{"id":47340,"date":"2023-09-11T23:49:12","date_gmt":"2024-02-22T03:06:43","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9b%be%e7%81%b5%e5%a5%96%e5%be%97%e4%b8%bb%e6%8e%a2%e8%ae%a8%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%9a%84%e6%9c%aa%e6%9d%a5\/"},"modified":"2024-05-03T23:17:12","modified_gmt":"2024-05-03T15:17:12","slug":"%e5%9b%be%e7%81%b5%e5%a5%96%e5%be%97%e4%b8%bb%e6%8e%a2%e8%ae%a8%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%9a%84%e6%9c%aa%e6%9d%a5","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9b%be%e7%81%b5%e5%a5%96%e5%be%97%e4%b8%bb%e6%8e%a2%e8%ae%a8%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%9a%84%e6%9c%aa%e6%9d%a5\/","title":{"rendered":"\u56fe\u7075\u5956\u5f97\u4e3b\u63a2\u8ba8\u5927\u6570\u636e\u7684\u672a\u6765"},"content":{"rendered":"<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7dfb913a08637a6a194b\/0-0.jpeg\" alt=\"IMG_1339.JPG\" \/><\/div>\n<p>\u5728\u6211\u4f5c\u4e3aIBM\u963f\u5c14\u9a6c\u767b\u7814\u7a76\u6240\u7684\u6691\u671f\u5b9e\u4e60\u751f\u5de5\u4f5c\u671f\u95f4\uff0c\u8fc8\u514b\u5c14\u00b7\u65af\u901a\u5e03\u96f7\u514b\u5148\u751f\u5411\u6211\u4eec\u505a\u4e86\u4e00\u4e2a\u5173\u4e8e\u5927\u6570\u636e\u7684\u8fc7\u53bb\u3001\u73b0\u5728\u548c\u672a\u6765\u7684\u6f14\u8bb2\u3002\u4ed6\u4e0d\u4ec5\u662f\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7684\u6559\u6388\uff0c\u8fd8\u53c2\u4e0e\u4e86\u591a\u4e2a\u4e0e\u6570\u636e\u5e93\u7cfb\u7edf\u76f8\u5173\u7684\u521d\u521b\u4f01\u4e1a\uff0c\u5e76\u83b7\u5f97\u4e86\u56fe\u7075\u5956\u3002<\/p>\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u4e3b\u8981\u7684\u6f14\u793a\u8981\u70b9\u3002\uff08\u7531\u4e8e\u662f\u4e00\u4e2a\u96f6\u6563\u7684\u7b14\u8bb0\u603b\u7ed3\uff0c\u6240\u4ee5\u6709\u4e9b\u5730\u65b9\u4f1a\u6709\u4e0d\u8fde\u8d2f\u4e4b\u5904\uff0c\u8bf7\u89c1\u8c05\u3002\uff09<\/p>\n<p>\u9ea6\u514b\u5c14\u5148\u751f\u7684\u6f14\u793a\u4e2d\uff0c\u4ed6\u4ecb\u7ecd\u4e86\u5927\u6570\u636e\u7684\u4e3b\u8981\u95ee\u9898\u548c\u6311\u6218\uff0c\u5e76\u6839\u636e&#8221;3V&#8221;\u63d0\u51fa\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u548c\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848\u7684\u5efa\u8bae\u3002\u8fd9\u91cc\u7684&#8221;3V&#8221;\u662f\u6307\uff1a<br \/>\n&#8211; Volume\uff08\u5927\u91cf\uff09\uff1a\u6307\u7684\u662f\u6d77\u91cf\u7684\u6570\u636e\u91cf\u3002<br \/>\n&#8211; Velocity\uff08\u901f\u5ea6\uff09\uff1a\u80fd\u5426\u5b9e\u65f6\u5904\u7406\u548c\u5206\u6790\u6570\u636e\u3002<br \/>\n&#8211; Variety\uff08\u591a\u6837\u6027\uff09\uff1a\u4ece\u5404\u79cd\u4fe1\u606f\u6e90\u8fdb\u884c\u6570\u636e\u5206\u6790\u3002<\/p>\n<h1>\u97f3\u91cf<\/h1>\n<p>\u5927\u6570\u636e\u7684\u7b80\u5355\u5206\u6790\u65b9\u6cd5\u5df2\u7ecf\u662f\u4e00\u4e2a\u5df2\u7ecf\u89e3\u51b3\u7684\u95ee\u9898\u3002\u8fc7\u53bb\u6211\u4eec\u4f7f\u7528SQL\u8fdb\u884c\u5206\u6790\uff0c\u4f46\u5728\u672a\u6765\u7684\u65f6\u4ee3\uff0c\u4f7f\u7528\u7edf\u8ba1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u7b49\u6765\u9884\u6d4b\u6570\u636e\u6a21\u578b\u4f1a\u66f4\u597d\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5c06\u5229\u7528\u4ee5\u4e0b\u5de5\u4f5c\u6d41\u7a0b\u6765\u4f7f\u7528\u73b0\u6709\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\u8fdb\u884c\u5206\u6790\u3002\u7136\u800c\uff0c\u76ee\u524d\u7684\u5927\u90e8\u5206\u6570\u636e\u5e93\u6280\u672f\u90fd\u91c7\u7528\u884c\u5b58\u50a8\u548c\u5217\u5b58\u50a8\u7684\u7ed3\u6784\uff0c\u800c\u9488\u5bf9\u673a\u5668\u5b66\u4e60\u7b49\u5206\u6790\uff08\u4e3b\u8981\u662f\u5916\u79ef\u7b49\uff09\u6240\u9700\u7684\u662f\u80fd\u9ad8\u6548\u6267\u884c\u7ebf\u6027\u4ee3\u6570\u4f8b\u7a0b\u7684\u9635\u5217\u5f0f\u6570\u636e\u5e93\u7ed3\u6784\uff0c\u5b83\u662f\u89e3\u51b3\u5927\u6570\u636e\u5206\u6790\u95ee\u9898\u7684\u5173\u952e\u6240\u5728\u3002<\/p>\n<p>\u5728\u90a3\u91cc\uff0c\u8fc8\u514b\u5c14\u5148\u751f\u63d0\u5230\u4e86Hadoop\u548cSpark\uff0c\u5b83\u4eec\u662f\u5f53\u524d\u5728\u5927\u6570\u636e\u5206\u6790\u4e2d\u7ecf\u5e38\u4f7f\u7528\u7684\u6280\u672f\uff0c\u5e76\u5217\u4e3e\u4e86\u5404\u81ea\u6280\u672f\u7684\u7f3a\u70b9\u3002<\/p>\n<h3>Hadoop \u8c37\u6b4c\u7f51\u5740<\/h3>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30de\u30c3\u30d7\u30fb\u30ea\u30c7\u30e5\u30fc\u30b9\u306f\u57fa\u672c\u7684\u306b\u306fSQL\u30de\u30fc\u30b1\u30c3\u30c8\u5411\u3051<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30b0\u30fc\u30b0\u30eb\u793e\uff08\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\uff09\u306f\u3059\u3067\u306b\u3053\u308c\u3092\u898b\u6368\u3066\u305f<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u5358\u7d14\u306b\u8a00\u3046\u3068\u3001Hadoop\u306f\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u306e\u4e0a\u306bSQL\u3092\u4e57\u305b\u305f\u3082\u306e<\/ul>\n<h3>\u706b\u82b1<\/h3>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30e1\u30e2\u30ea\u3092\u4f7f\u3046\u304c\u3001\u305d\u306e\u70b9\u3001\u30c7\u30fc\u30bf\u306e\u6301\u7d9a\u6027\u304c\u306a\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30c7\u30fc\u30bf\u5171\u6709\u304c\u96e3\u3057\u3044\uff1b\u4e3b\u306b\u30cd\u30c3\u30c8\u30fc\u30ef\u30fc\u30af\u3067\u9001\u4fe1\u306b\u6642\u9593\u304b\u304b\u308b\u3057\u3001\u30d0\u30c3\u30d5\u30a1\u30fc\u30d7\u30fc\u30eb\u3082\u306a\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u3053\u308c\u3082\u307e\u305fSQL\u7248\u3082\u3042\u308b\u2192SparkSQL\u3001\u306a\u306e\u3067\u3053\u308c\u3082\u307e\u305fSQL\u30de\u30fc\u30b1\u30c3\u30c8\u5411\u3051<\/ul>\n<h3>\u5377\u7684\u603b\u7ed3<\/h3>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u5206\u6790\u3092\u5229\u7528<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u884c\u30b9\u30c8\u30a2\u3068\u30ab\u30e9\u30e0\u30b9\u30c8\u30a2\u69cb\u9020\u3088\u308a\u3001UDF\u3092\u4f7f\u3063\u305f\u30a2\u30ec\u30a4\u5f0f\u69cb\u9020\u3092\u5229\u7528\u3059\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u4e0a\u306e\u4e8c\u3064\u306b\u3088\u308a\u3001Hadoop\u3068Spark\u304b\u3089\u306e\u554f\u984c\u70b9\u3068\u5171\u306b\u3001\u5206\u6790\u30a8\u30f3\u30b8\u30f3\uff08\u7dda\u578b\u4ee3\u6570\u5b66\u30a8\u30f3\u30b8\u30f3\uff09\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4ed5\u8fbc\u3080<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u8981\u3059\u308b\u306b\u3001\u5206\u6790\u3068\u30c7\u30fc\u30bf\u3092\u30b9\u30c8\u30a2\u3092\u4e21\u65b9\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u5fc5\u8981<\/ul>\n<h1>\u901f\u5ea6<\/h1>\n<p>\u636e\u8bf4\u5728\u73b0\u4eca\u65f6\u4ee3\uff0c\u968f\u7740\u7269\u8054\u7f51\uff08IoT\uff09\u7b49\u4f20\u611f\u5668\u548c\u670d\u52a1\u5668\u65e5\u5fd7\u7b49\u5b9e\u65f6\u6570\u636e\u7684\u6d8c\u73b0\uff0c\u9700\u8981\u80fd\u591f\u5904\u7406\u8fd9\u4e9b\u6570\u636e\u7684\u7cfb\u7edf\u3002\u76ee\u524d\uff0cApache Storm\u548cApache Kafka\u7b49\u5b9e\u65f6\u6570\u636e\u5904\u7406\u5de5\u5177\u88ab\u5e7f\u6cdb\u91c7\u7528\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5173\u4e8e\u5b9e\u65f6\u6570\u636e\u5904\u7406\u7684\u4e00\u4e9b\u95ee\u9898\uff0c\u5982\u4f55\u63a7\u5236\u5b9e\u65f6\u6570\u636e\u4e22\u5931\u7684\u98ce\u9669\u53ef\u4ee5\u8fd9\u6837\u8868\u8fbe\uff1a<br \/>\n&#8211; \u9700\u8981\u6570\u636e\u7684\u6301\u4e45\u6027<br \/>\n&#8211; \u4f7f\u7528\u9ad8\u6027\u80fd\u7684\u5728\u7ebf\u4e8b\u52a1\u5904\u7406\uff08OLTP\uff09<br \/>\n&#8211; \u5c3d\u91cf\u51cf\u5c11\u6f5c\u5728\u95ee\u9898\uff0c\u4fdd\u6301\u6570\u636e\u7684\u590d\u5236\u3001\u56de\u6eda\u548c\u5197\u4f59<br \/>\n&#8211; \u4e3b\u8981\u7684OLTP\u7cfb\u7edf\u793a\u4f8b\uff1aVoltDB\u3001NeoDB\u3001MemSQL<\/p>\n<p>\u7136\u540e\uff0c\u5bf9\u4e8e\u8fd9\u4e2a\u95ee\u9898\u5df2\u7ecf\u63d0\u51fa\u4e86\u5982\u4e0b\u89e3\u51b3\u65b9\u6848\uff1a<br \/>\n&#8211; \u4f7f\u7528RDMA\uff08\u8fdc\u7a0b\u76f4\u63a5\u5185\u5b58\u8bbf\u95ee\uff09\u4f5c\u4e3a\u5e76\u53d1\u63a7\u5236\u673a\u5236<br \/>\n&#8211; 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