{"id":64942,"date":"2020-05-28T17:27:45","date_gmt":"2020-05-28T09:27:45","guid":{"rendered":"http:\/\/www.homejamesfinance.com\/?p=64942"},"modified":"2020-05-28T17:28:01","modified_gmt":"2020-05-28T09:28:01","slug":"amazon-sagemaker%e6%89%ab%e6%b8%85%e4%ba%86%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e7%9a%84%e9%9a%9c%e7%a2%8d%ef%bc%8c%e7%bb%99%e4%ba%86%e6%88%91%e4%bb%ac%e4%b8%80%e6%8a%8a%e5%bc%80%e5%90%af%e6%99%ba","status":"publish","type":"post","link":"https:\/\/www.homejamesfinance.com\/p\/64942.html","title":{"rendered":"Amazon SageMaker\u626b\u6e05\u4e86\u673a\u5668\u5b66\u4e60\u7684\u969c\u788d\uff0c\u7ed9\u4e86\u6211\u4eec\u4e00\u628a\u5f00\u542f\u667a\u80fd\u65f6\u4ee3\u7684\u94a5\u5319"},"content":{"rendered":"\n

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\"\"<\/figure>\n\n\n\n

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1\uff0c\u8fd9\u9879\u529f\u80fd\u8ba9AWS\u7684\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u5e73\u53f0\u5e7f\u53d7\u8ba4\u53ef<\/h5>\n\n\n\n

2017\u5e74\uff0cAWS\u9996\u6b21\u53d1\u5e03\u4e86Amazon SageMaker\uff0c\u6b64\u540e\u7ecf\u5386\u4e86\u6570\u4e0d\u6e05\u7684\u8fed\u4ee3\uff0c2018\u5e74\uff0c\u6211\u66fe\u5c1d\u8bd5\u7528SageMaker\u8bad\u7ec3\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u6a21\u578b\uff0c\u5f53\u65f6\u5bf9\u4e8eSageMaker\u7684\u4e3b\u8981\u5370\u8c61\u662f\uff0c\u8fd9\u662f\u4e00\u4e2a\u6258\u7ba1\u4e86Jupyter Notebook\u7684\u670d\u52a1\uff0c\u53ef\u4ee5\u8c03\u7528AWS\u4e91\u7684\u5404\u79cd\u8d44\u6e90\uff0c\u4f46\u5b9e\u9645\u4e0a\u6211\u4e2a\u4eba\u7535\u8111\u4e0a\u5b89\u88c5\u4e00\u4e2aAnaconda\u96c6\u6210\u7684\u670d\u52a1\u4e5f\u80fd\u8fbe\u5230\u7c7b\u4f3c\u7684\u6548\u679c\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

2019\u5e74\u5e74\u672b\uff0cAWS\u63a8\u51fa\u4e86Amazon SageMaker Studio\u4e4b\u540e\uff0cAWS\u7684\u4e91\u4e0aAI\u8bad\u7ec3\u670d\u52a1\u624d\u6709\u4e86\u5e94\u8be5\u6709\u7684\u6837\u5b50\uff0c\u5176\u4e2d\u65b0\u589e\u7684SageMaker Autopilot\uff08Autopilot-\u4e2d\u6587\u53ef\u8bd1\u4f5c\u81ea\u52a8\u9a7e\u9a76\uff09\u81ea\u52a8\u5316\u7684\u673a\u5668\u5b66\u4e60\u4ee4\u4eba\u773c\u524d\u4e3a\u4e4b\u4e00\u4eae\u3002<\/p>\n\n\n\n

Gartner\u5bf9\u4e8eSageMaker Autopilot\u8bc4\u4ef7\u975e\u5e38\u9ad8\uff0c\u5728Gartner\u53d1\u5e03\u300a\u4e91AI\u5f00\u53d1\u8005\u670d\u52a1\u9b54\u529b\u8c61\u9650\u300b\u4e2d\uff0cAWS\u88ab\u8bc4\u4e3a\u9886\u5bfc\u8005\uff0c\u4e3b\u8981\u539f\u56e0\u5c31\u662f\u63a8\u51fa\u4e86\u5e7f\u53d7\u597d\u8bc4\u7684SageMaker Autopilot\u3002<\/p>\n\n\n\n

SageMaker Autopilot\u4f5c\u4e3aSageMaker\u7684\u660e\u661f\u7ea7\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u4ece\u6570\u636e\u9884\u5904\u7406\u3001\u7b97\u6cd5\u9009\u62e9\u3001\u8bad\u7ec3\u5230\u6700\u540e\u6a21\u578b\u8bad\u7ec3\u7684\u5168\u6d41\u7a0b\uff0c\u53ea\u9700\u8f93\u5165\u9700\u8981\u7528\u6765\u8bad\u7ec3\u7684\u6570\u636e\uff0c\u9009\u62e9\u8981\u9884\u6d4b\u7684\u662f\u4ec0\u4e48\uff0c\u7136\u540e\u4e00\u5207\u90fd\u4ea4\u7ed9\u5b83\u81ea\u52a8\u6765\u5b8c\u6210\uff0c\u8fc7\u7a0b\u4e2d\u4f1a\u81ea\u52a8\u751f\u6210\u5f88\u591a\u6a21\u578b\u3002<\/p>\n\n\n\n

SageMaker Autopilot\u7684\u51fa\u73b0\u8ba9\u4ec0\u4e48\u90fd\u4e0d\u61c2\u7684\u4eba\u4e5f\u6709\u673a\u4f1a\u81ea\u5df1\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\uff0c\u7136\u540e\u4e86\u89e3\u673a\u5668\u5b66\u4e60\u7684\u539f\u7406\uff0c\u4f5c\u4e3a\u7a0d\u5fae\u4e86\u89e3\u4e00\u4e9b\u673a\u5668\u5b66\u4e60\u7684\u4eba\uff0c\u5e94\u8be5\u77e5\u9053SageMaker Autopilot\u5e2e\u6211\u4eec\u89e3\u51b3\u4e86\u5f88\u591a\u7e41\u7410\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

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SageMaker Autopilot\u81ea\u52a8\u5316\u80fd\u529b\u5728\u8fd9\u91cc\u5145\u5206\u5f97\u5230\u4e86\u4f53\u73b0\uff0c\u5728\u6570\u636e\u51c6\u5907\u9636\u6bb5\u80fd\u81ea\u52a8\u5b8c\u6210\u6570\u636e\u7684\u5904\u7406\uff0c\u7b97\u6cd5\u9009\u62e9\u9636\u6bb5\u4f1a\u81ea\u52a8\u6309\u7167\u6570\u636e\u7684\u7279\u5f81\u6765\u9009\u62e9\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f1a\u8bb0\u5f55\u8bad\u7ec3\u7684\u4e00\u4e9b\u7ec6\u8282\uff0c\u53ef\u4ee5\u81ea\u5b9a\u4e49\u4e00\u4e9b\u89c4\u5219\uff0c\u6bd4\u5982\u5f53\u51fa\u73b0\u8fc7\u62df\u5408\u548c\u8fc7\u5ea6\u8bad\u7ec3\u540e\u4f1a\u62a5\u8b66\u63d0\u793a\u3002<\/p>\n\n\n\n

SageMaker Autopilot\u4f1a\u81ea\u52a8\u8f93\u51fa\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u6a21\u578b\uff0c\u751f\u6210\u8fc7\u7a0b\u5bf9\u7528\u6237\u53ef\u89c1\uff0c\u800c\u4e14\u53ef\u4ee5\u63a7\u5236\u548c\u8c03\u6574\u4f18\u5316\uff0c\u751f\u6210\u7684\u6a21\u578b\u5728\u4e00\u4e9b\u5de5\u5177\u652f\u6301\u4e0b\u6765\u5b9e\u73b0\u53ef\u79fb\u690d\u6027\uff0c\u80fd\u90e8\u7f72\u5728\u4e91\u7aef\uff0c\u4e5f\u80fd\u90e8\u7f72\u5728\u8fb9\u7f18\u7aef\u7b49\u4efb\u4f55\u60f3\u8fd0\u884c\u7a0b\u5e8f\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n

SageMaker Autopilot\u8ba9AWS\u7684\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u5e73\u53f0\u5e7f\u53d7\u8ba4\u53ef\uff0c\u8fd9\u7b97\u662f\u673a\u5668\u5b66\u4e60\u5de5\u5177\u4e2d\u975e\u5e38\u9ad8\u7ea7\u7684\u4e00\u79cd\uff0c\u4f46\u5bf9\u4e8e\u666e\u901a\u7528\u6237\u6765\u8bf4\uff0cSageMaker\u8fd8\u6709\u5f88\u591a\u4e0d\u90a3\u4e48\u60ca\u8273\uff0c\u4f46\u5f88\u5b9e\u7528\u7684\u6280\u80fd\u3002<\/p>\n\n\n\n

2\uff0cSagaMaker\u626b\u6e05\u673a\u5668\u5b66\u4e60\u7684\u969c\u788d<\/h5>\n\n\n\n

\u81ea\u52a8\u9a7e\u9a76\u4e0d\u80fd\u53d6\u4ee3\u4eba\u7c7b\u53f8\u673a\uff0cSageMaker Autopilot\u4e5f\u5e76\u4e0d\u80fd\u53d6\u4ee3\u771f\u6b63\u4e13\u4e1a\u7684\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u6570\u636e\u79d1\u5b66\u5bb6\u8981\u6c42\u5bf9\u6574\u4e2a\u673a\u5668\u5b66\u4e60\u7684\u8bad\u7ec3\u8fc7\u7a0b\u6709\u66f4\u5f3a\u7684\u638c\u63a7\u80fd\u529b\uff0c\u800cSagaMaker\u80fd\u4e3a\u6570\u636e\u79d1\u5b66\u5bb6\u63d0\u4f9b\u8bb8\u591a\u4fbf\u5229\u6027\uff0c\u5728\u6211\u770b\u6765\uff0c\u5927\u6982\u6709\u4ee5\u4e0b\u51e0\u70b9\u3002<\/p>\n\n\n\n

\u7701\u53bb\u914d\u7f6e\u73af\u5883\u7684\u9ebb\u70e6\u3002SagaMaker\u96c6\u6210\u4e86\u5b8c\u5907\u7684\u673a\u5668\u5b66\u4e60\u8fd0\u884c\u73af\u5883\uff0c\u652f\u6301\u5404\u79cd\u4e3b\u6d41\u7684\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u5305\u62ec\u5de5\u4e1a\u754c\u6700\u5e38\u7528\u7684TensorFlow\uff0c\u5b66\u672f\u754c\u66f4\u559c\u6b22\u7684PyTorch\uff0c\u4ee5\u53caAWS\u66f4\u63a8\u5d07\u7684MXNET\u3002AWS\u5728\u6258\u7ba1\u7684Jupyter NoteBook\u91cc\u63d0\u4f9b\u8fd9\u4e00\u96c6\u6210\u73af\u5883\uff0c\u7701\u53bb\u914d\u7f6e\u73af\u5883\u7684\u9ebb\u70e6\u3002<\/p>\n\n\n\n

\u53ec\u4e4b\u5373\u6765\u7684\u5f39\u6027\u8d44\u6e90\u3002\u8bf4\u5230\u5e95\uff0cAWS\u8fd8\u662f\u51fa\u552e\u8d44\u6e90\u670d\u52a1\u7684\uff0cAWS\u5e73\u53f0\u4e0a\u80fd\u63d0\u4f9b\u591a\u79cd\u591a\u6837\u7684\u8d44\u6e90\uff0c\u7528\u4e8e\u5b58\u50a8\u8bad\u7ec3\u6570\u636e\u7684S3\uff0c\u8ba1\u7b97\u65b9\u9762\u80fd\u63d0\u4f9b\u5404\u79cd\u5b9e\u4f8b\uff0c\u5404\u79cd\u8d44\u6e90\u53ef\u4ee5\u547c\u4e4b\u5373\u6765\uff0c\u4ece\u4f7f\u7528\u7684\u89d2\u5ea6\u770b\uff0cAWS\u4e0d\u65ad\u4f18\u5316\u8d44\u6e90\u5206\u914d\u7684\u7075\u6d3b\u6027\u548c\u4fbf\u6377\u6027\uff0c\u6bd4\u5982\uff0c\u53ef\u4ee5\u968f\u65f6\u8f7b\u677e\u7684\u8c03\u6574\u6258\u7ba1Jupyter NoteBook\u5b9e\u4f8b\u7684\u7b97\u529b\u914d\u7f6e\uff0c\u800c\u4e0d\u7528\u5728\u672c\u5730\u4e0d\u505c\u7684\u6362\u8ba1\u7b97\u8bbe\u5907\uff0c\u8fd9\u70b9\u975e\u5e38\u6709\u5438\u5f15\u529b\u3002<\/p>\n\n\n\n

\u4e00\u7ad9\u5f0f\u7684\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u73af\u5883\u3002Amazon SageMaker Studio\uff08\u4ee5\u4e0b\u7b80\u79f0Studio\uff09\u662f\u4e00\u4e2a\u9762\u5411\u673a\u5668\u5b66\u4e60\u7684\u96c6\u6210\u5f00\u53d1\u73af\u5883\uff0c\u6d89\u53caSageMaker\u7edd\u5927\u90e8\u5206\u529f\u80fd\uff0c\u5728Studio\u91cc\uff0c\u7528\u6237\u53ef\u4ee5\u50cf\u6240\u6709IDE\u4e00\u6837\u53ef\u4ee5\u67e5\u770b\u548c\u7ec4\u7ec7\u6e90\u4ee3\u7801\u3001\u4f9d\u8d56\u9879\u3001\u6587\u6863\u7b49\uff0c\u900f\u8fc7Studio\u7528\u6237\uff0c\u53ef\u4ee5\u8c03\u7528AWS\u7684\u8d44\u6e90\u6765\u7ec4\u7ec7Notebook\u548c\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fdb\u884c\u8ba8\u8bba\u548c\u534f\u4f5c\uff0c\u800c\u4e14\uff0c\u5728\u6784\u5efa\u3001\u8bad\u7ec3\u3001\u89e3\u91ca\u3001\u68c0\u67e5\u3001\u76d1\u89c6\u3001\u8c03\u8bd5\u548c\u8fd0\u884c\u6a21\u578b\u5404\u65b9\u9762\u90fd\u6709\u8bb8\u591a\u5b9e\u7528\u529f\u80fd\uff0c\u53ef\u4ee5\u8bf4\u662f\u4e00\u4e2a\u4e00\u7ad9\u5f0f\u7684\u670d\u52a1\u3002<\/p>\n\n\n\n

SageMaker\u80fd\u89e3\u51b3\u8bad\u7ec3\u8fc7\u7a0b\u548c\u6a21\u578b\u90e8\u7f72\u65f6\u5019\u7684\u8bb8\u591a\u5b9e\u9645\u95ee\u9898\u3002<\/p>\n\n\n\n

\u8bad\u7ec3\u9636\u6bb5\uff0cSageMaker Experiments\u53ef\u4ee5\u8ddf\u8e2a\u8bb0\u5f55\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u8fed\u4ee3\uff0c\u8bf4\u767d\u4e86\u5c31\u662f\u8bb0\u5f55\u4fee\u6539\u4e00\u4e2a\u53c2\u6570\u6216\u8005\u6570\u503c\u7684\u65f6\u5019\u6a21\u578b\u7684\u53d8\u5316\uff0c\u7531\u4e8e\u8fd9\u79cd\u4fee\u6539\u7684\u6b21\u6570\u5f88\u591a\uff0c\u53c8\u6ca1\u6709\u4e00\u4e2a\u4fbf\u5229\u8bb0\u5f55\u7cfb\u7edf\uff0c\u6240\u4ee5\u5f88\u4e0d\u65b9\u4fbf\uff0cSageMaker Experiments\u81ea\u52a8\u6355\u83b7\u8f93\u5165\u53c2\u6570\u3001\u914d\u7f6e\u548c\u7ed3\u679c\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u6d4f\u89c8\u3001\u56de\u987e\u548c\u6bd4\u8f83\u5b9e\u9a8c\u7ed3\u679c\uff0c\u603b\u4e4b\uff0cSageMaker Experiments\u80fd\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u8fed\u4ee3\u548c\u5f00\u53d1\u6a21\u578b\u3002<\/p>\n\n\n\n

\u8bad\u7ec3\u9636\u6bb5\uff0cSageMaker Debugger\u53ef\u4ee5\u5728\u6a21\u578b\u8bad\u7ec3\u671f\u95f4\u8fdb\u884c\u8c03\u8bd5\u548c\u5206\u6790\uff0c\u8ba9\u5f00\u53d1\u8005\u66f4\u597d\u5730\u7406\u89e3\u6a21\u578b\u3002\u673a\u5668\u5b66\u4e60\u7684\u8bad\u7ec3\u8fc7\u7a0b\u662f\u4e0d\u900f\u660e\u7684\uff0c\u6a21\u578b\u53c8\u65e0\u6cd5\u89e3\u91ca\uff0cSageMaker Debugger\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f1a\u81ea\u52a8\u53d1\u51fa\u6536\u96c6\u5230\u7684\u5173\u952e\u6307\u6807\uff0c\u7528\u6237\u80fd\u770b\u5230\u8bad\u7ec3\u7684\u51c6\u786e\u6027\u548c\u6027\u80fd\uff0c\u5982\u679c\u8bad\u7ec3\u65f6\u5019\u6709\u95ee\u9898\uff0cSageMaker Debugger\u4f1a\u63d0\u4f9b\u8b66\u544a\u548c\u8865\u6551\u5efa\u8bae\uff0cSageMaker Debugger\u4e5f\u53ef\u5e2e\u52a9\u5f00\u53d1\u8005\u89e3\u8bfb\u6a21\u578b\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff0c\u5411\u795e\u7ecf\u7f51\u7edc\u7684\u53ef\u89e3\u91ca\u6027\u8fc8\u51fa\u4e86\u7b2c\u4e00\u6b65\u3002<\/p>\n\n\n\n

\u63a8\u7406\u9636\u6bb5\uff0cSageMaker\u8fd8\u6709\u6a21\u578b\u8fd0\u884c\u72b6\u6001\u76d1\u63a7\u529f\u80fd\uff0c\u5176\u5b9e\u4e3b\u8981\u5c31\u662f\u6982\u5ff5\u6f02\u79fb\u68c0\u6d4b\u529f\u80fd\u3002\u6240\u8c13\u6982\u5ff5\u6f02\u79fb\u901a\u5e38\u662f\u6307\u5f53\u65b0\u8f93\u5165\u7684\u6570\u636e\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u5bfc\u81f4\u6a21\u578b\u9884\u6d4b\u51fa\u73b0\u95ee\u9898\u3002\u6bd4\u5982\uff0c\u4f60\u7528\u590f\u5929\u7684\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u80fd\u9884\u6d4b\u8d85\u5e02\u91cc\u51b0\u68cd\u513f\u9500\u91cf\u7684\u6a21\u578b\uff0c\u5f53\u51ac\u5929\u6765\u4e86\uff0c\u8fd9\u6837\u7684\u9884\u6d4b\u6a21\u578b\u80af\u5b9a\u4f1a\u51fa\u95ee\u9898\uff0c\u6b64\u65f6\uff0cSageMaker Model Monitor\u4f1a\u7ed9\u51fa\u62a5\u8b66\u63d0\u793a\uff0c\u9700\u8981\u5bf9\u6570\u636e\u3001\u53c2\u6570\u6216\u8005\u6a21\u578b\u7b49\u8fdb\u884c\u8c03\u6574\u3002<\/p>\n\n\n\n

SageMaker\u8bbe\u8ba1\u6570\u636e\u5904\u7406\u3001\u8bad\u7ec3\u3001\u63a8\u7406\u7684\u5168\u6d41\u7a0b\uff0c\u7528\u6237\u53ea\u9700\u8fb9\u9645\u8c03\u6574\u81ea\u5df1\u7684\u4ee3\u7801\u5373\u53ef\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u4e91\u4e0aAI\u5f00\u53d1\u5e73\u53f0\uff0cAWS\u7684SageMaker\u4ece\u529f\u80fd\u4e0a\u6765\u8bb2\uff0c\u53ef\u4ee5\u8bf4\u5df2\u7ecf\u975e\u5e38\u5b8c\u5907\u4e86\uff0c\u771f\u6b63\u505a\u5230\u4e86\u8ba9\u6570\u636e\u5f00\u53d1\u8005\u4e13\u6ce8\u4e8e\u5f00\u53d1\u8fd9\u4ef6\u4e8b\u672c\u8eab\u3002<\/p>\n\n\n\n

3\uff0c\u7528\u6237\u4ef7\u503c\uff0c\u7528\u6237\u6848\u4f8b\u4f53\u73b0\u4ef7\u503c<\/h5>\n\n\n\n

2020\u5e745\u6708\uff0cAWS\u5ba3\u5e03Amazon SageMaker\u5728\u4e2d\u56fd\u5b81\u590f\u548c\u5317\u4eac\u4e24\u4e2a\u533a\u53ef\u7528\uff0c\u8fd9\u662f\u5c11\u6709\u4e00\u6b21\u4e0e\u5168\u7403\u51e0\u4e4e\u540c\u6b65\u7684\u4ea7\u54c1\u53d1\u5e03\uff0c\u4e8b\u5b9e\u4e0a\uff0c\u8bb8\u591a\u7528\u6237\u5df2\u7ecf\u4eab\u53d7\u5230\u4e86SageMaker\u5e26\u6765\u7684\u4ef7\u503c\u3002<\/p>\n\n\n\n

\u5927\u5b87\u65e0\u9650\u662f\u4e00\u5bb6\u79fb\u52a8\u5e94\u7528\u5f00\u53d1\u7684\u521d\u521b\u4f01\u4e1a\uff0c\u4e3b\u8981\u9762\u5411\u62c9\u7f8e\u3001\u4e2d\u4e1c\u548c\u4e1c\u5357\u4e9a\u7b49\u65b0\u5174\u5e02\u573a\u56fd\u5bb6\u63d0\u4f9b\u79fb\u52a8\u77ed\u89c6\u9891\u670d\u52a1\uff0c\u7531\u4e8e\u5927\u5b87\u65e0\u9650\u5265\u79bb\u81ea\u8c4c\u8c46\u835a\u7684\u6d77\u5916\u4e8b\u4e1a\u90e8\uff0c\u5728\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\u4e0a\u6709\u8bb8\u591a\u79ef\u7d2f\uff0c\u4e3b\u529b\u4ea7\u54c1Snaptube\u5728\u7528\u6237\u5bf9\u89c6\u9891\u7684\u641c\u7d22\u4ee5\u53ca\u4e0b\u8f7d\u529f\u80fd\u4e0a\u63d0\u4f9b\u4e86\u5f88\u597d\u7684\u7528\u6237\u4f53\u9a8c\uff0cSnaptube\u6708\u6d3b\u7528\u6237\u5df2\u7a81\u78341\u4ebf\uff0c\u65e5\u6d3b\u51e0\u5343\u4e07\u3002<\/p>\n\n\n\n

\u77ed\u89c6\u9891\u70ed\u6f6e\u7206\u53d1\u540e\uff0c2019\u5e74\u4e0a\u534a\u5e74\uff0c\u5927\u5b87\u65e0\u9650\u53c8\u5f00\u53d1\u4e86\u4e00\u4e2a\u53ebZapee\u7684\u77ed\u89c6\u9891\u805a\u5408APP\uff0cAPP\u4e0a\u9664\u4e86\u89c2\u770b\u89c6\u9891\uff0c\u8fd8\u80fd\u591f\u53bb\u4e92\u52a8\u3001\u5206\u4eab\uff0c\u6df1\u53d7\u5e74\u8f7b\u4eba\u559c\u7231\uff0c\u57282019\u5e7411\u6708\u4efd\uff0c\u5b83\u5df2\u7ecf\u7a81\u7834\u4e86\u767e\u4e07\u7684\u65e5\u6d3b\u3002<\/p>\n\n\n\n

\u9762\u5bf9\u6d77\u91cf\u7684\u6570\u636e\u4e0e\u6d77\u91cf\u7684\u7528\u6237\uff0c\u5927\u5b87\u65e0\u9650\u60f3\u6253\u9020\u4e00\u4e2a\u7cbe\u51c6\u7684\u4e2a\u6027\u5316\u5185\u5bb9\u63a8\u8350\u7cfb\u7edf\uff0c\u4f46\u5bf9\u4e8e\u4e00\u4e2a\u521d\u521b\u4f01\u4e1a\u6765\u8bf4\uff0c\u5728\u4eba\u529b\u548c\u65f6\u95f4\u76f8\u5f53\u6709\u9650\u7684\u60c5\u51b5\u4e0b\uff0c\u8981\u6784\u5efa\u4e00\u4e2a\u6ee1\u8db3\u6d77\u91cf\u7528\u6237\u548c\u5343\u4e07\u7ea7\u89c4\u6a21\u7684\u89c6\u9891\u63a8\u8350\u7cfb\u7edf\uff0c\u8981\u9762\u4e34\u7684\u6311\u6218\u975e\u5e38\u5927\u3002<\/p>\n\n\n\n

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