{"id":1405,"date":"2024-11-15T00:00:55","date_gmt":"2024-11-14T16:00:55","guid":{"rendered":"https:\/\/cleardatascience.com\/?p=1405"},"modified":"2024-08-22T12:05:29","modified_gmt":"2024-08-22T04:05:29","slug":"choosing-between-cloudera-and-apache-hadoop-ecosystem-use-cases-and-considerations-2","status":"publish","type":"post","link":"https:\/\/cleardatascience.com\/zh-hant\/choosing-between-cloudera-and-apache-hadoop-ecosystem-use-cases-and-considerations-2\/","title":{"rendered":"\u5728Cloudera\u548cApache Hadoop\u751f\u614b\u7cfb\u7d71\u4e4b\u9593\u9032\u884c\u9078\u64c7\uff1a  \u7528\u4f8b\u548c\u6ce8\u610f\u4e8b\u9805"},"content":{"rendered":"<p>Apache Hadoop<span>\u901a\u904e\u63d0\u4f9b\u4e00\u500b\u958b\u6e90\u6846\u67b6\uff0c\u7528\u65bc\u8de8\u8a08\u7b97\u6a5f\u96c6\u7fa4\u7684\u5206\u6563\u5f0f\u5b58\u5132\u548c\u5927\u578b\u6578\u64da\u96c6\u7684\u8655\u7406\uff0c\u5fb9\u5e95\u6539\u8b8a\u4e86\u5927\u6578\u64da\u8655\u7406\u3002\u53e6\u4e00\u65b9\u9762\uff0c<\/span>Cloudera<span>\u662f\u4e00\u5bb6\u5546\u696d\u4f9b\u61c9\u5546\uff0c\u63d0\u4f9b\u5efa\u7acb\u5728<\/span>Apache Hadoop<span>\u548c\u76f8\u95dc\u958b\u6e90\u5c08\u6848\u4e4b\u4e0a\u7684\u7d9c\u5408\u6578\u64da\u5e73\u81fa\u3002\u8981\u77ad\u89e3\u4f55\u6642\u9078\u64c7<\/span>Cloudera<span>\u6602\u8cb4\u7684\u57fa\u65bc\u8a02\u95b1\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u5229\u7528<\/span>Apache Hadoop<span>\u751f\u614b\u7cfb\u7d71\uff0c\u9700\u8981\u8003\u616e\u5404\u7a2e\u7528\u4f8b\u548c\u7d44\u7e54\u8981\u6c42\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2024\/08\/big-data-data-analysis-data-processing-300x187.png\" alt=\"\" width=\"300\" height=\"187\" class=\"aligncenter size-medium wp-image-1333\" srcset=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2024\/08\/big-data-data-analysis-data-processing-300x187.png 300w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2024\/08\/big-data-data-analysis-data-processing-1024x639.png 1024w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2024\/08\/big-data-data-analysis-data-processing-768x479.png 768w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2024\/08\/big-data-data-analysis-data-processing-1536x958.png 1536w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2024\/08\/big-data-data-analysis-data-processing-2048x1278.png 2048w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>Apache Hadoop<span>\u901a\u904e\u63d0\u4f9b\u4e00\u500b\u958b\u6e90\u6846\u67b6\uff0c\u7528\u65bc\u8de8\u8a08\u7b97\u6a5f\u96c6\u7fa4\u7684\u5206\u6563\u5f0f\u5b58\u5132\u548c\u5927\u578b\u6578\u64da\u96c6\u7684\u8655\u7406\uff0c\u5fb9\u5e95\u6539\u8b8a\u4e86\u5927\u6578\u64da\u8655\u7406\u3002\u53e6\u4e00\u65b9\u9762\uff0c<\/span>Cloudera<span>\u662f\u4e00\u5bb6\u5546\u696d\u4f9b\u61c9\u5546\uff0c\u63d0\u4f9b\u5efa\u7acb\u5728<\/span>Apache Hadoop<span>\u548c\u76f8\u95dc\u958b\u6e90\u5c08\u6848\u4e4b\u4e0a\u7684\u7d9c\u5408\u6578\u64da\u5e73\u81fa\u3002\u8981\u77ad\u89e3\u4f55\u6642\u9078\u64c7<\/span>Cloudera<span>\u6602\u8cb4\u7684\u57fa\u65bc\u8a02\u95b1\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u5229\u7528<\/span>Apache Hadoop<span>\u751f\u614b\u7cfb\u7d71\uff0c\u9700\u8981\u8003\u616e\u5404\u7a2e\u7528\u4f8b\u548c\u7d44\u7e54\u8981\u6c42\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><strong>Cloudera <span>\u8a02\u95b1\u7684\u7528\u4f8b<\/span><\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p><strong>1.\u00a0 \u4f01\u696d\u652f\u63f4\u548c<\/strong><strong>SLA<span>\uff1a<\/span><\/strong>\u9700\u8981\u5f37\u5927\u7684\u6280\u8853\u652f\u63f4\u3001\u670d\u52d9\u7d1a\u5225\u5354\u5b9a \uff08SLA<span>\uff09 \u548c\u4f01\u696d\u7d1a\u53ef\u9760\u6027\u7684\u516c\u53f8\u61c9\u8003\u616e<\/span> Cloudera<span>\u3002<\/span>Cloudera <span>\u63d0\u4f9b\u5168\u9762\u7684\u652f\u63f4\uff0c\u5305\u62ec\u6545\u969c\u6392\u9664\u3001\u6027\u80fd\u8abf\u512a\u548c\u5b89\u5168\u66f4\u65b0\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong>\u8655\u7406\u654f\u611f\u5ba2\u6236\u6578\u64da\u7684\u5927\u578b\u91d1\u878d\u6a5f\u69cb\u9700\u8981 24\/7 <span>\u5168\u5929\u5019\u6280\u8853\u652f\u63f4\u548c\u6700\u77ed\u505c\u6a5f\u6642\u9593\u7684\u4fdd\u8b49\uff0c\u9019\u4f7f\u5f97<\/span> Cloudera <span>\u7684\u8a02\u95b1\u5c0d\u65bc\u7dad\u6301\u904b\u71df\u548c\u76e3\u7ba1\u5408\u898f\u6027\u5f88\u6709\u50f9\u503c\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>2. \u9ad8\u7d1a\u5b89\u5168\u548c\u6cbb\u7406\uff1a<\/strong>\u9700\u8981\u589e\u5f37\u5b89\u5168\u529f\u80fd\u7684\u7d44\u7e54\uff0c\u4f8b\u5982\u7d30\u7c92\u5ea6\u8a2a\u554f\u63a7\u5236\u3001\u6578\u64da\u52a0\u5bc6\u548c\u9075\u5b88\u884c\u696d\u6cd5\u898f\uff08\u4f8b\u5982 GDPR<span>\u3001<\/span>HIPAA<span>\uff09\uff0c\u53ef\u80fd\u66f4\u559c\u6b61<\/span> Cloudera <span>\u7684\u4f01\u696d\u89e3\u6c7a\u65b9\u6848\u3002<\/span>Cloudera <span>\u63d0\u4f9b\u6574\u5408\u7684\u5b89\u5168\u529f\u80fd\u548c\u6cbb\u7406\u5de5\u5177\uff0c\u53ef\u7c21\u5316\u6578\u64da\u4fdd\u8b77\u548c\u5408\u898f\u6027\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong>\u7ba1\u7406\u96fb\u5b50\u5065\u5eb7\u8a18\u9304 \uff08EHR<span>\uff09 \u7684\u91ab\u7642\u4fdd\u5065\u63d0\u4f9b\u8005\u5fc5\u9808\u9075\u5b88\u56b4\u683c\u7684\u6578\u64da\u96b1\u79c1\u6cd5\u898f\u3002<\/span>Cloudera <span>\u7684\u9ad8\u7d1a\u5b89\u5168\u529f\u80fd\u548c\u5be9\u8a08\u529f\u80fd\u53ef\u78ba\u4fdd\u6578\u64da\u6a5f\u5bc6\u6027\u4e26\u9075\u5b88\u91ab\u7642\u4fdd\u5065\u6cd5\u5f8b\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>3. \u53ef\u64f4\u5c55\u6027\u548c\u6027\u80fd\uff1a<\/strong>\u8655\u7406\u5927\u91cf\u6578\u64da\u96c6\u4e26\u9700\u8981\u9ad8\u53ef\u64f4\u5145\u6027\u3001\u6027\u80fd\u512a\u5316\u548c\u8cc7\u6e90\u7ba1\u7406\u80fd\u529b\u7684\u4f01\u696d\u53ef\u80fd\u6703\u5f9e Cloudera <span>\u7684\u5e73\u81fa\u4e2d\u53d7\u76ca\u3002<\/span>Cloudera <span>\u7684\u7ba1\u7406\u5de5\u5177\u53ef\u5be6\u73fe\u9ad8\u6548\u7684\u96c6\u7fa4\u7ba1\u7406\u3001\u5de5\u4f5c\u8ca0\u8f09\u8abf\u5ea6\u548c\u8cc7\u6e90\u5206\u914d\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong>\u4e00\u500b\u5168\u7403\u96fb\u5b50\u5546\u52d9\u5e73\u53f0\u5728\u92b7\u552e\u6d3b\u52d5\u671f\u9593\u9047\u5230\u9700\u6c42\u6ce2\u52d5\u3002Cloudera<span>\u7684\u5e73\u81fa\u6709\u52a9\u65bc\u52d5\u614b\u64f4\u5c55\u8cc7\u6e90\u4ee5\u8655\u7406\u5cf0\u503c\u5de5\u4f5c\u8ca0\u8f09\uff0c\u5f9e\u800c\u78ba\u4fdd\u6700\u4f73\u6027\u80fd\u548c\u5ba2\u6236\u9ad4\u9a57\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2><strong>Apache Hadoop <span>\u751f\u614b\u7cfb\u7d71\u7684\u4f7f\u7528\u6848\u4f8b<\/span><\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p><strong>1. \u6ce8\u91cd\u6210\u672c\u7684\u7d44\u7e54\uff1a<\/strong>\u521d\u5275\u516c\u53f8\u3001\u4e2d\u5c0f\u578b\u4f01\u696d \uff08SME<span>\uff09 \u6216\u6709\u9810\u7b97\u9650\u5236\u7684\u7d44\u7e54\u53ef\u80fd\u6703\u767c\u73fe<\/span>Apache Hadoop<span>\u7684\u958b\u6e90\u6027\u8cea\u5f88\u6709\u5438\u5f15\u529b\u3002<\/span>Apache Hadoop <span>\u63d0\u4f9b\u5206\u6563\u5f0f\u5b58\u5132 \uff08<\/span>HDFS<span>\uff09 \u548c\u8655\u7406 \uff08<\/span>MapReduce<span>\uff09 \u7684\u6838\u5fc3\u529f\u80fd\uff0c\u7121\u9700\u8a31\u53ef\u6210\u672c\uff0c\u5f9e\u800c\u6700\u5927\u9650\u5ea6\u5730\u6e1b\u5c11\u521d\u59cb\u6295\u8cc7\u548c\u6301\u7e8c\u8cbb\u7528\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong>\u4e00\u5bb6\u958b\u767c\u6578\u64da\u9a45\u52d5\u61c9\u7528\u7a0b\u5f0f\u7684\u521d\u5275\u516c\u53f8\u5e0c\u671b\u5728\u8a66\u9a57\u5206\u6563\u5f0f\u8a08\u7b97\u529f\u80fd\u7684\u540c\u6642\u6700\u5927\u9650\u5ea6\u5730\u964d\u4f4e\u57fa\u790e\u8a2d\u65bd\u6210\u672c\u3002Apache Hadoop<span>\u70ba\u539f\u578b\u8a2d\u8a08\u548c\u65e9\u671f\u958b\u767c\u63d0\u4f9b\u4e86\u4e00\u7a2e\u7d93\u6fdf\u9ad8\u6548\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>2. \u5b9a\u88fd\u548c\u9748\u6d3b\u6027\uff1a<\/strong>\u9700\u8981\u5b9a\u88fd\u548c\u9748\u6d3b\u6027\u4ee5\u8207\u5176\u4ed6\u958b\u6e90\u6280\u8853\u96c6\u6210\u3001\u69cb\u5efa\u5b9a\u88fd\u89e3\u6c7a\u65b9\u6848\u6216\u8a66\u9a57\u65b0\u8208\u6846\u67b6\uff08\u4f8b\u5982 Apache Spark<span>\u3001<\/span>Apache Hive<span>\uff09\u7684\u516c\u53f8\u53ef\u80fd\u66f4\u559c\u6b61<\/span> Apache Hadoop <span>\u751f\u614b\u7cfb\u7d71\u3002\u958b\u6e90\u5c08\u6848\u63d0\u4f9b\u5ee3\u6cdb\u7684\u793e\u5340\u652f\u6301\u3001\u983b\u7e41\u7684\u66f4\u65b0\u548c\u5b9a\u88fd\u6a5f\u6703\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong>\u4e00\u5bb6\u7814\u7a76\u6a5f\u69cb\u6b63\u5728\u63a2\u7d22\u6a5f\u5668\u5b78\u7fd2\u7684\u65b0\u6f14\u7b97\u6cd5\uff0c\u4ed6\u5011\u9078\u64c7Apache Hadoop<span>\u8207<\/span>Apache Spark<span>\u96c6\u6210\u4e26\u958b\u767c\u81ea\u5b9a\u7fa9\u6578\u64da\u8655\u7406\u7ba1\u9053\u3002\u958b\u6e90\u5de5\u5177\u7684\u9748\u6d3b\u6027\u4f7f\u7814\u7a76\u4eba\u54e1\u80fd\u5920\u5feb\u901f\u5275\u65b0\u548c\u53cd\u8986\u904b\u7b97\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>3. \u6559\u80b2\u548c\u7814\u7a76\u6a5f\u69cb\uff1a<\/strong>\u9810\u7b97\u6709\u9650\u4f46\u6578\u64da\u8655\u7406\u9700\u6c42\u5de8\u5927\u7684\u5b78\u8853\u6a5f\u69cb\u3001\u7814\u7a76\u5be6\u9a57\u5ba4\u548c\u975e\u71df\u5229\u7d44\u7e54\u901a\u5e38\u5229\u7528Apache Hadoop<span>\u3002\u958b\u6e90\u5de5\u5177\u70ba\u5b78\u751f\u3001\u7814\u7a76\u4eba\u54e1\u548c\u958b\u767c\u4eba\u54e1\u63d0\u4f9b\u4e86\u4e00\u500b\u5b78\u7fd2\u5e73\u81fa\uff0c\u8b93\u4ed6\u5011\u7372\u5f97\u5206\u6563\u5f0f\u8a08\u7b97\u548c\u5927\u6578\u64da\u5206\u6790\u7684\u5be6\u8e10\u7d93\u9a57\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong>\u67d0\u5927\u5b78\u4f7f\u7528Apache Hadoop<span>\u96c6\u7fa4\u4f86\u652f\u63f4\u57fa\u56e0\u7d44\u5b78\u3001\u74b0\u5883\u79d1\u5b78\u548c\u793e\u4ea4\u7db2\u8def\u5206\u6790\u7b49\u9818\u57df\u7684\u7814\u7a76\u5c08\u6848\u3002<\/span>Apache Hadoop<span>\u7684\u53ef\u64f4\u5c55\u6027\u548c\u7d93\u6fdf\u6027\u4f7f\u7814\u7a76\u4eba\u54e1\u80fd\u5920\u6709\u6548\u5730\u8655\u7406\u548c\u5206\u6790\u5927\u578b\u6578\u64da\u96c6\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2><strong>\u6c7a\u7b56\u7684\u8003\u616e\u56e0\u7d20<\/strong><\/h2>\n<ul>\n<li>\u9810\u7b97\u548c\u6210\u672c\u7ba1\u7406\uff1a\u8a55\u4f30\u7e3d\u64c1\u6709\u6210\u672c \uff08TCO<span>\uff09\uff0c\u8003\u616e\u8207<\/span> Cloudera <span>\u8207<\/span> Apache Hadoop <span>\u76f8\u95dc\u7684\u8a31\u53ef\u8cbb\u7528\u3001\u57fa\u790e\u8a2d\u65bd\u6210\u672c\u548c\u6301\u7e8c\u7dad\u8b77\u8cbb\u7528\u3002<\/span><\/li>\n<li>\u6280\u8853\u5c08\u9577\uff1a\u8a55\u4f30\u53ef\u7528\u65bc\u7ba1\u7406\u548c\u512a\u5316 Hadoop <span>\u751f\u614b\u7cfb\u7d71\u7684\u5167\u90e8\u5c08\u696d\u77e5\u8b58\u548c\u8cc7\u6e90\u3002<\/span>Cloudera<span>\u7684\u5e73\u81fa\u63d0\u4f9b\u96c6\u6210\u7684\u7ba1\u7406\u5de5\u5177\u548c\u652f\u6301\u670d\u52d9\uff0c\u800c<\/span>Apache Hadoop<span>\u9700\u8981\u66f4\u591a\u7684\u5be6\u969b\u914d\u7f6e\u548c\u7ba1\u7406\u3002<\/span><\/li>\n<li>\u6cd5\u898f\u548c\u5408\u898f\u6027\u8981\u6c42\uff1a\u78ba\u5b9a Cloudera <span>\u7684\u4f01\u696d\u529f\u80fd\uff08\u5982\u9ad8\u7d1a\u5b89\u5168\u6027\u3001\u5be9\u8a08\u8ddf\u8e64\u548c\u5408\u898f\u6027\u8a8d\u8b49\uff09\u662f\u5426\u662f\u6eff\u8db3\u76e3\u7ba1\u7fa9\u52d9\u6240\u5fc5\u9700\u7684\u3002<\/span><\/li>\n<li>\u53ef\u64f4\u5c55\u6027\u548c\u672a\u4f86\u589e\u9577\uff1a\u8003\u616e\u672a\u4f86\u7684\u53ef\u64f4\u5145\u6027\u9700\u6c42\u4ee5\u53ca\u5c0d\u5373\u6642\u6578\u64da\u8655\u7406\u3001\u6a5f\u5668\u5b78\u7fd2\u6216\u6d41\u5206\u6790\u7b49\u9ad8\u7d1a\u529f\u80fd\u7684\u9700\u6c42\uff0cCloudera<span>\u53ef\u80fd\u6bd4\u57fa\u672c\u7684<\/span>Apache Hadoop<span>\u90e8\u7f72\u66f4\u5168\u9762\u5730\u652f\u6301\u9019\u4e9b\u529f\u80fd\u3002<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2><strong>\u7d50\u8ad6 <\/strong><\/h2>\n<p>\u5728Cloudera<span>\u57fa\u65bc\u8a02\u95b1\u7684\u89e3\u6c7a\u65b9\u6848\u548c<\/span>Apache Hadoop<span>\u751f\u614b\u7cfb\u7d71\u4e4b\u9593\u9032\u884c\u9078\u64c7\u53d6\u6c7a\u65bc\u7279\u5b9a\u7684\u7d44\u7e54\u9700\u6c42\u3001\u9810\u7b97\u8003\u616e\u3001\u6280\u8853\u80fd\u529b\u548c\u589e\u9577\u76ee\u6a19\u3002\u5c0d\u65bc\u9700\u8981\u4f01\u696d\u7d1a\u652f\u63f4\u3001\u9ad8\u7d1a\u5b89\u5168\u529f\u80fd\u548c\u53ef\u64f4\u5145\u6027\u4ee5\u53ca\u6700\u5c0f\u7ba1\u7406\u958b\u92b7\u7684\u4f01\u696d\uff0c<\/span>Cloudera <span>\u63d0\u4f9b\u4e86\u5de8\u5927\u7684\u50f9\u503c\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9810\u7b97\u6709\u9650\u3001\u6280\u8853\u5c08\u9577\u6709\u9650\u6216\u5c0b\u6c42\u5b9a\u88fd\u548c\u9748\u6d3b\u6027\u7684\u7d44\u7e54\u53ef\u80fd\u6703\u767c\u73fe<\/span>Apache Hadoop<span>\u7684\u958b\u6e90\u751f\u614b\u7cfb\u7d71\u662f\u4e00\u7a2e\u7d93\u6fdf\u9ad8\u6548\u4e14\u9069\u61c9\u6027\u5f37\u7684\u89e3\u6c7a\u65b9\u6848\u3002\u6700\u7d42\uff0c\u8a72\u6c7a\u7b56\u61c9\u8207\u6230\u7565\u696d\u52d9\u76ee\u6a19\u3001\u6cd5\u898f\u8981\u6c42\u548c\u9577\u671f<\/span>IT<span>\u57fa\u790e\u67b6\u69cb\u8a08\u5283\u4fdd\u6301\u4e00\u81f4\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Apache Hadoop\u901a\u904e\u63d0\u4f9b\u4e00\u500b\u958b [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":1334,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"nf_dc_page":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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-5)","background-image":"","background-repeat":"repeat","background-position":"center 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