{"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\/in\/wiki\/apache-pig\/","title":{"rendered":"\u0905\u092a\u093e\u091a\u0947 \u0938\u0941\u0905\u0930"},"content":{"rendered":"<p>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0939\u0948 \u091c\u094b \u0935\u093f\u0924\u0930\u093f\u0924 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u0921\u0947\u091f\u093e \u0938\u0947\u091f \u0915\u0947 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0947 Yahoo \u0926\u094d\u0935\u093e\u0930\u093e \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e! \u0914\u0930 \u092c\u093e\u0926 \u092e\u0947\u0902 \u0905\u092a\u093e\u091a\u0947 \u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u092b\u093e\u0909\u0902\u0921\u0947\u0936\u0928 \u092e\u0947\u0902 \u092f\u094b\u0917\u0926\u093e\u0928 \u0926\u093f\u092f\u093e, \u091c\u0939\u093e\u0902 \u092f\u0939 \u0905\u092a\u093e\u091a\u0947 Hadoop \u092a\u093e\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u0915\u0940 \u0924\u0902\u0924\u094d\u0930 \u0915\u093e \u0939\u093f\u0938\u094d\u0938\u093e \u092c\u0928 \u0917\u092f\u093e\u0964 \u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u092a\u093f\u0917 \u0932\u0948\u091f\u093f\u0928 \u0928\u093e\u092e\u0915 \u090f\u0915 \u0909\u091a\u094d\u091a-\u0938\u094d\u0924\u0930\u0940\u092f \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u091c\u091f\u093f\u0932 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0905\u092e\u0942\u0930\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928 \u0932\u093f\u0916\u0928\u093e \u0914\u0930 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u093e \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>\u0905\u092a\u093e\u091a\u0947 \u0938\u0941\u0905\u0930 \u0915\u093e \u0907\u0924\u093f\u0939\u093e\u0938 \u0914\u0930 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\u0909\u092a\u0915\u0930\u0923 \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u092e\u093e\u0902\u0917 \u0915\u0940 \u091c\u094b Hadoop \u092a\u0930 \u0921\u0947\u091f\u093e \u0939\u0947\u0930\u092b\u0947\u0930 \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e \u0938\u0915\u0947\u0964 \u0907\u0938\u0938\u0947 \u092a\u093f\u0917 \u0932\u0948\u091f\u093f\u0928 \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0939\u0941\u0906, \u091c\u094b \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 Hadoop-\u0906\u0927\u093e\u0930\u093f\u0924 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u0940 \u0917\u0908 \u090f\u0915 \u0938\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u091f\u093f\u0902\u0917 \u092d\u093e\u0937\u093e \u0939\u0948\u0964 2007 \u092e\u0947\u0902, Yahoo! \u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u094b \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u091c\u093e\u0930\u0940 \u0915\u093f\u092f\u093e \u0917\u092f\u093e, \u0914\u0930 \u0907\u0938\u0947 \u092c\u093e\u0926 \u092e\u0947\u0902 \u0905\u092a\u093e\u091a\u0947 \u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u092b\u093e\u0909\u0902\u0921\u0947\u0936\u0928 \u0926\u094d\u0935\u093e\u0930\u093e \u0905\u092a\u0928\u093e\u092f\u093e \u0917\u092f\u093e\u0964<\/p>\n<h2>\u0905\u092a\u093e\u091a\u0947 \u0938\u0941\u0905\u0930 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h2>\n<p>Apache Pig \u0915\u093e \u0932\u0915\u094d\u0937\u094d\u092f Apache Hadoop \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u092a\u0930 \u0921\u0947\u091f\u093e \u0915\u0947 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0909\u091a\u094d\u091a-\u0938\u094d\u0924\u0930\u0940\u092f \u092e\u0902\u091a \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u093e \u0939\u0948\u0964 \u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u0947 \u092e\u0941\u0916\u094d\u092f \u0918\u091f\u0915\u094b\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u0938\u0941\u0905\u0930 \u0932\u0948\u091f\u093f\u0928:<\/strong> \u092f\u0939 \u090f\u0915 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0935\u093e\u0939 \u092d\u093e\u0937\u093e \u0939\u0948 \u091c\u094b \u091c\u091f\u093f\u0932 Hadoop MapReduce \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u0930\u0932, \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928 \u0938\u0902\u091a\u093e\u0932\u0928 \u092e\u0947\u0902 \u092c\u0926\u0932 \u0926\u0947\u0924\u0940 \u0939\u0948\u0964 \u092a\u093f\u0917 \u0932\u0948\u091f\u093f\u0928 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u094b \u0921\u0947\u091f\u093e \u0930\u0942\u092a\u093e\u0902\u0924\u0930\u0923 \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u094b \u0938\u0902\u0915\u094d\u0937\u093f\u092a\u094d\u0924 \u0924\u0930\u0940\u0915\u0947 \u0938\u0947 \u0935\u094d\u092f\u0915\u094d\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u094b Hadoop \u0915\u0940 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u091c\u091f\u093f\u0932\u0924\u093e\u0913\u0902 \u0915\u094b \u091b\u093f\u092a\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0928\u093f\u0937\u094d\u092a\u093e\u0926\u0928 \u0935\u093e\u0924\u093e\u0935\u0930\u0923:<\/strong> Apache Pig \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092e\u094b\u0921 \u0914\u0930 Hadoop \u092e\u094b\u0921 \u0926\u094b\u0928\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092e\u094b\u0921 \u092e\u0947\u0902, \u092f\u0939 \u090f\u0915 \u0939\u0940 \u092e\u0936\u0940\u0928 \u092a\u0930 \u091a\u0932\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0914\u0930 \u0921\u093f\u092c\u0917\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0906\u0926\u0930\u094d\u0936 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 Hadoop \u092e\u094b\u0921 \u092e\u0947\u0902, \u092f\u0939 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0935\u093f\u0924\u0930\u093f\u0924 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f Hadoop \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u0915\u0940 \u0936\u0915\u094d\u0924\u093f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0924\u0915\u0928\u0940\u0915\u0947\u0902:<\/strong> \u092a\u093f\u0917, \u092a\u093f\u0917 \u0932\u0948\u091f\u093f\u0928 \u0932\u093f\u092a\u093f\u092f\u094b\u0902 \u0915\u0940 \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u0928 \u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0915\u0947 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0915\u0941\u0936\u0932 \u0938\u0902\u0938\u093e\u0927\u0928 \u0909\u092a\u092f\u094b\u0917 \u0914\u0930 \u0924\u0947\u091c\u093c \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0938\u092e\u092f \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e \u0914\u0930 \u092f\u0939 \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948<\/h2>\n<p>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u090f\u0915 \u092c\u0939\u0941-\u091a\u0930\u0923\u0940\u092f \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u093e \u0905\u0928\u0941\u0938\u0930\u0923 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u093f\u0938\u092e\u0947\u0902 \u092a\u093f\u0917 \u0932\u0948\u091f\u093f\u0928 \u0938\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u091f \u0915\u094b \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0908 \u091a\u0930\u0923 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u092a\u093e\u0930\u094d\u0938\u093f\u0902\u0917:<\/strong> \u091c\u092c \u092a\u093f\u0917 \u0932\u0948\u091f\u093f\u0928 \u0938\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u091f \u0938\u092c\u092e\u093f\u091f \u0915\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948, \u0924\u094b \u092a\u093f\u0917 \u0915\u0902\u092a\u093e\u0907\u0932\u0930 \u0909\u0938\u0947 \u092a\u093e\u0930\u094d\u0938 \u0915\u0930\u0915\u0947 \u090f\u0915 \u090f\u092c\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u091f \u0938\u093f\u0902\u091f\u0948\u0915\u094d\u0938 \u091f\u094d\u0930\u0940 (AST) \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 AST \u0921\u0947\u091f\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0947\u0936\u0928 \u0915\u0940 \u0924\u093e\u0930\u094d\u0915\u093f\u0915 \u092f\u094b\u091c\u0928\u093e \u0915\u094b \u0926\u0930\u094d\u0936\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0924\u093e\u0930\u094d\u0915\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u0928:<\/strong> \u0924\u093e\u0930\u094d\u0915\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u0915 \u090f\u090f\u0938\u091f\u0940 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0914\u0930 \u0905\u0928\u093e\u0935\u0936\u094d\u092f\u0915 \u0938\u0902\u091a\u093e\u0932\u0928 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092d\u094c\u0924\u093f\u0915 \u092f\u094b\u091c\u0928\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923:<\/strong> \u0924\u093e\u0930\u094d\u0915\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u0947 \u092c\u093e\u0926, \u092a\u093f\u0917 \u0924\u093e\u0930\u094d\u0915\u093f\u0915 \u092f\u094b\u091c\u0928\u093e \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u090f\u0915 \u092d\u094c\u0924\u093f\u0915 \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u0928 \u092f\u094b\u091c\u0928\u093e \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092d\u094c\u0924\u093f\u0915 \u092f\u094b\u091c\u0928\u093e \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948 \u0915\u093f Hadoop \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u092a\u0930 \u0921\u0947\u091f\u093e \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0915\u0948\u0938\u0947 \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u0915\u093f\u090f \u091c\u093e\u090f\u0902\u0917\u0947\u0964<\/p>\n<\/li>\n<li>\n<p><strong>MapReduce \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u0928:<\/strong> \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u092d\u094c\u0924\u093f\u0915 \u092f\u094b\u091c\u0928\u093e \u0915\u094b MapReduce \u0928\u094c\u0915\u0930\u093f\u092f\u094b\u0902 \u0915\u0940 \u090f\u0915 \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092b\u093f\u0930 \u0907\u0928 \u0928\u094c\u0915\u0930\u093f\u092f\u094b\u0902 \u0915\u094b \u0935\u093f\u0924\u0930\u093f\u0924 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f Hadoop \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u092e\u0947\u0902 \u0938\u092c\u092e\u093f\u091f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092a\u0930\u093f\u0923\u093e\u092e \u0938\u0902\u0917\u094d\u0930\u0939:<\/strong> MapReduce \u0915\u093e\u0930\u094d\u092f \u092a\u0942\u0930\u093e \u0939\u094b\u0928\u0947 \u0915\u0947 \u092c\u093e\u0926, \u092a\u0930\u093f\u0923\u093e\u092e \u090f\u0915\u0924\u094d\u0930 \u0915\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u094b \u0935\u093e\u092a\u0938 \u0915\u0930 \u0926\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u0940 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/h2>\n<p>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u0908 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u0907\u0938\u0947 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u0905\u092e\u0942\u0930\u094d\u0924\u0928:<\/strong> \u092a\u093f\u0917 \u0932\u0948\u091f\u093f\u0928, \u0939\u093e\u0921\u094b\u092a \u0914\u0930 \u092e\u0948\u092a\u0930\u0947\u0921\u094d\u092f\u0942\u0938 \u0915\u0940 \u091c\u091f\u093f\u0932\u0924\u093e\u0913\u0902 \u0915\u094b \u0938\u093e\u0930\u0917\u0930\u094d\u092d\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u094b \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u0935\u093f\u0935\u0930\u0923 \u0915\u0947 \u092c\u091c\u093e\u092f \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0924\u0930\u094d\u0915 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0935\u093f\u0938\u094d\u0924\u093e\u0930\u0936\u0940\u0932\u0924\u093e:<\/strong> \u092a\u093f\u0917 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u094b \u091c\u093e\u0935\u093e, \u092a\u093e\u092f\u0925\u0928 \u092f\u093e \u0905\u0928\u094d\u092f \u092d\u093e\u0937\u093e\u0913\u0902 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e-\u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 (\u092f\u0942\u0921\u0940\u090f\u092b) \u092c\u0928\u093e\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092a\u093f\u0917 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u0939\u094b\u0924\u093e \u0939\u0948 \u0914\u0930 \u0915\u0938\u094d\u091f\u092e \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0938\u094d\u0915\u0940\u092e\u093e \u0932\u091a\u0940\u0932\u093e\u092a\u0928:<\/strong> \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0930\u093f\u0932\u0947\u0936\u0928\u0932 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u092a\u093f\u0917 \u0938\u0916\u094d\u0924 \u0938\u094d\u0915\u0940\u092e\u093e \u0932\u093e\u0917\u0942 \u0928\u0939\u0940\u0902 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0905\u0930\u094d\u0927-\u0938\u0902\u0930\u091a\u093f\u0924 \u0914\u0930 \u0905\u0938\u0902\u0930\u091a\u093f\u0924 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0938\u092e\u0941\u0926\u093e\u092f \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928:<\/strong> \u0905\u092a\u093e\u091a\u0947 \u092a\u093e\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u0915\u0940 \u0924\u0902\u0924\u094d\u0930 \u0915\u093e \u0939\u093f\u0938\u094d\u0938\u093e \u0939\u094b\u0928\u0947 \u0915\u0947 \u0928\u093e\u0924\u0947, \u092a\u093f\u0917 \u0915\u094b \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u0947 \u090f\u0915 \u092c\u0921\u093c\u0947 \u0914\u0930 \u0938\u0915\u094d\u0930\u093f\u092f \u0938\u092e\u0941\u0926\u093e\u092f \u0938\u0947 \u0932\u093e\u092d \u092e\u093f\u0932\u0924\u093e \u0939\u0948, \u091c\u094b \u0928\u093f\u0930\u0902\u0924\u0930 \u0938\u092e\u0930\u094d\u0925\u0928 \u0914\u0930 \u0928\u093f\u0930\u0902\u0924\u0930 \u0938\u0941\u0927\u093e\u0930 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u0905\u092a\u093e\u091a\u0947 \u0938\u0941\u0905\u0930 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n<p>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0926\u094b \u092e\u0941\u0916\u094d\u092f \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u093e \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948:<\/p>\n<ol>\n<li>\n<p><strong>\u0938\u0902\u092c\u0902\u0927\u092a\u0930\u0915 \u0921\u0947\u091f\u093e:<\/strong> \u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0924\u093e\u0932\u093f\u0915\u093e\u0913\u0902 \u0915\u0947 \u0938\u092e\u093e\u0928 \u0938\u0902\u0930\u091a\u093f\u0924 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0924\u093e \u0939\u0948 <code data-no-translation=\"\">RELATION<\/code> \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0928\u0947\u0938\u094d\u091f\u0947\u0921 \u0921\u0947\u091f\u093e:<\/strong> \u092a\u093f\u0917 \u0905\u0930\u094d\u0927-\u0938\u0902\u0930\u091a\u093f\u0924 \u0921\u0947\u091f\u093e, \u091c\u0948\u0938\u0947 JSON \u092f\u093e XML, \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 <code data-no-translation=\"\">BAG<\/code>, <code data-no-translation=\"\">TUPLE<\/code>, \u0914\u0930 <code data-no-translation=\"\">MAP<\/code> \u0928\u0947\u0938\u094d\u091f\u0947\u0921 \u0938\u0902\u0930\u091a\u0928\u093e\u0913\u0902 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u0964<\/p>\n<\/li>\n<\/ol>\n<p>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u0915\u093e \u0938\u093e\u0930\u093e\u0902\u0936 \u0926\u0947\u0928\u0947 \u0935\u093e\u0932\u0940 \u090f\u0915 \u0924\u093e\u0932\u093f\u0915\u093e \u092f\u0939\u093e\u0902 \u0926\u0940 \u0917\u0908 \u0939\u0948:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0915\u093e\u0930<\/th>\n<th>\u0935\u093f\u0935\u0930\u0923<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code data-no-translation=\"\">int<\/code><\/td>\n<td>\u092a\u0942\u0930\u094d\u0923\u093e\u0902\u0915<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">long<\/code><\/td>\n<td>\u0932\u0902\u092c\u093e \u092a\u0942\u0930\u094d\u0923\u093e\u0902\u0915<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">float<\/code><\/td>\n<td>\u090f\u0915\u0932-\u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e \u092b\u093c\u094d\u0932\u094b\u091f\u093f\u0902\u0917-\u092a\u0949\u0907\u0902\u091f \u0938\u0902\u0916\u094d\u092f\u093e<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">double<\/code><\/td>\n<td>\u0921\u092c\u0932-\u092a\u0930\u093f\u0936\u0941\u0926\u094d\u0927\u0924\u093e \u092b\u093c\u094d\u0932\u094b\u091f\u093f\u0902\u0917-\u092a\u0949\u0907\u0902\u091f \u0938\u0902\u0916\u094d\u092f\u093e<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">chararray<\/code><\/td>\n<td>\u0935\u0930\u094d\u0923 \u0938\u0930\u0923\u0940 (\u0938\u094d\u091f\u094d\u0930\u093f\u0902\u0917)<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">bytearray<\/code><\/td>\n<td>\u092c\u093e\u0907\u091f \u0938\u0930\u0923\u0940 (\u092c\u093e\u0907\u0928\u0930\u0940 \u0921\u0947\u091f\u093e)<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">boolean<\/code><\/td>\n<td>\u092c\u0942\u0932\u093f\u092f\u0928 (\u0938\u0939\u0940\/\u0917\u0932\u0924)<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">datetime<\/code><\/td>\n<td>\u0924\u093f\u0925\u093f \u0914\u0930 \u0938\u092e\u092f<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">RELATION<\/code><\/td>\n<td>\u0938\u0902\u0930\u091a\u093f\u0924 \u0921\u0947\u091f\u093e (\u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0915\u0947 \u0938\u092e\u093e\u0928) \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">BAG<\/code><\/td>\n<td>\u091f\u0941\u092a\u0932\u094d\u0938 (\u0928\u0947\u0938\u094d\u091f\u0947\u0921 \u0938\u0902\u0930\u091a\u0928\u093e\u0913\u0902) \u0915\u0947 \u0938\u0902\u0917\u094d\u0930\u0939 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">TUPLE<\/code><\/td>\n<td>\u092b\u093c\u0940\u0932\u094d\u0921\u094d\u0938 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915 \u0930\u093f\u0915\u0949\u0930\u094d\u0921 (\u091f\u0941\u092a\u0932) \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<tr>\n<td><code data-no-translation=\"\">MAP<\/code><\/td>\n<td>\u0915\u0941\u0902\u091c\u0940-\u092e\u0942\u0932\u094d\u092f \u091c\u094b\u0921\u093c\u0947 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947, \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u0914\u0930 \u0909\u0928\u0915\u0947 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n<p>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u093e \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0948\u0938\u0947:<\/p>\n<ol>\n<li>\n<p><strong>\u0908\u091f\u0940\u090f\u0932 (\u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u091f, \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e, \u0932\u094b\u0921):<\/strong> \u092a\u093f\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0908\u091f\u0940\u090f\u0932 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u0915\u0908 \u0938\u094d\u0930\u094b\u0924\u094b\u0902 \u0938\u0947 \u0928\u093f\u0915\u093e\u0932\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0935\u093e\u0902\u091b\u093f\u0924 \u092a\u094d\u0930\u093e\u0930\u0942\u092a \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0914\u0930 \u092b\u093f\u0930 \u0921\u0947\u091f\u093e \u0935\u0947\u092f\u0930\u0939\u093e\u0909\u0938 \u092f\u093e \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u092e\u0947\u0902 \u0932\u094b\u0921 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0921\u0947\u091f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923:<\/strong> \u092a\u093f\u0917 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092c\u0921\u093c\u0940 \u092e\u093e\u0924\u094d\u0930\u093e \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0915\u0930 \u0921\u0947\u091f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0935\u094d\u092f\u093e\u0935\u0938\u093e\u092f\u093f\u0915 \u0916\u0941\u092b\u093f\u092f\u093e \u0914\u0930 \u0921\u0947\u091f\u093e \u0916\u0928\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0921\u0947\u091f\u093e \u0938\u092b\u093e\u0908:<\/strong> \u0938\u0941\u0905\u0930 \u0915\u094b \u0915\u091a\u094d\u091a\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u093e\u092b\u093c \u0915\u0930\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0928\u0947, \u0932\u093e\u092a\u0924\u093e \u092e\u093e\u0928\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947, \u0905\u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0921\u0947\u091f\u093e \u0915\u094b \u092b\u093c\u093f\u0932\u094d\u091f\u0930 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0921\u0947\u091f\u093e \u0915\u094b \u0909\u091a\u093f\u0924 \u092a\u094d\u0930\u093e\u0930\u0942\u092a\u094b\u0902 \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u092f\u094b\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<p>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u091c\u093f\u0928 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u093e\u092e\u0928\u093e \u0915\u0930\u0928\u093e \u092a\u0921\u093c \u0938\u0915\u0924\u093e \u0939\u0948 \u0909\u0928\u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u0928\u093f\u0937\u094d\u092a\u093e\u0926\u0928 \u092e\u0941\u0926\u094d\u0926\u0947:<\/strong> \u0905\u0915\u0941\u0936\u0932 \u092a\u093f\u0917 \u0932\u0948\u091f\u093f\u0928 \u0932\u093f\u092a\u093f\u092f\u094b\u0902 \u0915\u0947 \u0915\u093e\u0930\u0923 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0907\u0937\u094d\u091f\u0924\u092e \u0938\u0947 \u0915\u092e \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0909\u091a\u093f\u0924 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0914\u0930 \u0915\u0941\u0936\u0932 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0907\u0938 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u094b \u0926\u0942\u0930 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0921\u093f\u092c\u0917\u093f\u0902\u0917 \u0915\u0949\u092e\u094d\u092a\u094d\u0932\u0947\u0915\u094d\u0938 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928:<\/strong> \u091c\u091f\u093f\u0932 \u0921\u0947\u091f\u093e \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u0915\u094b \u0921\u0940\u092c\u0917 \u0915\u0930\u0928\u093e \u091a\u0941\u0928\u094c\u0924\u0940\u092a\u0942\u0930\u094d\u0923 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0914\u0930 \u0921\u093f\u092c\u0917\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092a\u093f\u0917 \u0915\u0947 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u092e\u094b\u0921 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0928\u0947 \u0938\u0947 \u092e\u0941\u0926\u094d\u0926\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u0939\u0932 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0939\u093e\u092f\u0924\u093e \u092e\u093f\u0932 \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0921\u0947\u091f\u093e \u0924\u093f\u0930\u091b\u093e:<\/strong> \u0921\u0947\u091f\u093e \u0924\u093f\u0930\u091b\u093e\u092a\u0928, \u091c\u0939\u093e\u0902 \u0915\u0941\u091b \u0921\u0947\u091f\u093e \u0935\u093f\u092d\u093e\u091c\u0928 \u0926\u0942\u0938\u0930\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0915\u093e\u092b\u0940 \u092c\u0921\u093c\u0947 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, Hadoop \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u092e\u0947\u0902 \u0932\u094b\u0921 \u0905\u0938\u0902\u0924\u0941\u0932\u0928 \u0915\u093e \u0915\u093e\u0930\u0923 \u092c\u0928 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0921\u0947\u091f\u093e \u092a\u0941\u0928\u0930\u094d\u0935\u093f\u092d\u093e\u091c\u0928 \u0914\u0930 \u0915\u0949\u092e\u094d\u092c\u093f\u0928\u0930\u094d\u0938 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u0907\u0938 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u094b \u0915\u092e \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0914\u0930 \u0938\u092e\u093e\u0928 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0924\u0941\u0932\u0928\u093e<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0935\u093f\u0936\u0947\u0937\u0924\u093e<\/th>\n<th>\u0905\u092a\u093e\u091a\u0947 \u0938\u0941\u0905\u0930<\/th>\n<th>\u0905\u092a\u093e\u091a\u0947 \u0939\u093e\u0907\u0935<\/th>\n<th>\u0905\u092a\u093e\u091a\u0947 \u0938\u094d\u092a\u093e\u0930\u094d\u0915<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u092e\u0949\u0921\u0932<\/td>\n<td>\u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e\u0924\u094d\u092e\u0915 (\u092a\u093f\u0917 \u0932\u0948\u091f\u093f\u0928)<\/td>\n<td>\u0918\u094b\u0937\u0923\u093e\u0924\u094d\u092e\u0915 (\u0939\u093e\u0907\u0935 \u0915\u094d\u092f\u0942\u090f\u0932)<\/td>\n<td>\u0907\u0928-\u092e\u0947\u092e\u094b\u0930\u0940 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 (\u0906\u0930\u0921\u0940\u0921\u0940)<\/td>\n<\/tr>\n<tr>\n<td>\u0909\u0926\u093e\u0939\u0930\u0923<\/td>\n<td>\u0921\u0947\u091f\u093e \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928<\/td>\n<td>\u0921\u0947\u091f\u093e \u092d\u0923\u094d\u0921\u093e\u0930\u0923<\/td>\n<td>\u0921\u093e\u091f\u093e \u092a\u094d\u0930\u093e\u0938\u0947\u0938\u093f\u0902\u0917<\/td>\n<\/tr>\n<tr>\n<td>\u092d\u093e\u0937\u093e \u0938\u092e\u0930\u094d\u0925\u0928<\/td>\n<td>\u092a\u093f\u0917 \u0932\u0948\u091f\u093f\u0928, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e-\u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 (\u091c\u093e\u0935\u093e\/\u092a\u093e\u092f\u0925\u0928)<\/td>\n<td>\u0939\u093e\u0907\u0935 \u0915\u094d\u092f\u0942\u090f\u0932, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e-\u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 (\u091c\u093e\u0935\u093e)<\/td>\n<td>\u0938\u094d\u092a\u093e\u0930\u094d\u0915 \u090f\u0938\u0915\u094d\u092f\u0942\u090f\u0932, \u0938\u094d\u0915\u093e\u0932\u093e, \u091c\u093e\u0935\u093e, \u092a\u093e\u092f\u0925\u0928<\/td>\n<\/tr>\n<tr>\n<td>\u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928<\/td>\n<td>\u092c\u0948\u091a \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0905\u091a\u094d\u091b\u093e \u0939\u0948<\/td>\n<td>\u092c\u0948\u091a \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0905\u091a\u094d\u091b\u093e \u0939\u0948<\/td>\n<td>\u0907\u0928-\u092e\u0947\u092e\u094b\u0930\u0940, \u0930\u0940\u092f\u0932-\u091f\u093e\u0907\u092e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917<\/td>\n<\/tr>\n<tr>\n<td>Hadoop \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923<\/td>\n<td>\u0939\u093e\u0901<\/td>\n<td>\u0939\u093e\u0901<\/td>\n<td>\u0939\u093e\u0901<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u0914\u0930 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902<\/h2>\n<p>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u0935\u093e\u0928 \u0909\u092a\u0915\u0930\u0923 \u092c\u0928\u093e \u0939\u0941\u0906 \u0939\u0948\u0964 \u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u0940 \u0906\u0917\u0947 \u092c\u0922\u093c\u0924\u0940 \u0939\u0948, \u0915\u0908 \u0930\u0941\u091d\u093e\u0928 \u0914\u0930 \u0935\u093f\u0915\u093e\u0938 \u0907\u0938\u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u094b \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923:<\/strong> \u091c\u092c\u0915\u093f \u092a\u093f\u0917 \u092c\u0948\u091a \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u0938\u0902\u0938\u094d\u0915\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 \u0930\u0940\u092f\u0932-\u091f\u093e\u0907\u092e \u0921\u0947\u091f\u093e \u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938 \u0915\u0940 \u092e\u093e\u0902\u0917 \u0915\u094b \u0927\u094d\u092f\u093e\u0928 \u092e\u0947\u0902 \u0930\u0916\u0924\u0947 \u0939\u0941\u090f \u0930\u0940\u092f\u0932-\u091f\u093e\u0907\u092e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0905\u0928\u094d\u092f \u0905\u092a\u093e\u091a\u0947 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923:<\/strong> \u092a\u093f\u0917 \u0905\u0928\u094d\u092f \u0905\u092a\u093e\u091a\u0947 \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e\u0913\u0902 \u091c\u0948\u0938\u0947 \u0905\u092a\u093e\u091a\u0947 \u092b\u094d\u0932\u093f\u0902\u0915 \u0914\u0930 \u0905\u092a\u093e\u091a\u0947 \u092c\u0940\u092e \u0915\u0947 \u0938\u093e\u0925 \u0905\u092a\u0928\u0947 \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u094b \u092c\u0922\u093c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u0924\u093e\u0915\u093f \u0909\u0928\u0915\u0940 \u0938\u094d\u091f\u094d\u0930\u0940\u092e\u093f\u0902\u0917 \u0914\u0930 \u090f\u0915\u0940\u0915\u0943\u0924 \u092c\u0948\u091a\/\u0938\u094d\u091f\u094d\u0930\u0940\u092e\u093f\u0902\u0917 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u092f\u093e \u091c\u093e \u0938\u0915\u0947\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0909\u0928\u094d\u0928\u0924 \u0905\u0928\u0941\u0915\u0942\u0932\u0928:<\/strong> \u092a\u093f\u0917 \u0915\u0940 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0947 \u0932\u093f\u090f \u091a\u0932 \u0930\u0939\u0947 \u092a\u094d\u0930\u092f\u093e\u0938\u094b\u0902 \u0938\u0947 \u0914\u0930 \u092d\u0940 \u0924\u0947\u091c\u093c \u0914\u0930 \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u0915\u0948\u0938\u0947 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u093e \u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u092c\u0926\u094d\u0927 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948<\/h2>\n<p>\u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u092b\u093e\u092f\u0926\u0947\u092e\u0902\u0926 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u0921\u0947\u091f\u093e \u0938\u0902\u0917\u094d\u0930\u0939\u0923:<\/strong> \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u092a\u093f\u0917 \u0938\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u091f \u0914\u0930 \u092c\u093e\u0939\u0930\u0940 \u0935\u0947\u092c \u0938\u0930\u094d\u0935\u0930 \u0915\u0947 \u092c\u0940\u091a \u092e\u0927\u094d\u092f\u0938\u094d\u0925 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u0930\u094d\u092f \u0915\u0930\u0915\u0947 \u0907\u0902\u091f\u0930\u0928\u0947\u091f \u0938\u0947 \u0921\u0947\u091f\u093e \u090f\u0915\u0924\u094d\u0930 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0935\u0947\u092c \u0938\u094d\u0915\u094d\u0930\u0948\u092a\u093f\u0902\u0917 \u0914\u0930 \u0921\u0947\u091f\u093e \u090f\u0915\u0924\u094d\u0930\u0923 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0915\u0948\u0936\u093f\u0902\u0917 \u0914\u0930 \u0924\u094d\u0935\u0930\u0923:<\/strong> \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u092c\u093e\u0930-\u092c\u093e\u0930 \u090f\u0915\u094d\u0938\u0947\u0938 \u0915\u093f\u090f \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u0915\u0948\u0936 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0905\u0928\u093e\u0935\u0936\u094d\u092f\u0915 \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948 \u0914\u0930 \u092a\u093f\u0917 \u091c\u0949\u092c\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u092e\u0947\u0902 \u0924\u0947\u091c\u0940 \u0906\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0917\u0941\u092e\u0928\u093e\u092e\u0940 \u0914\u0930 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e:<\/strong> \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f, \u0938\u0941\u0905\u0930 \u0928\u094c\u0915\u0930\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u094d\u0930\u094b\u0924 \u0915\u094b \u091b\u093f\u092a\u093e\u0915\u0930 \u0917\u0941\u092e\u0928\u093e\u092e\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<p>\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u092f\u0939\u093e\u0902 \u0915\u0941\u091b \u092e\u0942\u0932\u094d\u092f\u0935\u093e\u0928 \u0938\u0902\u0938\u093e\u0927\u0928 \u0926\u093f\u090f \u0917\u090f \u0939\u0948\u0902:<\/p>\n<ul>\n<li><a href=\"https:\/\/pig.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u0906\u0927\u093f\u0915\u093e\u0930\u093f\u0915 \u0935\u0947\u092c\u0938\u093e\u0907\u091f<\/a><\/li>\n<li><a href=\"https:\/\/cwiki.apache.org\/confluence\/display\/PIG\/Index\" target=\"_new\" rel=\"noopener nofollow\">\u0905\u092a\u093e\u091a\u0947 \u0938\u0941\u0905\u0930 \u0935\u093f\u0915\u0940<\/a><\/li>\n<li><a href=\"https:\/\/www.tutorialspoint.com\/apache_pig\/index.htm\" target=\"_new\" rel=\"noopener nofollow\">\u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932<\/a><\/li>\n<li><a href=\"https:\/\/www.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0905\u092a\u093e\u091a\u0947 \u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u092b\u093e\u0909\u0902\u0921\u0947\u0936\u0928<\/a><\/li>\n<\/ul>\n<p>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092c\u0939\u0941\u092e\u0941\u0916\u0940 \u0909\u092a\u0915\u0930\u0923 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902, \u0905\u092a\u093e\u091a\u0947 \u092a\u093f\u0917 Hadoop \u092a\u093e\u0930\u093f\u0938\u094d\u0925\u093f\u0924\u093f\u0915\u0940 \u0924\u0902\u0924\u094d\u0930 \u0915\u0947 \u092d\u0940\u0924\u0930 \u0915\u0941\u0936\u0932 \u0921\u0947\u091f\u093e \u0939\u0947\u0930\u092b\u0947\u0930 \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u091a\u093e\u0939\u0928\u0947 \u0935\u093e\u0932\u0947 \u0909\u0926\u094d\u092f\u092e\u094b\u0902 \u0914\u0930 \u0921\u0947\u091f\u093e \u0909\u0924\u094d\u0938\u093e\u0939\u0940 \u0932\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0906\u0935\u0936\u094d\u092f\u0915 \u0938\u0902\u092a\u0924\u094d\u0924\u093f \u092c\u0928\u093e \u0939\u0941\u0906 \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u0928\u093f\u0930\u0902\u0924\u0930 \u0935\u093f\u0915\u093e\u0938 \u0914\u0930 \u0909\u092d\u0930\u0924\u0940 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u092a\u093f\u0917 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u0917\u093e\u0924\u093e\u0930 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b \u0930\u0939\u0947 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f \u092e\u0947\u0902 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u092c\u0928\u093e \u0930\u0939\u0947\u0917\u093e\u0964<\/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\/in\/wp-json\/wp\/v2\/wiki\/475879","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/475879\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/467618"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=475879"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}