{"id":2063,"date":"2024-12-31T14:26:06","date_gmt":"2024-12-31T06:26:06","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=2063"},"modified":"2024-12-31T14:26:06","modified_gmt":"2024-12-31T06:26:06","slug":"ajj","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/zh_hk\/ajj\/","title":{"rendered":"Amazon SageMaker \u7c21\u4ecb"},"content":{"rendered":"

Amazon SageMaker\u662f\u7531\u4e9e\u99ac\u905c\u7db2\u8def\u670d\u52d9\uff08AWS\uff09\u63d0\u4f9b\u7684\u5168\u9762\u7684\u6a5f\u5668\u5b78\u7fd2\uff08ML\uff09\u5e73\u53f0\uff0c\u65e8\u5728\u5e6b\u52a9\u958b\u767c\u8005\u548c\u8cc7\u6599\u79d1\u5b78\u5bb6\u5feb\u901f\u5efa\u7f6e\u3001\u8a13\u7df4\u3001\u90e8\u7f72\u548c\u7ba1\u7406\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002 SageMaker\u6574\u5408\u4e86\u5f9e\u8cc7\u6599\u6e96\u5099\u5230\u6a21\u578b\u8a13\u7df4\u3001\u8abf\u512a\u548c\u90e8\u7f72\u7684\u4e00\u6574\u5957\u529f\u80fd\uff0c\u65e8\u5728\u7c21\u5316\u6a5f\u5668\u5b78\u7fd2\u6d41\u7a0b\uff0c\u4e26\u52a0\u901fAI\u89e3\u6c7a\u65b9\u6848\u7684\u958b\u767c\u9031\u671f\u3002\u7121\u8ad6\u662f\u521d\u5b78\u8005\u6216\u6709\u7d93\u9a57\u7684\u5c08\u5bb6\uff0cSageMaker\u90fd\u63d0\u4f9b\u4e86\u9069\u5408\u4e0d\u540c\u6280\u80fd\u5c64\u6b21\u7684\u5de5\u5177\u3002<\/p>\n

 <\/p>\n

SageMaker\u7684\u6838\u5fc3\u529f\u80fd<\/strong><\/h3>\n

1\u3001\u8cc7\u6599\u6e96\u5099\u8207\u8655\u7406<\/strong><\/h4>\n

\u8cc7\u6599\u9810\u8655\u7406\u662f\u6a5f\u5668\u5b78\u7fd2\u4e2d\u81f3\u95dc\u91cd\u8981\u7684\u4e00\u6b65\uff0cSageMaker\u63d0\u4f9b\u4e86\u591a\u7a2e\u5de5\u5177\u4f86\u5e6b\u52a9\u4f7f\u7528\u8005\u8655\u7406\u548c\u6e05\u6d17\u8cc7\u6599\u3002<\/p>\n

    \n
  • SageMaker Data Wrangler<\/strong>\uff1a\u4e00\u500b\u53ef\u8996\u5316\u7684\u8cc7\u6599\u6e96\u5099\u5de5\u5177\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u900f\u904e\u62d6\u653e\u64cd\u4f5c\u5c07\u8cc7\u6599\u96c6\u8f09\u5165\u5230\u5e73\u53f0\uff0c\u4e26\u61c9\u7528\u4e0d\u540c\u7684\u6e05\u6d17\u3001\u8f49\u63db\u548c\u805a\u5408\u64cd\u4f5c\u3002\u5b83\u652f\u63f4\u591a\u7a2e\u8cc7\u6599\u4f86\u6e90\uff0c\u5305\u62ecAmazon S3\u3001Redshift\u3001RDS\u7b49\u3002<\/li>\n
  • SageMaker Feature Store<\/strong>\uff1a\u5c08\u70ba\u6a5f\u5668\u5b78\u7fd2\u7279\u5fb5\u7ba1\u7406\u8a2d\u8a08\u7684\u670d\u52d9\uff0c\u80fd\u5920\u5e6b\u52a9\u4f7f\u7528\u8005\u5132\u5b58\u3001\u5171\u4eab\u548c\u91cd\u8907\u4f7f\u7528\u8cc7\u6599\u7279\u5fb5\uff0c\u63d0\u5347\u6a21\u578b\u7684\u4e00\u81f4\u6027\u548c\u6548\u7387\u3002<\/li>\n<\/ul>\n

     <\/p>\n

    \"\"<\/p>\n

     <\/p>\n

    2\u3001\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u8a13\u7df4<\/strong><\/h4>\n

    SageMaker\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u7684\u5de5\u5177\u548c\u8cc7\u6e90\uff0c\u4f7f\u5f97\u6a21\u578b\u7684\u8a13\u7df4\u904e\u7a0b\u66f4\u6709\u6548\u7387\u548c\u81ea\u52d5\u5316\u3002<\/p>\n

      \n
    • \u5167\u5efa\u6f14\u7b97\u6cd5\u548c\u6846\u67b6<\/strong>\uff1aSageMaker\u5167\u5efa\u4e86\u591a\u500b\u9810\u5148\u5efa\u7f6e\u7684\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\uff0c\u5982\u7dda\u6027\u8ff4\u6b78\u3001XGBoost\u3001\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\uff08TensorFlow\u3001PyTorch\u3001MXNet\u7b49\uff09\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\uff0c\u907f\u514d\u4e86\u7de8\u5beb\u8907\u96dc\u7684\u7a0b\u5f0f\u78bc\u3002<\/li>\n
    • SageMaker Autopilot<\/strong>\uff1a\u4e00\u500b\u81ea\u52d5\u5316\u6a5f\u5668\u5b78\u7fd2\uff08AutoML\uff09\u5de5\u5177\uff0c\u53ef\u81ea\u52d5\u5316\u8cc7\u6599\u9810\u8655\u7406\u3001\u7279\u5fb5\u9078\u64c7\u3001\u6a21\u578b\u9078\u64c7\u548c\u8d85\u53c3\u6578\u6700\u4f73\u5316\u7b49\u6b65\u9a5f\uff0c\u5e6b\u52a9\u4f7f\u7528\u8005\u5feb\u901f\u5efa\u7acb\u9ad8\u6548\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002<\/li>\n
    • SageMaker Studio<\/strong>\uff1a\u4e00\u500b\u6574\u5408\u958b\u767c\u74b0\u5883\uff08IDE\uff09\uff0c\u5141\u8a31\u4f7f\u7528\u8005\u9032\u884c\u5be6\u9a57\u3001\u958b\u767c\u548c\u8abf\u8a66\u3002\u5b83\u6574\u5408\u4e86Notebook\u3001\u6a21\u578b\u8a13\u7df4\u3001\u65e5\u8a8c\u8a18\u9304\u3001\u8abf\u512a\u7b49\u529f\u80fd\uff0c\u53ef\u4ee5\u52a0\u901f\u958b\u767c\u9031\u671f\u3002<\/li>\n
    • \u5206\u6563\u5f0f\u8a13\u7df4<\/strong>\uff1aSageMaker\u652f\u63f4\u5927\u898f\u6a21\u5206\u6563\u5f0f\u8a13\u7df4\uff0c\u53ef\u5229\u7528\u591a\u53f0GPU\u6216\u6a5f\u5668\u9032\u884c\u5e73\u884c\u8a13\u7df4\uff0c\u986f\u8457\u7e2e\u77ed\u8a13\u7df4\u6642\u9593\u3002<\/li>\n<\/ul>\n

      3\u3001\u6a21\u578b\u8abf\u512a<\/strong><\/h4>\n

      \u8a13\u7df4\u597d\u7684\u6a21\u578b\u901a\u5e38\u9700\u8981\u9032\u4e00\u6b65\u6700\u4f73\u5316\uff0cSageMaker\u70ba\u4f7f\u7528\u8005\u63d0\u4f9b\u4e86\u591a\u7a2e\u8abf\u512a\u5de5\u5177\u3002<\/p>\n

        \n
      • Hyperparameter Tuning<\/strong>\uff1aSageMaker\u652f\u63f4\u81ea\u52d5\u5316\u7684\u8d85\u53c3\u6578\u8abf\u512a\uff0c\u900f\u904eBayesian\u6700\u4f73\u5316\u6f14\u7b97\u6cd5\u81ea\u52d5\u9078\u64c7\u6700\u4f73\u7684\u8d85\u53c3\u6578\u7d44\u5408\uff0c\u5f9e\u800c\u63d0\u9ad8\u6a21\u578b\u7684\u6548\u80fd\u3002<\/li>\n
      • SageMaker Debugger<\/strong>\uff1a\u4e00\u500b\u5373\u6642\u7684\u76e3\u63a7\u5de5\u5177\uff0c\u80fd\u5920\u81ea\u52d5\u5206\u6790\u8a13\u7df4\u904e\u7a0b\u4e2d\u53ef\u80fd\u51fa\u73fe\u7684\u554f\u984c\uff0c\u4f8b\u5982\u68af\u5ea6\u7206\u70b8\u3001\u904e\u5ea6\u64ec\u5408\u7b49\u3002\u5b83\u80fd\u5920\u63d0\u4f9b\u8a73\u7d30\u7684\u8abf\u8a66\u4fe1\u606f\uff0c\u5e6b\u52a9\u958b\u767c\u8005\u53ca\u6642\u767c\u73fe\u4e26\u89e3\u6c7a\u554f\u984c\u3002<\/li>\n<\/ul>\n

        4\u3001\u6a21\u578b\u90e8\u7f72\u8207\u76e3\u63a7<\/strong><\/h4>\n

        \u4e00\u65e6\u6a21\u578b\u8a13\u7df4\u5b8c\u6210\uff0cSageMaker\u70ba\u4f7f\u7528\u8005\u63d0\u4f9b\u4e86\u65b9\u4fbf\u7684\u6a21\u578b\u90e8\u7f72\u548c\u5373\u6642\u76e3\u63a7\u5de5\u5177\u3002<\/p>\n

          \n
        • SageMaker Endpoints<\/strong>\uff1aSageMaker\u5141\u8a31\u4f7f\u7528\u8005\u5c07\u8a13\u7df4\u597d\u7684\u6a21\u578b\u90e8\u7f72\u70ba\u5373\u6642API\uff0c\u900f\u904e\u7c21\u55ae\u7684\u547c\u53eb\u5c31\u80fd\u5f97\u5230\u9810\u6e2c\u7d50\u679c\u3002\u90e8\u7f72\u6642\u652f\u63f4\u81ea\u52d5\u64f4\u5c55\uff0c\u53ef\u4ee5\u6839\u64da\u8acb\u6c42\u91cf\u8abf\u6574\u8a08\u7b97\u8cc7\u6e90\u3002<\/li>\n
        • SageMaker Model Monitor<\/strong>\uff1a\u7528\u65bc\u76e3\u63a7\u751f\u7522\u74b0\u5883\u4e2d\u7684\u6a21\u578b\u8868\u73fe\uff0c\u5075\u6e2c\u8cc7\u6599\u6f02\u79fb\u3001\u6a21\u578b\u6548\u80fd\u9000\u5316\u7b49\u554f\u984c\uff0c\u5e6b\u52a9\u4f01\u696d\u7dad\u6301\u6a21\u578b\u7684\u9577\u671f\u6709\u6548\u6027\u3002<\/li>\n
        • A\/B\u6e2c\u8a66<\/strong>\uff1aSageMaker\u652f\u63f4\u900f\u904eA\/B\u6e2c\u8a66\u5c0d\u591a\u500b\u6a21\u578b\u7248\u672c\u9032\u884c\u6bd4\u8f03\uff0c\u5f9e\u800c\u9078\u64c7\u6700\u512a\u7684\u6a21\u578b\u9032\u884c\u751f\u7522\u90e8\u7f72\u3002<\/li>\n<\/ul>\n

          5\u3001\u6574\u5408\u8207\u81ea\u52d5\u5316<\/strong><\/h4>\n

          SageMaker\u63d0\u4f9b\u4e86\u8c50\u5bcc\u7684\u6574\u5408\u9078\u9805\uff0c\u5e6b\u52a9\u4f7f\u7528\u8005\u5c07\u6a5f\u5668\u5b78\u7fd2\u529f\u80fd\u6574\u5408\u5230\u696d\u52d9\u6d41\u7a0b\u4e2d\u3002<\/p>\n

            \n
          • SageMaker Pipelines<\/strong>\uff1a\u4e00\u500b\u5b8c\u6574\u7684\u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u6d41\u7a0b\u7ba1\u7406\u5de5\u5177\uff0c\u8b93\u4f7f\u7528\u8005\u53ef\u4ee5\u5efa\u7acb\u3001\u81ea\u52d5\u5316\u548c\u7ba1\u7406\u8cc7\u6599\u8655\u7406\u3001\u6a21\u578b\u8a13\u7df4\u3001\u9a57\u8b49\u548c\u90e8\u7f72\u7b49\u5404\u968e\u6bb5\u7684\u4efb\u52d9\uff0c\u63d0\u5347\u6574\u500b\u6a5f\u5668\u5b78\u7fd2\u751f\u547d\u9031\u671f\u7684\u81ea\u52d5\u5316\u7a0b\u5ea6\u3002<\/li>\n
          • SageMaker Inference<\/strong>\uff1a\u4f7f\u7528\u8005\u53ef\u4ee5\u900f\u904eSageMaker\u5c07\u6a21\u578b\u90e8\u7f72\u5230\u908a\u7de3\u8a2d\u5099\uff08\u5982IoT\u8a2d\u5099\uff09\u6216\u4f7f\u7528\u6279\u6b21\u63a8\u7406\u4f86\u8655\u7406\u5927\u91cf\u96e2\u7dda\u8cc7\u6599\u3002<\/li>\n<\/ul>\n

             <\/p>\n

            SageMaker\u7684\u61c9\u7528\u7a0b\u5f0f\u5834\u666f<\/strong><\/h3>\n

            Amazon SageMaker\u7684\u529f\u80fd\u4f7f\u5f97\u5b83\u80fd\u5920\u5ee3\u6cdb\u61c9\u7528\u65bc\u5404\u500b\u7522\u696d\u548c\u9818\u57df\uff0c\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5178\u578b\u7684\u61c9\u7528\u60c5\u5883\uff1a<\/p>\n

              \n
            • \u91d1\u878d\u696d<\/strong>\uff1aSageMaker\u80fd\u5920\u5e6b\u52a9\u91d1\u878d\u6a5f\u69cb\u9032\u884c\u4fe1\u7528\u8a55\u5206\u3001\u98a8\u96aa\u8a55\u4f30\u3001\u8a50\u6b3a\u5075\u6e2c\u7b49\u4efb\u52d9\u3002\u501f\u52a9\u6a5f\u5668\u5b78\u7fd2\uff0c\u91d1\u878d\u516c\u53f8\u53ef\u4ee5\u5f9e\u5927\u91cf\u7684\u6b77\u53f2\u4ea4\u6613\u8cc7\u6599\u4e2d\u767c\u73fe\u6f5b\u5728\u7684\u98a8\u96aa\u548c\u6a5f\u6703\u3002<\/li>\n
            • \u5065\u5eb7\u91ab\u7642<\/strong>\uff1a\u5728\u91ab\u7642\u9818\u57df\uff0cSageMaker\u53ef\u4ee5\u7528\u4f86\u5206\u6790\u91ab\u7642\u5f71\u50cf\u3001\u75c5\u6b77\u6578\u64da\u548c\u57fa\u56e0\u7d44\u6578\u64da\uff0c\u5e6b\u52a9\u91ab\u751f\u9032\u884c\u75be\u75c5\u9810\u6e2c\u3001\u65e9\u671f\u8a3a\u65b7\u3001\u500b\u4eba\u5316\u6cbb\u7642\u7b49\u3002<\/li>\n
            • \u96f6\u552e\u8207\u96fb\u5b50\u5546\u52d9<\/strong>\uff1aSageMaker\u53ef\u4ee5\u7528\u65bc\u500b\u4eba\u5316\u63a8\u85a6\u7cfb\u7d71\uff0c\u9810\u6e2c\u5546\u54c1\u9700\u6c42\u3001\u5eab\u5b58\u7ba1\u7406\u7b49\u3002\u900f\u904e\u5206\u6790\u7528\u6236\u884c\u70ba\u6578\u64da\uff0c\u96f6\u552e\u5546\u80fd\u5920\u66f4\u7cbe\u78ba\u5730\u9810\u6e2c\u92b7\u552e\u8da8\u52e2\u4e26\u512a\u5316\u5eab\u5b58\u3002<\/li>\n
            • \u88fd\u9020\u696d<\/strong>\uff1a\u5728\u88fd\u9020\u696d\u4e2d\uff0cSageMaker\u88ab\u7528\u4f86\u9032\u884c\u8a2d\u5099\u6545\u969c\u9810\u6e2c\u3001\u54c1\u8cea\u63a7\u5236\u548c\u751f\u7522\u6700\u4f73\u5316\u3002\u6a5f\u5668\u5b78\u7fd2\u53ef\u4ee5\u5e6b\u52a9\u6e1b\u5c11\u505c\u6a5f\u6642\u9593\uff0c\u63d0\u9ad8\u751f\u7522\u6548\u7387\u3002<\/li>\n
            • \u81ea\u52d5\u99d5\u99db<\/strong>\uff1aSageMaker\u88ab\u5ee3\u6cdb\u61c9\u7528\u65bc\u81ea\u52d5\u99d5\u99db\u8eca\u8f1b\u7684\u958b\u767c\uff0c\u900f\u904e\u6df1\u5ea6\u5b78\u7fd2\u5206\u6790\u5f71\u50cf\u6578\u64da\uff0c\u652f\u63f4\u81ea\u52d5\u99d5\u99db\u7cfb\u7d71\u7684\u611f\u77e5\u3001\u6c7a\u7b56\u548c\u63a7\u5236\u3002<\/li>\n<\/ul>\n

               <\/p>\n

              \"\"<\/p>\n

               <\/p>\n

              SageMaker\u7684\u512a\u7f3a\u9ede<\/strong><\/h3>\n

              \u512a\u9ede\uff1a<\/h4>\n
                \n
              • \u5168\u9762\u7684\u529f\u80fd<\/strong>\uff1aSageMaker\u6db5\u84cb\u4e86\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u7684\u6240\u6709\u74b0\u7bc0\uff0c\u5f9e\u8cc7\u6599\u9810\u8655\u7406\u3001\u6a21\u578b\u8a13\u7df4\u5230\u6a21\u578b\u90e8\u7f72\u3001\u76e3\u63a7\u8207\u7ba1\u7406\uff0c\u63d0\u4f9b\u4e86\u4e00\u7ad9\u5f0f\u89e3\u6c7a\u65b9\u6848\u3002<\/li>\n
              • \u81ea\u52d5\u5316\u652f\u63f4<\/strong>\uff1a\u900f\u904eSageMaker Autopilot\u548c\u8d85\u53c3\u6578\u8abf\u512a\u7b49\u5de5\u5177\uff0c\u6a5f\u5668\u5b78\u7fd2\u6d41\u7a0b\u66f4\u52a0\u81ea\u52d5\u5316\uff0c\u964d\u4f4e\u4e86\u5c0d\u5c08\u5bb6\u7684\u4f9d\u8cf4\u3002<\/li>\n
              • \u53ef\u64f4\u5c55\u6027<\/strong>\uff1aSageMaker\u652f\u63f4\u5206\u6563\u5f0f\u8a13\u7df4\u548c\u81ea\u52d5\u64f4\u5c55\uff0c\u80fd\u5920\u8655\u7406\u5927\u898f\u6a21\u8cc7\u6599\u548c\u9ad8\u6548\u80fd\u9700\u6c42\u3002<\/li>\n
              • \u7121\u7e2b\u6574\u5408AWS\u751f\u614b\u7cfb\u7d71<\/strong>\uff1aSageMaker\u8207AWS\u7684\u5176\u4ed6\u670d\u52d9\uff08\u5982S3\u3001EC2\u3001Lambda\u7b49\uff09\u7121\u7e2b\u96c6\u6210\uff0c\u65b9\u4fbf\u9032\u884c\u8cc7\u6599\u5132\u5b58\u3001\u904b\u7b97\u8cc7\u6e90\u7ba1\u7406\u548c\u670d\u52d9\u547c\u53eb\u3002<\/li>\n<\/ul>\n

                \u7f3a\u9ede\uff1a<\/h4>\n
                  \n
                • \u6210\u672c\u554f\u984c<\/strong>\uff1a\u5118\u7ba1SageMaker\u63d0\u4f9b\u4e86\u8a31\u591a\u5f37\u5927\u7684\u529f\u80fd\uff0c\u4f46\u5c0d\u65bc\u5c0f\u578b\u4f01\u696d\u548c\u65b0\u5275\u516c\u53f8\u4f86\u8aaa\uff0c\u6a5f\u5668\u5b78\u7fd2\u6240\u9700\u7684\u904b\u7b97\u8cc7\u6e90\u548c\u5132\u5b58\u8cbb\u7528\u53ef\u80fd\u76f8\u5c0d\u8f03\u9ad8\u3002<\/li>\n
                • \u5b78\u7fd2\u66f2\u7dda<\/strong>\uff1a\u5c0d\u65bc\u521d\u5b78\u8005\u4f86\u8aaa\uff0cSageMaker\u63d0\u4f9b\u7684\u529f\u80fd\u975e\u5e38\u8c50\u5bcc\uff0c\u53ef\u80fd\u6703\u6709\u4e00\u5b9a\u7684\u5b78\u7fd2\u66f2\u7dda\u3002\u5118\u7ba1\u6709\u8a31\u591a\u81ea\u52d5\u5316\u5de5\u5177\uff0c\u4f46\u638c\u63e1\u548c\u7406\u89e3\u9019\u4e9b\u5de5\u5177\u4ecd\u7136\u9700\u8981\u6642\u9593\u548c\u5be6\u8e10\u3002<\/li>\n<\/ul>\n

                   <\/p>\n

                  \u603b\u7ed3<\/strong><\/h3>\n

                  Amazon SageMaker\u662f\u4e00\u500b\u529f\u80fd\u5f37\u5927\u7684\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0\uff0c\u65e8\u5728\u70ba\u958b\u767c\u8005\u3001\u8cc7\u6599\u79d1\u5b78\u5bb6\u548c\u4f01\u696d\u63d0\u4f9b\u7c21\u5316\u7684\u6a5f\u5668\u5b78\u7fd2\u6d41\u7a0b\u3002\u5b83\u4e0d\u50c5\u5e6b\u52a9\u4f7f\u7528\u8005\u5f9e\u982d\u5230\u5c3e\u7ba1\u7406\u6a5f\u5668\u5b78\u7fd2\u751f\u547d\u9031\u671f\uff0c\u9084\u900f\u904e\u81ea\u52d5\u5316\u5de5\u5177\u548c\u8207AWS\u5176\u4ed6\u670d\u52d9\u7684\u96c6\u6210\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u6548\u7387\u3002\u7121\u8ad6\u662f\u521d\u5b78\u8005\u6216\u8cc7\u6df1\u5c08\u5bb6\uff0cSageMaker\u90fd\u80fd\u70ba\u4ed6\u5011\u63d0\u4f9b\u5408\u9069\u7684\u5de5\u5177\u548c\u8cc7\u6e90\u4f86\u52a0\u901f\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u7684\u958b\u767c\u8207\u90e8\u7f72\u3002\u7136\u800c\uff0c\u5c0d\u65bc\u8cc7\u6e90\u8f03\u70ba\u7dca\u5f35\u7684\u5718\u968a\u4f86\u8aaa\uff0c\u6210\u672c\u554f\u984c\u53ef\u80fd\u662f\u9700\u8981\u8003\u616e\u7684\u56e0\u7d20\u3002<\/p>\n

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