{"id":475879,"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-pig","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/apache-pig\/","title":{"rendered":"\u062e\u0648\u06a9 \u0622\u067e\u0627\u0686\u06cc"},"content":{"rendered":"<p>Apache Pig \u06cc\u06a9 \u067e\u0644\u062a\u0641\u0631\u0645 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0642\u06cc\u0627\u0633 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u062a\u0648\u0633\u0637 Yahoo! \u0648 \u0628\u0639\u062f\u0647\u0627 \u0628\u0647 \u0628\u0646\u06cc\u0627\u062f \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0622\u067e\u0627\u0686\u06cc \u06a9\u0645\u06a9 \u06a9\u0631\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0622\u067e\u0627\u0686\u06cc \u0647\u0627\u062f\u0648\u067e \u0634\u062f. Apache Pig \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0628\u0647 \u0646\u0627\u0645 Pig Latin \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0648\u0638\u0627\u06cc\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0631\u0627 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u0648\u0634\u062a\u0646 \u062e\u0637\u0648\u0637 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u062e\u0648\u06a9 \u0622\u067e\u0627\u0686\u06cc \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u0631\u06cc\u0634\u0647 \u0622\u067e\u0627\u0686\u06cc \u067e\u06cc\u06af \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u062f\u0631 Yahoo! \u062d\u062f\u0648\u062f \u0633\u0627\u0644 2006. \u062a\u06cc\u0645 \u06cc\u0627\u0647\u0648! \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f \u0648 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062a\u0648\u0633\u0639\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0648\u062f \u06a9\u0647 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 Hadoop \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f Pig Latin \u0634\u062f\u060c \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Hadoop \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0633\u0627\u0644 2007\u060c Yahoo! Apache Pig \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0645\u0646\u062a\u0634\u0631 \u06a9\u0631\u062f \u0648 \u0628\u0639\u062f\u0627\u064b \u062a\u0648\u0633\u0637 \u0628\u0646\u06cc\u0627\u062f \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0622\u067e\u0627\u0686\u06cc \u067e\u0630\u06cc\u0631\u0641\u062a\u0647 \u0634\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u062e\u0648\u06a9 \u0622\u067e\u0627\u0686\u06cc<\/h2>\n<p>Apache Pig \u0628\u0627 \u0647\u062f\u0641 \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u067e\u0644\u062a \u0641\u0631\u0645 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u062e\u0648\u0634\u0647 \u0647\u0627\u06cc Apache Hadoop. \u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc Apache Pig \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u062e\u0648\u06a9 \u0644\u0627\u062a\u06cc\u0646:<\/strong> \u0627\u06cc\u0646 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0648\u0638\u0627\u06cc\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647 Hadoop MapReduce \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644\u06cc\u0627\u062a \u0633\u0627\u062f\u0647 \u0648 \u0642\u0627\u0628\u0644 \u062f\u0631\u06a9 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u06a9\u0646\u062f. Pig Latin \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0634\u06cc\u0648\u0647 \u0627\u06cc \u0645\u062e\u062a\u0635\u0631 \u0628\u06cc\u0627\u0646 \u06a9\u0646\u0646\u062f \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc Hadoop \u0631\u0627 \u067e\u0646\u0647\u0627\u0646 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062d\u06cc\u0637 \u0627\u062c\u0631\u0627:<\/strong> \u0622\u067e\u0627\u0686\u06cc \u067e\u06cc\u06af \u0627\u0632 \u062d\u0627\u0644\u062a \u0645\u062d\u0644\u06cc \u0648 \u062d\u0627\u0644\u062a Hadoop \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u062d\u0627\u0644\u062a \u0645\u062d\u0644\u06cc\u060c \u0631\u0648\u06cc \u06cc\u06a9 \u062f\u0633\u062a\u06af\u0627\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u0627\u0634\u06a9\u0627\u0644\u200c\u0632\u062f\u0627\u06cc\u06cc \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0627\u0633\u062a. \u062f\u0631 \u062d\u0627\u0644\u062a Hadoop\u060c \u0627\u0632 \u0642\u062f\u0631\u062a \u06cc\u06a9 \u062e\u0648\u0634\u0647 Hadoop \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc:<\/strong> Pig \u0628\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0637\u0631\u062d \u0647\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u0644\u0627\u062a\u06cc\u0646 Pig\u060c \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0648 \u0632\u0645\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u062e\u0648\u06a9 \u0622\u067e\u0627\u0686\u06cc \u0648 \u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0622\u0646<\/h2>\n<p>Apache Pig \u06cc\u06a9 \u0645\u062f\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0686\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a Pig Latin \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062c\u0632\u06cc\u0647:<\/strong> \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u062e\u0637 \u0644\u0627\u062a\u06cc\u0646 Pig \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f\u060c \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644\u0631 Pig \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062f\u0631\u062e\u062a \u0646\u062d\u0648 \u0627\u0646\u062a\u0632\u0627\u0639\u06cc (AST) \u062a\u062c\u0632\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 AST \u0637\u0631\u062d \u0645\u0646\u0637\u0642\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u0646\u0637\u0642\u06cc:<\/strong> \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632 \u0645\u0646\u0637\u0642\u06cc AST \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u06a9\u0627\u0647\u0634 \u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0636\u0627\u0641\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0644\u06cc\u062f \u0637\u0631\u062d \u06a9\u0627\u0644\u0628\u062f\u06cc:<\/strong> \u067e\u0633 \u0627\u0632 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u0646\u0637\u0642\u06cc\u060c Pig \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u062c\u0631\u0627\u06cc\u06cc \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0637\u0631\u062d \u0645\u0646\u0637\u0642\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0637\u0631\u062d \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0646\u062d\u0648\u0647 \u0627\u062c\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u062e\u0648\u0634\u0647 Hadoop \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062c\u0631\u0627\u06cc MapReduce:<\/strong> \u0637\u0631\u062d \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0633\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0647\u0627\u06cc MapReduce \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f. \u0633\u067e\u0633 \u0627\u06cc\u0646 \u0645\u0634\u0627\u063a\u0644 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0628\u0647 \u062e\u0648\u0634\u0647 Hadoop \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u0646\u062a\u0627\u06cc\u062c:<\/strong> \u067e\u0633 \u0627\u0632 \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u0627\u0631\u0647\u0627\u06cc MapReduce\u060c \u0646\u062a\u0627\u06cc\u062c \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0648 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Apache Pig<\/h2>\n<p>Apache Pig \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062d\u0628\u0648\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0646\u062a\u0632\u0627\u0639 - \u0645\u0641\u0647\u0648\u0645 - \u0628\u0631\u062f\u0627\u0634\u062a:<\/strong> Pig Latin \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc\u200c\u0647\u0627\u06cc Hadoop \u0648 MapReduce \u0631\u0627 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0628\u0631 \u0645\u0646\u0637\u0642 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u062c\u0627\u06cc \u062c\u0632\u0626\u06cc\u0627\u062a \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0633\u0639\u0647 \u067e\u0630\u06cc\u0631\u06cc:<\/strong> Pig \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062a\u0648\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 (UDF) \u0631\u0627 \u062f\u0631 \u062c\u0627\u0648\u0627\u060c \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u0627 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc Pig \u0631\u0627 \u06af\u0633\u062a\u0631\u0634 \u062f\u0647\u0646\u062f \u0648 \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0637\u0631\u062d\u0648\u0627\u0631\u0647:<\/strong> \u0628\u0631\u062e\u0644\u0627\u0641 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0631\u0627\u0628\u0637\u0647\u200c\u0627\u06cc \u0633\u0646\u062a\u06cc\u060c Pig \u0637\u0631\u062d\u200c\u0648\u0627\u0631\u0647\u200c\u0647\u0627\u06cc \u0633\u062e\u062a\u200c\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0627\u0639\u0645\u0627\u0644 \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u06cc\u0645\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0648 \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062c\u0627\u0645\u0639\u0647:<\/strong> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0622\u067e\u0627\u0686\u06cc\u060c Pig \u0627\u0632 \u062c\u0627\u0645\u0639\u0647 \u0628\u0632\u0631\u06af \u0648 \u0641\u0639\u0627\u0644 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0633\u0648\u062f \u0645\u06cc \u0628\u0631\u062f \u0648 \u0627\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u062f\u0627\u0648\u0645 \u0648 \u0628\u0647\u0628\u0648\u062f \u0645\u0633\u062a\u0645\u0631 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u062e\u0648\u06a9 \u0622\u067e\u0627\u0686\u06cc<\/h2>\n<p>Apache Pig \u062f\u0648 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc:<\/strong> Apache Pig \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647\u060c \u0645\u0634\u0627\u0628\u0647 \u062c\u062f\u0627\u0648\u0644 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0633\u0646\u062a\u06cc\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code data-no-translation=\"\">RELATION<\/code> \u0646\u0648\u0639 \u062f\u0627\u062f\u0647.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0648 \u062f\u0631 \u062a\u0648:<\/strong> Pig \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u06cc\u0645\u0647 \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0645\u0627\u0646\u0646\u062f JSON \u06cc\u0627 XML \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code data-no-translation=\"\">BAG<\/code>, <code data-no-translation=\"\">TUPLE<\/code>\u060c \u0648 <code data-no-translation=\"\">MAP<\/code> \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062a\u0648\u062f\u0631\u062a\u0648<\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062c\u062f\u0648\u0644\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 Apache Pig \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 \u062f\u0627\u062f\u0647<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code data-no-translation=\"\">int<\/code><\/td>\n<td>\u0639\u062f\u062f \u0635\u062d\u06cc\u062d<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">long<\/code><\/td>\n<td>\u0639\u062f\u062f \u0635\u062d\u06cc\u062d \u0628\u0644\u0646\u062f<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">float<\/code><\/td>\n<td>\u0639\u062f\u062f \u0645\u0645\u06cc\u0632 \u0634\u0646\u0627\u0648\u0631 \u062a\u06a9 \u062f\u0642\u06cc\u0642<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">double<\/code><\/td>\n<td>\u0639\u062f\u062f \u0645\u0645\u06cc\u0632 \u0634\u0646\u0627\u0648\u0631 \u0628\u0627 \u062f\u0642\u062a \u062f\u0648 \u0628\u0631\u0627\u0628\u0631<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">chararray<\/code><\/td>\n<td>\u0622\u0631\u0627\u06cc\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 (\u0631\u0634\u062a\u0647)<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">bytearray<\/code><\/td>\n<td>\u0622\u0631\u0627\u06cc\u0647 \u0628\u0627\u06cc\u062a (\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc)<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">boolean<\/code><\/td>\n<td>\u0628\u0648\u0644\u06cc (\u062f\u0631\u0633\u062a\/\u0646\u0627\u062f\u0631\u0633\u062a)<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">datetime<\/code><\/td>\n<td>\u062a\u0627\u0631\u06cc\u062e \u0648 \u0632\u0645\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">RELATION<\/code><\/td>\n<td>\u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a \u06cc\u0627\u0641\u062a\u0647 (\u0634\u0628\u06cc\u0647 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647)<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">BAG<\/code><\/td>\n<td>\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0627\u067e\u0644 \u0647\u0627 (\u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062a\u0648\u062f\u0631\u062a\u0648) \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">TUPLE<\/code><\/td>\n<td>\u06cc\u06a9 \u0631\u06a9\u0648\u0631\u062f (\u062f\u0648\u06af\u0627\u0646\u0647) \u0631\u0627 \u0628\u0627 \u0641\u06cc\u0644\u062f\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">MAP<\/code><\/td>\n<td>\u062c\u0641\u062a \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f-\u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062e\u0648\u06a9 \u0622\u067e\u0627\u0686\u06cc\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0622\u0646\u0647\u0627<\/h2>\n<p>Apache Pig \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u062f\u0631 \u062d\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>ETL (Extract\u060c Transform\u060c Load):<\/strong> Pig \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f ETL \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062a\u0639\u062f\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0647 \u0642\u0627\u0644\u0628 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0633\u067e\u0633 \u062f\u0631 \u0627\u0646\u0628\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u06cc\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627:<\/strong> Pig \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u062a\u0648\u0627\u0646\u0645\u0646\u062f \u0633\u0627\u062e\u062a\u0646 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0647\u0648\u0634 \u062a\u062c\u0627\u0631\u06cc \u0648 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0627\u06a9 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647:<\/strong> Pig \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647\u060c \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u0631\u0628\u0648\u0637 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0641\u0631\u0645\u062a \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Apache Pig \u0628\u0627 \u0622\u0646 \u0645\u0648\u0627\u062c\u0647 \u0634\u0648\u0646\u062f \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u0633\u0627\u0626\u0644 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f:<\/strong> \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u062a\u06cc\u0646 Pig \u0646\u0627\u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631 \u0627\u0632 \u062d\u062f \u0645\u0637\u0644\u0648\u0628 \u0634\u0648\u062f. \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u0646\u0627\u0633\u0628 \u0648 \u0637\u0631\u0627\u062d\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u063a\u0644\u0628\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u067e\u06cc\u0686\u06cc\u062f\u0647:<\/strong> \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0628\u0627\u0634\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0644\u062a \u0645\u062d\u0644\u06cc Pig \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062d\u0644 \u0645\u0634\u06a9\u0644\u0627\u062a \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u062d\u0631\u0627\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627:<\/strong> \u0627\u0646\u062d\u0631\u0627\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0631\u062e\u06cc \u0627\u0632 \u067e\u0627\u0631\u062a\u06cc\u0634\u0646 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 \u0633\u0627\u06cc\u0631\u06cc\u0646 \u0647\u0633\u062a\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0639\u062b \u0639\u062f\u0645 \u062a\u0639\u0627\u062f\u0644 \u0628\u0627\u0631 \u062f\u0631 \u062e\u0648\u0634\u0647 \u0647\u0627\u06cc Hadoop \u0634\u0648\u062f. \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0642\u0633\u06cc\u0645 \u0645\u062c\u062f\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0648\u06cc\u0698\u06af\u06cc<\/th>\n<th>\u062e\u0648\u06a9 \u0622\u067e\u0627\u0686\u06cc<\/th>\n<th>Apache Hive<\/th>\n<th>\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u062f\u0644 \u067e\u0631\u062f\u0627\u0632\u0634<\/td>\n<td>\u0631\u0648\u06cc\u0647 \u0627\u06cc (Pig Latin)<\/td>\n<td>\u0627\u0639\u0644\u0627\u0645\u06cc (Hive QL)<\/td>\n<td>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 (RDD)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0648\u0631\u062f<\/td>\n<td>\u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646<\/td>\n<td>Pig Latin\u060c \u062a\u0648\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 (Java\/Python)<\/td>\n<td>Hive QL\u060c \u062a\u0648\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 (\u062c\u0627\u0648\u0627)<\/td>\n<td>Spark SQL\u060c Scala\u060c Java\u060c Python<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u0627\u0631\u0627\u06cc\u06cc<\/td>\n<td>\u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc \u062e\u0648\u0628 \u0627\u0633\u062a<\/td>\n<td>\u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc \u062e\u0648\u0628 \u0627\u0633\u062a<\/td>\n<td>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647\u060c \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u062f\u063a\u0627\u0645 \u0628\u0627 Hadoop<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062e\u0648\u06a9 \u0622\u067e\u0627\u0686\u06cc<\/h2>\n<p>Apache Pig \u0647\u0645\u0686\u0646\u0627\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0645\u0631\u062a\u0628\u0637 \u0648 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc\u060c \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0646\u062f \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0622\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0628\u06af\u0630\u0627\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc:<\/strong> \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 Pig \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0628\u0631\u062a\u0631\u06cc \u062f\u0627\u0631\u062f\u060c \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f \u0648 \u0628\u0627 \u062a\u0642\u0627\u0636\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062f\u063a\u0627\u0645 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0622\u067e\u0627\u0686\u06cc:<\/strong> Pig \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u062f\u063a\u0627\u0645 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc Apache \u0645\u0627\u0646\u0646\u062f Apache Flink \u0648 Apache Beam \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f \u062a\u0627 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc\/\u0627\u0633\u062a\u0631\u06cc\u0645 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647:<\/strong> \u062a\u0644\u0627\u0634\u200c\u0647\u0627\u06cc \u0645\u062f\u0627\u0648\u0645 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc Pig \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0646\u062c\u0631 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 Apache Pig \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Apache Pig \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u0645\u062e\u062a\u0644\u0641 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0639\u0645\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0627\u0633\u0637\u0647 \u0628\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc Pig \u0648 \u0648\u0628 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc \u0628\u0647 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0646 \u0648\u0628 \u0648 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0634\u062a\u0627\u0628:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0627\u063a\u0644\u0628 \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u0646\u062f\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0636\u0627\u0641\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc Pig \u062a\u0633\u0631\u06cc\u0639 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646 \u0648 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646 \u0631\u0627 \u0628\u0627 \u067e\u0648\u0634\u0627\u0646\u062f\u0646 \u0645\u0646\u0628\u0639 Pig Jobs\u060c \u062a\u0636\u0645\u06cc\u0646 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a \u062f\u0631 \u0637\u0648\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u06a9\u0634\u0641 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062e\u0648\u06a9 \u0622\u067e\u0627\u0686\u06cc\u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0646\u0627\u0628\u0639 \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li><a href=\"https:\/\/pig.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0628 \u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc \u0622\u067e\u0627\u0686\u06cc \u067e\u06cc\u06af<\/a><\/li>\n<li><a href=\"https:\/\/cwiki.apache.org\/confluence\/display\/PIG\/Index\" target=\"_new\" rel=\"noopener nofollow\">\u0622\u067e\u0627\u0686\u06cc \u067e\u06cc\u06af \u0648\u06cc\u06a9\u06cc<\/a><\/li>\n<li><a href=\"https:\/\/www.tutorialspoint.com\/apache_pig\/index.htm\" target=\"_new\" rel=\"noopener nofollow\">\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u06a9 \u0622\u067e\u0627\u0686\u06cc<\/a><\/li>\n<li><a href=\"https:\/\/www.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0628\u0646\u06cc\u0627\u062f \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0622\u067e\u0627\u0686\u06cc<\/a><\/li>\n<\/ul>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647\u060c Apache Pig \u06cc\u06a9 \u062f\u0627\u0631\u0627\u06cc\u06cc \u0636\u0631\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u0634\u0631\u06a9\u062a \u0647\u0627 \u0648 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f\u0627\u0646 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 Hadoop \u0647\u0633\u062a\u0646\u062f. \u062a\u0648\u0633\u0639\u0647 \u0645\u0633\u062a\u0645\u0631 \u0648 \u0627\u062f\u063a\u0627\u0645 \u0622\u0646 \u0628\u0627 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0646\u0648\u0638\u0647\u0648\u0631 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 Pig \u062f\u0631 \u0686\u0634\u0645\u200c\u0627\u0646\u062f\u0627\u0632 \u0647\u0645\u06cc\u0634\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062a\u062d\u0648\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627\u0642\u06cc \u062e\u0648\u0627\u0647\u062f \u0645\u0627\u0646\u062f.<\/p>","protected":false},"featured_media":467618,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475879","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Apache Pig: Streamlining Big Data Processing<\/mark>","faq_items":[{"question":"What is Apache Pig?","answer":"Apache Pig is an open-source platform that simplifies the processing of large-scale data sets in a distributed computing environment. It provides a high-level language called Pig Latin, which abstracts complex data processing tasks on Apache Hadoop clusters."},{"question":"How did Apache Pig originate?","answer":"The origins of Apache Pig can be traced back to research conducted at Yahoo! around 2006. The team at Yahoo! developed Pig to address the challenges of processing vast amounts of data efficiently on Hadoop. It was later released as an open-source project in 2007."},{"question":"How does Apache Pig work?","answer":"Apache Pig follows a multi-stage data processing model. It starts with parsing the Pig Latin script, followed by logical optimization, physical plan generation, MapReduce execution, and result collection. This process streamlines data processing on Hadoop clusters."},{"question":"What are the key features of Apache Pig?","answer":"Apache Pig offers several key features, including abstraction through Pig Latin, execution in both local and Hadoop modes, and automatic optimization of data processing workflows."},{"question":"What types of data does Apache Pig support?","answer":"Apache Pig supports two main types of datrelational data (structured) and nested data (semi-structured), such as JSON or XML. It provides data types like <code>int<\/code>, <code>float<\/code>, <code>chararray<\/code>, <code>BAG<\/code>, <code>TUPLE<\/code>, and more."},{"question":"How can I use Apache Pig?","answer":"Apache Pig is commonly used for ETL (Extract, Transform, Load) processes, data analysis, and data cleansing tasks. It simplifies data preparation and analysis on big data sets."},{"question":"What are the common challenges while using Apache Pig?","answer":"Users may face performance issues due to inefficient Pig Latin scripts. Debugging complex pipelines and handling data skew in Hadoop clusters are also common challenges."},{"question":"How does Apache Pig compare to other similar technologies?","answer":"Apache Pig differs from Apache Hive and Apache Spark in terms of its processing model, use cases, language support, and performance characteristics. While Pig is good for batch processing, Spark offers in-memory and real-time processing capabilities."},{"question":"What does the future hold for Apache Pig?","answer":"The future of Apache Pig may involve enhanced optimization techniques, real-time processing capabilities, and closer integration with other Apache projects like Flink and Beam."},{"question":"How can proxy servers be associated with Apache Pig?","answer":"Proxy servers can be beneficial in data collection, caching, and ensuring anonymity while using Apache Pig. They act as intermediaries between Pig scripts and external web servers, facilitating various data processing tasks.\r\n\r\nFor more information about Apache Pig, check out the official Apache Pig website, tutorials, and resources from the Apache Software Foundation."}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/475879","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/475879\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/467618"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=475879"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}