\u4e0a\u4f9d\u6b21\u5206\u4e3a\u8d44\u6e90\u5c42\u3001\u7ec4\u4ef6\u5c42\u3001\u5927\u6a21\u578b\u52a0\u901f\u5c42\u548c\u5de5\u5177\u5c42<\/strong>\u3002\u56db\u5c42\u67b6\u6784\uff0c\u5404\u53f8\u5176\u804c\uff0c\u9488\u5bf9\u5927\u6a21\u578b\u7684\u8bad\u63a8\u3001\u90e8\u7f72\u548c\u8c03\u4f18\u7b49\u5168\u6d41\u7a0b\u8fdb\u4e00\u6b65\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bb2\uff0c\u8d44\u6e90\u5c42\u63d0\u4f9b\u4e86\u5305\u62ec\u5f02\u6784\u82af\u7247\u3001\u9ad8\u901f\u4e92\u8054\u3001\u9ad8\u6548\u5b58\u50a8\u7b49\u5728\u5185\u7684\u7b97\u529b\u8d44\u6e90\uff0c\u7ec4\u4ef6\u5c42\u4e3b\u8981\u89e3\u51b3\u5927\u89c4\u6a21\u96c6\u7fa4\u7684\u7a33\u5b9a\u6027\u548c\u6027\u80fd\u95ee\u9898\uff0c\u5927\u6a21\u578b\u52a0\u901f\u5c42\u4e13\u4e3a\u5927\u6a21\u578b\u8bad\u63a8\u63d0\u901f\u800c\u8bbe\u8ba1\uff0c\u5de5\u5177\u5c42\u5219\u901a\u8fc7\u4e00\u5957\u7ba1\u7406\u754c\u9762\u63d0\u4f9b\u4e86\u66f4\u4fbf\u6377\u7684\u64cd\u4f5c\u4f53\u9a8c\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f6ea6f855ea0904ed6b66ff0194fb21a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f6ea6f855ea0904ed6b66ff0194fb21a.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u767e\u5ea6\u96c6\u56e2\u6267\u884c\u526f\u603b\u88c1\u3001<mark data-type=\"institutions\" data-id=\"5896450e-2901-4458-8dc6-36debf202d02\">\u767e\u5ea6\u667a\u80fd\u4e91<\/mark>\u4e8b\u4e1a\u7fa4\u603b\u88c1\u6c88\u6296<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4f9d\u6258\u56db\u5c42\u67b6\u6784\uff0c<strong>\u767e\u8238 4.0 \u5bf9\u96c6\u7fa4\u7b97\u529b\u8c03\u7528\u7684\u5404\u4e2a\u73af\u8282\u505a\u5230\u4e86\u7cbe\u51c6\u628a\u63a7\uff0c\u5e76\u5177\u5907\u4e86\u300c\u591a\u3001\u5feb\u3001\u7a33\u3001\u7701\u300d\u56db\u5927\u7279\u6027<\/strong>\uff0c\u5f62\u6210\u4e86\u5176\u4f5c\u4e3a AI \u5f02\u6784\u8ba1\u7b97\u5e73\u53f0\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\u662f<strong>\u591a\u82af\u5f02\u6784<\/strong>\u3002\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u4e00\u4e91\u591a\u82af\u5df2\u7ecf\u6210\u4e3a\u7b97\u529b\u96c6\u7fa4\u7684\u4e3b\u6d41\u9009\u62e9\uff0c\u65e2\u53ef\u4ee5\u5c4f\u853d\u786c\u4ef6\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u5229\u7528\u5f39\u6027\u66f4\u5f3a\u7684\u4f9b\u5e94\u94fe\u4f53\u7cfb\u6446\u8131\u5bf9\u5355\u4e00\u82af\u7247\u7684\u4f9d\u8d56\uff1b\u53c8\u80fd\u591f\u6839\u636e\u7528\u6237\u7279\u5b9a\u4e1a\u52a1\u573a\u666f\u7075\u6d3b\u8c03\u914d\u7b97\u529b\u8d44\u6e90\u5e76\u63d0\u9ad8\u5229\u7528\u7387\u3002<\/section>\n<section><\/section>\n<section>\u767e\u8238 4.0 \u6784\u5efa\u4e86 GPU \u548c\u591a\u7c7b\u578b AI \u82af\u7247\u7ec4\u6210\u7684\u5355\u4e00\u667a\u7b97\u96c6\u7fa4\uff0c\u517c\u5bb9\u4e86\u6606\u4ed1\u82af\u3001\u6607\u817e\u3001\u6d77\u5149 DCU\u3001\u82f1\u4f1f\u8fbe\u3001<mark data-type=\"institutions\" data-id=\"3437dab4-c82a-453e-8dd9-46a27001ab4f\">\u82f1\u7279\u5c14<\/mark>\u7b49\u56fd\u5185\u5916\u4e3b\u6d41 AI \u82af\u7247\u7684\u6df7\u5408\u8bad\u7ec3\uff0c\u5e76\u5168\u9762\u9002\u914d\u3002\u540c\u65f6\u901a\u8fc7\u300c\u63a7\u5236\u53f0\u300d\u8f7b\u677e\u4e00\u952e\u53d1\u8d77\uff0c\u6613\u7528\u6027\u5f88\u9ad8\u3002\u767e\u8238 4.0 \u8fd8\u901a\u8fc7\u5927\u6a21\u578b\u8bad\u63a8\u52a0\u901f\u5957\u4ef6 AIAK \u652f\u6301\u4e86\u66f4\u591a\u4f7f\u7528\u573a\u666f\u3001\u591a\u79cd\u6a21\u578b\u67b6\u6784\u548c\u4e3b\u6d41\u8bad\u63a8\u65b9\u5f0f\uff0c\u5168\u80fd\u5c5e\u6027\u62c9\u6ee1\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u7136\uff0c\u5bf9\u4e8e\u4e0d\u540c\u89c4\u6a21\u7684\u591a\u82af\u6df7\u5408\u8bad\u7ec3\u4efb\u52a1\uff0c\u767e\u8238 4.0 \u5c06\u6027\u80fd\u635f\u5931\u62c9\u5230\u4e1a\u754c\u6700\u4f4e\uff0c\u5176\u4e2d\u767e\u5361\u6027\u80fd\u635f\u5931\u63a7\u5236\u5728 3%\uff0c\u4e07\u5361\u6027\u80fd\u635f\u5931\u5728 5% \u4ee5\u5185\u3002<\/section>\n<section><\/section>\n<section><strong>\u5982\u679c\u8bf4\u591a\u82af\u6df7\u8bad\u662f\u8d70\u51fa\u7b97\u529b\u5361\u8116\u5b50\u7684\u5173\u952e\u4e00\u6b65\uff0c\u90a3\u4e48\u63a5\u4e0b\u6765\u5c31\u8981\u96c6\u4e2d\u7cbe\u529b\u8003\u8651\u5982\u4f55\u56f4\u7ed5\u96c6\u7fa4\u90e8\u7f72\u3001\u5927\u6a21\u578b\u8bad\u63a8\u548c\u6548\u679c\u8c03\u4f18\u6765\u66f4\u5145\u5206\u5730\u91ca\u653e\u4e07\u5361\u96c6\u7fa4\u7684\u7b97\u529b\u6f5c\u80fd<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u73b0\u5728\uff0c\u767e\u8238 4.0 \u5e2e\u52a9\u5ba2\u6237\u7701\u53bb\u4e86\u5927\u91cf\u590d\u6742\u548c\u7410\u788e\u7684\u914d\u7f6e\u548c\u8c03\u8bd5\u5de5\u4f5c\uff0c\u6700\u5feb 1 \u5c0f\u65f6\u4fbf\u80fd\u521b\u5efa\u4e07\u5361\u89c4\u6a21\u96c6\u7fa4\uff0c\u8fd9\u8981\u6bd4\u884c\u4e1a\u901a\u5e38\u9700\u8981\u7684\u6570\u5929\u751a\u81f3\u6570\u5468\u5feb\u5f97\u591a\u3002<\/section>\n<section><\/section>\n<section>\u7136\u540e\u4fbf\u53c8\u662f AIAK \u53d1\u6325\u4e86\u7528\u6b66\u4e4b\u5730\uff0c\u9488\u5bf9\u4e3b\u6d41\u5f00\u6e90\u5927\u6a21\u578b\u5728\u5e76\u884c\u7b56\u7565\u3001\u663e\u5b58\u3001\u7b97\u529b\u7b49\u5c42\u9762\u8fdb\u884c\u4e86\u6df1\u5ea6\u4f18\u5316\uff0c\u4e3a\u4e07\u5361\u96c6\u7fa4\u4e0b\u7684\u5927\u6a21\u578b\u8bad\u63a8\u52a0\u901f\u6ce8\u5165\u65b0\u7684\u9a71\u52a8\u529b\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u65b9\u9762\uff0c\u767e\u8238 4.0 \u5728\u5927\u6a21\u578b\u52a0\u901f\u5c42\u5168\u65b0\u5347\u7ea7\u4e86 AIAK \u8bad\u7ec3\u52a0\u901f\uff0c\u4e07\u5361\u96c6\u7fa4\u4e0b\u652f\u6301\u4e07\u4ebf<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark> MoE \u6a21\u578b\u8bad\u7ec3\u3002\u4e0d\u4ec5\u5982\u6b64\uff0c\u5355\u4e2a\u82af\u7247\u7684\u6548\u80fd\u4e5f\u53d1\u6325\u5230\u4e86\u6781\u81f4\uff0c\u914d\u5408\u4f7f\u7528\u4f18\u5316\u540e\u7684\u901a\u4fe1\u548c\u5e76\u884c\u7b56\u7565\uff0c\u6574\u4f53\u8bad\u7ec3\u6548\u7387\u63d0\u5347\u4e86 30%\u3002\u8fd9\u4e9b\u90fd\u9884\u793a\u7740\u96c6\u7fa4\u5b9e\u529b\u7684\u5927\u589e\u3002<\/section>\n<section><\/section>\n<section>\u53e6\u4e00\u65b9\u9762\uff0c\u767e\u8238 4.0 \u540c\u6837\u5347\u7ea7\u4e86 AIAK \u63a8\u7406\u52a0\u901f\uff0c\u5c24\u5176\u5728\u901f\u5ea6\u548c\u6210\u672c\u4e24\u4e2a\u5ba2\u6237\u6700\u5173\u5fc3\u7684\u65b9\u9762\u52a0\u7801\uff0c\u6548\u679c\u8f83\u4ee5\u5f80\u7248\u672c\u6709\u4e86\u8d28\u7684\u63d0\u5347\u3002\u5bf9\u4e8e\u957f\u6587\u672c\u63a8\u7406\u4efb\u52a1\uff0c\u6a21\u578b\u5982\u4eca\u53ef\u4ee5\u505a\u5230\u300c\u6781\u901f\u751f\u6210\u300d\u4e0e\u300c\u79d2\u56de\u300d\uff0c\u6548\u7387\u63d0\u5347\u4e86\u4e00\u500d\u3002\u540c\u65f6\uff0c\u6295\u673a\u5f0f\u63a8\u7406\u7b56\u7565\u7684\u5f15\u5165\u53ef\u4ee5\u5148\u8ba9\u6210\u672c\u4f4e\u7684\u5c0f\u6a21\u578b\u751f\u6210\u591a\u4e2a\u9884\u9009\u7ed3\u679c\uff0c\u7136\u540e\u4ea4\u7ed9\u6210\u672c\u9ad8\u7684\u5927\u6a21\u578b\u9a8c\u8bc1\u5e76\u7ed9\u51fa\u6700\u7ec8\u7ed3\u679c\uff0c\u4ece\u800c\u8c03\u52a8\u66f4\u591a\u4fbf\u5b9c\u7684\u5c0f\u6a21\u578b\u6765\u627f\u62c5\u8ba1\u7b97\u8d1f\u62c5\uff0c\u7531\u6b64\u964d\u4f4e\u4e86\u6210\u672c\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u7136\u5b9e\u9645\u8fd0\u884c\u4e2d\u9700\u8981\u9762\u5bf9\u6570\u636e\u6e05\u6d17\u3001\u751f\u6210\u3001\u683c\u5f0f\u5bf9\u9f50\u7b49\u91cd\u590d\u6027\u5de5\u4f5c\uff0c\u767e\u8238 4.0 \u5177\u5907\u7684\u6570\u636e\u5de5\u7a0b\u80fd\u529b\u53ef\u4ee5\u8c03\u7528\u5927\u6a21\u578b\u6765\u5904\u7406\u8fd9\u4e9b\u5de5\u4f5c\u3002\u6b64\u5916\u63d0\u4f9b\u4e86\u6570\u636e\u589e\u5f3a\u3001\u6548\u679c\u8bc4\u4f30\u548c Prompt \u4f18\u5316\u7b49\u529f\u80fd\uff0c\u4ee5\u4fbf\u8fdb\u4e00\u6b65\u8c03\u4f18\u3002<\/section>\n<section><\/section>\n<section><strong>\u5927\u6a21\u578b\u8c03\u7528\u5168\u6d41\u7a0b\u5c24\u5176\u662f\u8bad\u7ec3\u9636\u6bb5\u4e0d\u5355\u5355\u8981\u6c42\u901f\u5ea6\u5feb\uff0c\u7a33\u5b9a\u6027\u540c\u6837\u91cd\u8981\u3002\u5982\u679c\u4e00\u4e2a\u96c6\u7fa4\u65e0\u6cd5\u4fdd\u8bc1\u7a33\u5b9a\u7684\u8bad\u7ec3\u65f6\u957f\uff0c\u6613\u51fa\u9519\u3001\u96be\u7ea0\u9519\u3001\u8bca\u65ad\u6162\u3001\u6062\u590d\u65f6\u95f4\u957f\uff0c\u5219\u4f1a\u5bf9\u6574\u4f53\u6548\u7387\u548c\u6210\u672c\u9020\u6210\u4e0d\u5229\u5f71\u54cd<\/strong>\u3002\u76ee\u524d\uff0c\u767e\u8238 4.0 \u5728\u4e07\u5361\u89c4\u6a21 AI \u4efb\u52a1\u4e0a\u7684\u6709\u6548\u8bad\u7ec3\u65f6\u957f\u5360\u6bd4\u5df2\u7ecf\u8fbe\u5230 99.5%\uff0c\u8fd9\u610f\u5473\u7740\u6602\u8d35\u7684\u8ba1\u7b97\u8d44\u6e90\u53ef\u4ee5\u5f97\u5230\u6700\u5927\u5316\u5229\u7528\uff0c\u6d6a\u8d39\u66f4\u5c11\uff0c\u6210\u672c\u6548\u76ca\u66f4\u9ad8\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c<strong>\u7b97\u529b\u8d44\u6e90\u5229\u7528\u7387\u7684\u9ad8\u4f4e\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u51b3\u5b9a\u4e86\u96c6\u7fa4\u80fd\u4e0d\u80fd\u4e3a\u5ba2\u6237\u7701\u94b1\uff0c\u5f53\u524d\u884c\u4e1a\u5e73\u5747\u6c34\u5e73\u4ec5\u80fd\u8fbe\u5230 50%\uff0c\u4e00\u534a\u7684\u7b97\u529b\u88ab\u6d6a\u8d39\u4e86<\/strong>\u3002\u501f\u52a9\u81ea\u7814\u7684\u8bad\u63a8\u4e00\u4f53\u6280\u672f\uff0c\u767e\u8238 4.0 \u8ba9\u96c6\u7fa4\u540c\u65f6\u652f\u6301\u5728\u7ebf\u63a8\u7406\u670d\u52a1\u90e8\u7f72\u548c\u79bb\u7ebf\u8bad\u7ec3\u4efb\u52a1\uff0c\u8bad\u63a8\u4e4b\u95f4\u7684\u7b97\u529b\u81ea\u7531\u5207\u6362\uff0c\u8bad\u63a8\u573a\u666f\u5728\u4e0d\u540c\u65f6\u95f4\u590d\u7528\u76f8\u540c\u7684 GPU \u8d44\u6e90\uff0c\u5e76\u5728\u63a8\u7406\u65f6\u5c06\u9ad8\u7b97\u529b\u9ad8\u663e\u5b58\u7684\u8bad\u7ec3\u5361\u5206\u914d\u7ed9\u591a\u4e2a\u4e1a\u52a1\u5e94\u7528\uff0c\u6700\u7ec8\u5c06\u7b97\u529b\u8d44\u6e90\u5229\u7528\u7387\u63d0\u5347\u5230\u4e86 90%\u3002<\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u8bf4\uff0c\u4ece\u652f\u6301\u591a\u82af\u6df7\u8bad\u5230\u52a0\u901f\u5927\u6a21\u578b\u8bad\u63a8\u3001\u903c\u8fd1 100% \u7684\u6709\u6548\u8bad\u7ec3\u65f6\u957f\u548c\u8fdc\u8d85\u884c\u4e1a\u7684\u7b97\u529b\u8d44\u6e90\u5229\u7528\u7387\uff0c\u767e\u8238 4.0 \u4ea4\u51fa\u4e86\u4e00\u4efd\u4eae\u773c\u7684\u300c\u6210\u7ee9\u5355\u300d\uff0c\u4e3a\u5ba2\u6237\u5f53\u524d\u7684\u5927\u6a21\u578b\u843d\u5730\u5b9e\u8df5\u5c3d\u6700\u5927\u53ef\u80fd\u89e3\u9664\u7b97\u529b\u5c42\u9762\u7684\u540e\u987e\u4e4b\u5fe7\uff0c\u52bf\u5fc5\u66f4\u80fd\u8d62\u5f97\u4ed6\u4eec\u7684\u9752\u7750\u3002<\/section>\n<section><\/section>\n<section><strong>\u80cc\u540e\u7684\u8def\u7ebf\u601d\u8003<\/strong><\/section>\n<section><strong>\u4e94\u5927\u7ef4\u5ea6\u5b8c\u6210\u7b97\u529b\u7834\u5c40<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u4f55\u5728\u5927\u6a21\u578b\u65f6\u4ee3\u53d1\u6325\u51fa\u5927\u96c6\u7fa4\u7684\u6709\u6548\u7b97\u529b\uff0c\u8fd9\u662f\u4e00\u4e2a\u91cd\u5927\u800c\u6025\u8feb\u7684\u547d\u9898\u3002\u5f53\u524d\u6709\u80fd\u529b\u63d0\u4f9b\u4e07\u5361\u96c6\u7fa4\u7684\u4e91\u5382\u5546\u90fd\u5728\u529b\u4e89\u8131\u9896\u800c\u51fa\uff0c\u8fd9\u5c31\u8981\u6c42\u4ed6\u4eec\u5728\u4f18\u5316\u67b6\u6784\u3001\u964d\u4f4e\u6210\u672c\u3001\u63d0\u4f9b\u5dee\u5f02\u5316\u670d\u52a1\u3001\u6784\u5efa\u667a\u7b97\u751f\u6001\u7b49\u5404\u4e2a\u65b9\u9762\u51fa\u51fb\uff0c\u627e\u5230\u7b97\u529b\u7834\u5c40\u5173\u952e\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u5168\u65b0\u5347\u7ea7\u7684\u767e\u8238 4.0\uff0c\u63d0\u4f9b\u4e86\u5f53\u524d\u4e07\u5361\u96c6\u7fa4\u7684\u6700\u4f18\u89e3\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u53d1\u73b0\uff0c<strong>\u767e\u8238\u5df2\u7ecf\u5f62\u6210\u81ea\u5df1\u7684\u4e00\u5957\u6210\u719f\u6253\u6cd5\uff0c\u9488\u5bf9\u80fd\u8017\u6709\u6548\u7387\u3001\u5355\u5361\u7b97\u529b\u6709\u6548\u7387\u3001\u5e76\u884c\u6269\u5c55\u6709\u6548\u7387\u3001\u6709\u6548\u8bad\u7ec3\u65f6\u957f\u548c\u8d44\u6e90\u5229\u7528\u7387\u7b49\u4e94\u5927\u884c\u4e1a\u75db\u70b9\u95ee\u9898\uff0c\u5bf9\u75c7\u4e0b\u836f\uff0c\u7528\u6280\u672f\u7a81\u7834\u4e3a\u7b97\u529b\u91ca\u653e\u4fdd\u9a7e\u62a4\u822a<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u9488\u5bf9\u5927\u6a21\u578b\u8bad\u7ec3\u4ea7\u751f\u7684\u5de8\u5927\u7535\u529b\u6d88\u8017\uff0c\u767e\u5ea6\u4e91\u901a\u8fc7\u5728\u81ea\u5efa\u7684\u6570\u636e\u4e2d\u5fc3\u91c7\u7528\u81ea\u7814\u7684\u6db2\u51b7\u65b9\u6848\uff0c\u4f7f\u5f97\u673a\u5668\u6027\u80fd\u63d0\u5347 10% \u7684\u540c\u65f6\u6545\u969c\u7387\u964d\u4f4e\u4e86 60%-70%\uff0c\u4ece\u800c\u4ee4\u6570\u636e\u4e2d\u5fc3\u80fd\u6e90\u6548\u7387\u6307\u6807 PUE\uff08Power Usage Effectiveness\uff09\u5e73\u5747\u503c\u5c0f\u4e8e 1.1\uff0c\u4f18\u4e8e\u4e1a\u754c\u5e73\u5747\u6c34\u5e73\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u63d0\u5347\u96c6\u7fa4\u5185\u5355\u5361\u7b97\u529b\u6709\u6548\u7387\uff0c\u767e\u8238 4.0 \u4f9d\u6258 AIAK \u8bad\u7ec3\u52a0\u901f\u65b9\u6848\uff0c\u901a\u8fc7\u663e\u5361\u3001\u7b97\u529b\u7b49\u5c42\u9762\u7684\u6df1\u5ea6\u4f18\u5316\uff0c\u5728\u4e3b\u6d41\u5f00\u6e90\u5927\u6a21\u578b\u8bad\u7ec3\u4efb\u52a1\u4e2d\u5c06 GPU \u6709\u6548\u5229\u7528\u7387 MFU\uff08Model FLOPS Utilization\uff09\u63d0\u5347\u5230\u4e86\u884c\u4e1a\u9886\u5148\u6c34\u5e73\uff0c\u8fbe\u5230 70% \u4ee5\u4e0a\u3002<\/section>\n<section><\/section>\n<section>\u5355\u5361\u7b97\u529b\u6548\u80fd\u6781\u81f4\u300c\u538b\u69a8\u300d\u7684\u540c\u65f6\uff0c\u591a\u5361\u5e76\u884c\u8ba1\u7b97\u6548\u7387\u4e5f\u8981\u8ddf\u4e0a\u3002\u73b0\u9636\u6bb5\u5927\u6a21\u578b\u5f80\u5f80\u91c7\u7528\u591a\u4e2a\u8ba1\u7b97\u8d44\u6e90\u540c\u65f6\u8bad\u7ec3\u7684\u5e76\u884c\u65b9\u5f0f\uff0c\u5e76\u53d1\u5c55\u51fa\u4e86\u8ba1\u7b97\u8d44\u6e90\u5229\u7528\u7387\u9ad8\u3001\u6548\u7387\u9ad8\u3001\u5f00\u53d1\u96be\u5ea6\u5c0f\u7684\u81ea\u52a8\u5e76\u884c\u7b56\u7565\uff0c\u4f7f\u8bad\u7ec3\u4efb\u52a1\u5728\u591a\u4e2a\u8ba1\u7b97\u5355\u5143\u4e0a\u7684\u5206\u914d\u66f4\u4e3a\u5408\u7406\u548c\u9ad8\u6548\u3002\u767e\u8238 4.0 \u901a\u8fc7 AIAK \u8fdb\u4e00\u6b65\u4f18\u5316\u4e86\u5e76\u884c\u7b56\u7565\uff0c\u8f83\u5f00\u6e90\u65b9\u6848\u5b9e\u73b0\u4e86 30% \u7684\u6027\u80fd\u63d0\u5347\u3002\u540c\u65f6\u6a21\u578b\u5e76\u884c\u7b56\u7565\u8c03\u4f18\u65f6\u95f4\u4e5f\u5927\u5e45\u964d\u4f4e\uff0c\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u5982\u4eca\u7684\u5206\u949f\u7ea7\uff0c\u52a0\u5feb\u4e86\u8bad\u7ec3\u548c\u4f18\u5316\u901f\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\u5982\u4e0a\u6240\u8ff0\uff0c\u767e\u8238 4.0 \u5728\u4e07\u5361\u4efb\u52a1\u4e0a\u5b9e\u73b0\u4e86 99.5% \u7684\u6709\u6548\u8bad\u7ec3\u65f6\u957f\uff0c\u6700\u5927\u7a0b\u5ea6\u907f\u514d\u56e0\u9891\u7e41\u6545\u969c\u800c\u5bfc\u81f4\u7684\u8bad\u7ec3\u4efb\u52a1\u4e2d\u65ad\u3001\u8d44\u6e90\u6d6a\u8d39\u3001\u6a21\u578b<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u901f\u5ea6\u6162\u3001\u8fd0\u7ef4\u6210\u672c\u589e\u52a0\u7b49\u95ee\u9898\uff0c\u96c6\u7fa4\u7a33\u5b9a\u6027\u5f97\u5230\u524d\u6240\u672a\u6709\u5730\u52a0\u5f3a\u3002\u8fbe\u6210\u8fd9\u4e00\u6548\u679c\u4e3b\u8981\u5f97\u76ca\u4e8e\u4ee5\u4e0b\u51e0\u5927\u80fd\u529b\u7684\u5171\u540c\u52a0\u6301\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5168\u65b9\u4f4d\u7684\u53ef\u89c2\u6d4b\u80fd\u529b\uff0c\u5bf9\u8d44\u6e90\u6c60\u3001\u961f\u5217\u3001\u8282\u70b9\u3001\u4efb\u52a1\u3001\u5b9e\u4f8b\u3001\u52a0\u901f\u5361\u7b49\u591a\u4e2a\u7ef4\u5ea6\u5b9e\u73b0\u4e86\u65e0\u6b7b\u89d2\u7684\u8986\u76d6\u3002<\/section>\n<\/li>\n<li>\n<section>\u81ea\u52a8\u5bb9\u9519\u80fd\u529b\uff0c\u767e\u8238 Flash Checkpoint \u6545\u969c\u6062\u590d\u673a\u5236\u5b9e\u73b0\u79d2\u7ea7 Checkpoint \u548c\u8fd1\u4e4e\u65e0\u635f\u7684 Step \u7c92\u5ea6\u5bb9\u9519\u3002\u6b64\u5916\u4e3a PyTorch 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data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u548c\u5b9a\u4f4d\uff0c\u63d0\u9ad8\u6545\u969c\u5904\u7406\u6548\u7387\u3002\u540c\u65f6\u5feb\u901f\u5b9a\u4f4d\u8bad\u7ec3\u6162\u7684\u8282\u70b9\uff0c\u63d0\u5347\u6574\u4f53\u8bad\u7ec3\u6548\u7387\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u540c\u6837\u5730\uff0c\u767e\u8238 4.0 \u7b97\u529b\u8d44\u6e90\u5229\u7528\u7387\u7a81\u7834 90%\uff0c\u9664\u4e86\u81ea\u7814\u7684\u8bad\u63a8\u4e00\u4f53\u6280\u672f\uff0c\u8fd8\u8981\u5f52\u529f\u4e8e\u5f39\u6027\u4f38\u7f29\u673a\u5236\u3001\u5f39\u6027\u5c42\u7ea7\u961f\u5217\u7b49\u6280\u672f\uff0c\u53ef\u4ee5\u6839\u636e\u8bad\u7ec3\u4efb\u52a1\u7684\u53d8\u5316\u6765\u81ea\u52a8\u5206\u914d\u548c\u5e03\u5c40\u7b97\u529b\uff0c\u4ece\u800c\u5c06\u5229\u7528\u7387\u62c9\u5230\u4e86\u884c\u4e1a\u6700\u9ad8\u6c34\u5e73\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6211\u4eec\u770b\u6765\uff0c\u4e94\u5927\u7ef4\u5ea6\u4e0d\u4ec5\u5de9\u56fa\u4e86\u767e\u8238 4.0 \u5728\u4e07\u5361\u96c6\u7fa4\u65f6\u4ee3\u7684\u884c\u4e1a\u9886\u5148\u5730\u4f4d\uff0c\u4e5f\u4e3a\u5176\u4ed6\u4e91\u5382\u5546\u5728\u7b97\u529b\u8d44\u6e90\u7ba1\u7406\u4ee5\u53ca\u667a\u7b97\u96c6\u7fa4\u7684\u8bbe\u8ba1\u3001<mark data-type=\"tech_methods\" data-id=\"1ef8dd91-7c80-46f2-811e-0722d3d333d4\">\u8c03\u5ea6<\/mark>\u3001\u5bb9\u9519\u7b49\u65b9\u9762\u63d0\u4f9b\u4e86\u4e00\u5b9a\u7684\u501f\u9274\u3002<\/section>\n<section><\/section>\n<section><strong>\u5199\u5728\u6700\u540e<\/strong><\/section>\n<section><\/section>\n<section>\u4eca\u5e74 9 \u6708\u521d\uff0c\u9a6c\u65af\u514b\u5ba3\u5e03\u65d7\u4e0b xAI \u6253\u9020\u7684\u7531 10 \u4e07\u5757 Nvidia H100 \u7ec4\u6210\u7684\u8d85\u7ea7\u8bad\u7ec3\u96c6\u7fa4 Colossus \u6b63\u5f0f\u4e0a\u7ebf\uff0c\u5e76\u5c06\u5728\u672a\u6765\u51e0\u4e2a\u6708\u53e6\u5916\u589e\u52a0 10 \u4e07\u5757 GPU\uff08\u4e00\u534a\u4e3a H200\uff09\u3002\u8fd9\u91ca\u653e\u51fa\u4e86\u4e00\u79cd\u5f88\u660e\u663e\u7684\u4fe1\u53f7\uff1a\u4e0d\u6b62\u4e07\u5361\uff0c\u66f4\u5927\u89c4\u6a21\u7684 10 \u4e07\u3001\u6570\u5341\u4e07\u5361\u96c6\u7fa4\u7684\u5efa\u8bbe\u300c\u65f6\u4e0d\u6211\u5f85\u300d\u3002<\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u65e0\u8bba\u662f\u4e3a\u73b0\u9636\u6bb5\u8d85\u5927\u89c4\u6a21\u6a21\u578b\u7684\u8bad\u7ec3\u63d0\u4f9b\u7b97\u529b\u652f\u6491\uff0c\u8fd8\u662f\u63a8\u52a8\u5927\u6a21\u578b\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u843d\u5730\u666e\u53ca\u3001\u4ee5\u53ca\u52a0\u901f\u672a\u6765 AGI \u65f6\u4ee3\u7684\u66f4\u5feb\u5230\u6765\uff0c\u96c6\u7fa4\u7684\u4f5c\u7528\u4f3c\u4e4e\u5df2\u7ecf\u65e0\u53ef\u53d6\u4ee3\uff0c\u5bf9\u4e8e\u4f01\u4e1a\u4f9d\u6258\u5927\u6a21\u578b\u7684\u667a\u80fd\u5316\u8f6c\u578b\u4e5f\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>\u663e\u7136\uff0c\u767e\u5ea6\u65e9\u5728 2021 \u5e74\u5c31\u610f\u8bc6\u5230\u4e86\u8fd9\u4e00\u70b9\uff0c\u901a\u8fc7\u5168\u65b9\u4f4d\u5e03\u5c40\u767e\u8238 AI \u5f02\u6784\u8ba1\u7b97\u5e73\u53f0\u6765\u5efa\u8bbe\u5927\u6a21\u578b\u65f6\u4ee3\u7684 AI \u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u5728\u7b97\u529b\u3001\u901a\u4fe1\u3001\u80fd\u6548\u7b49\u65b9\u9762\u7684\u6301\u7eed\u4f18\u5316\u4e2d\u6784\u7b51\u8d77\u66f4\u575a\u5b9e\u7684 AI \u751f\u6001\u53d1\u5c55\u57fa\u77f3\u3002<\/section>\n<section><\/section>\n<section>\u767e\u8238 4.0 \u7684\u5168\u65b0\u53d1\u5e03\uff0c\u65e2\u6709\u52a9\u4e8e\u589e\u5f3a\u767e\u5ea6 AI \u57fa\u7840\u8bbe\u65bd\u7684\u53ef\u6301\u7eed\u6027\u4e0e\u9886\u5148\u6027\uff0c\u8fd8\u4f1a\u4e3a\u5ba2\u6237\u5728\u4e1a\u52a1\u573a\u666f\u4e2d\u843d\u5730\u5927\u6a21\u578b\u5e94\u7528\u5c3d\u53ef\u80fd\u5730\u964d\u672c\u589e\u6548\uff0c\u66f4\u5bf9\u5927\u6a21\u578b\u5f15\u9886\u7684 AIGC \u7206\u53d1\u4ee5\u53ca AI \u666e\u60e0\u94fa\u5e73\u9053\u8def\u3002<\/section>\n<section><\/section>\n<section>\u672a\u6765\uff0c\u968f\u7740\u96c6\u7fa4\u89c4\u6a21\u7684\u7ee7\u7eed\u6269\u5927\uff0c\u8fd8\u4f1a\u51fa\u73b0\u66f4\u590d\u6742\u7684\u8f6f\u786c\u4ef6\u534f\u540c\u3001\u7b97\u529b<mark data-type=\"tech_methods\" data-id=\"1ef8dd91-7c80-46f2-811e-0722d3d333d4\">\u8c03\u5ea6<\/mark>\u7b49\u95ee\u9898\uff0c\u8fd9\u4e9b\u90fd\u9700\u8981\u901a\u8fc7\u6301\u7eed\u7684\u6280\u672f\u7a81\u7834\u6765\u4e00\u4e00\u514b\u670d\u3002\u9762\u5bf9\u6311\u6218\u66f4\u5927\u7684\u7b97\u529b\u4e4b\u4e89\uff0c\u767e\u8238\u5df2\u7ecf\u505a\u597d\u4e86\u51c6\u5907\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-25-4\" target=\"_blank\">\u5f53\u5927\u6a21\u578bScaling Law\u7ee7\u7eed\uff0c\u4e07\u5361\u96c6\u7fa4\u7b97\u529b\u91ca\u653e\u5728\u300c\u767e\u8238\u300d\u8fd9\u91cc\u627e\u5230\u4e00\u6761\u901a\u9014<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5f53\u5927\u6a21\u578bScaling [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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