{"id":810196,"date":"2026-07-05T12:41:28","date_gmt":"2026-07-05T04:41:28","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=810196"},"modified":"2026-07-05T12:41:28","modified_gmt":"2026-07-05T04:41:28","slug":"openai%e5%a1%8c%e6%88%bf%ef%bc%81scaling-law%e5%8e%9f%e4%bd%9c%e6%9b%9dbug%ef%bc%8c%e4%b8%87%e4%ba%bf%e7%ae%97%e5%8a%9b%e5%85%a8%e7%99%bd%e7%83%a7","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=810196","title":{"rendered":"OpenAI\u584c\u623f\uff01Scaling law\u539f\u4f5c\u66ddbug\uff0c\u4e07\u4ebf\u7b97\u529b\u5168\u767d\u70e7"},"content":{"rendered":"

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u65b0\u667a\u5143\u62a5\u9053<\/strong><\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u3010\u65b0\u667a\u5143\u5bfc\u8bfb\u3011<\/strong>DeepMind\u7814\u7a76\u5458\u6df1\u591c\u7206\u6599\uff1aOpenAI<\/a>\u7684Scaling Law\u539f\u59cb\u8bba\u6587\u7adf\u6709\u81f4\u547dbug\uff01\u5168\u7403AI\u767d\u767d\u70e7\u6389\u4e07\u4ebf\u7b97\u529b\uff0cGPT-3\u5176\u5b9e\u4e25\u91cd\u300c\u865a\u80d6\u300d\u3002<\/p>\n

OpenAI\u8bef\u5bfc\u4e86\u6574\u4e2aAI\u5708\u597d\u51e0\u5e74\uff01<\/p>\n

\u8fc7\u53bb\u4e94\u5e74\uff0c\u6574\u4e2aAI\u884c\u4e1a\u90fd\u88abScaling Law\u63a8\u7740\u5f80\u524d\u51b2\u3002<\/p>\n

\u5965\u7279\u66fc\u575a\u4fe1AGI\u7684\u5e95\u6c14\u5c31\u6765\u81ea\u8fd9\u6761\u66f2\u7ebf\u3002<\/p>\n

\u73b0\u5728\uff0c\u6709\u4eba\u7ad9\u51fa\u6765\u8bf4\uff1a\u8fd9\u6761\u66f2\u7ebf\uff0c\u4e00\u5f00\u59cb\u5c31\u9519\u4e86\u3002<\/p>\n

\u4e0d\u662f\u4e8b\u540e\u8bf8\u845b\u3002\u8bf4\u8fd9\u8bdd\u7684\uff0c\u662f\u5f53\u5e74\u5c31\u5728OpenAI\u505a\u5927\u6a21\u578b\u4f18\u5316\u7684\u7814\u7a76\u5458Diogo Almeida<\/strong>\u3002<\/p>\n

\u521a\u521a\uff0c\u4ed6\u53d1\u51fa\u4e00\u7bc7\u535a\u5ba2\uff0c\u6807\u9898\u51b7\u5f97\u53d1\u6307\u2014\u2014\u300aScaling Laws, Honestly\u300b\u3002<\/p>\n

\u5f00\u5934\u4e00\u53e5\u76f4\u63a5\u628a\u8bdd\u8bf4\u6b7b\uff1a\u6700\u521d\u90a3\u7248scaling law\u662f\u9519\u7684\uff0c\u56e0\u4e3a\u5b58\u5728\u4e00\u4e2abug\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u4f20\u9001\u95e8\uff1ahttps:\/\/www.completeskeptic.com\/p\/scaling-laws-honestly<\/p>\n

DeepMind\u90a3\u4f4d\u4ee5\u6269\u6563\u6a21\u578b\u5c01\u795e\u7684Sander Dieleman<\/strong>\uff0c\u8f6c\u5934\u5c31\u5728\u63a8\u7279\u4e0a\u628a\u5b83\u9876\u4e86\u4e0a\u53bb\uff0c\u8bf4\u8fd9\u662f\u4e00\u6bb5\u6709\u610f\u601d\u7684LLM\u5f80\u4e8b\uff1a<\/p>\n

\u539f\u59cbscaling law\u56e0\u4e3a\u4e00\u4e2abug\u800c\u9519\u4e86\uff0c\u5927\u6982\u7387\u5bb3\u5f97\u4e1a\u754c\u5728\u4e00\u5806\u300c\u4f53\u91cf\u8fc7\u5927\u3001\u8bad\u7ec3\u4e0d\u8db3\u300d\u7684\u6a21\u578b\u4e0a\uff0c\u767d\u767d\u70e7\u6389\u4e86\u6d77\u91cf\u7b97\u529b\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u4e00\u4e2abug\uff0c\u70e7\u6389\u4e24\u5e74\u3002<\/p>\n

\u5f53bug\u88ab\u6495\u5f00\uff0c\u6211\u4eec\u770b\u5230\u7684\uff0c\u4e0d\u4ec5\u662f\u7b97\u529b\u7684\u9ed1\u6d1e\uff0c\u66f4\u662f\u4e00\u6761\u88ab\u8bed\u8a00\u672c\u8eab\u91cd\u5851\u7684\u3001\u8fdc\u6bd4\u60f3\u8c61\u4e2d\u66f4\u6df1\u523b\u7684\u667a\u80fd\u8fb9\u754c\u3002<\/p>\n

Scaling Law\u7adf\u662fLLM\u7248\u300c\u5730\u5fc3\u8bf4\u300d<\/strong><\/p>\n

2020\u5e74\uff0cOpenAI<\/strong>\u7ed9\u51fa\u7ed3\u8bba\uff1a\u5728\u56fa\u5b9a\u7684\u7b97\u529b\u9884\u7b97\u4e0b\uff0c\u4f60\u5e94\u8be5\u4f18\u5148\u628a\u6a21\u578b\u505a\u5927\uff0c\u800c\u4e0d\u662f\u62ff\u66f4\u591a\u6570\u636e\u53bb\u5582\u5b83\u3002<\/p>\n

\u7528\u516c\u5f0f\u8bf4\uff0c\u6700\u4f18\u53c2\u6570\u91cf\u6b63\u6bd4\u4e8e\u7b97\u529b\u76840.73\u6b21\u65b9\u2014\u2014\u53c2\u6570\uff0c\u662f\u90a3\u4e2a\u66f4\u8be5\u731b\u51b2\u7684\u53d8\u91cf\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u8fd9\u53e5\u8bdd\uff0c\u76f4\u63a5\u5b9a\u4e49\u4e86GPT-3\u90a3\u4e00\u4ee3\u7684\u957f\u76f8\u3002\u5806\u53c2\u6570\u3002\u5f80\u6b7b\u91cc\u5806\u30021750\u4ebf\u3002<\/p>\n

\u5b83\u544a\u8bc9\u5168\u4e16\u754c\u7684\u5f00\u53d1\u8005\uff1a\u522b\u95ee\uff0c\u95ee\u5c31\u662f\u5806\u53c2\u6570\uff1b\u53ea\u8981\u4f60\u628a\u6a21\u578b\u505a\u5f97\u8db3\u591f\u5927\uff0c\u795e\u8ff9\u5c31\u4f1a\u53d1\u751f\u3002<\/p>\n

\u4e24\u5e74\u540e\uff0cDeepMind\u7529\u51faChinchilla<\/strong>\uff0c\u628a\u8fd9\u4e2a\u7ed3\u8bba\u6380\u4e86\u4e2a\u5e95\u671d\u5929\uff1a\u6a21\u578b\u548c\u6570\u636e\uff0c\u5e94\u8be5\u5dee\u4e0d\u591a\u540c\u7b49\u91cd\u8981\u5730\u4e00\u8d77\u653e\u5927\uff0c\u5927\u7ea6\u6bcf\u4e2a\u53c2\u6570\u914d20\u4e2atoken\u624d\u5212\u7b97\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u4ed6\u4eec\u8bad\u4e86\u4e00\u4e2a700\u4ebf\u53c2\u6570\u7684Chinchilla\uff0c\u5582\u4e861.4\u4e07\u4ebftoken\u2014\u2014\u4f53\u91cf\u4e0d\u5230GPT-3\u7684\u4e00\u534a\uff0c\u6570\u636e\u662f\u5b83\u7684\u56db\u500d\u591a\u3002<\/p>\n

\u7ed3\u679c\uff0c\u540c\u6837\u7684\u7b97\u529b\u9884\u7b97\uff0c\u5168\u9762\u53cd\u8d852800\u4ebf\u53c2\u6570\u3001\u5374\u53ea\u5582\u4e863000\u4ebftoken\u7684Gopher\u3002<\/p>\n

\u7ffb\u8bd1\u6210\u4eba\u8bdd\uff1a\u540c\u6837\u4e00\u7b14\u94b1\uff0c\u4e00\u4e2a\u628a\u5b83\u517b\u6210\u4e86"\u865a\u80d6"\u7684\u58ee\u6c49\uff0c\u4e00\u4e2a\u628a\u5b83\u7ec3\u6210\u4e86\u7cbe\u7626\u7684\u62f3\u624b\u3002<\/p>\n

\u62d6\u66f4\u4e09\u5e74\uff0c\u5317\u5927\u6821\u53cb\u7fc1\u8354\u6df1\u5165\u63a2\u8ba8\u4e86\u540e\u7eed\u7814\u7a76\u4e2d\u5bf9\u4e24\u8005\u5dee\u5f02\u7684\u4e3b\u6d41\u89e3\u91ca\uff0c\u5373\u5dee\u5f02\u5728\u4e8e\u4ed6\u4eec\u8ba1\u7b97\u53c2\u6570\u603b\u6570\u7684\u65b9\u5f0f\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u800c\u8fd9\u8fd8\u6ca1\u5b8c\u3002\u5c31\u8fde\u300c\u6b63\u786e\u300d\u7684\u90a3\u4e2aChinchilla\uff0c\u81ea\u5df1\u4e5f\u4e0d\u5e72\u51c0\u3002<\/p>\n

2024\u5e74\uff0cBesiroglu\u7b49\u4eba\u628aChinchilla\u539f\u6587\u7684\u6570\u636e\u70b9\u6252\u51fa\u6765\u91cd\u8dd1\uff0c\u53d1\u73b0\u5b83\u81ea\u5df1\u90a3\u5957\u62df\u5408\u91cc\u4e5f\u85cf\u7740bug:<\/p>\n

\u4f18\u5316\u5668\u91cc\u7684loss\u5c3a\u5ea6\u8bbe\u5f97\u8fc7\u9ad8\uff0c\u628aHuber\u635f\u5931\u6309\u6837\u672c\u6c42\u4e86\u5e73\u5747\u3001\u800c\u4e0d\u662f\u6c42\u548c\uff0c\u5bfc\u81f4\u62df\u5408\u8fc7\u65e9\u7ec8\u6b62\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u7ea0\u6b63bug\u7684\u8bba\u6587\uff0c\u81ea\u5df1\u5e26\u7740\u53e6\u4e00\u4e2abug\u3002<\/p>\n

\u5230\u8fd9\u513f\uff0c\u90a3\u53e5\u88ab\u65e0\u6570\u4eba\u6302\u5728\u5634\u8fb9\u7684\u300c\u7b2c\u4e00\u6027\u539f\u7406\u300d\uff0c\u5ffd\u7136\u6709\u70b9\u7ad9\u4e0d\u4f4f\u4e86\u3002<\/p>\n

\u6240\u8c13Scaling Law\uff0c\u4ece\u6765\u5c31\u4e0d\u662f\u725b\u987f\u4e09\u5b9a\u5f8b\u90a3\u79cd\u94c1\u6253\u7684\u7269\u7406\u89c4\u5f8b\uff0c\u5b83\u53ea\u662f\u4e00\u6761\u7ecf\u9a8c\u62df\u5408\u51fa\u6765\u7684\u66f2\u7ebf\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u5f53Diogo Almeida\u8ba4\u4e3a\u771f\u76f8\u5e76\u975e\u5982\u6b64\uff0c<\/strong>\u4e0d\u662f\u65b9\u6cd5\u4e0d\u4e00\u6837\uff0c\u300c\u662f\u6700\u521d\u90a3\u7248scaling law\u672c\u8eab\u6709\u4e2abug\u3002\u300d<\/p>\n

OpenAI\u4e09\u62db\u9a97\u4e86\u5168\u7403AI\u540c\u884c\uff1f<\/strong><\/p>\n

\u8981\u5236\u9020\u4e00\u4e2a\u8ba9\u5168\u7403AI\u96c6\u4f53\u76f8\u4fe1\u7684\u8c0e\u8a00\uff0c\u53ea\u9700\u8981\u4e09\u6b65\u3002<\/p>\n

\u7b2c\u4e00\u6b65\uff1a\u56da\u7981\u6570\u636e\u3002<\/strong><\/p>\n

OpenAI\u8bba\u6587\u7ed9\u6240\u6709\u6a21\u578b\u2014\u2014\u4e0d\u7ba1\u5b83\u662f\u8fd8\u5728\u5b66\u4e60\u8d70\u8def\u7684\u5b69\u5b50\uff08\u5c0f\u6a21\u578b\uff09\uff0c\u8fd8\u662f\u5df2\u7ecf\u957f\u6210\u5de8\u4eba\u7684\u6a21\u578b\uff0c\u5582\u4e86\u5b8c\u5168\u76f8\u540c\u7684\u300c\u996d\u91cf\u300d\u3002\u5927\u7ea6130B tokens\u6570\u636e\u3002<\/p>\n

\u5c0f\u6a21\u578b\u56e0\u6b64\u88ab\u300c\u5582\u9971\u300d\u751a\u81f3\u300c\u6491\u5230\u300d\uff0c\u800c\u771f\u6b63\u9700\u8981\u6d77\u91cf\u6570\u636e\u6765\u586b\u6ee1\u5176\u5bb9\u91cf\u7684\u5927\u6a21\u578b\uff0c\u5374\u5728\u540c\u4e00token\u9884\u7b97\u4e0b\u4e25\u91cd\u8425\u517b\u4e0d\u826f\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

Chinchilla\u8bba\u6587\u540e\u6765\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff1a\u4ed6\u4eec\u5bf9\u6240\u6709\u6a21\u578b\u4f7f\u7528\u4e86\u300c\u5bf9\u6240\u6709\u6a21\u578b\u4f7f\u7528\u4e86\u56fa\u5b9a\u7684\u8bad\u7ec3Token\u6570\u548c\u5b66\u4e60\u7387\u8c03\u5ea6\u65b9\u6848\u3002\u300d\uff08fixed number of training tokens and learning rate schedule\uff09\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u8fd9\u5c31\u50cf\u8ba9\u5e7c\u513f\u56ed\u5c0f\u670b\u53cb\u548c\u535a\u58eb\u751f\u7528\u540c\u4e00\u5f20\u8bd5\u5377\u3001\u540c\u4e00\u65f6\u95f4\u8003\u8bd5\uff0c\u7136\u540e\u5ba3\u79f0\u300c\u6210\u7ee9\u53ea\u4e0e\u5929\u8d4b\u6709\u5173\u300d\u3002<\/p>\n

\u7b2c\u4e8c\u6b65\uff1a\u63a9\u8033\u76d7\u94c3\u7684LR\u8870\u51cf\u3002<\/strong><\/p>\n

\u4ed6\u4eec\u4f7f\u7528\u4e86\u4f59\u5f26\u5b66\u4e60\u7387\u8870\u51cf\uff08Cosine Decay\uff09\uff0c\u8ba9\u5b66\u4e60\u7387\u5728\u8bad\u7ec3\u63a5\u8fd1\u7ec8\u70b9\u65f6\u5e73\u6ed1\u5730\u8d8b\u8fd1\u4e8e\u96f6\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u8bad\u7ec3\u5feb\u5230\u9884\u8bbe\u7684\u7ec8\u70b9\u65f6\uff0c\u5b66\u4e60\u7387\u88ab\u4eba\u4e3a\u5730\u4e00\u70b9\u70b9\u6441\u5230\u96f6\uff0c\u6a21\u578b\u7684\u8fdb\u6b65\u81ea\u7136\u5c31\u300c\u5e73\u300d\u4e0b\u6765\u4e86\u3002<\/p>\n

\u66f2\u7ebf\u4e00\u8d70\u5e73\uff0c\u770b\u4e0a\u53bb\u5c31\u50cf\uff1a\u8fd9\u6a21\u578b\u5df2\u7ecf\u5b66\u5230\u5934\u4e86\uff0c\u518d\u5582\u4e5f\u6ca1\u7528\u4e86\u3002<\/p>\n

\u7814\u7a76\u8005\u4eec\u4e8e\u662f\u5f97\u51fa\u7ed3\u8bba\uff1a\u300c\u52a0\u6570\u636e\u6ca1\u7528\u4e86\uff0c\u6a21\u578b\u5df2\u7ecf\u9971\u548c\u3002\u300d<\/p>\n

\u8fd9\u4e0d\u662f\u6a21\u578b\u7684\u6781\u9650\uff0c\u8fd9\u662f\u5b66\u4e60\u7387\u628a\u6a21\u578b\u7684\u6210\u957f\u4e4b\u8def\u4eba\u4e3a\u6390\u65ad\u3002\u5b83\u5236\u9020\u51fa\u4e00\u79cd\u5b8c\u7f8e\u7684\u5047\u8c61\uff1a\u6027\u80fd\u5df2\u7ecf\u5230\u8fbe\u5929\u82b1\u677f\uff0c\u518d\u52a0\u6570\u636e\u4e5f\u65e0\u7528\u3002<\/p>\n

\u53ef\u6211\u4eec\u73b0\u5728\u77e5\u9053\uff0c\u90a3\u4e9b\u5927\u6a21\u578b\u6839\u672c\u6ca1\u5230\u5934\u3002<\/p>\n

\u7b2c\u4e09\u6b65\uff1a\u6743\u5a01\u7684\u50b2\u6162\u3002<\/strong><\/p>\n

\u7b2c\u4e09\u6b65\uff0c\u4e5f\u662f\u6700\u9634\u7684\u4e00\u6b65\uff1a\u8bba\u6587\u91cc\u5199\u4e86\u4e00\u53e5\uff0c\u7ed3\u679c\u300c\u57fa\u672c\u4e0d\u53d7\u5b66\u4e60\u7387\u66f2\u7ebf\u5f71\u54cd\u300d\uff08largely independent of learning rate schedule\uff09\u3002<\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u867d\u7136\u5305\u62ec\u5f53\u65f6\u5728OpenAI\u7684Diogo Almeida\u7684\u4e0d\u5c11\u4eba\u90fd\u9690\u7ea6\u611f\u89c9\u5230\u4e0d\u5bf9\u52b2\uff0c\u4f46\u5728\u56fa\u5b9atoken\u4e0a\u9650\u4e0b\uff0c\u8fd9\u4e2a\u7ed3\u8bba\u6280\u672f\u4e0a\u6b63\u786e\u3002<\/p>\n

\u53ef\u5b83\u504f\u504f\u4e0d\u9002\u7528\u4e8escaling law\u771f\u6b63\u60f3\u63cf\u8ff0\u7684\u90a3\u4e2a\u300c\u6570\u636e\u65e0\u9650\u300d\u7684\u7406\u60f3\u4e16\u754c\u3002<\/p>\n

\u4ed6\u4eec\u628a\u6709\u9650\u6761\u4ef6\u4e0b\u7684\u5c40\u90e8\u771f\u7406\uff0c\u5f53\u6210\u4e86\u666e\u9002\u7684\u5b87\u5b99\u6cd5\u5219\u3002<\/p>\n

\u4e09\u6b65\u53e0\u5728\u4e00\u8d77\uff0c\u4f60\u5c31\u5f97\u5230\u4e86\u4e00\u6761\u65e2\u9519\u3001\u53c8\u6781\u96bedebug\u7684\u5b9a\u5f8b\u3002<\/p>\n

\u8fdeDiogo\u81ea\u5df1\u90fd\u627f\u8ba4\uff1a\u5f53\u5e74\u4ed6\u4e5f\u5728OpenAI\u505a\u4f18\u5316\uff0c\u4e5f\u6ca1\u770b\u51fa\u8fd9\u4e2abug\u2014\u2014\u90a3\u6761\u5b66\u4e60\u7387\u66f2\u7ebf\u770b\u7740\u592a\u50cf\u662f\u300c\u7cbe\u5fc3\u8bbe\u5b9a\u300d\u7684\u4e86\uff0c\u8c01\u4f1a\u53bb\u6000\u7591\u5462\u3002<\/p>\n

GPU\u88ab\u767d\u767d\u6d6a\u8d39<\/strong><\/p>\n

\u7b97\u529b\u9519\u914d\u4e25\u91cd<\/strong><\/p>\n

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\u8fd9<\/strong>\u610f\u5473\u7740\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\u91cc\uff0c\u5168\u7403\u6700\u806a\u660e\u7684\u5934\u8111\u3001\u6700\u7a00\u7f3a\u7684\u7b97\u529b\uff0c\u90fd\u6d6a\u8d39\u5728\u4e86\u65e0\u6548\u7684\u89c4\u6a21\u6269\u5f20\u4e0a\u3002<\/p>\n

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\u5982\u679c\u8bf4Bug\u7684\u53d1\u73b0\u8ba9\u4eba\u5fc3\u75db\uff0c\u90a3\u4e48\u968f\u540e\u5f15\u51fa\u7684\u6df1\u5ea6\u53cd\u601d\u5219\u8ba9\u4eba\u4e0d\u5bd2\u800c\u6817\u3002<\/p>\n

\u7814\u7a76\u8005Adam Zachary Wasserman\u6307\u51fa\u4e86\u4e00\u4e2a\u88ab\u6240\u6709\u4eba\u5ffd\u7565\u7684\u76f2\u70b9\uff1a\u5373\u4fbf\u516c\u5f0f\u4fee\u6b63\u4e86\uff0c\u76ee\u524d\u7684Scaling Law\u4e5f\u53ea\u662f\u300c\u82f1\u8bedScaling Law\u300d\u3002<\/strong><\/p>\n

\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

\u4ed6\u505a\u4e86\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u5b9e\u9a8c\uff1a\u7528\u540c\u6837\u7684\u67b6\u6784\u3001\u540c\u6837\u7684\u7b97\u529b\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n

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\"OpenAI\u584c\u623f\uff01Scaling<\/p>\n

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\u6211\u4eec\u672c\u53ef\u4ee5\u63d0\u524d\u4e24\u5e74\u8fdb\u5165\u300c\u9ad8\u6548AI\u300d\u65f6\u4ee3\u3002<\/p>\n

(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"

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