{"id":477961,"date":"2023-08-09T09:23:08","date_gmt":"2023-08-09T09:23:08","guid":{"rendered":""},"modified":"2023-09-05T11:15:45","modified_gmt":"2023-09-05T11:15:45","slug":"mapreduce","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/mapreduce\/","title":{"rendered":"MapReduce"},"content":{"rendered":"<p>MapReduce \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0627\u0631\u0622\u0645\u062f \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u062a\u0642\u0633\u06cc\u0645 \u062d\u062c\u0645 \u06a9\u0627\u0631\u06cc \u0628\u0647 \u0648\u0638\u0627\u06cc\u0641 \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u062f\u0631 \u0645\u06cc\u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0647\u0627 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. MapReduce \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627 \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0631\u0627 \u0627\u0632 \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 MapReduce \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u0645\u0641\u0647\u0648\u0645 MapReduce \u062a\u0648\u0633\u0637 Jeffrey Dean \u0648 Sanjay Ghemawat \u062f\u0631 \u06af\u0648\u06af\u0644 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0635\u0644\u06cc \u062e\u0648\u062f \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &quot;MapReduce: Simplified Data Processing on Large Cluster&quot; \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0633\u0627\u0644 2004 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f. . Google \u0627\u0632 MapReduce \u0628\u0631\u0627\u06cc \u0641\u0647\u0631\u0633\u062a\u200c\u0628\u0646\u062f\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0633\u0646\u0627\u062f \u0648\u0628 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0648 \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u0645\u0624\u062b\u0631\u062a\u0631\u06cc \u0631\u0627 \u0645\u0645\u06a9\u0646 \u06a9\u0631\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f MapReduce<\/h2>\n<p>MapReduce \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0633\u0627\u062f\u0647 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f: \u0641\u0627\u0632 \u0646\u0642\u0634\u0647 \u0648 \u0641\u0627\u0632 \u06a9\u0627\u0647\u0634. \u062f\u0631 \u0637\u0648\u0644 \u0645\u0631\u062d\u0644\u0647 \u0646\u0642\u0634\u0647\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u062a\u0648\u0633\u0637 \u0686\u0646\u062f\u06cc\u0646 \u06af\u0631\u0647 \u062f\u0631 \u062e\u0648\u0634\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0647\u0631 \u06af\u0631\u0647 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0646\u06af\u0627\u0634\u062a \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062c\u0641\u062a \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f-\u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc\u0627\u0646\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u06a9\u0627\u0647\u0634\u060c \u0627\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u0645\u06cc\u0627\u0646\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc\u0634\u0627\u0646 \u062a\u062c\u0645\u06cc\u0639 \u0634\u062f\u0647 \u0648 \u062e\u0631\u0648\u062c\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f.<\/p>\n<p>\u0632\u06cc\u0628\u0627\u06cc\u06cc MapReduce \u062f\u0631 \u062a\u062d\u0645\u0644 \u062e\u0637\u0627 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0622\u0646 \u0627\u0633\u062a. \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627 \u062e\u0631\u0627\u0628\u06cc\u200c\u0647\u0627\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u06a9\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u06af\u0631\u0647\u200c\u0647\u0627 \u062a\u06a9\u062b\u06cc\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0648\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062d\u062a\u06cc \u062f\u0631 \u0635\u0648\u0631\u062a \u062e\u0631\u0627\u0628\u06cc \u06af\u0631\u0647 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc MapReduce: MapReduce \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0627\u062e\u0644\u06cc MapReduce\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0631\u0648\u0646\u062f \u0631\u0627 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u0645:<\/p>\n<ol>\n<li>\n<p>\u062a\u0642\u0633\u06cc\u0645 \u0648\u0631\u0648\u062f\u06cc: \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0642\u0627\u0628\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0647 \u0646\u0627\u0645 \u062a\u0642\u0633\u06cc\u0645 \u0648\u0631\u0648\u062f\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0647\u0631 \u062a\u0642\u0633\u06cc\u0645 \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc \u0628\u0647 \u06cc\u06a9 \u0646\u0642\u0634\u0647\u200c\u0628\u0631\u062f\u0627\u0631 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p>Mapping: \u0646\u0642\u0634\u0647\u200c\u0628\u0631\u062f\u0627\u0631 \u062a\u0642\u0633\u06cc\u0645 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062c\u0641\u062a\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f-\u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc\u0627\u0646\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0648 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f.<\/p>\n<\/li>\n<li>\n<p>Shuffle and Sort: \u062c\u0641\u062a\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f-\u0645\u0642\u062f\u0627\u0631 \u0645\u06cc\u0627\u0646\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc\u0634\u0627\u0646 \u06af\u0631\u0648\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0645\u0631\u062a\u0628 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u062a\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0634\u0648\u062f \u06a9\u0647 \u0647\u0645\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0627\u0631\u0627\u06cc \u06a9\u0644\u06cc\u062f \u06cc\u06a9\u0633\u0627\u0646 \u0628\u0647 \u06cc\u06a9 \u06a9\u0627\u0647\u0646\u062f\u0647 \u062e\u062a\u0645 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u06a9\u0627\u0647\u0634: \u0647\u0631 \u06a9\u0627\u0647\u0646\u062f\u0647 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062c\u0641\u062a \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f-\u0645\u0642\u062f\u0627\u0631 \u0645\u06cc\u0627\u0646\u06cc \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u06a9\u0627\u0647\u0634 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0648 \u062a\u062c\u0645\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0647\u0645\u0627\u0646 \u06a9\u0644\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0646\u0647\u0627\u06cc\u06cc: \u06a9\u0627\u0647\u0646\u062f\u0647 \u0647\u0627 \u062e\u0631\u0648\u062c\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0630\u062e\u06cc\u0631\u0647 \u0634\u0648\u062f \u06cc\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc MapReduce<\/h2>\n<p>MapReduce \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u0627\u0633\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\n<p>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc: MapReduce \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u06cc\u06a9 \u062e\u0648\u0634\u0647 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0632 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u062a\u062d\u0645\u0644 \u062e\u0637\u0627: \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u062a\u06a9\u0631\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u062c\u062f\u062f \u0648\u0638\u0627\u06cc\u0641 \u0646\u0627\u0645\u0648\u0641\u0642 \u062f\u0631 \u0633\u0627\u06cc\u0631 \u06af\u0631\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u060c \u062e\u0631\u0627\u0628\u06cc \u06af\u0631\u0647\u200c\u0647\u0627 \u0648 \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc: MapReduce \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f \u0648 \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0627\u0635 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0633\u0627\u062f\u0647 \u0634\u062f\u0647: \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u062f\u0648\u0646 \u0646\u06af\u0631\u0627\u0646\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u060c \u0631\u0648\u06cc \u0646\u0642\u0634\u0647 \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u0646\u062f \u0648 \u062a\u0648\u0627\u0628\u0639 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 MapReduce<\/h2>\n<p>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc MapReduce \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0633\u062a\u0647 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0635\u0644\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0646\u0648\u0639 \u0645\u062d\u0628\u0648\u0628 MapReduce \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Hadoop MapReduce<\/td>\n<td>\u0627\u0635\u0644\u06cc \u062a\u0631\u06cc\u0646 \u0648 \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u062a\u0631\u06cc\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc\u060c \u0628\u062e\u0634\u06cc \u0627\u0632 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 Apache Hadoop.<\/td>\n<\/tr>\n<tr>\n<td>Google Cloud<\/td>\n<td>Google Cloud \u0633\u0631\u0648\u06cc\u0633 MapReduce \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u062e\u0634\u06cc \u0627\u0632 Google Cloud Dataflow \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9<\/td>\n<td>\u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc Hadoop MapReduce\u060c \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0642\u0627\u0628\u0644\u06cc\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u062a\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a HDInsight<\/td>\n<td>\u0633\u0631\u0648\u06cc\u0633 Hadoop \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 MapReduce \u0627\u0633\u062a.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MapReduce\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627<\/h2>\n<p>MapReduce \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0645\u0627\u0646\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0632\u0627\u0631\u0634\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0641\u062a\u0627\u0631 \u0645\u0634\u062a\u0631\u06cc.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648<\/strong>: \u062a\u0648\u0627\u0646\u0645\u0646\u062f\u0633\u0627\u0632\u06cc \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0628\u0631\u0627\u06cc \u0641\u0647\u0631\u0633\u062a \u0628\u0646\u062f\u06cc \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0646\u062a\u0627\u06cc\u062c \u0645\u0631\u062a\u0628\u0637 \u0627\u0632 \u0627\u0633\u0646\u0627\u062f \u0639\u0638\u06cc\u0645 \u0648\u0628 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u0641\u0631\u0627\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/strong>: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MapReduce \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647<\/strong>: \u0627\u06cc\u062c\u0627\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647 \u0634\u062e\u0635\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u0631\u062c\u06cc\u062d\u0627\u062a \u06a9\u0627\u0631\u0628\u0631.<\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 MapReduce \u0645\u0632\u0627\u06cc\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0628\u062f\u0648\u0646 \u0686\u0627\u0644\u0634 \u0646\u06cc\u0633\u062a:<\/p>\n<ul>\n<li>\n<p><strong>\u0627\u0646\u062d\u0631\u0627\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u062a\u0648\u0632\u06cc\u0639 \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u06cc\u0646 \u06a9\u0627\u0647\u0634 \u062f\u0647\u0646\u062f\u0647 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0639\u062b \u0645\u0634\u06a9\u0644\u0627\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0648\u062f. \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u0631\u062a\u06cc\u0634\u0646 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0634\u063a\u0644\u06cc<\/strong>: \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u0634\u0627\u063a\u0644 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u062e\u0648\u0634\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u062f\u06cc\u0633\u06a9<\/strong>: \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u062f\u06cc\u0633\u06a9 \u0628\u0627\u0644\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u06cc\u06a9 \u06af\u0644\u0648\u06af\u0627\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u062f. \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646\u060c \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>MapReduce<\/th>\n<th>\u0647\u0627\u062f\u0648\u067e<\/th>\n<th>\u062c\u0631\u0642\u0647<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u062f\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc<\/td>\n<td>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc<\/td>\n<td>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>HDFS (\u0633\u06cc\u0633\u062a\u0645 \u0641\u0627\u06cc\u0644 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 Hadoop)<\/td>\n<td>HDFS (\u0633\u06cc\u0633\u062a\u0645 \u0641\u0627\u06cc\u0644 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 Hadoop)<\/td>\n<td>HDFS \u0648 \u062d\u0627\u0641\u0638\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u062d\u0645\u0644 \u062e\u0637\u0627<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u0627\u062d\u062a\u06cc \u062f\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u0622\u0633\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0648\u0631\u062f<\/td>\n<td>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af<\/td>\n<td>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af<\/td>\n<td>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 MapReduce<\/h2>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062d\u0648\u0632\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062f\u0631 \u062d\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u0627\u0633\u062a\u060c \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u06a9\u0645\u06cc\u0644 \u06cc\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 MapReduce \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0627\u0635 \u0638\u0627\u0647\u0631 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0631\u0648\u0646\u062f\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9<\/strong>: Flink \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0628\u0627 \u062a\u0623\u062e\u06cc\u0631 \u06a9\u0645 \u0648 \u0628\u0627\u0632\u062f\u0647 \u0628\u0627\u0644\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u062a\u0648 \u0622\u067e\u0627\u0686\u06cc<\/strong>: Apache Beam \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc \u0648 \u062c\u0631\u06cc\u0627\u0646\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u062d\u0645\u0644 \u0631\u0627 \u062f\u0631 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0628\u062f\u0648\u0646 \u0633\u0631\u0648\u0631<\/strong>: \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0631\u0648\u0631\u060c \u0645\u0627\u0646\u0646\u062f AWS Lambda \u0648 Google Cloud Functions\u060c \u0631\u0648\u0634\u06cc \u0645\u0642\u0631\u0648\u0646\u200c\u0628\u0647\u200c\u0635\u0631\u0641\u0647 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0635\u0631\u06cc\u062d \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 MapReduce \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u062f\u0627\u0631\u0646\u062f. \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 MapReduce\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0639\u0627\u062f\u0644 \u0628\u0627\u0631<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0634\u063a\u0644\u06cc MapReduce \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0645\u06cc\u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627 \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u062a\u0627\u06cc\u062c MapReduce \u0645\u06cc\u0627\u0646\u06cc \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u0646\u062f\u060c \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0636\u0627\u0641\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0645\u0646\u06cc\u062a<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0627\u0645\u0646\u06cc\u062a\u06cc \u0639\u0645\u0644 \u06a9\u0646\u0646\u062f\u060c \u062a\u0631\u0627\u0641\u06cc\u06a9 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u06cc\u0646 \u06af\u0631\u0647 \u0647\u0627 \u0641\u06cc\u0644\u062a\u0631 \u0648 \u0646\u0638\u0627\u0631\u062a \u06a9\u0646\u0646\u062f \u062a\u0627 \u0627\u0632 \u062f\u0633\u062a\u0631\u0633\u06cc \u0647\u0627\u06cc \u063a\u06cc\u0631\u0645\u062c\u0627\u0632 \u0648 \u062d\u0645\u0644\u0627\u062a \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631\u0628\u0627\u0631\u0647 MapReduce\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/research.google\/pubs\/pub62\/\" target=\"_new\" rel=\"noopener nofollow\">MapReduce: \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u062f\u0631 \u062e\u0648\u0634\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af<\/a><\/li>\n<li><a href=\"https:\/\/hadoop.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0622\u067e\u0627\u0686\u06cc \u0647\u0627\u062f\u0648\u067e<\/a><\/li>\n<li><a href=\"https:\/\/spark.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9<\/a><\/li>\n<li><a href=\"https:\/\/flink.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9<\/a><\/li>\n<li><a href=\"https:\/\/beam.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u067e\u0631\u062a\u0648 \u0622\u067e\u0627\u0686\u06cc<\/a><\/li>\n<\/ol>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c MapReduce \u0631\u0648\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0647 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u0646\u062f. MapReduce \u0628\u0627 \u062a\u062d\u0645\u0644 \u062e\u0637\u0627\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc\u060c \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062f\u0631 \u0639\u0635\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u0627\u0633\u062a\u060c \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0646\u0648\u0638\u0647\u0648\u0631 \u0628\u0647 \u0631\u0648\u0632 \u0628\u0645\u0627\u0646\u06cc\u062f \u062a\u0627 \u0627\u0632 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u06a9\u0627\u0645\u0644 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>","protected":false},"featured_media":468863,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477961","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>MapReduce: A Comprehensive Guide<\/mark>","faq_items":[{"question":"What is MapReduce and how does it work?","answer":"<p>MapReduce is a programming model and computational framework used for processing large-scale data sets in a distributed computing environment. It divides the data processing task into two steps: the map phase and the reduce phase. In the map phase, the input data is processed in parallel by multiple nodes, generating key-value pairs as intermediate output. The reduce phase then consolidates and aggregates the intermediate results based on their keys to produce the final output.<\/p>"},{"question":"How did MapReduce originate?","answer":"<p>The concept of MapReduce was introduced by Jeffrey Dean and Sanjay Ghemawat at Google in their 2004 paper titled \"MapReduce: Simplified Data Processing on Large Clusters.\" It was initially utilized by Google to index and process web documents for more efficient search results.<\/p>"},{"question":"What are the key features of MapReduce?","answer":"<p>MapReduce offers several essential features, including scalability to handle massive datasets, fault tolerance to handle node failures, flexibility for various data processing tasks, and a simplified programming model for developers.<\/p>"},{"question":"What are the different types of MapReduce implementations?","answer":"<p>Some popular types of MapReduce implementations are Hadoop MapReduce, Google Cloud Dataflow, Apache Spark, and Microsoft HDInsight.<\/p>"},{"question":"How is MapReduce used in practice?","answer":"<p>MapReduce finds applications in various domains, such as data analysis, search engines, machine learning, and recommendation systems. It allows businesses to process and analyze large-scale data efficiently.<\/p>"},{"question":"What challenges are associated with using MapReduce?","answer":"<p>Common challenges with MapReduce include data skew, efficient job scheduling, and disk I\/O bottlenecks. Proper techniques like data partitioning and combiners can address these issues.<\/p>"},{"question":"What are the future perspectives and technologies related to MapReduce?","answer":"<p>As big data technology evolves, new technologies like Apache Flink, Apache Beam, and serverless computing are emerging to complement or replace MapReduce for specific use cases.<\/p>"},{"question":"How can proxy servers enhance MapReduce performance?","answer":"<p>Proxy servers can play a vital role in managing and optimizing MapReduce jobs by providing load balancing, caching intermediate results, and adding an extra layer of security for data traffic between nodes.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477961","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477961\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468863"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477961"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}