{"id":475880,"date":"2023-08-09T07:24:43","date_gmt":"2023-08-09T07:24:43","guid":{"rendered":""},"modified":"2023-09-05T11:11:30","modified_gmt":"2023-09-05T11:11:30","slug":"apache-spark","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/apache-spark\/","title":{"rendered":"\u0623\u0628\u0627\u062a\u0634\u064a \u0633\u0628\u0627\u0631\u0643"},"content":{"rendered":"<p>Apache Spark \u0647\u0648 \u0646\u0638\u0627\u0645 \u062d\u0648\u0633\u0628\u0629 \u0645\u0648\u0632\u0639 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0635\u0645\u0645 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627. \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0641\u064a AMPLab \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0644\u064a\u0641\u0648\u0631\u0646\u064a\u0627\u060c \u0628\u064a\u0631\u0643\u0644\u064a \u0641\u064a \u0639\u0627\u0645 2009\u060c \u062b\u0645 \u062a\u0645 \u0627\u0644\u062a\u0628\u0631\u0639 \u0628\u0647 \u0644\u0627\u062d\u0642\u064b\u0627 \u0644\u0645\u0624\u0633\u0633\u0629 Apache Software Foundation\u060c \u0644\u064a\u0635\u0628\u062d \u0623\u062d\u062f \u0645\u0634\u0631\u0648\u0639\u0627\u062a Apache \u0641\u064a \u0639\u0627\u0645 2010. \u0648\u0645\u0646\u0630 \u0630\u0644\u0643 \u0627\u0644\u062d\u064a\u0646\u060c \u0627\u0643\u062a\u0633\u0628 Apache Spark \u0634\u0639\u0628\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0641\u064a \u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0646\u0638\u0631\u064b\u0627 \u0644\u062e\u0635\u0627\u0626\u0635\u0647. \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u0623\u0628\u0627\u062a\u0634\u064a \u0633\u0628\u0627\u0631\u0643 \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647\u0627<\/h2>\n<p>\u062a\u0645 \u0625\u0646\u0634\u0627\u0621 Apache Spark \u0646\u062a\u064a\u062c\u0629 \u0644\u0644\u062c\u0647\u0648\u062f \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0641\u064a AMPLab\u060c \u062d\u064a\u062b \u0648\u0627\u062c\u0647 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0642\u064a\u0648\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Hadoop MapReduce. \u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0640 Apache Spark \u062d\u062f\u062b \u0641\u064a \u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u0628\u0639\u0646\u0648\u0627\u0646 &quot;\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0627\u0644\u0645\u0631\u0646\u0629: \u062a\u062c\u0631\u064a\u062f \u0645\u062a\u0633\u0627\u0645\u062d \u0645\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0644\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629&quot;\u060c \u0646\u0634\u0631\u0647\u0627 \u0645\u0627\u062a\u064a \u0632\u0627\u0647\u0631\u064a\u0627 \u0648\u0622\u062e\u0631\u0648\u0646 \u0641\u064a \u0639\u0627\u0645 2012. \u0642\u062f\u0645\u062a \u0647\u0630\u0647 \u0627\u0644\u0648\u0631\u0642\u0629 \u0645\u0641\u0647\u0648\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0627\u0644\u0645\u0631\u0646\u0629 (RDDs) )\u060c \u0628\u0646\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0633\u0628\u0627\u0631\u0643.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u062d\u0648\u0644 Apache Spark: \u062a\u0648\u0633\u064a\u0639 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/h2>\n<p>\u064a\u0648\u0641\u0631 Apache Spark \u0637\u0631\u064a\u0642\u0629 \u0641\u0639\u0627\u0644\u0629 \u0648\u0645\u0631\u0646\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642. \u0648\u0647\u0648 \u064a\u0648\u0641\u0631 \u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0633\u0631\u064a\u0639 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635 \u0645\u062b\u0644 Hadoop MapReduce. \u064a\u062a\u064a\u062d Spark \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0643\u062a\u0627\u0628\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0644\u063a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 Scala \u0648Java \u0648Python \u0648R\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u062c\u0645\u0647\u0648\u0631 \u0623\u0648\u0633\u0639.<\/p>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0640 Apache Spark: \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 Apache Spark<\/h2>\n<p>\u0641\u064a \u0642\u0644\u0628 Apache Spark \u062a\u0648\u062c\u062f \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0627\u0644\u0645\u0631\u0646\u0629 (RDD)\u060c \u0648\u0647\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0648\u0632\u0639\u0629 \u063a\u064a\u0631 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u063a\u064a\u064a\u0631 \u0645\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0627\u0644\u062a\u0648\u0627\u0632\u064a. \u062a\u062a\u0645\u064a\u0632 RDDs \u0628\u0623\u0646\u0647\u0627 \u0645\u062a\u0633\u0627\u0645\u062d\u0629 \u0645\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0633\u062a\u0639\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0641\u064a \u062d\u0627\u0644\u0629 \u0641\u0634\u0644 \u0627\u0644\u0639\u0642\u062f\u0629. \u064a\u0639\u0645\u0644 \u0645\u062d\u0631\u0643 Spark&#039;s DAG (\u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u062d\u0644\u0642\u064a \u0627\u0644\u0645\u0628\u0627\u0634\u0631) \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0648\u062c\u062f\u0648\u0644\u0629 \u0639\u0645\u0644\u064a\u0627\u062a RDD \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u0642\u0635\u0649 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<p>\u064a\u062a\u0643\u0648\u0646 \u0646\u0638\u0627\u0645 Spark \u0627\u0644\u0628\u064a\u0626\u064a \u0645\u0646 \u0639\u062f\u0629 \u0645\u0643\u0648\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649:<\/p>\n<ol>\n<li>Spark Core: \u064a\u0648\u0641\u0631 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u062a\u062c\u0631\u064a\u062f RDD.<\/li>\n<li>Spark SQL: \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0640 SQL \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/li>\n<li>Spark Streaming: \u064a\u062a\u064a\u062d \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n<li>MLlib (\u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a): \u062a\u0642\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n<li>GraphX: \u064a\u0633\u0645\u062d \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a.<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0623\u0628\u0627\u062a\u0634\u064a \u0633\u0628\u0627\u0631\u0643<\/h2>\n<p>\u062a\u062c\u0639\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 Apache Spark \u062e\u064a\u0627\u0631\u064b\u0627 \u0634\u0627\u0626\u0639\u064b\u0627 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0647\u0627:<\/p>\n<ol>\n<li>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629: \u062a\u0639\u0645\u0644 \u0642\u062f\u0631\u0629 Spark \u0639\u0644\u0649 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629\/\u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635.<\/li>\n<li>\u0627\u0644\u062a\u0633\u0627\u0645\u062d \u0645\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621: \u062a\u0648\u0641\u0631 RDDs \u0627\u0644\u062a\u0633\u0627\u0645\u062d \u0645\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u062a\u0633\u0627\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u062a\u0649 \u0641\u064a \u062d\u0627\u0644\u0629 \u0641\u0634\u0644 \u0627\u0644\u0639\u0642\u062f\u0629.<\/li>\n<li>\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645: \u062a\u062a\u0645\u064a\u0632 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Spark \u0628\u0623\u0646\u0647\u0627 \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u062a\u062f\u0639\u0645 \u0644\u063a\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u062a\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631.<\/li>\n<li>\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a: \u062a\u0642\u062f\u0645 Spark \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0641\u0639\u0627\u062a\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u062f\u0641\u0642\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0635\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a.<\/li>\n<li>\u0627\u0644\u0633\u0631\u0639\u0629: \u062a\u0633\u0627\u0647\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0641\u064a Spark \u0648\u0645\u062d\u0631\u0643 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0623\u0645\u062b\u0644 \u0641\u064a \u0633\u0631\u0639\u062a\u0647\u0627 \u0627\u0644\u0641\u0627\u0626\u0642\u0629.<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0623\u0628\u0627\u062a\u0634\u064a \u0633\u0628\u0627\u0631\u0643<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 Apache Spark \u0625\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0648\u0648\u0638\u064a\u0641\u062a\u0647:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u064a\u0643\u062a\u0628<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u062f\u0641\u0639\u0627\u062a<\/td>\n<td>\u062a\u062d\u0644\u064a\u0644 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0641\u0642<\/td>\n<td>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646\u062f \u0648\u0635\u0648\u0644\u0647\u0627.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0644\u064a<\/td>\n<td>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Spark&#039;s MLlib \u0644\u062a\u0646\u0641\u064a\u0630 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a<\/td>\n<td>\u062a\u062d\u0644\u064a\u0644 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Apache Spark: \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h2>\n<p>\u064a\u062c\u062f Apache Spark \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0623\u062b\u0646\u0627\u0621 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Apache Spark\u060c \u0642\u062f \u062a\u0638\u0647\u0631 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/strong>: \u0628\u0645\u0627 \u0623\u0646 Spark \u062a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u0630\u0627\u0643\u0631\u0629 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u062c\u0646\u0628 \u0623\u062e\u0637\u0627\u0621 \u0646\u0641\u0627\u062f \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/p>\n<ul>\n<li>\u0627\u0644\u062d\u0644: \u062a\u062d\u0633\u064a\u0646 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0628\u062d\u0643\u0645\u0629\u060c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0627\u0641\u0626 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0623\u0642\u0633\u0627\u0645 \u0625\u0644\u0649 \u0627\u062e\u062a\u0646\u0627\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<ul>\n<li>\u0627\u0644\u062d\u0644: \u0627\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0625\u0639\u0627\u062f\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u062a\u0633\u0627\u0648\u064a.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u062c\u064a\u0645 \u0627\u0644\u0643\u062a\u0644\u0629<\/strong>: \u0642\u062f \u064a\u0624\u062f\u064a \u0627\u0644\u062d\u062c\u0645 \u063a\u064a\u0631 \u0627\u0644\u0635\u062d\u064a\u062d \u0644\u0644\u0643\u062a\u0644\u0629 \u0625\u0644\u0649 \u0642\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0623\u0648 \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0632\u0627\u0626\u062f \u0639\u0644\u064a\u0647\u0627.<\/p>\n<ul>\n<li>\u0627\u0644\u062d\u0644: \u0645\u0631\u0627\u0642\u0628\u0629 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u0627\u0646\u062a\u0638\u0627\u0645 \u0648\u0636\u0628\u0637 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u0641\u0642\u064b\u0627 \u0644\u0630\u0644\u0643.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062b\u0631 \u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0641\u0639\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<ul>\n<li>\u0627\u0644\u062d\u0644: \u0627\u062e\u062a\u0631 \u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0648\u0636\u063a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0635\u0641\u0629 \u0645\u0645\u064a\u0632\u0629<\/th>\n<th>\u0623\u0628\u0627\u062a\u0634\u064a \u0633\u0628\u0627\u0631\u0643<\/th>\n<th>Hadoop MapReduce<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629<\/td>\n<td>\u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a\u0629<\/td>\n<td>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0641\u0639\u0627\u062a \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u0642\u0631\u0635<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u062f\u0641\u0639\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/td>\n<td>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0641\u0639\u0627\u062a \u0641\u0642\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0633\u0627\u0645\u062d \u0645\u0639 \u0627\u0644\u062e\u0637\u0623<\/td>\n<td>\u0646\u0639\u0645 (\u0645\u0646 \u062e\u0644\u0627\u0644 RDDs)<\/td>\n<td>\u0646\u0639\u0645 (\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0645\u062a\u0645\u0627\u062b\u0644)<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062e\u0632\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635<\/td>\n<td>\u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a<\/td>\n<td>\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a (Spark SQL\u060c \u0648Spark Streaming\u060c \u0648MLlib\u060c \u0648GraphX\u060c \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643)<\/td>\n<td>\u0646\u0638\u0627\u0645 \u0628\u064a\u0626\u064a \u0645\u062d\u062f\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u062f\u0627\u0621<\/td>\n<td>\u0623\u0633\u0631\u0639 \u0628\u0633\u0628\u0628 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/td>\n<td>\u0623\u0628\u0637\u0623 \u0628\u0633\u0628\u0628 \u0642\u0631\u0627\u0621\u0629\/\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0642\u0631\u0635<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0645\u0627\u0644<\/td>\n<td>\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062f\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a<\/td>\n<td>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0623\u0643\u062b\u0631 \u062d\u062f\u0629 \u0648\u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062c\u0627\u0641\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0640 Apache Spark<\/h2>\n<p>\u064a\u0628\u062f\u0648 \u0645\u0633\u062a\u0642\u0628\u0644 Apache Spark \u0648\u0627\u0639\u062f\u064b\u0627 \u062d\u064a\u062b \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u062a\u0645\u062b\u0644 \u062c\u0627\u0646\u0628\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0645\u0633\u062a\u0642\u0628\u0644 Apache Spark \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li><strong>\u062a\u062d\u0633\u064a\u0646<\/strong>: \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644 \u0623\u0646 \u062a\u0624\u062f\u064a \u0627\u0644\u062c\u0647\u0648\u062f \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 Spark \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0625\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0623\u0633\u0631\u0639 \u0648\u062a\u0642\u0644\u064a\u0644 \u062d\u0645\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong>: \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u062a\u0643\u0627\u0645\u0644 Apache Spark \u0628\u0634\u0643\u0644 \u0623\u0639\u0645\u0642 \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0623\u0637\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0641\u0636\u0644\u0627\u064b \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/strong>: \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u062a\u062a\u0642\u062f\u0645 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0628\u062b \u0641\u064a Spark\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0623\u0643\u062b\u0631 \u0633\u0644\u0627\u0633\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0624\u0649 \u0641\u0648\u0631\u064a\u0629 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a.<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0640 Apache Spark<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0623\u0645\u0627\u0646 \u0648\u0623\u062f\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 Apache Spark. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0640 Apache Spark \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li><strong>\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0645\u0644<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0639\u0628\u0631 \u0639\u0642\u062f Spark \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062a\u0633\u0627\u0648\u064a \u0644\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0641\u0636\u0644.<\/li>\n<li><strong>\u062d\u0645\u0627\u064a\u0629<\/strong>: \u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0643\u0648\u0633\u064a\u0637 \u0628\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a Spark\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0637\u0628\u0642\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0646 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u062d\u0645\u0627\u064a\u0629 \u0645\u0646 \u0627\u0644\u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062d\u0645\u0644 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a Spark \u0648\u064a\u062d\u0633\u0646 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 Apache Spark\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/spark.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0631\u0633\u0645\u064a \u0644\u0623\u0628\u0627\u062a\u0634\u064a \u0633\u0628\u0627\u0631\u0643<\/a><\/li>\n<li><a href=\"https:\/\/spark.apache.org\/documentation.html\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u062b\u0627\u0626\u0642 \u0623\u0628\u0627\u062a\u0634\u064a \u0633\u0628\u0627\u0631\u0643<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/apache\/spark\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0648\u062f\u0639 \u0623\u0628\u0627\u062a\u0634\u064a \u0633\u0628\u0627\u0631\u0643 \u062c\u064a\u062b\u0628<\/a><\/li>\n<li><a href=\"https:\/\/databricks.com\/spark\/about\" target=\"_new\" rel=\"noopener nofollow\">\u0637\u0648\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u2013 \u0623\u0628\u0627\u062a\u0634\u064a \u0633\u0628\u0627\u0631\u0643<\/a><\/li>\n<\/ol>\n<p>\u064a\u0633\u062a\u0645\u0631 Apache Spark \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u0631 \u0648\u0625\u062d\u062f\u0627\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u0645\u0634\u0647\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0646 \u0641\u062a\u062d \u0631\u0624\u0649 \u0642\u064a\u0645\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0627 \u0628\u0633\u0631\u0639\u0629 \u0648\u0643\u0641\u0627\u0621\u0629. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u0648 \u0645\u0647\u0646\u062f\u0633\u064b\u0627\u060c \u0623\u0648 \u0645\u062d\u0644\u0644 \u0623\u0639\u0645\u0627\u0644\u060c \u0641\u0625\u0646 Apache Spark \u064a\u0642\u062f\u0645 \u0645\u0646\u0635\u0629 \u0642\u0648\u064a\u0629 \u0648\u0645\u0631\u0646\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627.<\/p>","protected":false},"featured_media":467620,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475880","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Apache Spark: A Comprehensive Guide<\/mark>","faq_items":[{"question":"What is Apache Spark?","answer":"<p>Apache Spark is an open-source distributed computing system designed for big data processing and analytics. It provides fast in-memory processing, fault tolerance, and supports multiple programming languages for data processing applications.<\/p>"},{"question":"How did Apache Spark originate?","answer":"<p>Apache Spark originated from research efforts at the AMPLab, University of California, Berkeley, and was first mentioned in a research paper titled \"Resilient Distributed Datasets: A Fault-Tolerant Abstraction for In-Memory Cluster Computing\" in 2012.<\/p>"},{"question":"What is the internal structure of Apache Spark?","answer":"<p>At the core of Apache Spark is the concept of Resilient Distributed Datasets (RDDs), which are immutable distributed collections of objects processed in parallel. Spark's ecosystem includes Spark Core, Spark SQL, Spark Streaming, MLlib, and GraphX.<\/p>"},{"question":"What are the key features of Apache Spark?","answer":"<p>The key features of Apache Spark include in-memory processing, fault tolerance, ease of use with various APIs, versatility with multiple libraries, and superior processing speed.<\/p>"},{"question":"What are the types of Apache Spark?","answer":"<p>Apache Spark can be categorized into batch processing, stream processing, machine learning, and graph processing.<\/p>"},{"question":"What are the ways to use Apache Spark?","answer":"<p>Apache Spark finds applications in data analytics, machine learning, recommendation systems, and real-time event processing. Some common challenges include memory management, data skew, and cluster sizing.<\/p>"},{"question":"How does Apache Spark compare to Hadoop MapReduce?","answer":"<p>Apache Spark excels in in-memory and iterative processing, supports real-time analytics, offers a more diverse ecosystem, and is user-friendly compared to Hadoop MapReduce's disk-based batch processing and limited ecosystem.<\/p>"},{"question":"What are the future perspectives for Apache Spark?","answer":"<p>The future of Apache Spark looks promising with ongoing optimizations, deeper integration with AI, and advancements in real-time analytics.<\/p>"},{"question":"How can proxy servers be associated with Apache Spark?","answer":"<p>Proxy servers can enhance Apache Spark's security and performance by providing load balancing, caching, and acting as intermediaries between users and Spark clusters.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/475880","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/475880\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/467620"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=475880"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}