{"id":2299,"date":"2020-06-11T07:52:46","date_gmt":"2020-06-11T04:22:46","guid":{"rendered":"https:\/\/actobit.com\/actomag\/?p=2299"},"modified":"2022-12-31T18:24:37","modified_gmt":"2022-12-31T14:54:37","slug":"big-data","status":"publish","type":"post","link":"https:\/\/actobit.com\/actomag\/1399\/big-data\/","title":{"rendered":"\u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0647\u0627\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 \u06f3 \/ Big Data"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_73 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#Big_Data_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" title=\"Big Data \u0686\u06cc\u0633\u062a\u061f\">Big Data \u0686\u06cc\u0633\u062a\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D8%AD%D8%AC%D9%85\" title=\"\u062d\u062c\u0645:\">\u062d\u062c\u0645:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D8%B3%D8%B1%D8%B9%D8%AA\" title=\"\u0633\u0631\u0639\u062a:\">\u0633\u0631\u0639\u062a:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D8%AA%D9%86%D9%88%D8%B9\" title=\"\u062a\u0646\u0648\u0639:\">\u062a\u0646\u0648\u0639:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D8%A7%D9%87%D9%85%DB%8C%D8%AA_Big_Data_%D8%AF%D8%B1_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" title=\"\u0627\u0647\u0645\u06cc\u062a Big Data \u062f\u0631 \u0686\u06cc\u0633\u062a\u061f\">\u0627\u0647\u0645\u06cc\u062a Big Data \u062f\u0631 \u0686\u06cc\u0633\u062a\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D9%85%D8%AE%D8%A7%D8%B2%D9%86_%D8%AF%D8%A7%D8%AF%D9%87\" title=\"\u0645\u062e\u0627\u0632\u0646 \u062f\u0627\u062f\u0647\">\u0645\u062e\u0627\u0632\u0646 \u062f\u0627\u062f\u0647<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D8%A7%D9%86%D8%A8%D8%A7%D8%B1_%D8%AF%D8%A7%D8%AF%D9%87_Data_Warehouse\" title=\"\u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 (Data Warehouse)\">\u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 (Data Warehouse)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D8%AF%D8%B1%DB%8C%D8%A7%DA%86%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_Data_Lake\" title=\"\u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 (Data Lake)\">\u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 (Data Lake)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D8%A7%D8%AC%D8%B2%D8%A7%D8%A1_%D8%A7%D8%B5%D9%84%DB%8C_Big_Data\" title=\"\u0627\u062c\u0632\u0627\u0621 \u0627\u0635\u0644\u06cc Big Data\">\u0627\u062c\u0632\u0627\u0621 \u0627\u0635\u0644\u06cc Big Data<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D8%B1%D8%A7%D9%87%DA%A9%D8%A7%D8%B1_MapReduce\" title=\"\u0631\u0627\u0647\u06a9\u0627\u0631 MapReduce\">\u0631\u0627\u0647\u06a9\u0627\u0631 MapReduce<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D8%B1%D8%A7%D9%87%DA%A9%D8%A7%D8%B1_%D8%A2%D9%BE%D8%A7%DA%86%DB%8C_%D9%87%D8%A7%D8%AF%D9%88%D9%BE_Apache_Hadoop\" title=\"\u0631\u0627\u0647\u06a9\u0627\u0631 \u0622\u067e\u0627\u0686\u06cc \u0647\u0627\u062f\u0648\u067e (Apache Hadoop)\">\u0631\u0627\u0647\u06a9\u0627\u0631 \u0622\u067e\u0627\u0686\u06cc \u0647\u0627\u062f\u0648\u067e (Apache Hadoop)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D9%84%D8%A7%DB%8C%D9%87_Storage\" title=\"\u0644\u0627\u06cc\u0647 Storage\">\u0644\u0627\u06cc\u0647 Storage<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D9%84%D8%A7%DB%8C%D9%87_Query\" title=\"\u0644\u0627\u06cc\u0647 Query\">\u0644\u0627\u06cc\u0647 Query<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/actobit.com\/actomag\/1399\/big-data\/#%D8%A8%DB%8C%D8%B4%D8%AA%D8%B1_%D8%A8%D8%AF%D8%A7%D9%86%DB%8C%D8%AF\" title=\"\u0628\u06cc\u0634\u062a\u0631 \u0628\u062f\u0627\u0646\u06cc\u062f:\">\u0628\u06cc\u0634\u062a\u0631 \u0628\u062f\u0627\u0646\u06cc\u062f:<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: right;\"><span class=\"ez-toc-section\" id=\"Big_Data_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span><span style=\"color: #0000ff;\">Big Data \u0686\u06cc\u0633\u062a\u061f<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u06cc\u06a9\u06cc \u0627\u0632 \u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 \u06f3\u060c \u0628\u06cc\u06af \u062f\u06cc\u062a\u0627 \u0627\u0633\u062a. \u06a9\u0644\u0645\u0647 \u06cc \u0628\u06cc\u06af \u062f\u06cc\u062a\u0627\u060c \u06cc\u06a9 \u0627\u0635\u0637\u0644\u0627\u062d \u062c\u062f\u06cc\u062f \u0645\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u062f\u0631 \u062f\u0647\u0647 \u0627\u062e\u06cc\u0631 \u0632\u06cc\u0627\u062f \u0634\u0646\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062f\u0631 Platform 3 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u0627\u06cc\u0646 \u0627\u0635\u0637\u0644\u0627\u062d \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u06a9\u0647 \u0628\u0632\u0631\u06af\u060c \u0645\u062a\u0646\u0648\u0639\u060c \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0628\u0627 \u062f\u0634\u0648\u0627\u0631\u06cc \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0646\u062a\u0627\u06cc\u062c \u0645\u06cc \u0628\u0627\u0634\u062f\u060c \u0628\u06a9\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f. \u067e\u0631\u0648\u0633\u0647 \u062a\u062d\u0642\u06cc\u0642 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u062c\u06cc\u0645\u060c \u062c\u0647\u062a \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u062e\u0641\u06cc \u0648 \u0631\u0627\u0632 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 big data \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0641\u06cc\u062f \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u0647\u0627 \u0648 \u0634\u0631\u06a9\u062a\u0647\u0627 \u062f\u0631 \u062c\u0647\u062a \u06a9\u0633\u0628 \u0628\u06cc\u0646\u0634 \u063a\u0646\u06cc \u062a\u0631 \u0648 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0648 \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u0631\u0642\u0627\u0628\u062a \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0645\u0639\u0645\u0648\u0644\u0627 Big data \u0631\u0627 \u0628\u0635\u0648\u0631\u062a \u0633\u0647 V \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f (\u06cc\u0639\u0646\u06cc \u0633\u0647 \u0645\u0634\u062e\u0635\u0647 \u0627\u0635\u0644\u06cc \u06a9\u0647 \u0628\u0627 \u062d\u0631\u0641 V \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0622\u063a\u0627\u0632 \u0645\u06cc \u06af\u0631\u062f\u0646\u062f) \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u062f: \u062d\u062c\u0645 (<span style=\"color: #ff0000;\">V<\/span>olume) \u060c \u0633\u0631\u0639\u062a (<span style=\"color: #ff0000;\">V<\/span>elocity) \u060c \u062a\u0646\u0648\u0639 (<span style=\"color: #ff0000;\">V<\/span>ariety)<\/span><\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AD%D8%AC%D9%85\"><\/span><span style=\"color: #000000;\"><span style=\"color: #ff0000;\">\u062d\u062c\u0645:<\/span> <\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0639\u0628\u0627\u0631\u062a Big \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u0648\u062c\u0648\u062f \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0627\u0631\u062f. \u0641\u0627\u06a9\u062a\u0648\u0631\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0628\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062d\u062c\u0645 \u062f\u0627\u062f\u0647 \u00ad\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u00ad \u06a9\u0646\u062f. \u0633\u0627\u0632\u0645\u0627\u0646\u0647\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0633\u0627\u0644 \u0647\u0627 \u0634\u0627\u0647\u062f \u0631\u0634\u062f \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0647\u0645\u0647 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0647\u0633\u062a\u0646\u062f \u0645\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647\u00ad \u0647\u0627\u06cc \u0628\u0631 \u067e\u0627\u06cc\u0647 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0637\u06cc \u0633\u0627\u0644\u06cc\u0627\u0646\u060c \u062f\u0627\u062f\u0647 \u00ad\u0647\u0627\u06cc \u063a\u06cc\u0631\u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0633\u0631\u0627\u0632\u06cc\u0631 \u0634\u062f\u0647 \u0627\u0632 \u0631\u0633\u0627\u0646\u0647 \u00ad\u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc\u061b \u0645\u0642\u062f\u0627\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647\u00ad \u0647\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646-\u0628\u0647-\u0645\u0627\u0634\u06cc\u0646 \u0648 \u0633\u0646\u0633\u0648\u0631 \u062c\u0645\u0639 \u00ad\u0622\u0648\u0631\u06cc \u0634\u062f\u0647. \u062d\u062c\u0645 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0633\u0627\u0644 \u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0627\u0632 \u062a\u0631\u0627\u0628\u0627\u06cc\u062a \u0639\u0628\u0648\u0631 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u067e\u062a\u0627\u0628\u0627\u06cc\u062a \u0648 \u062d\u062a\u06cc 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\u0638\u0631\u0641\u06cc\u062a\u200c \u0627\u06af\u0632\u0627\u0628\u0627\u06cc\u062a \u0646\u06cc\u0632 \u0631\u0633\u06cc\u062f\u0647\u200c\u0627\u06cc\u0645 \u0648 \u0645\u0637\u0645\u0626\u0646\u0627\u064b \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0627\u06af\u0632\u0627\u0628\u0627\u06cc\u062a \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u0645\u0627 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0648\u0686\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-4356\" src=\"https:\/\/actobit.com\/actomag\/wp-content\/uploads\/2020\/06\/billgates-cd-700mb.jpg\" alt=\"\u0628\u06cc\u0644 \u06af\u06cc\u062a\u0633 \u0648 \u0646\u0645\u0627\u06cc\u0634 \u062d\u062c\u0645 \u0633\u06cc \u062f\u06cc\" width=\"481\" height=\"746\" \/><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"> \u062f\u0631 \u06af\u0630\u0634\u062a\u0647\u060c \u0645\u0633\u0626\u0644\u0647 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style=\"color: #000000;\">\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u062d\u062b \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u06cc\u062a\u0627 \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f\u061b \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645 \u0686\u0647 \u0645\u06cc\u00ad \u06a9\u0646\u06cc\u062f. \u062f\u06cc\u062f\u06af\u0627\u0647 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0627\u0646\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0633\u0627\u0632\u0645\u0627\u0646\u00ad \u0647\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u062a\u062d\u0635\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0627\u0632 \u0647\u0631 \u0645\u0646\u0628\u0639\u06cc \u0628\u0648\u062f\u0647\u060c \u062f\u0627\u062f\u0647\u00ad \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 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\u0627\u0645\u06a9\u0627\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u062a\u0627:<\/span><\/p>\n<ul>\n<li style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0639\u0644\u062a \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0634\u06a9\u0633\u062a \u0647\u0627\u060c \u0645\u0633\u0627\u0626\u0644 \u0648 \u0646\u0642\u0648\u0635 \u0631\u0627 \u062f\u0631 \u0644\u062d\u0638\u0647 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0631\u062f\u060c \u062a\u0627 \u0633\u0627\u0644\u0627\u0646\u0647 \u0628\u062a\u0648\u0627\u0646 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0647\u0627 \u062f\u0644\u0627\u0631 \u062f\u0631 \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0635\u0631\u0641\u0647\u00ad \u062c\u0648\u06cc\u06cc \u06a9\u0631\u062f.<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0645\u0633\u06cc\u0631 \u0648\u0633\u06cc\u0644\u0647 \u00ad\u0647\u0627\u06cc \u062d\u0645\u0644 \u0628\u0633\u062a\u0647\u00ad \u0647\u0627\u06cc \u062a\u062d\u0648\u06cc\u0644\u06cc \u0631\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0647\u0646\u0648\u0632 \u062f\u0631 \u062c\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0631\u062f.<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"color: #000000;\">\u062f\u0631 \u0686\u0646\u062f \u062b\u0627\u0646\u06cc\u0647 \u062a\u0645\u0627\u0645 \u0633\u0628\u062f \u0631\u06cc\u0633\u06a9 \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u062d\u0633\u0627\u0628 \u06a9\u0631\u062f.<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0633\u0631\u06cc\u0639\u0627\u064b \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0627\u0647\u0645\u06cc\u062a \u0631\u0627 \u062f\u0627\u0631\u0646\u062f\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AE%D8%A7%D8%B2%D9%86_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span><span style=\"color: #0000ff;\">\u0645\u062e\u0627\u0632\u0646 \u062f\u0627\u062f\u0647<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0645\u0639\u0645\u0648\u0644\u0627 \u0627\u0632 \u062f\u0648 \u0645\u0646\u0628\u0639 \u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u0646\u062f:<\/span><\/p>\n<h4 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D9%86%D8%A8%D8%A7%D8%B1_%D8%AF%D8%A7%D8%AF%D9%87_Data_Warehouse\"><\/span><span style=\"color: #0000ff;\">\u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 (Data Warehouse)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0627\u0646\u0640\u0628\u0640\u0627\u0631 \u062f\u0627\u062f\u0647 \u06a9\u0647 \u06cc\u06a9 \u0645\u062e\u0632\u0646 \u0645\u0631\u06a9\u0632\u06cc \u0627\u0633\u062a\u060c \u0628\u0640\u0647 \u0645\u062c\u0640\u0645\u0648\u0639\u0640\u0647\u200c\u0627\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0640\u0640\u0627 \u06af\u0641\u0640\u062a\u0640\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0633\u0627\u0632\u0645\u0627\u0646 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc\u060c \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062a\u0645\u0627\u0645\u06cc \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0635\u0648\u0631\u062a \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 (Structured data) \u0627\u0633\u062a. <\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 \u06cc\u0627 Data Warehouse \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06af\u0632\u0627\u0631\u0634\u200c\u06af\u06cc\u0631\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f \u0648 \u0628\u0639\u0646\u0648\u0627\u0646 \u0647\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 BI \u0628\u0647 \u0634\u0645\u0627\u0631 \u0645\u06cc\u200c\u0622\u06cc\u062f. \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631 \u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 \u06cc\u06a9 \u0645\u062e\u0632\u0646 \u062f\u0627\u062f\u0647 \u0645\u0631\u06a9\u0632\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u062c\u0645\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627 \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0633\u0627\u0632\u0645\u0627\u0646 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n<h4 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1%DB%8C%D8%A7%DA%86%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_Data_Lake\"><\/span><span style=\"color: #0000ff;\">\u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 (Data Lake)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0627\u0645\u0631\u0648\u0632\u0647 \u0627\u0646\u0648\u0627\u0639 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u0627\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0634\u06a9\u0644\u200c\u06af\u06cc\u0631\u06cc \u0647\u0633\u062a\u0646\u062f. \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a\u200c\u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627\u060c \u0635\u0641\u062d\u0627\u062a \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc\u060c \u0633\u0646\u0633\u0648\u0631\u0647\u0627 \u0648 \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0635\u0644 \u0628\u0647 \u0648\u0628\u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u062d\u0631\u06a9\u062a\u06cc \u0628\u0627 \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc GPS \u0648 \u0628\u0637\u0648\u0631 \u0639\u0645\u0648\u0645\u06cc \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0627\u0634\u06cc\u0627\u0621 (IoT) \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u06cc\u0627 \u0633\u0627\u0632\u0648\u06a9\u0627\u0631\u0647\u0627\u06cc \u0646\u0638\u06cc\u0631 \u0622\u0646\u200c\u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0627\u06cc\u0646 \u067e\u0631\u0633\u0634 \u0631\u0627 \u0628\u0647 \u0648\u062c\u0648\u062f \u0622\u0648\u0631\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0627\u0633\u0627\u0633\u0627\u064b \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc \u00ab\u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647\u00bb \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0648\u0636\u0648\u0639\u0627\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0646\u0648\u0627\u0639 \u062c\u062f\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f\u060c \u062d\u062c\u0645 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0633\u0631\u0639\u062a\u06cc \u0633\u0631\u0633\u0627\u0645\u200c\u0622\u0648\u0631 \u0631\u0634\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0631\u0627\u06cc\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0646\u0641\u0631\u062f\u060c \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc \u0622\u0646\u200c\u0647\u0627 \u0646\u06cc\u0633\u062a\u0646\u062f. \u0627\u0632 \u0637\u0631\u0641\u06cc \u062a\u0648\u0633\u0639\u0647 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0627\u0646\u0646\u062f \u0641\u0627\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af (\u0645\u0627\u0646\u0646\u062f Hadoop) \u06cc\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0627\u0628\u0631\u06cc (\u0645\u0627\u0646\u0646\u062f Amazon S\u06f3) \u06a9\u0647 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647 \u06cc\u0627 \u063a\u06cc\u0631 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0631\u0627 \u062f\u0631 \u062e\u0648\u062f \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0644\u0632\u0648\u0645 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0642\u06cc\u0642 \u0648 \u0633\u0631\u06cc\u0639 \u0622\u0646\u200c\u0647\u0627\u060c \u0645\u062f\u0644 \u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 \u0633\u0646\u062a\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062c\u062f\u06cc \u0628\u0647 \u0686\u0627\u0644\u0634 \u06a9\u0634\u06cc\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0645\u0641\u0647\u0648\u0645 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 (Data lake) \u062f\u0631 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0646\u06cc\u0627\u0632 \u0645\u0630\u06a9\u0648\u0631 \u0628\u0647 \u062a\u062f\u0631\u06cc\u062c \u062a\u0648\u0633\u0639\u0647 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062a\u0634\u0631\u06cc\u062d \u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u0627\u0632 \u062a\u0645\u062b\u06cc\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0627\u06af\u0631 \u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u0634\u0627\u0628\u0647 \u06cc\u06a9 \u0628\u0637\u0631\u06cc \u0622\u0628 \u062a\u0635\u0641\u06cc\u0647\u200c\u0634\u062f\u0647\u060c \u0628\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0645\u0635\u0631\u0641 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 (\u0647\u0645\u0627\u0646\u0646\u062f \u0646\u0627\u0645 \u0622\u0646) \u062f\u0631\u06cc\u0627\u0686\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0622\u0628 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 ( \u0622\u0628 \u0628\u0627\u0631\u0627\u0646\u060c \u0686\u0634\u0645\u0647 \u0647\u0627\u060c \u0631\u0648\u062f\u0647\u0627 \u06cc\u0627 \u0645\u0646\u0627\u0628\u0639 \u062f\u06cc\u06af\u0631) \u062f\u0631 \u0622\u0646 \u0633\u0631\u0627\u0632\u06cc\u0631 \u0634\u062f\u0647 \u0648 \u0627\u0641\u0631\u0627\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0622\u0628 \u062f\u0631\u06cc\u0627\u0686\u0647 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u060c \u0622\u0634\u0627\u0645\u06cc\u062f\u0646 \u06cc\u0627 \u062d\u062a\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc! \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0627\u0645\u0644\u0627\u064b \u062f\u0631 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u0648 \u0627\u0632 \u0647\u06cc\u0686 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0635\u0631\u0641\u200c\u0646\u0638\u0631 \u0646\u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0631\u062e\u0644\u0627\u0641 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u067e\u0627\u0644\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062a\u0646\u0647\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u00a0\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631\u06cc\u0646 \u0633\u0637\u0648\u062d \u0628\u062f\u0648\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u06cc\u0627 \u0628\u0627 \u062d\u062f\u0627\u0642\u0644 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0628\u0647 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0647\u0645\u060c \u0628\u0631\u062e\u0644\u0627\u0641 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0648 \u062a\u063a\u06cc\u06cc\u0631 (Transformation) \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636\u200c\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0648 \u0627\u0648\u0644\u06cc\u0647 \u0648\u0631\u0648\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0647 \u0622\u0646 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B2%D8%A7%D8%A1_%D8%A7%D8%B5%D9%84%DB%8C_Big_Data\"><\/span><span style=\"color: #0000ff;\">\u0627\u062c\u0632\u0627\u0621 \u0627\u0635\u0644\u06cc Big Data<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u06af\u0641\u062a\u0647 \u0634\u062f \u0628\u06cc\u06af \u062f\u06cc\u062a\u0627\u060c \u062f\u06cc\u062a\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0646\u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646\u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f. \u0633\u0627\u0632\u0646\u062f\u06af\u0627\u0646 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u060c \u0627\u0648\u0644\u06cc\u0646 \u06a9\u0633\u0627\u0646\u06cc \u0628\u0648\u062f\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0631\u0648\u0628\u0631\u0648 \u0634\u062f\u0646\u062f \u0648 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647\u060c \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc\u060c \u062a\u0644\u0641\u0646 \u0647\u0627\u06cc \u0645\u0648\u0628\u0627\u06cc\u0644 \u0648 \u0633\u0627\u06cc\u0631\u06cc\u0646 \u0646\u06cc\u0632 \u0628\u0627 \u0622\u0646 \u0631\u0648\u0628\u0631\u0648 \u0634\u062f\u0646\u062f. \u0628\u0631\u0627\u06cc \u0628\u0631\u0637\u0631\u0641 \u06a9\u0631\u062f\u0646 \u0686\u0627\u0644\u0634 \u062f\u06cc\u062a\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u06af\u0648\u06af\u0644 MapReduce \u0631\u0627 \u0633\u0627\u062e\u062a. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a MapReduce \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc \u0634\u062f\u060c \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0644\u0627\u06cc\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u06cc\u06af \u062f\u06cc\u062a\u0627 \u0638\u0647\u0648\u0631 \u06a9\u0631\u062f \u06a9\u0647 \u0622\u0646\u0631\u0627 \u0628\u0627 \u0646\u0627\u0645 SMAQ \u0645\u06cc \u0634\u0646\u0627\u0633\u06cc\u0645.<\/span><\/p>\n<p dir=\"ltr\"><span style=\"color: #000000;\">SMAQ Stack = <span style=\"color: #ff0000;\">S<\/span>torage, <span style=\"color: #ff0000;\">Ma<\/span>pReduce, <span style=\"color: #ff0000;\">Q<\/span>uery<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium aligncenter\" src=\"https:\/\/actobit.com\/cdni\/1399\/79.jpg\" alt=\"\u0639\u06a9\u0633 79\" width=\"252\" height=\"210\" \/><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0631\u0634\u062a\u0647 LAMP \u06a9\u0647 \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u0644\u06cc\u0646\u0648\u06a9\u0633\u060c \u0622\u067e\u0627\u0686\u06cc\u060c Mysql \u0648 PHP \u0628\u0648\u062f \u0648 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062d\u062a \u0648\u0628 \u0631\u0627 \u0628\u06a9\u0644\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u060c \u0631\u0634\u062a\u0647 SMAQ \u0646\u06cc\u0632 \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06af\u0631\u0641\u062a\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f. \u062a\u0645\u0627\u0645\u06cc \u0627\u06cc\u0646 \u0633\u0647 \u0631\u0627\u0647\u06a9\u0627\u0631 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u062a\u0641\u06a9\u06cc\u06a9 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0646\u062f \u0634\u062f.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%B1%D8%A7%D9%87%DA%A9%D8%A7%D8%B1_MapReduce\"><\/span><span style=\"color: #0000ff;\">\u0631\u0627\u0647\u06a9\u0627\u0631 MapReduce<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">MapReduce\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0633\u0627\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0648\u0633\u06cc\u0639 \u0648 \u0646\u06cc\u0632 \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0648\u0632\u06cc\u0639\u06cc\u060c \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u0645\u0641\u0647\u0648\u0645 MapReduce \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062a\u0648\u0633\u0637 \u06af\u0648\u06af\u0644 \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f0\u06f3 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f. MapReduce \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0633\u062a\u0631\u06cc \u0627\u0645\u0646 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u06a9\u0646\u062f \u0648 \u0628\u0647 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium aligncenter\" src=\"https:\/\/actobit.com\/cdni\/1399\/80.jpg\" alt=\"\u0639\u06a9\u0633 80\" width=\"783\" height=\"484\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0627\u06cc\u0646 framework \u0686\u0627\u0644\u0634 \u0627\u0635\u0644\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u0631\u0627 \u06a9\u0647 \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u06cc \u0628\u0627\u06cc\u0633\u062a \u062a\u0646\u0647\u0627 \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u062f \u0631\u0627 \u062d\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u062a\u0642\u0633\u06cc\u0645 \u0627\u06cc\u0646 \u0628\u0627\u0631 \u0628\u06cc\u0646 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0627\u0634\u06cc\u0646\u060c \u06a9\u0627\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u06cc\u062a\u0627 \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0648 \u0631\u0627\u062d\u062a\u062a\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u062f\u0631 \u0648\u0627\u0642\u0639 MapReduce \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0631\u0627 \u062f\u0631 \u062f\u0644 \u062e\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0631\u0627 \u0627\u0632 \u062f\u06cc\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633 \u067e\u0646\u0647\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062c\u0632\u0626\u06cc\u0627\u062a \u0627\u06cc\u0646 framework \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/span><\/p>\n<ul>\n<li style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u06a9\u0627\u0631\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"color: #000000;\">\u062a\u0639\u0627\u062f\u0644 \u062f\u0631 \u0628\u0627\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u062f\u0627\u062f\u0647<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0627\u0646\u062a\u0642\u0627\u0644\u0627\u062a \u062f\u06cc\u0633\u06a9 \u0648 \u0634\u0628\u06a9\u0647<\/span><\/li>\n<li style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0627\u062f\u0627\u0631\u0647 \u06a9\u0631\u062f\u0646 \u0646\u0642\u0635\u200c\u0647\u0627\u06cc \u0631\u062e \u062f\u0627\u062f\u0647 \u062f\u0631 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062a\u0648\u062c\u0647 \u0634\u0648\u06cc\u062f MapReduce \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0647 \u062f\u0648 \u0628\u062e\u0634 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0646\u0627\u0645 \u0622\u0646 \u062a\u0648\u062c\u0647 \u0646\u0645\u0627\u06cc\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0648 \u06af\u0627\u0645 \u0627\u0635\u0644\u06cc \u0628\u0647 \u0646\u0627\u0645 Map \u0648 Reduce \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"color: #339966;\">\u06af\u0627\u0645 Map:<\/span> \u06af\u0631\u0647 \u0627\u0635\u0644\u06cc\u060c \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u06af\u0631\u0641\u062a\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0632\u06cc\u0631 \u0645\u0633\u0627\u0626\u0644 \u06a9\u0648\u0686\u06a9\u062a\u0631\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0633\u067e\u0633 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u06cc\u0646 \u06af\u0631\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0648\u0638\u06cc\u0641\u0647 \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627 \u0631\u0627 \u062f\u0627\u0631\u0646\u062f\u060c \u062a\u0648\u0632\u06cc\u0639 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u06cc\u0646 \u0646\u0648\u062f \u0646\u06cc\u0632 \u0647\u0645\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u0686\u0646\u062f \u0633\u0637\u062d\u06cc \u062f\u0627\u0631\u06cc\u0645. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0627\u06cc\u0646 \u0632\u06cc\u0631 \u0645\u0633\u0627\u0626\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f\u0647 \u0648 \u067e\u0627\u0633\u062e \u0628\u0647 \u06af\u0631\u0647 \u0627\u0635\u0644\u06cc \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><span style=\"color: #339966;\">\u06af\u0627\u0645 Reduce:<\/span> \u062d\u0627\u0644\u060c \u06af\u0631\u0647 \u0627\u0635\u0644\u06cc \u06a9\u0647 \u067e\u0627\u0633\u062e \u0647\u0627 \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u062f\u060c \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u062e\u0631\u0648\u062c\u06cc\u060c \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u06cc\u0627\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0639\u0645\u0627\u0644\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646\u060c \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u0648 \u06cc\u0627 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0646\u060c \u0628\u0631 \u0631\u0648\u06cc \u0646\u062a\u0627\u06cc\u062c \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/span><\/p>\n<h5 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%B1%D8%A7%D9%87%DA%A9%D8%A7%D8%B1_%D8%A2%D9%BE%D8%A7%DA%86%DB%8C_%D9%87%D8%A7%D8%AF%D9%88%D9%BE_Apache_Hadoop\"><\/span><span style=\"color: #0000ff;\">\u0631\u0627\u0647\u06a9\u0627\u0631 \u0622\u067e\u0627\u0686\u06cc \u0647\u0627\u062f\u0648\u067e (Apache Hadoop)<\/span><span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0647\u0627\u062f\u0648\u067e \u062a\u0648\u0633\u0637 Doug Cutting \u0633\u0627\u0632\u0646\u062f\u0647 Apache Lucene \u06a9\u0647 \u0628\u0635\u0648\u0631\u062a \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0631\u0627\u06cc \u0639\u0645\u06cc\u0627\u062a \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u062a\u0646 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u062a\u0648\u0644\u06cc\u062f \u0634\u062f. \u062f\u0631 \u062d\u0642\u06cc\u0642\u062a \u0628\u0647 \u0648\u062c\u0648\u062f \u0622\u0645\u062f\u0646 \u0647\u0627\u062f\u0648\u067e \u0627\u0632 \u06a9\u0627\u0631 \u0628\u0631 \u0631\u0648\u06cc Nutch \u0634\u0631\u0648\u0639 \u0634\u062f. Apache Nutch \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u0645\u062a\u0646 \u0628\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0635\u0648\u0631\u062a \u06af\u0633\u062a\u0631\u062f\u0647\u060c \u0639\u0645\u0644\u06cc\u0627\u062a \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u062a\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634\u06cc \u06a9\u0647 Crawling \u0646\u0627\u0645 \u06af\u0631\u0641\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639\u060c Doug \u0648 \u0647\u0645\u06a9\u0627\u0631\u0634 \u0645\u0627\u06cc\u06a9 \u0627\u06cc\u062f\u0647 \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06af\u0631 \u0648\u0628 \u0631\u0627 \u062f\u0631 \u0633\u0631 \u062f\u0627\u0634\u062a\u0646\u062f \u0627\u0645\u0627 \u0627\u06cc\u0646 \u062a\u0646\u0647\u0627 \u0686\u0627\u0644\u0634 \u0622\u0646\u0647\u0627 \u0646\u0628\u0648\u062f\u060c \u0642\u06cc\u0645\u062a \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06af\u0631 \u06a9\u0647 \u06f1 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0635\u0641\u062d\u0647 \u0648\u0628 \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u0648 \u0627\u06cc\u0646\u062f\u06a9\u0633 \u0645\u06cc \u06a9\u0646\u062f \u062f\u0631 \u062d\u062f\u0648\u062f \u067e\u0627\u0646\u0635\u062f \u0647\u0632\u0627\u0631 \u062f\u0644\u0627\u0631 \u0628\u0648\u062f \u0628\u0627 \u0627\u06cc\u0646 \u0648\u062c\u0648\u062f \u0622\u0646\u0647\u0627 \u0628\u0627\u0648\u0631 \u062f\u0627\u0634\u062a\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u06cc\u06a9 \u0647\u062f\u0641 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0637\u06cc \u0632\u0645\u0627\u0646\u06cc\u060c \u0645\u0639\u0645\u0627\u0631\u0627\u0646 \u067e\u0631\u0648\u0698\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0627 \u0645\u06cc\u0644\u06cc\u0648\u0646\u0647\u0627 \u0635\u0641\u062d\u0647 \u0648\u0628 \u0631\u0627 \u0646\u062f\u0627\u0631\u062f\u060c \u062f\u0631 \u0647\u0645\u0627\u0646 \u0628\u0631\u0647\u0647 \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f0\u06f3 \u0645\u0642\u0627\u0644\u0647 \u0627\u06cc \u0627\u0632 \u0634\u0631\u06a9\u062a \u06af\u0648\u06af\u0644 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f \u06a9\u0647 \u062a\u0648\u0627\u0646\u0633\u062a \u0631\u0627\u0647\u06af\u0634\u0627\u06cc \u0645\u0634\u06a9\u0644 \u0622\u0646\u0647\u0627 \u0628\u0627\u0634\u062f \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc Google file system \u0631\u0627 \u062a\u0648\u0635\u06cc\u0641 \u0645\u06cc \u06a9\u0631\u062f.\u00a0<\/span><span style=\"color: #000000;\">GFS \u062a\u0648\u0627\u0646\u0633\u062a \u0645\u0634\u06a9\u0644 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u0631\u0627 \u062d\u0644 \u06a9\u0646\u062f. \u06cc\u06a9\u0633\u0627\u0644 \u0628\u0639\u062f \u062a\u06cc\u0645 nutch \u0646\u0633\u062e\u0647 \u0645\u062a\u0646 \u0628\u0627\u0632 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0646\u0627\u0645 NDFS \u0645\u0646\u062a\u0634\u0631 \u06a9\u0631\u062f.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f0\u06f4 \u06af\u0648\u06af\u0644 \u0628\u0627 \u0645\u0642\u0627\u0644\u0647 \u0627\u06cc MapReduce \u0631\u0627 \u0628\u0647 \u062c\u0647\u0627\u0646 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u060c \u062e\u06cc\u0644\u06cc \u0632\u0648\u062f \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f0\u06f5 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u0627\u0646 Nutch \u0634\u0631\u0648\u0639 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0622\u0646 \u06a9\u0631\u062f\u0646\u062f \u0648 \u062a\u0627 \u0627\u0648\u0627\u0633\u0637 \u0647\u0645\u0627\u0646 \u0633\u0627\u0644 \u0646\u0633\u062e\u0647 \u062c\u062f\u06cc\u062f \u062e\u0648\u062f \u0631\u0627 \u06a9\u0647 \u0628\u0627 NDFS \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0631\u062f \u0628\u0647 \u062c\u0647\u0627\u0646 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f. \u0628\u0639\u062f \u0627\u0632 \u0686\u0646\u062f\u06cc \u0622\u0646\u0647\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a\u0646\u062f \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0641\u0642\u0637 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06af\u0631 \u0627\u0633\u062a \u0648 \u062f\u0631 \u0641\u0648\u0631\u06cc\u0647 \u06f2\u06f0\u06f0\u06f6 \u0622\u0646\u0647\u0627 \u0627\u0632 \u067e\u0631\u0648\u0698\u0647 Nutch \u06a9\u0647 \u062e\u0648\u062f \u0632\u06cc\u0631 \u067e\u0631\u0648\u0698\u0647 Lucine \u0628\u0647 \u062d\u0633\u0627\u0628 \u0645\u06cc \u0622\u0645\u062f \u0628\u0647 \u0633\u0645\u062a \u067e\u0631\u0648\u0698\u0647 \u0627\u06cc \u0622\u0645\u062f\u0646\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 Hadoop (\u0647\u0627\u062f\u0648\u067e) \u0646\u0627\u0645\u06cc\u062f\u0646\u062f. \u062f\u0631 \u062a\u0642\u0631\u06cc\u0628\u0627 \u0647\u0645\u0627\u0646 \u0633\u0627\u0644 Doug \u0628\u0647 \u06cc\u0627\u0647\u0648 \u067e\u06cc\u0648\u0633\u062a \u062a\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u062a\u06cc\u0645 \u0645\u0633\u062a\u0642\u0644 \u0647\u0627\u062f\u0648\u067e \u0631\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u062f.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f0\u06f8 \u0634\u0631\u06a9\u062a \u06cc\u0627\u0647\u0648 \u060c \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc\u06cc \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f \u06a9\u0647 \u062a\u0648\u0633\u0637 \u06f1\u06f0\u06f0\u06f0\u06f0 \u06a9\u0644\u0627\u0633\u062a\u0631 \u0647\u0627\u062f\u0648\u067e \u0639\u0645\u0644\u06cc\u0627\u062a \u062c\u0633\u062a\u062c\u0648 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0627\u062f. \u062f\u0631 \u0647\u0645\u0627\u0646 \u0633\u0627\u0644 \u0648 \u062f\u0631 \u0645\u0627\u0647 \u0698\u0627\u0646\u0648\u06cc\u0647 \u0647\u0627\u062f\u0648\u067e \u062f\u0631 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0633\u0637\u062d \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0622\u067e\u0627\u0686\u06cc \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a \u062f\u0631 \u0622\u0646 \u0632\u0645\u0627\u0646 \u062f\u06cc\u06af\u0631 \u062a\u0646\u0647\u0627 \u06cc\u0627\u0647\u0648 \u062a\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f\u0647 \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u0646\u0628\u0648\u062f\u060c \u0634\u0631\u06a9\u062a\u0647\u0627\u06cc\u06cc \u0646\u0638\u06cc\u0631 \u0641\u06cc\u0633\u0628\u0648\u06a9 \u0648 \u0646\u06cc\u0648\u06cc\u0648\u0631\u06a9 \u062a\u0627\u06cc\u0645\u0632 \u0646\u06cc\u0632 \u0634\u0631\u0648\u0639 \u0628\u0647 \u0641\u0639\u0627\u0644\u06cc\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u06a9\u0631\u062f\u0647 \u0628\u0648\u062f\u0646\u062f.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u062f\u0631 \u0622\u0648\u0631\u06cc\u0644 \u0633\u0627\u0644 \u06f2\u06f0\u06f0\u06f8 \u0647\u0627\u062f\u0648\u067e \u0631\u06a9\u0648\u0631\u062f \u062c\u0647\u0627\u0646 \u0631\u0627 \u0634\u06a9\u0633\u062a \u0648 \u0633\u0631\u06cc\u0639\u062a\u0631\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645\u06cc \u0634\u062f \u06a9\u0647 \u062a\u0648\u0627\u0646\u0633\u062a \u06f1 \u062a\u0631\u0627\u0628\u0627\u06cc\u062a \u062f\u0627\u062f\u0647 \u0631\u0627 \u0638\u0631\u0641 \u06f2\u06f0\u06f2 \u062b\u0627\u0646\u06cc\u0647 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06f9\u06f1\u06f0 \u0646\u0648\u062f \u06a9\u0644\u0627\u0633\u062a\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0631\u06a9\u0648\u0631\u062f \u062f\u0631 \u0633\u0627\u0644 \u0642\u0628\u0644 \u0628\u0627 \u06f2\u06f9\u06f7 \u062b\u0627\u0646\u06cc\u0647 \u062b\u0628\u062a \u0634\u062f\u0647 \u0628\u0648\u062f. \u062f\u0631 \u0646\u0648\u0627\u0645\u0628\u0631 \u0647\u0645\u0627\u0646 \u0633\u0627\u0644 \u06af\u0648\u06af\u0644 \u0637\u06cc \u06af\u0632\u0627\u0631\u0634\u06cc \u0627\u0639\u0644\u0627\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0631\u06a9\u0648\u0631\u062f \u0631\u0627 \u0628\u0647 \u06f6\u06f8 \u062b\u0627\u0646\u06cc\u0647 \u0627\u0631\u062a\u0642\u0627\u0621 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0622\u0648\u0631\u06cc\u0644 \u06f2\u06f0\u06f0\u06f9 \u06cc\u0627\u0647\u0648 \u0627\u0639\u0644\u0627\u0645 \u06a9\u0631\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0627\u062f\u0648\u067e \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u06f1 \u062a\u0631\u0627\u0628\u0627\u06cc\u062a \u062f\u0627\u062f\u0647 \u0631\u0627 \u0638\u0631\u0641 \u06f6\u06f2 \u062b\u0627\u0646\u06cc\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f. \u0648 \u0628\u0627\u0644\u0627\u062e\u0631\u0647 \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f4 \u06cc\u06a9 \u062a\u06cc\u0645 \u0627\u0632 \u0634\u0631\u06a9\u062a DataBricks \u0627\u0639\u0644\u0627\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06f2\u06f0\u06f7 \u0646\u0648\u062f \u06a9\u0644\u0627\u0633\u062a\u0631 \u0627\u0633\u067e\u0627\u0631\u06a9 \u062d\u062f\u0648\u062f \u06f1\u06f0\u06f0 \u062a\u0631\u0627\u0628\u0627\u06cc\u062a \u062f\u0627\u062f\u0647 \u0631\u0627 \u0638\u0631\u0641 \u06f1\u06f4\u06f0\u06f6 \u062b\u0627\u0646\u06cc\u0647 \u06a9\u0647 \u062a\u0642\u0631\u06cc\u0628\u0627 \u06f4.\u06f2\u06f7 \u062a\u0631\u0627\u0628\u0627\u06cc\u062a \u062f\u0631 \u062f\u0642\u06cc\u0642\u0647 \u0645\u06cc \u0634\u0648\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0627\u0645\u0631\u0648\u0632\u0647 \u0647\u0627\u062f\u0648\u067e \u0628\u0635\u0648\u0631\u062a \u0648\u0633\u06cc\u0639\u06cc \u0648 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0641\u0639\u0627\u0644\u06cc\u062a\u0647\u0627\u06cc \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u062a\u0627 \u062a\u062c\u0627\u0631\u062a\u060c \u0627\u0632 \u0639\u0644\u0648\u0645 \u062a\u0627 \u0646\u062c\u0648\u0645 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u0647\u0627\u062f\u0648\u067e \u0645\u06a9\u0627\u0646\u06cc \u0627\u0645\u0646 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0644\u0627\u0646 \u0628\u0634\u0645\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f \u060c \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u060c \u062a\u0648\u0633\u0639\u0647 \u067e\u0630\u06cc\u0631 \u0648 \u0645\u062a\u0646 \u0628\u0627\u0632 \u0627\u0633\u062a . \u0647\u0627\u062f\u0648\u067e \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u06a9\u0645\u067e\u0627\u0646\u06cc \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062a\u0648\u0644\u06cc\u062f \u0648 \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0641\u06cc\u0633\u0628\u0648\u06a9\u060c \u0622\u06cc \u0628\u06cc \u0627\u0645\u060c EMC \u060c \u0627\u0648\u0631\u0627\u06a9\u0644 \u0648 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0627\u0633\u062a.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0628\u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c \u0647\u0627\u062f\u0648\u067e \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u06cc\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0633\u0627\u0632 \u0648 \u06a9\u0627\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u06a9\u0646\u062f. \u062f\u0631 \u0648\u0627\u0642\u0639 \u0647\u0627\u062f\u0648\u067e \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u062a\u0634\u0628\u06cc\u0647 \u06a9\u0631\u062f \u06a9\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f. \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u0647\u0627\u062f\u0648\u067e \u0634\u0627\u0645\u0644 \u0632\u06cc\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0644\u06cc\u0633\u062a \u06a9\u0627\u0645\u0644 \u0622\u0646\u0647\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/span><\/p>\n<p dir=\"ltr\"><span style=\"color: #000000;\">HDFS &#8211; YARN &#8211; MapReduce &#8211; Ambari &#8211; Avro &#8211; Cassandra &#8211; Chukwa &#8211; HBase -Hive &#8211; Mahout &#8211; Pig &#8211; Spark &#8211; Tez &#8211; Zookeeper<\/span><\/p>\n<h4 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%84%D8%A7%DB%8C%D9%87_Storage\"><\/span><span style=\"color: #0000ff;\">\u0644\u0627\u06cc\u0647 Storage<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0628\u0639\u062f \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 MapReduce \u067e\u0631\u062f\u0627\u0632\u0634 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u060c \u0646\u062a\u0627\u06cc\u062c \u062d\u0627\u0635\u0644 \u0645\u06cc \u0628\u0627\u06cc\u0633\u062a \u062f\u0631 Storage \u0630\u062e\u06cc\u0631\u0647 \u0634\u0648\u0646\u062f. \u0637\u0631\u0627\u062d\u06cc \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0644\u0627\u06cc\u0647 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u06a9\u0647 \u0631\u0627\u062d\u062a\u06cc \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0644\u0648\u062f \u06a9\u0631\u062f\u0646 \u062f\u06cc\u062a\u0627 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0646\u062a\u0627\u06cc\u062c \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u060c \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u062f\u0631 SMAQ stack \u0628\u0631 \u0645\u0628\u0646\u0627\u06cc \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0645\u062a\u0646 \u0628\u0627\u0632 \u0645\u0627\u0646\u0646\u062f \u0641\u0627\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u062f\u0648\u067e (HDFS) \u0627\u0633\u062a \u0648 \u06cc\u0627 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u0627\u06cc\u062f. \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u062a\u0648\u0631\u06cc\u062c \u0634\u0627\u0645\u0644 \u0686\u0646\u062f\u06cc\u0646 \u0646\u0648\u062f \u0645\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0627 \u0628\u0647 \u0647\u0645\u0647 \u0622\u0646\u0647\u0627 Cluster \u0645\u06cc \u06af\u0648\u06cc\u0646\u062f \u0648 \u0641\u0627\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645 \u062f\u0631 \u0628\u06cc\u0646 \u0647\u0645\u0647 \u0646\u0648\u062f\u0647\u0627 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u0631 \u0646\u0648\u062f \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u06a9\u0647 \u0638\u0631\u0641\u06cc\u062a \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u0631\u062f\u060c \u0628\u0631\u0627\u06cc \u062e\u0648\u062f \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0646\u06cc\u0632 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u062f\u0627\u0631\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u0627 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627 \u0627\u0633\u062a \u0628\u062f\u06cc\u0646 \u0635\u0648\u0631\u062a \u06a9\u0647 \u0646\u0648\u062f\u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u0628\u0635\u0648\u0631\u062a \u06a9\u0627\u0645\u0644\u0627 \u067e\u0648\u06cc\u0627 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u062a\u0627 \u0627\u062d\u062a\u06cc\u0627\u062c\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0638\u0631\u0641\u06cc\u062a \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0627\u0631 \u06a9\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u0633\u0627\u0632\u062f.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0641\u0627\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645 HDFS \u0645\u0627\u0646\u0646\u062f \u0633\u0627\u06cc\u0631 \u0641\u0627\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0639\u0627\u062f\u06cc \u0641\u0642\u0637 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0639\u0627\u062f\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u062e\u0644\u0627\u0641 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u060c \u062f\u06cc\u062a\u0627 \u0631\u0627 \u0641\u0642\u0637 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 index \u0646\u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0633\u0631\u06cc\u0639 \u062f\u06cc\u062a\u0627 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0645\u0632\u06cc\u062a \u0647\u0627\u06cc \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u060c \u0631\u0627\u0647 \u06a9\u0627\u0631 SMAQ \u0627\u0632 \u06cc\u06a9 NoSQL database \u062f\u0631 \u0628\u0627\u0644\u0627\u06cc \u0641\u0627\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 No-SQL \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc MapReduce \u0631\u0627 \u062f\u0631 \u062f\u0627\u062e\u0644 \u062e\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u0628\u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0627\u0646\u062c\u0627\u0645 \u06af\u0631\u062f\u062f. \u062f\u0631 \u062e\u06cc\u0644\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0648\u0631\u0648\u062f\u06cc \u0627\u0635\u0644\u06cc \u062f\u06cc\u062a\u0627 \u0628\u0635\u0648\u0631\u062a \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc \u0645\u06cc \u0628\u0627\u0634\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0631\u0627\u0647\u06a9\u0627\u0631 SMAQ \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0627\u0632 \u062f\u06cc\u062a\u0627\u0647\u0627 \u0631\u0627 \u0646\u06cc\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/span><\/p>\n<h4 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%84%D8%A7%DB%8C%D9%87_Query\"><\/span><span style=\"color: #0000ff;\">\u0644\u0627\u06cc\u0647 Query<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u0628\u0635\u0648\u0631\u062a \u062e\u06cc\u0644\u06cc \u062e\u0644\u0627\u0635\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 \u0648\u0638\u0627\u06cc\u0641 MapReduce \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0646\u062a\u0627\u06cc\u062c \u0627\u0632 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0628\u0627\u0644\u0627\u062a\u0631 \u0628\u0647 \u0646\u0627\u0645 Query \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627 \u0648 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0648\u0638\u0627\u06cc\u0641 MapReduce \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0628\u0647 \u0645\u0627 \u0645\u06cc \u062f\u0647\u062f. \u0686\u0646\u062f\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0628\u0635\u0648\u0631\u062a \u062a\u062c\u0627\u0631\u06cc \u0648 \u06cc\u0627 Open source \u0639\u0631\u0636\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f Pig \u06a9\u0647 \u062a\u0648\u0633\u0637 \u06cc\u0627\u0647\u0648 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0647\u0645 \u0627\u06a9\u0646\u0648\u0646 \u0642\u0633\u0645\u062a\u06cc \u0627\u0632 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u062f\u0648\u067e \u0627\u0633\u062a \u0648 \u06cc\u0627 Hive \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0641\u06cc\u0633\u0628\u0648\u06a9 \u0639\u0631\u0636\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A8%DB%8C%D8%B4%D8%AA%D8%B1_%D8%A8%D8%AF%D8%A7%D9%86%DB%8C%D8%AF\"><\/span><span style=\"color: #0000ff;\">\u0628\u06cc\u0634\u062a\u0631 \u0628\u062f\u0627\u0646\u06cc\u062f:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/actobit.com\/actomag\/1399\/computing-platforms\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"color: #0000ff;\">\u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/span><\/a><\/li>\n<li style=\"text-align: justify;\"><a href=\"https:\/\/actobit.com\/actomag\/1399\/cloud\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"color: #0000ff;\">\u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0647\u0627\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 \u06f3 : Cloud<\/span><\/a><\/li>\n<li><a href=\"https:\/\/actobit.com\/actomag\/1399\/social-networking\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"color: #0000ff;\">\u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0647\u0627\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 \u06f3 : Social Networking<\/span><\/a><\/li>\n<li><a href=\"https:\/\/actobit.com\/actomag\/1399\/mobile-computing\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"color: #0000ff;\">\u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0647\u0627\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 \u06f3 : Mobile Computing<\/span><\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Big Data \u0686\u06cc\u0633\u062a\u061f \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 \u06f3\u060c \u0628\u06cc\u06af \u062f\u06cc\u062a\u0627 \u0627\u0633\u062a. \u06a9\u0644\u0645\u0647 \u06cc \u0628\u06cc\u06af \u062f\u06cc\u062a\u0627\u060c \u06cc\u06a9 \u0627\u0635\u0637\u0644\u0627\u062d \u062c\u062f\u06cc\u062f \u0645\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u062f\u0631 \u062f\u0647\u0647 \u0627\u062e\u06cc\u0631 \u0632\u06cc\u0627\u062f \u0634\u0646\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062f\u0631 Platform 3 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u0627\u06cc\u0646 \u0627\u0635\u0637\u0644\u0627\u062d \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u06a9\u0647 \u0628\u0632\u0631\u06af\u060c \u0645\u062a\u0646\u0648\u0639\u060c \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0628\u0627 \u062f\u0634\u0648\u0627\u0631\u06cc &hellip;<\/p>\n","protected":false},"author":1417,"featured_media":2302,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[131,130,133],"tags":[132,149],"class_list":["post-2299","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ism","category-training","category-virtualization","tag-ism","tag-slider"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v18.0 (Yoast SEO v24.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0647\u0627\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 3 \/ Big Data<\/title>\n<meta name=\"description\" content=\"\u06a9\u0644\u0645\u0647 \u06cc \u0628\u06cc\u06af \u062f\u06cc\u062a\u0627\u060c \u06cc\u06a9 \u0627\u0635\u0637\u0644\u0627\u062d \u062c\u062f\u06cc\u062f \u0645\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u062f\u0631 \u062f\u0647\u0647 \u0627\u062e\u06cc\u0631 \u0632\u06cc\u0627\u062f \u0634\u0646\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0635\u0637\u0644\u0627\u062d \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u06a9\u0647 \u0628\u0632\u0631\u06af\u060c \u0645\u062a\u0646\u0648\u0639\u060c \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0628\u0627 \u062f\u0634\u0648\u0627\u0631\u06cc \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0646\u062a\u0627\u06cc\u062c \u0645\u06cc \u0628\u0627\u0634\u062f\u060c \u0628\u06a9\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f. \u067e\u0631\u0648\u0633\u0647 \u062a\u062d\u0642\u06cc\u0642 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc 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