{"id":475877,"date":"2023-08-09T07:24:43","date_gmt":"2023-08-09T07:24:43","guid":{"rendered":""},"modified":"2023-09-05T11:11:30","modified_gmt":"2023-09-05T11:11:30","slug":"apache-hadoop","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/apache-hadoop\/","title":{"rendered":"\u0623\u0628\u0627\u062a\u0634\u064a \u0647\u0627\u062f\u0648\u0628"},"content":{"rendered":"<p>Apache Hadoop \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0642\u0648\u064a \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0635\u0645\u0645 \u0644\u062a\u0633\u0647\u064a\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u062e\u0632\u064a\u0646 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0633\u0644\u0639\u064a\u0629. \u062a\u0645 \u062a\u0637\u0648\u064a\u0631 Hadoop \u0628\u0648\u0627\u0633\u0637\u0629 Doug Cutting \u0648Mike Cafarella\u060c \u0648\u064a\u0645\u0643\u0646 \u0625\u0631\u062c\u0627\u0639 \u0623\u0635\u0648\u0644 Hadoop \u0625\u0644\u0649 \u0639\u0627\u0645 2005 \u0639\u0646\u062f\u0645\u0627 \u062a\u0645 \u0627\u0633\u062a\u0644\u0647\u0627\u0645\u0647 \u0645\u0646 \u0639\u0645\u0644 Google \u0627\u0644\u0631\u0627\u0626\u062f \u0641\u064a \u0645\u0641\u0627\u0647\u064a\u0645 MapReduce \u0648Google File System (GFS). \u062a\u0645 \u062a\u0633\u0645\u064a\u0629 \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0639\u0644\u0649 \u0627\u0633\u0645 \u0644\u0639\u0628\u0629 \u0627\u0644\u0641\u064a\u0644 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0628\u0646 \u062f\u0648\u062c \u0643\u0627\u062a\u0646\u062c\u060c \u0648\u0643\u0627\u0646 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u0645\u062d\u0631\u0643 \u0628\u062d\u062b \u0627\u0644\u0648\u064a\u0628 Apache Nutch\u060c \u0648\u0623\u0635\u0628\u062d \u0641\u064a\u0645\u0627 \u0628\u0639\u062f \u0645\u0634\u0631\u0648\u0639 Apache \u0645\u0633\u062a\u0642\u0644\u064b\u0627.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u0623\u0628\u0627\u062a\u0634\u064a Hadoop \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647<\/h2>\n<p>\u0643\u0645\u0627 \u0630\u0643\u0631\u0646\u0627 \u0633\u0627\u0628\u0642\u064b\u0627\u060c \u0638\u0647\u0631 Apache Hadoop \u0645\u0646 \u0645\u0634\u0631\u0648\u0639 Apache Nutch\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u0631\u0643 \u0628\u062d\u062b \u0648\u064a\u0628 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631. \u0641\u064a \u0639\u0627\u0645 2006\u060c \u064a\u0627\u0647\u0648! \u0644\u0639\u0628\u062a \u062f\u0648\u0631\u064b\u0627 \u0645\u062d\u0648\u0631\u064a\u064b\u0627 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 Hadoop \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642. \u0633\u0627\u0639\u062f\u062a \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 \u0641\u064a \u062a\u0633\u0644\u064a\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 Hadoop \u0648\u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0627\u0639\u062a\u0645\u0627\u062f\u0647 \u0628\u0633\u0631\u0639\u0629.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u0635\u0644\u0629 \u0639\u0646 \u0623\u0628\u0627\u062a\u0634\u064a Hadoop<\/h2>\n<p>\u064a\u062a\u0643\u0648\u0646 Apache Hadoop \u0645\u0646 \u0639\u062f\u0629 \u0645\u0643\u0648\u0646\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629\u060c \u064a\u0633\u0627\u0647\u0645 \u0643\u0644 \u0645\u0646\u0647\u0627 \u0641\u064a \u062c\u0648\u0627\u0646\u0628 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u062a\u0634\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629 Hadoop (HDFS):<\/strong> \u0647\u0630\u0627 \u0647\u0648 \u0646\u0638\u0627\u0645 \u0645\u0644\u0641\u0627\u062a \u0645\u0648\u0632\u0639 \u0645\u0635\u0645\u0645 \u0644\u062a\u062e\u0632\u064a\u0646 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0648\u062b\u0648\u0642 \u0639\u0628\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0633\u0644\u0639\u064a\u0629. \u064a\u0642\u0648\u0645 HDFS \u0628\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0625\u0644\u0649 \u0643\u062a\u0644 \u0648\u062a\u0643\u0631\u0627\u0631\u0647\u0627 \u0639\u0628\u0631 \u0639\u0642\u062f \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0633\u0627\u0645\u062d \u0645\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062e\u0631\u064a\u0637\u0629:<\/strong> MapReduce \u0647\u0648 \u0645\u062d\u0631\u0643 \u0645\u0639\u0627\u0644\u062c\u0629 Hadoop \u0627\u0644\u0630\u064a \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0643\u062a\u0627\u0628\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u062f\u0648\u0646 \u0627\u0644\u0642\u0644\u0642 \u0628\u0634\u0623\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629. \u062a\u0642\u0648\u0645 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0645\u0631\u062d\u0644\u062a\u064a\u0646: \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062e\u0631\u064a\u0637\u0629\u060c \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u0645 \u0628\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0641\u0631\u0632\u0647\u0627\u060c \u0648\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u062e\u0641\u064a\u0636\u060c \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u0645 \u0628\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/p>\n<\/li>\n<li>\n<p><strong>\u063a\u0632\u0644 (\u0645\u0641\u0627\u0648\u0636 \u0622\u062e\u0631 \u062d\u0648\u0644 \u0627\u0644\u0645\u0648\u0627\u0631\u062f):<\/strong> YARN \u0647\u064a \u0637\u0628\u0642\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0641\u064a Hadoop. \u0641\u0647\u0648 \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0639\u0628\u0631 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0623\u0637\u0631 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u0627\u0644\u062a\u0639\u0627\u064a\u0634 \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0640 Apache Hadoop: \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 Apache Hadoop<\/h2>\n<p>\u064a\u0639\u0645\u0644 Apache Hadoop \u0639\u0644\u0649 \u0645\u0628\u062f\u0623 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0633\u0644\u0639\u064a\u0629. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0639\u0627\u062f\u0629\u064b \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u062a\u0645 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 Hadoop. \u064a\u0642\u0648\u0645 HDFS \u0628\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0643\u062a\u0644\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0646\u0633\u062e\u0647\u0627 \u0639\u0628\u0631 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0627\u0644\u062c\u0629 MapReduce:<\/strong> \u064a\u062d\u062f\u062f \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0645\u0647\u0627\u0645 MapReduce \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0625\u0631\u0633\u0627\u0644\u0647\u0627 \u0625\u0644\u0649 \u0645\u062f\u064a\u0631 \u0645\u0648\u0627\u0631\u062f YARN. \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u062a\u0648\u0627\u0632\u064a \u0628\u0648\u0627\u0633\u0637\u0629 \u0639\u0642\u062f \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u062d\u064a\u062b \u062a\u0642\u0648\u0645 \u0643\u0644 \u0639\u0642\u062f\u0629 \u0628\u062a\u0646\u0641\u064a\u0630 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u0639\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0644\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629:<\/strong> \u0623\u062b\u0646\u0627\u0621 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062e\u0631\u064a\u0637\u0629\u060c \u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0621 \u0623\u0632\u0648\u0627\u062c \u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629. \u064a\u062a\u0645 \u062e\u0644\u0637 \u0647\u0630\u0647 \u0627\u0644\u0623\u0632\u0648\u0627\u062c \u0648\u0641\u0631\u0632\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u062c\u0645\u064a\u0639 \u0643\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062a\u064a \u0644\u0647\u0627 \u0646\u0641\u0633 \u0627\u0644\u0645\u0641\u062a\u0627\u062d \u0645\u0639\u064b\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629:<\/strong> \u062a\u0642\u0648\u0645 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u062e\u0641\u064a\u0636 \u0628\u062a\u062c\u0645\u064a\u0639 \u0646\u062a\u0627\u0626\u062c \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062e\u0631\u064a\u0637\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u062a\u0645 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0631\u0629 \u0623\u062e\u0631\u0649 \u0641\u064a HDFS \u0623\u0648 \u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627 \u0645\u0628\u0627\u0634\u0631\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u062e\u0631\u0649.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 Apache Hadoop<\/h2>\n<p>\u064a\u0623\u062a\u064a Apache Hadoop \u0645\u0632\u0648\u062f\u064b\u0627 \u0628\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0647 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0641\u0636\u0644 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0640 Hadoop \u0627\u0644\u062a\u0648\u0633\u0639 \u0623\u0641\u0642\u064a\u064b\u0627 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0633\u0644\u0639\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u062a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0633\u0627\u0645\u062d \u0645\u0639 \u0627\u0644\u062e\u0637\u0623:<\/strong> \u064a\u0642\u0648\u0645 Hadoop \u0628\u0646\u0633\u062e \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0639\u0642\u062f \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u0648\u0641\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u062a\u0649 \u0641\u064a \u0645\u0648\u0627\u062c\u0647\u0629 \u0623\u0639\u0637\u0627\u0644 \u0627\u0644\u0623\u062c\u0647\u0632\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629:<\/strong> \u064a\u0639\u0645\u0644 Hadoop \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0633\u0644\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u062d\u0644\u0627\u064b \u0641\u0639\u0627\u0644\u0627\u064b \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u0631\u0648\u0646\u0629:<\/strong> \u064a\u062f\u0639\u0645 Hadoop \u0623\u0646\u0648\u0627\u0639 \u0648\u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0648\u0634\u0628\u0647 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629:<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 MapReduce\u060c \u064a\u0642\u0648\u0645 Hadoop \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u062a\u0648\u0627\u0632\u064a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0645\u0639\u0627\u0644\u062c\u0629 \u0623\u0633\u0631\u0639 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0623\u0628\u0627\u062a\u0634\u064a Hadoop<\/h2>\n<p>\u064a\u062a\u0648\u0641\u0631 Apache Hadoop \u0641\u064a \u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u064a\u0642\u062f\u0645 \u0643\u0644 \u0645\u0646\u0647\u0627 \u0645\u064a\u0632\u0627\u062a \u0648\u062f\u0639\u0645\u064b\u0627 \u0648\u0623\u062f\u0648\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629. \u0628\u0639\u0636 \u0627\u0644\u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0627\u0644\u0634\u0639\u0628\u064a\u0629 \u062a\u0634\u0645\u0644:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0648\u0632\u064a\u0639<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0643\u0644\u0627\u0648\u062f\u064a\u0631\u0627 CDH<\/td>\n<td>\u064a\u0648\u0641\u0631 \u0645\u064a\u0632\u0627\u062a \u0648\u062f\u0639\u0645\u064b\u0627 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u0647\u0648\u0631\u062a\u0648\u0646\u0648\u0631\u0643\u0633 HDP<\/td>\n<td>\u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u0645\u0646 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u0628\u0627\u062a\u0634\u064a Hadoop DIY<\/td>\n<td>\u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0625\u0646\u0634\u0627\u0621 \u0625\u0639\u062f\u0627\u062f Hadoop \u0627\u0644\u0645\u062e\u0635\u0635 \u0644\u0647\u0645.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Apache Hadoop \u0648\u0645\u0634\u0627\u0643\u0644\u0647 \u0648\u062d\u0644\u0648\u0644\u0647\u0627<\/h2>\n<p>\u064a\u062c\u062f Apache Hadoop \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Hadoop \u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0648\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0633\u062c\u0644:<\/strong> \u064a\u0645\u0643\u0646\u0647 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0633\u062c\u0644 \u0627\u0644\u0636\u062e\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0644\u064a:<\/strong> \u062a\u0639\u062f \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0641\u064a Hadoop \u0630\u0627\u062a \u0642\u064a\u0645\u0629 \u0643\u0628\u064a\u0631\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0645\u0639 \u0623\u0628\u0627\u062a\u0634\u064a Hadoop:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0639\u0642\u064a\u062f:<\/strong> \u0642\u062f \u064a\u0643\u0648\u0646 \u0625\u0639\u062f\u0627\u062f \u0648\u0625\u062f\u0627\u0631\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 Hadoop \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0639\u062f\u064a\u0645\u064a \u0627\u0644\u062e\u0628\u0631\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0623\u062f\u0627\u0621:<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0632\u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0627\u0644\u064a \u0648\u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u0640 Hadoop \u0645\u0635\u062f\u0631 \u0642\u0644\u0642 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n<\/li>\n<\/ol>\n<p>\u062d\u0644\u0648\u0644:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u062f\u0627\u0631\u0629:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u062e\u062f\u0645\u0627\u062a Hadoop \u0627\u0644\u0645\u064f\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0644\u062a\u0628\u0633\u064a\u0637 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u0637\u0631 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0645\u062b\u0644 Apache Spark \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0634\u0631\u0637<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0623\u0628\u0627\u062a\u0634\u064a \u0633\u0628\u0627\u0631\u0643<\/td>\n<td>\u0625\u0637\u0627\u0631 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0627\u0644\u0628\u062f\u064a\u0644\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u0628\u0627\u062a\u0634\u064a \u0643\u0627\u0641\u0643\u0627<\/td>\n<td>\u0645\u0646\u0635\u0629 \u062a\u062f\u0641\u0642 \u0645\u0648\u0632\u0639\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u0628\u0627\u062a\u0634\u064a \u0641\u0644\u064a\u0646\u0643<\/td>\n<td>\u0625\u0637\u0627\u0631 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u062f\u0641\u0642 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u0628\u0627\u062a\u0634\u064a \u0625\u062a\u0634 \u0628\u064a\u0633<\/td>\n<td>\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a NoSQL \u0645\u0648\u0632\u0639\u0629 \u0644\u0640 Hadoop.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0640 Apache Hadoop<\/h2>\n<p>\u0625\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 Apache Hadoop \u0645\u0634\u0631\u0642\u060c \u0645\u0639 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0641\u064a \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a. \u062a\u0634\u0645\u0644 \u0628\u0639\u0636 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u0646\u0642\u0644 \u0628\u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a:<\/strong> \u0633\u062a\u062d\u062a\u0636\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a Hadoop \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0646\u0642\u0644 \u0628\u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a \u0645\u062b\u0644 Docker \u0648Kubernetes \u0644\u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u062a\u0648\u0633\u0639.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/strong> \u0633\u064a\u0633\u062a\u0645\u0631 Apache Hadoop \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u0646 \u0623\u062c\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0623\u0643\u062b\u0631 \u0630\u0643\u0627\u0621\u064b \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u062d\u0627\u0641\u0629:<\/strong> \u0633\u064a\u0632\u062f\u0627\u062f \u0627\u0639\u062a\u0645\u0627\u062f Hadoop \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0642\u0631\u0628 \u0645\u0646 \u0645\u0635\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0640 Apache Hadoop<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0627\u062a Apache Hadoop. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0643\u0648\u0633\u0637\u0627\u0621 \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a Hadoop\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0645\u0644:<\/strong> \u062a\u0642\u0648\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0628\u0627\u0644\u062a\u0633\u0627\u0648\u064a \u0639\u0628\u0631 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0641\u0639\u0627\u0644 \u0644\u0644\u0645\u0648\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062d\u0645\u0644 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a Hadoop \u0648\u064a\u062d\u0633\u0646 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0645\u0627\u064a\u0629:<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0643\u062d\u0631\u0627\u0633 \u0628\u0648\u0627\u0628\u0629\u060c \u062d\u064a\u062b \u062a\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a Hadoop \u0648\u062a\u062d\u0645\u064a \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0631\u062d \u0628\u0647.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 Apache Hadoop\u060c \u064a\u0645\u0643\u0646\u0643 \u0632\u064a\u0627\u0631\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/hadoop.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0631\u0633\u0645\u064a \u0644\u0623\u0628\u0627\u062a\u0634\u064a Hadoop<\/a><\/li>\n<li><a href=\"https:\/\/www.cloudera.com\/products\/open-source\/apache-hadoop.html\" target=\"_new\" rel=\"noopener nofollow\">\u0643\u0644\u0627\u0648\u062f\u064a\u0631\u0627 CDH<\/a><\/li>\n<li><a href=\"https:\/\/www.cloudera.com\/products\/hortonworks-hdp.html\" target=\"_new\" rel=\"noopener nofollow\">\u0647\u0648\u0631\u062a\u0648\u0646\u0648\u0631\u0643\u0633 HDP<\/a><\/li>\n<\/ol>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u0623\u062d\u062f\u062b Apache Hadoop \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0628\u0647\u0627 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627. \u0644\u0642\u062f \u062c\u0639\u0644\u062a \u0628\u0646\u064a\u062a\u0647\u0627 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0648\u062a\u062d\u0645\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0645\u0646\u0647\u0627 \u0644\u0627\u0639\u0628\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0645\u0634\u0647\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629. \u0645\u0639 \u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u064a\u0633\u062a\u0645\u0631 Hadoop \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u0631\u060c \u0645\u0645\u0627 \u064a\u0641\u062a\u062d \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0644\u0644\u0631\u0624\u0649 \u0648\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0647\u0645 \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0646 \u062a\u0643\u0645\u0644 \u0648\u062a\u0639\u0632\u0632 \u0642\u062f\u0631\u0627\u062a Hadoop\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0629 \u0627\u0644\u0642\u0648\u064a\u0629.<\/p>","protected":false},"featured_media":467614,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475877","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Apache Hadoop: Empowering Big Data Processing<\/mark>","faq_items":[{"question":"What is Apache Hadoop?","answer":"<p>Apache Hadoop is an open-source framework designed for processing and storing large amounts of data across clusters of commodity hardware. It enables organizations to handle Big Data effectively and efficiently.<\/p>"},{"question":"How did Apache Hadoop originate?","answer":"<p>Apache Hadoop was inspired by Google's MapReduce and Google File System (GFS) concepts. It emerged from the Apache Nutch project in 2005 and gained prominence when Yahoo! started using it for large-scale data processing tasks.<\/p>"},{"question":"What are the core components of Apache Hadoop?","answer":"<p>Apache Hadoop consists of three core components: Hadoop Distributed File System (HDFS) for data storage, MapReduce for processing data in parallel, and YARN for resource management and job scheduling.<\/p>"},{"question":"How does Apache Hadoop work internally?","answer":"<p>Apache Hadoop distributes data and processing tasks across a cluster. Data is ingested into the cluster, processed through MapReduce jobs, and stored back in HDFS. YARN handles resource allocation and scheduling.<\/p>"},{"question":"What are the key features of Apache Hadoop?","answer":"<p>Apache Hadoop offers scalability, fault tolerance, cost-effectiveness, flexibility, and parallel processing capabilities, making it ideal for handling massive datasets.<\/p>"},{"question":"What types of Apache Hadoop distributions exist?","answer":"<p>Some popular distributions include Cloudera CDH, Hortonworks HDP, and Apache Hadoop DIY, each offering additional features, support, and tools.<\/p>"},{"question":"How is Apache Hadoop used, and what are the common challenges?","answer":"<p>Apache Hadoop finds applications in data warehousing, log processing, and machine learning. Challenges include complexity in cluster management and performance issues.<\/p>"},{"question":"What are the future perspectives for Apache Hadoop?","answer":"<p>The future of Apache Hadoop includes trends like containerization, integration with AI, and increased adoption in edge computing scenarios.<\/p>"},{"question":"How can proxy servers be associated with Apache Hadoop?","answer":"<p>Proxy servers can enhance Hadoop's security and performance by acting as intermediaries, enabling load balancing, caching, and controlling access to Hadoop clusters.<\/p>"},{"question":"Where can I find more information about Apache Hadoop?","answer":"<p>For more details, you can visit the Apache Hadoop official website, as well as the websites of Cloudera CDH and Hortonworks HDP distributions.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/475877","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/475877\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/467614"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=475877"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}