{"id":1966,"date":"2023-07-10T08:56:21","date_gmt":"2023-07-10T00:56:21","guid":{"rendered":""},"modified":"2023-07-10T08:56:21","modified_gmt":"2023-07-10T00:56:21","slug":"","status":"publish","type":"post","link":"http:\/\/www.idea2003.com\/dongtai\/1966.html","title":{"rendered":"\u7ea2\u6749\u7b49\u4e00\u7ebf\u8d44\u672c\u4e91\u96c6\uff0cHugging Face\u662f\u600e\u4e48\u6210\u4e3aAI\u521b\u9020\u529b\u4e2d\u5fc3\u7684\uff1f"},"content":{"rendered":"
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Face\u7684\u8bf4\u6cd5\uff0cTransformers\u63d0\u4f9b\u4e86API\uff0c\u53ef\u4ee5\u8f7b\u677e\u4e0b\u8f7d\u548c\u8bad\u7ec3\u6700\u5148\u8fdb\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u53ef\u4ee5\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3001\u51cf\u5c11\u78b3\u8db3\u8ff9\uff0c\u5e76\u8282\u7701\u5927\u91cf\u8bad\u7ec3\u6a21\u578b\u7684\u65f6\u95f4\u3002<\/p>\n Hugging Face \u63d0\u4f9b\u4e86\u4e00\u4e2a\u514d\u8d39\u589e\u503c\u6a21\u578b\uff0c\u5ba2\u6237\u53ef\u4ee5\u4f7f\u7528\u5176\u63a8\u7406API\uff0c\u83b7\u5f97\u57fa\u7840\u7684AI\u63a8\u7406\u80fd\u529b\u4ee5\u53ca\u514d\u8d39\u7684\u793e\u533a\u652f\u6301\uff1b\u5176\u4ed8\u8d39\u670d\u52a1\u5141\u8bb8\u5ba2\u6237\u8f7b\u677e\u8bad\u7ec3\u6a21\u578b\uff0c\u63d0\u9ad8\u63a8\u7406API\u7684\u6027\u80fd\u7b49\u3002<\/p>\n 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\u5bf9\u4e8eDelangue\uff0c\u90a3\u4e00\u523b\u771f\u6b63\u7684\u6fc0\u52a8\u4eba\u5fc3\u7684\u4e0d\u4ec5\u4ec5\u662f\u4ed6\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u5de5\u4f5c\u6548\u679c\uff0c\u66f4\u91cd\u8981\u7684\u662f\u4ed6\u770b\u5230\u4e86\u673a\u5668\u5b66\u4e60\u4ee5\u65b0\u65b9\u5f0f\u8fde\u63a5\u4eba\u4e0e\u4eba\u7684\u6f5c\u529b\u3002<\/p>\n \u201c\u4e24\u4e2a\u4ece\u672a\u89c1\u8fc7\u9762\u7684\u4eba\u2014\u2014\u4e00\u4f4d\u6cd5\u56fd\u6781\u5ba2\u5de5\u7a0b\u5e08\u548c\u8fd9\u4f4d\u7f8e\u56fd\u7845\u8c37\u7684\u5bb6\u4f19\u2014\u2014\u4ed6\u4eec\u56e0\u4e3a\u673a\u5668\u5b66\u4e60\u53d1\u73b0\u4ed6\u4eec\u5176\u5b9e\u559c\u6b22\u540c\u4e00\u4e2a\u996e\u6599\u54c1\u724c\u3002\u201d Delangue\u8bf4\u3002\u6beb\u65e0\u7591\u95ee\uff0c\u673a\u5668\u5b66\u4e60\u6709\u5de8\u5927\u7684\u6f5c\u529b\u2014\u2014\u4f46\u662f\u5f53\u4e0e\u7528\u6237\u793e\u533a\u4e00\u540c\u5f00\u53d1\u65f6\uff0c\u5b83\u7684\u6f5c\u529b\u66f4\u5927\u3002<\/p>\n \u5728\u79bb\u5f00Moodstocks\u4e4b\u540e\uff0cDelangue\u5728\u4e00\u4e9b\u521d\u521b\u516c\u53f8\u4e2d\u8d1f\u8d23\u4ea7\u54c1\u548c\u5e02\u573a\u8425\u9500\u5de5\u4f5c\u3002<\/p>\n 2016\u5e74\uff0c\u4ed6\u6e34\u671b\u518d\u6b21\u4e3a\u81ea\u5df1\u505a\u70b9\u4ec0\u4e48\u3002\u5728\u7ebd\u7ea6\uff0c\u4ed6\u4e0eJulien Chaumond\uff08\u4e00\u4f4d\u5728\u6cd5\u56fd\u7ecf\u6d4e\u90e8\u95e8\u5de5\u4f5c\u7684\u8ba1\u7b97\u673a\u5de5\u7a0b\u5e08\uff09\u8054\u7cfb\u4e0a\u4e86\u3002\u4ed6\u8ba4\u8bc6Julien\u591a\u5e74\uff0cJulien\u662f\u4e00\u4f4d\u7cbe\u82f1\u6570\u5b66\u5bb6\uff0c\u4e5f\u662f\u4ed6\u7684\u670b\u53cb\uff0c\u4e24\u4eba\u957f\u4e45\u4ee5\u6765\u90fd\u5bf9\u5f7c\u6b64\u6709\u7740\u4e13\u4e1a\u4e0a\u7684\u8ba4\u53ef\u4e0e\u5c0a\u91cd\u3002<\/p>\n \u4e24\u4eba\u51b3\u5b9a\u4e00\u8d77\u53c2\u52a0\u65af\u5766\u798f\u5927\u5b66\u7684\u5728\u7ebf\u5de5\u7a0b\u8bfe\u7a0b\uff0c\u5e76\u5982\u4ed6\u4eec\u4e00\u8d2f\u7684\u65b9\u5f0f\uff0c\u805a\u96c6\u4e86\u4e09\u5341\u591a\u4eba\u7684\u5b66\u4e60\u5c0f\u7ec4\uff0cThomas Wolf\uff08\u4e00\u4f4d\u53d7\u8fc7\u79d1\u5b66\u8bad\u7ec3\u7684\u4e13\u5229\u5f8b\u5e08\uff09\u5c31\u662f\u5176\u4e2d\u4e4b\u4e00\u3002\u5728\u8bfe\u7a0b\u7ed3\u675f\u65f6\uff0cJulien\u548cDelangue\u9080\u8bf7Thomas\u4e0e\u4ed6\u4eec\u4e00\u8d77\u5de5\u4f5c\u3002<\/p>\n \u4ed6\u4eec\u5171\u540c\u8bbe\u5b9a\u7684\u76ee\u6807\u662f\u89e3\u51b3\u673a\u5668\u5b66\u4e60\u9886\u57df\u4e2d\u4e00\u4e2a\u6700\u4e3a\u68d8\u624b\u7684\u95ee\u9898\uff1a\u5229\u7528NLP\u6280\u672f\uff0c\u6784\u5efa\u4e00\u4e2a\u5f00\u653e\u9886\u57df\u7684\u3001\u4f1a\u8bdd\u5f0f\u7684AI\u804a\u5929\u673a\u5668\u4eba\u3002\u4e00\u4e2a\u53ef\u4ee5\u548c\u4f60\u8c08\u8bba\u4efb\u4f55\u4e8b\u60c5\u7684\u673a\u5668\u4eba\u3002Siri\u4ece2011\u5e74\u5f00\u59cb\u51fa\u73b0\uff1bAlexa\u4ece2014\u5e74\u5f00\u59cb\u3002\u201c\u5b83\u4eec\u6781\u5176\u65e0\u804a\uff0c\u53ea\u4f1a\u505a\u751f\u4ea7\u529b\u76f8\u5173\u7684\u4e8b\u60c5\u3002\u6211\u4eec\u5bf9\u5efa\u7acb\u4e00\u4e2a\u6709\u8da3\u7684\u4f1a\u8bdd\u5f0fAI\u611f\u5230\u5174\u594b\u3002\u201dDelangue\u8bf4\u3002<\/p>\n \u57282023\u5e74\uff0c\u6253\u9020\u4e00\u4e2a\u4eba\u6027\u5316\u7684\u804a\u5929\u673a\u5668\u4eba\u542c\u8d77\u6765\u50cf\u662f\u4e00\u4e2a\u663e\u800c\u6613\u89c1\u7684\u76ee\u6807\u3002\u4f46\u57282016\u5e74\uff0c\u4f9d\u8d56\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u5b66\u4e60\u7684NLP\u9886\u57df\uff08\u4e0e\u8fc7\u53bb\u57fa\u4e8e\u7edf\u8ba1\u3001\u89c4\u5219\u7684NLP\u76f8\u6bd4\uff09\u8fd8\u5904\u4e8e\u840c\u82bd\u9636\u6bb5\uff0c\u4ed6\u4eec\u7684\u76ee\u6807\u51e0\u4e4e\u63a5\u8fd1\u79d1\u5e7b\u3002\u804a\u5929\u673a\u5668\u4eba\u9700\u8981\u6574\u5408\u591a\u79cd\u5b66\u4e60\u6a21\u578b\uff0c\u8fdb\u884c\u4fe1\u606f\u63d0\u53d6\uff0c\u7406\u89e3\u60c5\u611f\uff0c\u5e76\u751f\u6210\u7b54\u6848\u3002<\/p>\n \u8fd9\u4e9b\u6a21\u578b\u9700\u8981\u5bf9\u5927\u91cf\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u7ba1\u7406\u8fd9\u4e9b\u6570\u636e\uff08\u5305\u62ec\u5982\u4f55\u6536\u96c6\u8db3\u591f\u7684\u6570\u636e\uff0c\u6807\u8bb0\u5b83\uff0c\u6258\u7ba1\u5b83\uff09\u662f\u4ed6\u4eec\u9762\u4e34\u7684\u9996\u4e2a\u91cd\u5927\u6311\u6218\u3002\u6b63\u662f\u5bf9\u4e0d\u53ef\u80fd\u7684\u6311\u6218\uff0c\u4f7f\u5f97Hugging Face\u8d70\u4e0a\u4e86\u5f53\u524d\u7684\u8f68\u9053\uff0c\u6210\u4e3a\u5168\u7403\u6700\u5927\u7684\u5f00\u6e90AI\u793e\u533a\u3002<\/p>\n \u4ece\u4e00\u5f00\u59cb\uff0cHugging Face\u56e2\u961f\u5c31\u5c55\u73b0\u51fa\u5c5e\u4e8e\u5f00\u6e90\u793e\u533a\u7279\u6709\u7684\u6177\u6168\u548c\u6c11\u4e3b\u7cbe\u795e\uff0cDelangue\u548c\u4ed6\u7684\u8054\u5408\u521b\u59cb\u4eba\u8d4b\u4e88\u5458\u5de5\u6743\u529b\uff0c\u62e5\u6709\u4ed6\u4eec\u81ea\u5df1\u7684\u4ea7\u54c1\uff0c\u4e3a\u4ed6\u4eec\u7684\u804a\u5929\u673a\u5668\u4eba\u521b\u5efa\u548c\u53d1\u5e03\u529f\u80fd\u3002<\/p>\n \u6700\u7ec8\uff0c\u8fd9\u4e2a\u673a\u5668\u4eba\u6d3b\u8dc3\u5728\u793e\u4ea4\u7f51\u7edc\u3001\u79fb\u52a8APP\u4e0a\uff0c\u7528\u6237\u4eec\u53d1\u9001\u4e86\u8d85\u8fc7\u5341\u4ebf\u6761\u4fe1\u606f\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u5b83\u91c7\u7528\u4e86\u5f00\u6e90\u7684\u7b56\u7565\u3002<\/p>\n \u53d1\u5e03\u81ea\u5b9a\u4e49\u7248\u672cBERT\u6a21\u578b\u7684\u5c1d\u8bd5<\/strong><\/p>\n \u8ba9Hugging Face\u8f6c\u578b\u5f00\u6e90\u793e\u533a<\/strong><\/p>\n \u6ca1\u6709\u4ec0\u4e48\u65f6\u523b\u80fd\u6bd4Hugging Face\u53d1\u5e03\u5176\u81ea\u5b9a\u4e49\u7248\u672c\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578bBERT\uff08\u4e00\u79cd\u57fa\u4e8eTransfomer\u7684\u53d8\u79cd\u6a21\u578b\uff09\u66f4\u597d\u5730\u4f53\u73b0\u8fd9\u79cd\u7cbe\u795e\u4e86\u3002<\/p>\n \u5f53\u65f6\uff0c\u673a\u5668\u5b66\u4e60\u7684\u8fdb\u6b65\u5e38\u5e38\u901a\u8fc7\u5197\u6742\u3001\u7406\u8bba\u6027\u7684\u5b66\u672f\u6587\u7ae0\u4f20\u8fbe\u3002\u4f8b\u5982\uff0c\u5f53Google\u57282018\u5e7410\u6708\u9996\u6b21\u53d1\u5e03BERT\u65f6\uff0c\u5b83\u5bf9\u5927\u591a\u6570\u7528\u6237\u6765\u8bf4\u8fc7\u4e8e\u590d\u6742\uff0c\u800c\u4e14BERT\u53ea\u5728Google\u7684TensorFlow\u5e73\u53f0\u4e0a\u53ef\u7528\u3002<\/p>\n Hugging Face\u56e2\u961f\u5e0c\u671bBERT\u80fd\u88ab\u66f4\u591a\u5f00\u53d1\u8005\u548c\u7528\u6237\u4f7f\u7528\u3002\u4e00\u5468\u5185\uff0c\u4ed6\u4eec\u521b\u5efa\u4e86\u4e00\u4e2a\u53ef\u4ee5\u4f7f\u7528PyTorch\u673a\u5668\u5b66\u4e60\u6846\u67b6\u7684BERT\u5de5\u4f5c\u7248\u672c\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u5c06\u5176\u8f6c\u5316\u4e3a\u5f00\u6e90\uff0c\u5e76\u5728Github\u4e0a\u514d\u8d39\u8d60\u9001\u7ed9\u4efb\u4f55\u60f3\u8981\u4f7f\u7528\u6216\u8fdb\u4e00\u6b65\u5fae\u8c03\u548c\u4fee\u6539\u5b83\u7684\u4eba\u3002<\/p>\n \u201c\u90a3\u662f\u4e2a\u5206\u6c34\u5cad\u65f6\u523b\u201d\uff0c Hugging Face\u5728\u7ea2\u6749\u8d44\u672c\u7684\u4e3b\u7ba1\u6295\u8d44\u4ebaPat Grady\u8bf4\uff0c\u201c\u4eba\u4eec\u90fd\u5728\u8bf4\uff0c\u2018\u6211\u7684\u5929\uff0c\u6211\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e2a\u6700\u65b0\u7684\u8bed\u8a00\u6a21\u578b\u3002\u2019\u4ee5\u524d\u8fd9\u662f\u4e0d\u53ef\u80fd\u7684\u3002\u8fd9\u8ba9Hugging Face\u5728\u5f53\u65f6\u89c4\u6a21\u8fd8\u5f88\u5c0f\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4eba\u7fa4\u4e2d\u6210\u4e3a\u4e86\u82f1\u96c4\u3002\u201d \u5f53Grady\u540e\u6765\u95eeDelangue\u662f\u4ec0\u4e48\u6fc0\u53d1\u4ed6\u4eec\u628aBERT\u53d1\u5e03\u7ed9\u5168\u4e16\u754c\u7684\uff0c\u4ed6\u88ab\u4ed6\u7684\u7b54\u6848\u7684\u76f4\u63a5\u6027\u6240\u6253\u52a8\u3002\u201c\u6211\u4eec\u53ea\u662f\u89c9\u5f97\uff0c\u8fd9\u662f\u8bb8\u591a\u4eba\u4f1a\u559c\u6b22\u4f7f\u7528\u7684\u4e1c\u897f\u201d\uff0cDelangue\u56de\u7b54\u3002<\/p>\n Delangue\u4e5f\u5728\u4e0e20VC\u4e3b\u7ba1\u4ebaHarry\u8bbf\u8c08\u65f6\u804a\u5230\u4e86\u5f00\u6e90\u5bf9AI\u7684\u91cd\u8981\u6027\uff1a\u201cAI\u7684\u5927\u90e8\u5206\u8fdb\u6b65\u90fd\u662f\u57fa\u4e8e\u5f00\u653e\u79d1\u5b66\u548c\u5f00\u6e90\u7684\uff0c\u56e0\u4e3aAI\u7684\u5f00\u653e\uff0c\u6240\u6709\u4eba\u90fd\u80fd\u7528\u6700\u65b0\u7b97\u6cd5\u642d\u5efa\u5e94\u7528\uff0c\u8fd9\u5f62\u6210\u4e86\u975e\u5e38\u6709\u8da3\u7684\u6b63\u53cd\u9988\u548c\u6539\u8fdb\uff0c\u4e13\u5bb6\u5b9e\u9a8c\u7684\u5faa\u73af\u4f7f\u6211\u4eec\u80fd\u591f\u975e\u5e38\u5feb\u901f\u7684\u63a8\u8fdbAI\u7684\u53d1\u5c55\u3002\u6ca1\u6709\u5f00\u653e\u79d1\u5b66\uff0c\u6ca1\u6709\u5f00\u6e90\uff0c\u6ca1\u6709Google\u5206\u4eab\u4ed6\u4eec\u7684\u300aAttention Is All You Need\u300b\u8bba\u6587\uff0c\u5206\u4eab\u4ed6\u4eec\u7684Bert\u8bba\u6587\uff0c\u4e5f\u8bb8AI\u53d1\u5c55\u7684\u8fdb\u5ea6\u4f1a\u6bd4\u73b0\u5728\u6162\u5f88\u591a\u5e74\u3002<\/p>\n \u673a\u5668\u5b66\u4e60\u793e\u533a\u5bf9\u81ea\u5b9a\u4e49\u7248\u672cBERT\u6a21\u578b\u7684\u53cd\u5e94\u8bc1\u5b9e\u4e86Delangue\u591a\u5e74\u524d\u5728\u90fd\u67cf\u6797\u5927\u5b66\u65f6\u7684\u611f\u89c9\u2014\u2014\u5206\u4eab\u77e5\u8bc6\u5bf9\u6bcf\u4e2a\u4eba\u90fd\u6709\u76ca\u3002\u90a3\u65f6\uff0cHugging Face\u7684\u4f7f\u547d\u6539\u53d8\u4e86\u3002Delangue\u548c\u4ed6\u7684\u8054\u5408\u521b\u59cb\u4eba\u51b3\u5b9a\u5f00\u59cb\u5206\u4eab\u4ed6\u4eec\u5728\u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\u8fc7\u7a0b\u4e2d\u5b66\u5230\u7684\u5173\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u6240\u6709\u4e1c\u897f\u3002\u6e10\u6e10\u5730\uff0c\u4ed6\u4eec\u5f00\u59cb\u6210\u4e3a\u5de5\u7a0b\u5e08\u3001\u7814\u7a76\u4eba\u5458\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u7231\u597d\u8005\u7684\u9996\u9009\u8d44\u6e90\u3002<\/p>\n \u5728\u6784\u5efa\u4ed6\u4eec\u7684BERT\u9002\u914d\u7248\u7684\u8fc7\u7a0b\u4e2d\uff0cDelangue\u548c\u4ed6\u7684\u56e2\u961f\u6210\u4e3aTransformer\u6a21\u578b\u7684\u4e13\u5bb6\u3002\u6240\u6709\u7684AI\u6a21\u578b\u90fd\u63a5\u53d7\u5927\u91cf\u6570\u636e\u7684\u8bad\u7ec3\uff0cTransformer\u80fd\u4ece\u672a\u6807\u8bb0\u7684\u6570\u636e\u4e2d\u4ea7\u751f\u4f18\u79c0\u7684\u7ed3\u679c\u3002\u8fd9\u79cd\u65e0\u76d1\u7763\u5b66\u4e60\u5f62\u5f0f\u4e3a\u6570\u636e\u7ba1\u7406\u5458\u8282\u7701\u4e86\u5927\u91cf\u7684\u65f6\u95f4\uff0c\u5e76\u4f7f\u66f4\u591a\u7684\u6570\u636e\u53ef\u7528\u4e8e\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u3002<\/p>\n Hugging Face\u56e2\u961f\u770b\u5230\u4e86Transformer\u7684\u6f5c\u529b\uff0c\u5e76\u5c06Hugging Face\u5efa\u7acb\u4e3a\u5f00\u53d1\u5b83\u4eec\u7684\u9996\u9009\u5f00\u6e90\u4e2d\u5fc3\u3002\u673a\u5668\u5b66\u4e60\u793e\u533a\u4e5f\u6ce8\u610f\u5230\u4e86\u8fd9\u4e00\u70b9\u2014\u2014\u7f16\u7a0b\u8005\u548c\u7814\u7a76\u8005\u5f00\u59cb\u6d8c\u5411Hugging Face\uff0c\u4ed6\u4eec\u5e26\u6765\u65b0\u7684\u6d1e\u5bdf\u548c\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4f7f\u5927\u91cf\u7684\u673a\u5668\u5b66\u4e60\u9879\u76ee\u548c\u5de5\u5177\u4e92\u76f8\u5f71\u54cd\u3002<\/p>\n \u5982\u4eca\uff0c\u4efb\u4f55\u60f3\u8981\u4f7f\u7528Transformer\u7684\u4eba\u90fd\u53ef\u4ee5\u5728Hugging Face\u8bbf\u95ee\u7ea620\u4e07\u79cd\u4e0d\u540c\u7684\u516c\u5171\u6a21\u578b\u3002<\/p>\n Delangue\u610f\u8bc6\u5230\uff0c\u9274\u4e8e\u8fd9\u4e9b\u5de5\u5177\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u7406\u89e3\u5b83\u4eec\u9700\u8981\u4e00\u4e2a\u793e\u533a\uff1a\u56f4\u7ed5\u5171\u540c\u76ee\u6807\u3001\u9700\u6c42\u548c\u4ef7\u503c\u89c2\u7ec4\u7ec7\u8d77\u6765\u7684\u4eba\u4eec\u3002<\/p>\n 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Delangue\u8ba4\u4e3a\uff0c\u5bf9\u5c1a\u672a\u5b9e\u73b0\u7684\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u5d1b\u8d77\u7684\u62c5\u5fe7\u662f\u9519\u4f4d\u7684\u3002<\/p>\n \u4ed6\u540c\u610fAndrej Karpathy\uff0c\uff08\u524d\u7279\u65af\u62c9AI\u603b\u76d1\uff0c\u73b0\u5728\u662fOpenAI\u7684\u4eba\u5de5\u667a\u80fd\u4e13\u5bb6\uff09\u4e8e2017\u5e74\u63d0\u51fa\u7684\u89c2\u70b9\u2014\u2014AI\u662fSoftware 2.0\u3002\u5728\u8fd9\u4e2a\u89c2\u70b9\u4e2d\uff0cAI\u662f\u73b0\u4ee3\u4e16\u754c\u8fd0\u4f5c\u65b9\u5f0f\u7684\u91cd\u5927\u8fdb\u6b65\uff0c\u5b83\u4e5f\u5df2\u7ecf\u5f00\u59cb\u5851\u9020\u7ecf\u6d4e\u3002\u4f46\u662f\uff0c\u5b83\u4e0d\u662f\u4e07\u80fd\u7684\u3002<\/p>\n 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