{"id":36710,"date":"2023-03-20T18:57:08","date_gmt":"2023-09-30T08:16:31","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/apache-spark%e5%92%8chadoop%ef%bc%9a%e6%94%9c%e6%89%8b%e5%90%88%e4%bd%9c\/"},"modified":"2024-04-29T19:50:29","modified_gmt":"2024-04-29T11:50:29","slug":"apache-spark%e5%92%8chadoop%ef%bc%9a%e6%94%9c%e6%89%8b%e5%90%88%e4%bd%9c","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/apache-spark%e5%92%8chadoop%ef%bc%9a%e6%94%9c%e6%89%8b%e5%90%88%e4%bd%9c\/","title":{"rendered":"Apache Spark\u548cHadoop\uff1a\u651c\u624b\u5408\u4f5c"},"content":{"rendered":"

Apache Spark\u548cHadoop HDFS\u4e00\u8d77\u5de5\u4f5c\u3002<\/p>\n

\u9019\u672c\u66f8\u662f\u7bc0\u9078\u7248\u672c\uff0c\u4e26\u4e0d\u80fd\u4fdd\u8b49\u5167\u5bb9\u7684\u6e96\u78ba\u6027\u3002\u8acb\u53c3\u8003\u539f\u6587\u4ee5\u7372\u53d6\u6b63\u78ba\u7684\u5167\u5bb9\u3002<\/div>\n
\u8fd9\u662f2014\u5e74\u7684\u62a5\u9053\u3002<\/div>\n

\u6211\u4eec\u7ecf\u5e38\u88ab\u95ee\u5230\u5173\u4e8eApache Spark\u5982\u4f55\u9002\u5e94Hadoop\u751f\u6001\u7cfb\u7edf\u4ee5\u53ca\u5982\u4f55\u5728\u73b0\u6709\u7684Hadoop\u96c6\u7fa4\u4e0a\u8fd0\u884cSpark\u7684\u95ee\u9898\u3002\u672c\u6587\u5c06\u56de\u7b54\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n

\u6700\u521d\uff0cSpark\u7684\u76ee\u6807\u5e76\u975e\u66ff\u4ee3Hadoop\u6808\uff0c\u800c\u662f\u589e\u5f3a\u5176\u529f\u80fd\u3002\u4ece\u4e00\u5f00\u59cb\uff0cSpark\u5c31\u88ab\u8bbe\u8ba1\u6210\u53ef\u4ee5\u4e0eHDFS\u3001HBase\u3001Amazon\u7684S3\u7b49\u5176\u4ed6\u5b58\u50a8\u7cfb\u7edf\u8fdb\u884c\u6570\u636e\u7684\u8bfb\u5199\u4ea4\u4e92\u3002\u901a\u8fc7\u5c06Spark\u4e0eHadoop\u7684MapReduce\u3001HBase\u548c\u5176\u4ed6\u5927\u6570\u636e\u5e73\u53f0\u7ed3\u5408\u4f7f\u7528\uff0cHadoop\u7528\u6237\u53ef\u4ee5\u63d0\u9ad8\u81ea\u8eab\u7684\u5904\u7406\u80fd\u529b\u3002<\/p>\n

\"\"<\/div>\n

\u72ec\u7acb\u90e8\u7f72\uff1a\u5728\u72ec\u7acb\u90e8\u7f72\u4e2d\uff0c\u60a8\u53ef\u4ee5\u9759\u6001\u5206\u914dHadoop\u96c6\u7fa4\u4e2d\u4e00\u90e8\u5206\u6216\u5168\u90e8\u7684\u8d44\u6e90\uff0c\u5e76\u540c\u65f6\u8fd0\u884cSpark\u548cHadoop MR\u3002\u7528\u6237\u53ef\u4ee5\u5bf9HDFS\u6570\u636e\u6267\u884c\u4efb\u610f\u7684Spark\u4f5c\u4e1a\u3002\u8fd9\u79cd\u7b80\u5355\u6027\u6210\u4e3a\u4e86\u8bb8\u591aHadoop 1.x\u7528\u6237\u7684\u90e8\u7f72\u9009\u62e9\u4e4b\u4e00\u3002<\/p>\n

Hadoop Yarn\u90e8\u7f72\uff1a\u6b63\u5728\u90e8\u7f72\u6216\u8005\u8ba1\u5212\u90e8\u7f72Hadoop Yarn\u7684\u7528\u6237\uff0c\u53ef\u4ee5\u7b80\u5355\u5730\u5728YARN\u4e0a\u8fd0\u884cSpark\uff0c\u800c\u4e0d\u9700\u8981\u9884\u5148\u5b89\u88c5\u6216\u7ba1\u7406\u5458\u8bbf\u95ee\u6743\u9650\u3002\u8fd9\u6837\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u5c06Spark\u96c6\u6210\u5230\u81ea\u5df1\u7684Hadoop\u5806\u6808\u4e2d\uff0c\u5e76\u5229\u7528Spark\u7684\u5b8c\u6574\u529f\u80fd\u4ee5\u53ca\u5176\u4ed6\u4e0eSpark\u517c\u5bb9\u7684\u7ec4\u4ef6\u3002<\/p>\n

Spark in MapReduce\uff08SIMR\uff09\u662f\u4e3a\u5c1a\u672a\u8fd0\u884cYARN\u7684Hadoop\u7528\u6237\u63d0\u4f9b\u7684\u53e6\u4e00\u79cd\u9009\u62e9\u3002\u9664\u4e86\u72ec\u7acb\u90e8\u7f72\u4e4b\u5916\uff0cSIMR\u8fd8\u53ef\u4ee5\u5728MapReduce\u5185\u542f\u52a8Spark\u4f5c\u4e1a\u3002\u901a\u8fc7\u4f7f\u7528SIMR\uff0c\u7528\u6237\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528\u57fa\u4e8eSpark\u7684\u5b9e\u9a8c\uff0c\u5e76\u5728\u6570\u5206\u949f\u540e\u4f7f\u7528Shell\u8fdb\u884c\u64cd\u4f5c\uff01\u8fd9\u5c06\u5927\u5927\u964d\u4f4e\u90e8\u7f72\u7684\u969c\u788d\uff0c\u4f7f\u4efb\u4f55\u4eba\u90fd\u80fd\u591f\u73a9\u8f6cSpark\u3002<\/p>\n

\u4e0e\u5176\u4ed6\u7cfb\u7edf\u7684\u4e92\u64cd\u4f5c\u6027<\/h1>\n

Spark\u4e0d\u4ec5\u53ef\u4ee5\u4e0eHadoop\u8fdb\u884c\u4e92\u64cd\u4f5c\uff0c\u8fd8\u53ef\u4ee5\u4e0e\u5176\u4ed6\u6d41\u884c\u7684\u5927\u6570\u636e\u6280\u672f\u8fdb\u884c\u4e92\u64cd\u4f5c\u3002<\/p>\n

Apache Hive: Shark\u3092\u901a\u3058\u3066\u3001Spark\u306fApache Hive\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u30af\u30a8\u30ea\u30fc\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u306a\u3057\u306b\u3001\u3088\u308a\u9ad8\u901f\u306b\u30af\u30a8\u30ea\u30fc\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002Hive\u306fHadoop\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u4eba\u6c17\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u304c\u3001Shark\u306fHadoop\u3067\u306f\u306a\u304fSpark\u4e0a\u3067Hive\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u3069\u3046\u3055\u305b\u308b\u305f\u3081\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u7d50\u679c\u3068\u3057\u3066\u3001Shark\u306f\u5165\u529b\u30c7\u30fc\u30bf\u304c\u30e1\u30e2\u30ea\u30fc\u306b\u53ce\u307e\u308b\u969b\u306fHive\u306e\u30af\u30a8\u30ea\u30fc\u3092100\u500d\u9ad8\u901f\u306b\u3057\u3001\u5165\u529b\u30c7\u30fc\u30bf\u304c\u30c7\u30a3\u30b9\u30af\u306b\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u308210\u500d\u9ad8\u901f\u306b\u3057\u307e\u3059\u3002<\/p>\n

AWS EC2: \u30e6\u30fc\u30b6\u30fc\u306f\u3001Spark\u306b\u540c\u68b1\u3055\u308c\u3066\u3044\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3042\u308b\u3044\u306fAmazon\u306eElastic MapReduce\u4e0a\u306b\u30db\u30b9\u30c8\u3055\u308c\u3066\u3044\u308bSpark\u3001Shark\u3092\u7528\u3044\u3066\u3001\u5bb9\u6613\u306bAmazon EC2\u306e\u4e0a\u3067Spark(\u3068Shark)\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

Apache Mesos: Spark\u306f\u3001MPI\u3068Hadoop\u3092\u542b\u3080\u5206\u6563\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u9593\u3067\u306e\u52b9\u7387\u7684\u306a\u30ea\u30bd\u30fc\u30b9\u5206\u985e\u3092\u63d0\u4f9b\u3059\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u30de\u30cd\u30fc\u30b8\u30e3\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308bMesos\u4e0a\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002Mesos\u306f\u3001Spark\u30b8\u30e7\u30d6\u306e\u5b9f\u884c\u6642\u306b\u304a\u3051\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30a2\u30a4\u30c9\u30eb\u30ea\u30bd\u30fc\u30b9\u3092\u540c\u7684\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u304d\u3081\u7d30\u304b\u3044\u5171\u6709\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u3001\u7279\u306b\u9577\u6642\u9593\u5b9f\u884c\u3059\u308bSpark\u30b8\u30e7\u30d6\u306b\u304a\u3044\u3066\u306f\u5287\u7684\u306a\u6027\u80fd\u6539\u5584\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n

Databricks \u514d\u8d39\u8bd5\u7528<\/h3>\n

Databricks \u514d\u8d39\u8bd5\u7528<\/p>\n","protected":false},"excerpt":{"rendered":"

Apache Spark\u548cHadoop HDFS\u4e00\u8d77\u5de5\u4f5c\u3002 \u9019\u672c\u66f8\u662f\u7bc0\u9078\u7248\u672c\uff0c\u4e26\u4e0d\u80fd\u4fdd\u8b49\u5167\u5bb9\u7684\u6e96\u78ba\u6027\u3002\u8acb\u53c3\u8003\u539f […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-36710","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\nApache Spark\u548cHadoop\uff1a\u651c\u624b\u5408\u4f5c - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/apache-spark\u548chadoop\uff1a\u651c\u624b\u5408\u4f5c\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Apache Spark\u548cHadoop\uff1a\u651c\u624b\u5408\u4f5c\" \/>\n<meta property=\"og:description\" content=\"Apache Spark\u548cHadoop HDFS\u4e00\u8d77\u5de5\u4f5c\u3002 \u9019\u672c\u66f8\u662f\u7bc0\u9078\u7248\u672c\uff0c\u4e26\u4e0d\u80fd\u4fdd\u8b49\u5167\u5bb9\u7684\u6e96\u78ba\u6027\u3002\u8acb\u53c3\u8003\u539f […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/apache-spark\u548chadoop\uff1a\u651c\u624b\u5408\u4f5c\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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