{"id":15512,"date":"2021-02-24T13:37:47","date_gmt":"2021-02-24T10:37:47","guid":{"rendered":"https:\/\/bigdata-ir.com\/?p=12028"},"modified":"2021-02-24T13:37:47","modified_gmt":"2021-02-24T10:37:47","slug":"%d8%aa%d8%ad%d9%84%db%8c%d9%84-%da%af%d8%b1%d8%a7%d9%81-%d9%87%d8%a7%db%8c-%d8%a8%d8%b2%d8%b1%da%af-%d8%a8%d8%a7-%d8%a2%d9%be%d8%a7%da%86%db%8c-%d9%81%d9%84%db%8c%d9%86%da%a9-apache-flink","status":"publish","type":"post","link":"https:\/\/afaghhosting.net\/blog\/%d8%aa%d8%ad%d9%84%db%8c%d9%84-%da%af%d8%b1%d8%a7%d9%81-%d9%87%d8%a7%db%8c-%d8%a8%d8%b2%d8%b1%da%af-%d8%a8%d8%a7-%d8%a2%d9%be%d8%a7%da%86%db%8c-%d9%81%d9%84%db%8c%d9%86%da%a9-apache-flink\/","title":{"rendered":"\u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0628\u0627 \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 Apache Flink"},"content":{"rendered":"<h2>\u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0631\u0627\u0641 \u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u0628\u0627 \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 ( Gelly API)<\/h2>\n<h2>\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/h2>\n<ul>\n<li>\u062a\u0639\u0631\u06cc\u0641 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647<\/li>\n<li>\u0645\u0639\u0631\u0641\u06cc <strong>Apache flink\u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0646 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0622\u067e\u0627\u0686\u06cc<\/strong><\/li>\n<li><strong>\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0641\u0644\u06cc\u0646\u06a9<\/strong><\/li>\n<li><strong>\u0645\u0639\u0645\u0627\u0631\u06cc \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9<br \/>\n<\/strong><\/li>\n<li>\u0646\u062d\u0648\u0647 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9<\/li>\n<li>\u06a9\u0627\u0631 \u0628\u0627 <strong>Gelly Api<\/strong><\/li>\n<\/ul>\n<h2>\u062a\u062d\u0631\u06cc\u0641 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647<\/h2>\n<p>\u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f\u06a9\u0647 \u0628\u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u062a\u0648\u0633\u0637 \u0647\u0632\u0627\u0631\u0627\u0646 \u0645\u0646\u0628\u0639 \u062f\u0627\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u0634\u0648\u0646\u062f \u060c \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627 \u0631\u06a9\u0648\u0631\u062f \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0648 \u062f\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 (\u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u06a9\u06cc\u0644\u0648\u0628\u0627\u06cc\u062a) \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0648 \u0645\u062a\u0646\u0648\u0639 \u0647\u0633\u062a\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0631\u0633\u0627\u0644\u06cc \u0627\u0632 \u062f\u0645\u0627\u0633\u0646\u062c \u0647\u0627\u06cc \u06cc\u06a9 \u0645\u0646\u0637\u0642\u0647 \u060c \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u06af\u0632\u0627\u0631\u0634( log file) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u0628 \u06cc\u0627 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0634\u0645\u0627 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u060c \u062e\u0631\u06cc\u062f \u0647\u0627\u06cc \u062a\u062c\u0627\u0631\u062a \u0627\u0644\u06a9\u062a\u0631\u0648\u0646\u06cc\u06a9\u06cc\u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u0648 \u2026<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<figure id=\"attachment_12029\" class=\"wp-caption alignnone\" aria-describedby=\"caption-attachment-12029\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12029\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink.jpg\" sizes=\"auto, (max-width: 848px) 100vw, 848px\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink.jpg 848w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-1.jpg 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-2.jpg 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-3.jpg 800w\" alt=\"\u0622\u067e\u0627\u0686\u06cc \u0641\u06cc\u0644\u06cc\u0646\u06a9\" width=\"848\" height=\"350\" title=\"\"><figcaption id=\"caption-attachment-12029\" class=\"wp-caption-text\">\u0622\u067e\u0627\u0686\u06cc \u0641\u06cc\u0644\u06cc\u0646\u06a9<\/figcaption><\/figure>\n<h2><\/h2>\n<h2>\u0622\u067e\u0627\u0686\u06cc 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\u062c\u0631\u06cc\u0627\u0646\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc\u06a9\u0646\u062f.<\/p>\n<p>\u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0641\u0644\u06cc\u0646\u06a9 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0645\u0641\u0627\u062f \u0645\u062c\u0648\u0632 \u0628\u0646\u06cc\u0627\u062f \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 Apache \u067e\u0627\u06cc\u0628\u0646\u062f \u0627\u0633\u062a. \u062a\u0648\u0633\u0639\u0647 \u0622\u0646 \u0627\u0633\u0627\u0633\u0627 \u062a\u0648\u0633\u0637 Data Artisans GmbH \u060c \u0627\u0633\u062a\u0627\u0631\u062a \u0622\u067e \u0645\u0633\u062a\u0642\u0631 \u062f\u0631 \u0628\u0631\u0644\u06cc\u0646 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0627 API DataStream \u0628\u0647 \u0648\u0633\u06cc\u0644\u0647 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u062c\u0627\u0648\u0627 \u06cc\u0627 Scala \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f. \u0627\u0632 \u0627\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0647\u0627 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc API \u0645\u06a9\u0645\u0644 \u062f\u06cc\u062a\u0627 \u0633\u062a \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062b\u0627\u0628\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u0641\u0644\u06cc\u0646\u06a9 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u0645\u062c\u0627\u0632\u06cc \u062c\u0627\u0648\u0627 (JVM) \u062f\u0631 \u062d\u0627\u0644\u062a \u0645\u0633\u062a\u0642\u0644 \u06cc\u0627 \u062e\u0648\u0634\u0647 \u0647\u0627\u06cc Hadoop \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 YARN \u06cc\u0627 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u0645\u0633\u062a\u0642\u0631 \u06a9\u0631\u062f. \u0647\u0633\u062a\u0647 \u0627\u062c\u0631\u0627\u06cc \u0627\u0635\u0644\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc \u062c\u0631\u06cc\u0627\u0646 \u062e\u0637\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u062f\u0627\u062e\u0644\u06cc \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0633\u0627\u06cc\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>API \u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0631\u0634\u062a\u0647 \u0647\u0627 \u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0631\u0627\u0641 \u0647\u0627 \u0648 \u0633\u0627\u06cc\u0631 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. API \u062f\u06cc\u06af\u0631\u06cc \u0646\u06cc\u0632\u062c\u0647\u062a \u0627\u062f\u063a\u0627\u0645 \u0628\u0631\u0646\u0627\u0645\u0647 Hadoop \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0639\u0646\u0648\u0627\u0646 \u0634\u0627\u062e\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0633\u062a\u0631\u0627\u062a\u0648\u0633\u0641\u0631 \u0628\u0647 \u0648\u062c\u0648\u062f \u0622\u0645\u062f \u060c \u067e\u0631\u0648\u0698\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0633\u0627\u0644 2009 \u062f\u0631 \u0633\u0647 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0622\u0644\u0645\u0627\u0646 \u0622\u063a\u0627\u0632 \u0634\u062f: TU Berlin \u060c \u062f\u0627\u0646\u0634\u06af\u0627\u0647 Humboldt \u0628\u0631\u0644\u06cc\u0646 \u0648 \u0645\u0648\u0633\u0633\u0647 Hasso Plattner. \u067e\u0633 \u0627\u0632 \u0622\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u062f\u0631 \u0622\u0648\u0631\u06cc\u0644 2014 \u0628\u0647 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u0627\u0648\u0644\u06cc\u0647 Apache \u0648 \u062f\u0631 \u0627\u0648\u0627\u062e\u0631 \u0647\u0645\u0627\u0646 \u0633\u0627\u0644 \u0628\u0647 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f. \u067e\u0633 \u0627\u0632 \u0646\u0647 \u0646\u0633\u062e\u0647 \u0642\u0628\u0644\u06cc \u060c Apache \u0641\u0644\u06cc\u0646\u06a9 1.0.0 \u062f\u0631 \u0645\u0627\u0631\u0633 2016 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u060c \u0641\u0644\u06cc\u0646\u06a9 \u0631\u0633\u0645\u0627\u064b \u0628\u0647 \u0633\u0627\u06cc\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 Hadoop \u0645\u0627\u0646\u0646\u062f Spark \u060c Storm \u0648 Samza \u062f\u0631 \u0631\u0642\u0627\u0628\u062a \u067e\u06cc\u0648\u0633\u062a \u062a\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u06a9\u0627\u0631 \u0628\u0627 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u062f.<\/p>\n<p>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0627 \u062f\u06cc\u06af\u0631\u0627\u0628\u0632\u0627\u0631<\/p>\n<p>\u0641\u0644\u06cc\u0646\u06a9 \u0628\u0631\u0631\u0648\u06cc \u0648\u06cc\u0646\u062f\u0648\u0632 \u0648 \u0644\u06cc\u0646\u0648\u06a9\u0633 \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627\u0633\u062a. \u0628\u0631\u062e\u0644\u0627\u0641 Spark\u06a9\u0647 \u0630\u0627\u062a\u0627 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc \u0627\u0633\u062a \u0648 \u06cc\u06a9 API \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 streaming \u0628\u0647 \u0622\u0646 \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647 \u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f \u060c \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0635\u0648\u0631\u062a \u0628\u0646\u06cc\u0627\u062f\u06cc \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0634\u06af\u0631 \u062c\u0631\u06cc\u0627\u0646\u06cc \u0627\u0633\u062a \u0648 \u062d\u062a\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0633\u062a\u0647 \u0627\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0627 \u0631\u0648\u0634 \u062c\u0631\u06cc\u0627\u0646\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u06a9\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12030\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink.png\" alt=\"\u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9\" width=\"1151\" height=\"551\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink.png 1151w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-19.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-20.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-21.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-22.png 800w\" data-lazy-sizes=\"(max-width: 1151px) 100vw, 1151px\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-12030\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink.png\" alt=\"\u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9\" width=\"1151\" height=\"551\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink.png 1151w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-19.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-20.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-21.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-22.png 800w\" sizes=\"auto, (max-width: 1151px) 100vw, 1151px\" title=\"\"><\/noscript><\/p>\n<p>\u0647\u0645\u0627\u0646\u06af\u0648\u0646\u0647 \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 1 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u06a9\u0646\u06cc\u062f\u060c \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u06cc\u06a9 \u062a\u0648\u0627\u0632\u0646 \u0628\u06cc\u0646 \u0633\u0631\u0639\u062a \u0648 \u0642\u062f\u0631\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0631\u0642\u0631\u0627\u0631\u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0628\u06cc\u06af \u062f\u06cc\u062a\u0627 \u0645\u062a\u0645\u0627\u06cc\u0632 \u0646\u0645\u0648\u062f\u0647 \u0627\u0633\u062a.\u0628\u0647 \u0637\u0648\u0631 \u0645\u062b\u0627\u0644 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631 \u0627\u0645\u0627 \u062a\u0648\u0627\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u0627\u0632 \u0641\u0644\u06cc\u0646\u06a9 \u062f\u0627\u0631\u062f \u06cc\u0627 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u062a\u0648\u0631\u0645 \u0633\u0631\u0639\u062a \u0628\u06cc\u0634\u062a\u0631 \u0627\u0645\u0627 \u062a\u0648\u0627\u0646 \u06a9\u0645 \u062a\u0631\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0634\u06a9\u06441- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u0648\u062a\u0648\u0631 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u0638\u06cc\u0645<\/p>\n<p>\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9<\/p>\n<p>\u0647\u0645\u0627\u0646\u06af\u0648\u0646\u0647 \u06a9\u0647 \u062f\u0631\u0634\u06a9\u0644 2 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u0634\u0648\u062f \u0627\u062c\u0632\u0627\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0645\u06cc\u0628\u0627\u0634\u062f:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12031\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-1.png\" alt=\"\u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9\" width=\"1517\" height=\"971\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-1.png 1517w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-23.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-24.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-25.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-26.png 800w\" data-lazy-sizes=\"(max-width: 1517px) 100vw, 1517px\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-12031\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-1.png\" alt=\"\u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9\" width=\"1517\" height=\"971\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-1.png 1517w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-23.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-24.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-25.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-26.png 800w\" sizes=\"auto, (max-width: 1517px) 100vw, 1517px\" title=\"\"><\/noscript><\/p>\n<p>\u0634\u06a9\u06442- \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9<\/p>\n<p>1-\u0645\u062d\u0644 \u062f\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc<\/p>\n<p>\u0641\u0644\u06cc\u0646\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0647\u0645\u0631\u0627\u0647\u0634 \u062d\u0645\u0644 \u0646\u0645\u06cc\u06a9\u0646\u062f \u0648 \u0641\u0642\u0637 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0633\u062a. \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u062e\u0648\u0627\u0646\u062f \u060c \u0628\u0646\u0648\u06cc\u0633\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc \u0631\u0627 \u0645\u0635\u0631\u0641 \u06a9\u0646\u062f. \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f:<\/p>\n<p>\u0627\u0644\u0641 \u2013 \u0633\u06cc\u0633\u062a\u0645 \u0641\u0627\u06cc\u0644 \u0647\u0627<\/p>\n<ul>\n<li>HDFS : \u0633\u06cc\u0633\u062a\u0645 \u0641\u0627\u06cc\u0644 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 Hadoop<\/li>\n<li>Local-FS : \u0633\u06cc\u0633\u062a\u0645 \u0641\u0627\u06cc\u0644 \u0645\u062d\u0644\u06cc<\/li>\n<li>S3 : \u0633\u0631\u0648\u06cc\u0633 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0633\u0627\u062f\u0647 \u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646<\/li>\n<\/ul>\n<p>\u0628 \u2013 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<\/p>\n<ul>\n<li>HBase : \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 NoSQL \u062f\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 Hadoop<\/li>\n<li>MongoDB : \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 NoSQL<\/li>\n<li>RDBMS : \u0647\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc<\/li>\n<\/ul>\n<p>\u062c \u2013 \u0630\u062e\u06cc\u0631\u0647 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc<\/p>\n<ul>\n<li>Kafka : \u0635\u0641 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u067e\u06cc\u0627\u0645<\/li>\n<li>RabbitMQ : \u0635\u0641 \u067e\u06cc\u0627\u0645 \u0631\u0633\u0627\u0646\u06cc<\/li>\n<li>Flume : \u0627\u0628\u0632\u0627\u0631 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0648\u062a\u062c\u0645\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627<\/li>\n<\/ul>\n<p>2-\u0644\u0627\u06cc\u0647 \u062a\u0648\u0633\u0639\u0647 : \u0641\u0644\u06cc\u0646\u06a9 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644\u062a \u0647\u0627\u06cc \u0632\u06cc\u0631 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0631\u062f:<\/p>\n<p>\u062d\u0627\u0644\u062a \u0645\u062d\u0644\u06cc \u2013 \u062f\u0631 \u06cc\u06a9 \u06af\u0631\u0647 \u060c \u062f\u0631\u06cc\u06a9 JVM<\/p>\n<p>\u062d\u0627\u0644\u062a \u062e\u0648\u0634\u0647 \u2013 \u062f\u0631 \u06cc\u06a9 \u062e\u0648\u0634\u0647 \u0686\u0646\u062f \u06af\u0631\u0647 \u060c \u0628\u0627 \u0647\u0631\u06a9\u062f\u0627\u0645 \u0627\u0632 \u0645\u062f\u06cc\u0631 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631:<\/p>\n<ul>\n<li>Standalone \u2013 \u0627\u06cc\u0646 \u0645\u062f\u06cc\u0631 \u0645\u0646\u0627\u0628\u0639 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0641\u0644\u06cc\u0646\u06a9 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>YARN \u2013 \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u062f\u06cc\u0631 \u0645\u0646\u0627\u0628\u0639 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062d\u0628\u0648\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 Hadoop \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 Hadoop 2.x \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a<\/li>\n<li>Mesos \u2013 \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u062f\u06cc\u0631 \u0645\u0646\u0627\u0628\u0639 \u0639\u0645\u0648\u0645\u06cc \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p>\u062d\u0627\u0644\u062a<strong> Cloud<\/strong> \u2013 \u062f\u0631 \u0622\u0645\u0627\u0632\u0648\u0646 \u06cc\u0627 Google cloud<\/p>\n<p>3 -\u0644\u0627\u06cc\u0647 <strong>Runtime<\/strong> \u2013 \u0631\u0648\u0646\u062f \u062f\u0627\u062f\u0647 (Dataflow) \u062c\u0631\u06cc\u0627\u0646 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0647\u0633\u062a\u0647 \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0646\u06cc\u0632 \u0645\u06cc \u06af\u0648\u06cc\u0646\u062f. \u062f\u0631\u0648\u0627\u0642\u0639 \u0644\u0627\u06cc\u0647 \u0627\u0635\u0644\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0627\u0633\u062a \u06a9\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u060c \u062a\u062d\u0645\u0644 \u062e\u0637\u0627 \u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u06a9\u0631\u0627\u0631\u06cc \u0645\u062d\u0644\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>4 -\u0644\u0627\u06cc\u0647 API \u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u062a\u0646\u0648\u0639 \u0641\u0644\u06cc\u0646\u06a9 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<p>\u0627\u0644\u0641 . \u062f\u06cc\u062a\u0627 \u0633\u062a API<\/p>\n<p>\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u062d\u0627\u0644\u062a REST \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f \u060c \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0646\u06af\u0627\u0634\u062a \u060c \u0641\u06cc\u0644\u062a\u0631 \u060c \u067e\u06cc\u0648\u0646\u062f \u060c \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u062f. \u0639\u0645\u062f\u062a\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0648\u0627\u0642\u0639 \u060c \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0648\u0631\u062f \u062e\u0627\u0635 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u062f\u0627\u062f\u0647 \u0645\u062d\u062f\u0648\u062f \u062f\u0627\u0631\u06cc\u0645.\u0645\u0627\u0646\u0646\u062f Table \u060c Gelly \u060c \u0641\u0644\u06cc\u0646\u06a9ML<\/p>\n<p>\u0628 .DataStream API<\/p>\n<p>\u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0645\u062f\u0627\u0648\u0645 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0632\u0646\u062f\u0647 \u060c \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u0646\u06af\u0627\u0634\u062a \u060c \u0641\u06cc\u0644\u062a\u0631 \u060c \u062d\u0627\u0644\u062a \u0647\u0627\u06cc \u0628\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u060c \u067e\u0646\u062c\u0631\u0647 \u060c \u0627\u062c\u062a\u0645\u0627\u0639 \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 API\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0646\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u062c\u0631\u06cc\u0627\u0646 \u0645\u0635\u0631\u0641 \u06a9\u0646\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0633\u06cc\u0646\u06a9 (\u0645\u0646\u0628\u0639 \u062f\u0631\u06cc\u0627\u0641\u062a) \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0646\u0648\u06cc\u0633\u062f. \u0647\u0645 \u0627\u0632 \u062c\u0627\u0648\u0627 \u0648 \u0647\u0645 \u0627\u0632 \u0627\u0633\u06a9\u0627\u0644\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0627\u0646\u0646\u062f Table \u0648 CEP(\u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0648\u06cc\u062f\u0627\u062f \u067e\u06cc\u0686\u06cc\u062f\u0647).<\/p>\n<ul>\n<li>Table Api : \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0648\u0642\u062a (add-hoc) \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SQL \u0645\u0627\u0646\u0646\u062f \u0632\u0628\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc \u0648\u062c\u0631\u06cc\u0627\u0646\u06cc \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f. \u062f\u0631 \u0648\u0627\u0642\u0639 \u060c \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u0627\u0632 \u0646\u0648\u0634\u062a\u0646 \u06a9\u062f \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0646\u062c\u0627\u062a \u0645\u06cc \u062f\u0647\u062f \u060c \u062f\u0631 \u0639\u0648\u0636 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u06a9\u0648\u0626\u0631\u06cc \u0647\u0627\u06cc SQL \u0631\u0627 \u062f\u0631\u0641\u0644\u06cc\u0646\u06a9 \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f.<\/li>\n<li>Gelly Api : \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0631\u0627\u0641 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u060c \u062a\u0628\u062f\u06cc\u0644 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0631\u0627\u0641 \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f. Gelly \u0647\u0645\u0686\u0646\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u0627\u0632 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u0648\u0633\u0639\u0647 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0632 \u0645\u062f\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u06a9\u0631\u0627\u0631\u06cc \u0628\u0648\u0645\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u06af\u0631\u0627\u0641 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0627\u062f\u0627\u0631\u0647 \u06a9\u0646\u062f. API \u0647\u0627\u06cc \u0622\u0646 \u062f\u0631 \u062c\u0627\u0648\u0627 \u0648 \u0627\u0633\u06a9\u0627\u0644\u0627 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.<\/li>\n<li>\u0641\u0644\u06cc\u0646\u06a9ML Api : \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 API \u0647\u0627\u06cc \u0628\u0635\u0631\u06cc \u0648 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0622\u0646 \u0631\u0627 \u062f\u0631 Scala \u0645\u06cc \u0646\u0648\u06cc\u0633\u0646\u062f. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u062f\u0627\u0646\u06cc\u0645 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u0647\u06cc\u062a\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u060c \u0641\u0644\u06cc\u0646\u06a9 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0648\u0645\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0622\u0646 \u0631\u0627 \u06a9\u0627\u0645\u0644\u0627\u064b \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0645\u0639\u0645\u0627\u0631\u06cc \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9<\/p>\n<figure id=\"attachment_12032\" class=\"wp-caption alignnone\" aria-describedby=\"caption-attachment-12032\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12032\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-2.png\" sizes=\"auto, (max-width: 1518px) 100vw, 1518px\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-2.png 1518w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-27.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-28.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-29.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-30.png 800w\" alt=\"\u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9\" width=\"1518\" height=\"583\" title=\"\"><figcaption id=\"caption-attachment-12032\" class=\"wp-caption-text\">\u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9<\/figcaption><\/figure>\n<p>\u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc Master\/Slave \u0628\u0647\u0631\u0647 \u0645\u06cc \u0628\u0631\u062f.\u0647\u0645\u0627\u0646\u06af\u0648\u0646\u0647 \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 3 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a \u06af\u0631\u0647 \u0647\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u0647 \u062f\u0648 \u0646\u0648\u0639 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f Master node \u06a9\u0647 \u0628\u0647 \u0622\u0646 Job Manager \u0645\u06cc \u06af\u0648\u06cc\u0646\u062f \u0648Slave nodes \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0647\u0627 Task Manager \u0645\u06cc \u06af\u0648\u06cc\u0646\u062f.\u0647\u0645\u0686\u0646\u06cc\u0646 \u0646\u062d\u0648\u0647 \u0627\u0631\u062a\u0628\u0627\u0637 \u0646\u0648\u062f\u0647\u0627 \u062f\u0631\u0634\u06a9\u0644 4 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0634\u06a9\u06443- \u0627\u0646\u0648\u0627\u0639 \u06af\u0631\u0647 (node)\u0647\u0627\u06cc \u0641\u0644\u06cc\u0646\u06a9<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12033\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-3.png\" width=\"407\" height=\"238\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-3.png 407w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-31.png 300w\" data-lazy-sizes=\"(max-width: 407px) 100vw, 407px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"407\" height=\"238\" class=\"wp-image-12033\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-3.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-3.png 407w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-31.png 300w\" sizes=\"auto, (max-width: 407px) 100vw, 407px\" alt=\"\" title=\"\"><\/noscript>\u0634\u06a9\u0644 4 \u2013 \u0646\u062d\u0648\u0647 \u0627\u0631\u062a\u0628\u0627\u0637 \u0646\u0648\u062f\u0647\u0627 \u062f\u0631 \u0641\u0644\u06cc\u0646\u06a9<\/p>\n<h2><\/h2>\n<h2>\u0645\u062f\u0644 \u0627\u062c\u0631\u0627\u06cc \u0622\u067e\u0627\u0686\u06cc \u0641\u06cc\u0644\u06cc\u0646\u06a9<\/h2>\n<p>\u0645\u062f\u0644 \u0627\u062c\u0631\u0627\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u062f\u0631 \u0634\u06a9\u0644 5 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u0631\u06a9\u062f\u0627\u0645 \u0627\u0632 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0634\u0631\u062d \u0632\u06cc\u0631 \u0645\u06cc\u0628\u0627\u0634\u062f:<\/p>\n<p>Program (\u0628\u0631\u0646\u0627\u0645\u0647) : \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u06a9\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0646\u0648\u0634\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc : \u062a\u062c\u0632\u06cc\u0647 \u06a9\u062f \u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0646\u0648\u0639 (Type Extractor) \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc (Optimization) \u062f\u0631 \u0637\u06cc \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u06af\u0631\u0627\u0641 DataFlow : \u0647\u0631 \u06a9\u0627\u0631 \u0628\u0647 \u06af\u0631\u0627\u0641 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0645\u062f\u06cc\u0631 \u06a9\u0627\u0631 \u2013 \u0645\u062f\u06cc\u0631 \u06a9\u0627\u0631 \u0648\u0638\u06cc\u0641\u0647 \u0631\u0627 \u0628\u0631 \u0639\u0647\u062f\u0647 \u0645\u062f\u06cc\u0631\u0627\u0646 \u0648\u0638\u06cc\u0641\u0647 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f. \u0641\u0631\u0627\u062f\u0627\u062f\u0647 \u062c\u0631\u06cc\u0627\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u062f\u06cc\u0631 \u06a9\u0627\u0631 \u0627\u067e\u0631\u0627\u062a\u0648\u0631\u0647\u0627 \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0646\u062a\u0627\u06cc\u062c \u0645\u06cc\u0627\u0646\u06cc \u06a9\u0627\u0631 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12034\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-4.png\" width=\"2190\" height=\"1027\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-4.png 2190w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-32.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-33.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-34.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-35.png 1536w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-36.png 2048w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-37.png 800w\" data-lazy-sizes=\"(max-width: 2190px) 100vw, 2190px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"2190\" height=\"1027\" class=\"wp-image-12034\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-4.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-4.png 2190w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-32.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-33.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-34.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-35.png 1536w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-36.png 2048w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-37.png 800w\" sizes=\"auto, (max-width: 2190px) 100vw, 2190px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<p>\u0645\u062f\u06cc\u0631 \u0648\u0638\u0627\u06cc\u0641 \u2013 \u0648\u0638\u0627\u06cc\u0641 \u0631\u0648\u06cc \u0645\u062f\u06cc\u0631 \u0648\u0638\u06cc\u0641\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f \u060c \u0622\u0646\u0647\u0627 \u06af\u0631\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u06af\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0634\u06a9\u06445-\u0645\u062f\u0644 \u0627\u062c\u0631\u0627\u06cc \u0641\u0644\u06cc\u0646\u06a9<\/p>\n<p><strong>\u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc<\/strong> <strong>Gelly : <\/strong><\/p>\n<ul>\n<li>\u0645\u0642\u062f\u0645\u0647<\/li>\n<li>Gelly \u0686\u06cc\u0633\u062a\u061f<\/li>\n<li>\u0646\u0645\u0627\u06cc\u0634 \u0648 \u0627\u06cc\u062c\u0627\u062f \u06af\u0631\u0627\u0641<\/li>\n<li>\u062a\u0628\u062f\u06cc\u0644 \u0647\u0627 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/li>\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u06a9\u0631\u0627\u0631\u06cc \u06af\u0631\u0627\u0641<\/li>\n<\/ul>\n<h2>\u0645\u0642\u062f\u0645\u0647 :<\/h2>\n<p>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0648\u0645\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0627\u0632 \u062a\u06a9\u0631\u0627\u0631\u0647\u0627 (iteration ) \u060c \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0628\u0633\u062a\u0631 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641 \u0647\u0627 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0631\u0627\u0631\u0647\u0627\u06cc \u062f\u0644\u062a\u0627 \u060c Gelly \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0631\u0627\u0641 \u0645\u0627\u0646\u0646\u062f vertex-centric \u06cc\u0627 gather-sum-apply \u0631\u0627 \u0628\u0631 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0646\u06af\u0627\u0634\u062a \u06a9\u0646\u062f. Gelly \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0641\u0644\u06cc\u0646\u06a9 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc end-to-end \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0648\u0627\u062d\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u060c \u0633\u0627\u062e\u062a \u06af\u0631\u0627\u0641\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u067e\u0633 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u06cc\u06a9 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f.<\/p>\n<h2><strong>Gelly \u0686\u06cc\u0633\u062a\u061f<\/strong><\/h2>\n<p>Gelly \u06cc\u06a9 Graph API \u0628\u0631\u0627\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0627\u0633\u062a. \u0627\u06cc\u0646 API \u0634\u0627\u0645\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641 \u0627\u0633\u062a \u060c \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u06a9\u0631\u0627\u0631\u06cc \u06af\u0631\u0627\u0641 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0628\u0627 Java \u0648 Scala \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0645\u062a\u062f\u0647\u0627\u06cc Scala \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 wrapper \u0647\u0627 \u0628\u0631\u0631\u0648\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u067e\u0627\u06cc\u0647 \u0627\u06cc \u062c\u0627\u0648\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.\u0634\u06a9\u06446.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12035\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-5.png\" width=\"1009\" height=\"540\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-5.png 1009w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-38.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-39.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-40.png 310w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-41.png 800w\" data-lazy-sizes=\"(max-width: 1009px) 100vw, 1009px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"1009\" height=\"540\" class=\"wp-image-12035\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-5.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-5.png 1009w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-38.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-39.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-40.png 310w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-41.png 800w\" sizes=\"auto, (max-width: 1009px) 100vw, 1009px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<p>\u0634\u06a9\u06446- \u0645\u0639\u0645\u0627\u0631\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0648 \u0646\u0642\u0634 Gelly<\/p>\n<ul>\n<li>\n<h3>\u0646\u0645\u0627\u06cc\u0634 \u0648 \u0627\u06cc\u062c\u0627\u062f \u06af\u0631\u0627\u0641<\/h3>\n<\/li>\n<\/ul>\n<p>\u062f\u0631 Gelly \u060c \u06cc\u06a9 \u06af\u0631\u0627\u0641 \u0628\u0627 \u06cc\u06a9 \u062f\u06cc\u062a\u0627 \u0633\u062a \u0631\u0627\u0633 \u0648 \u06cc\u06a9 \u062f\u06cc\u062a\u0627 \u0633\u062a \u0627\u0632 \u06cc\u0627\u0644 \u0647\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u06cc\u06a9 \u0631\u0627\u0633 \u0628\u0627 \u0634\u0646\u0627\u0633\u0647 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0648 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f \u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u06cc\u06a9 \u06cc\u0627\u0644 \u0628\u0627 \u0634\u0646\u0627\u0633\u0647 \u0645\u0646\u0628\u0639 \u060c \u0634\u0646\u0627\u0633\u0647 \u0647\u062f\u0641 \u0648 \u0645\u0642\u062f\u0627\u0631 \u0622\u0646 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f. \u06cc\u06a9 \u0631\u0627\u0633 \u06cc\u0627 \u06cc\u0627\u0644 \u06a9\u0647 \u0645\u0642\u062f\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u0645\u0634\u062e\u0635 \u0646\u0634\u062f\u0647 \u0628\u0627\u0634\u062f \u060c \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0646\u0648\u0639 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0631\u0648\u06cc NullValue \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u06cc\u06a9 \u06af\u0631\u0627\u0641 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f:<\/p>\n<p>\u062f\u06cc\u062a\u0627 \u0633\u062a \u06cc\u0627\u0644 \u0647\u0627 \u0648 \u062f\u06cc\u062a\u0627 \u0633\u062a \u0647\u0627\u06cc \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u0631\u0626\u0648\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ()Graph.from\u062f\u06cc\u062a\u0627 \u0633\u062a<\/p>\n<p>\u062f\u06cc\u062a\u0627 \u0633\u062a \u0627\u0632 Tuple3 \u0648 \u06cc\u06a9 \u062f\u06cc\u062a\u0627 \u0633\u062a \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u0627\u0632 Tuple2 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632()Graph.fromTuple\u062f\u06cc\u062a\u0627 \u0633\u062a<\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u06cc\u0627\u0644 \u0647\u0627 \u0648 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0631\u0626\u0648\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ()Graph.fromCollection .<\/p>\n<p>\u062f\u0631 \u0647\u0631 \u0633\u0647 \u062d\u0627\u0644\u062a \u060c \u0627\u06af\u0631 \u0631\u0626\u0648\u0633 \u0631\u0627\u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u060c Gelly \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0634\u0646\u0627\u0633\u0647 \u0647\u0627\u06cc \u0631\u0626\u0648\u0633 \u0631\u0627 \u0627\u0632\u0634\u0646\u0627\u0633\u0647 \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0648\u0647\u062f\u0641 \u06cc\u0627\u0644 \u0647\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<ul>\n<li>\n<h3>\u062a\u0628\u062f\u06cc\u0644 \u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627<\/h3>\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646\u0647\u0627 \u0645\u062a\u062f\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 Graph \u0647\u0633\u062a\u0646\u062f \u0648 \u0634\u0627\u0645\u0644 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u06af\u0631\u0627\u0641 \u060c \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627 \u060c \u062c\u0647\u0634 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u062c\u0645\u06cc\u0639 \u0647\u0645\u0633\u0627\u06cc\u06af\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h3><strong>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u06af\u0631\u0627\u0641<\/strong><\/h3>\n<p>\u0627\u0632 \u0627\u06cc\u0646 \u0645\u062a\u062f\u0647\u0627 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u0648 \u0645\u0634\u062e\u0635\u0627\u062a \u06af\u0631\u0627\u0641 \u0645\u0627\u0646\u0646\u062f \u062a\u0639\u062f\u0627\u062f \u0631\u0627\u0633 \u060c \u06cc\u0627\u0644 \u0647\u0627 \u0648 \u062f\u0631\u062c\u0647 \u06af\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<h3><strong>\u062a\u0628\u062f\u06cc\u0644 \u0647\u0627<\/strong><\/h3>\n<p>\u0645\u062a\u062f \u0647\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u060c \u0686\u0646\u062f\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u06af\u0631\u0627\u0641 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0645\u0634\u0627\u0628\u0647 \u0622\u0646\u0686\u0647 \u062a\u0648\u0633\u0637 API \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u060c \u0641\u0639\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u06cc\u06a9\u06cc \u067e\u0633 \u0627\u0632 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f \u0648 \u067e\u0633 \u0627\u0632 \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u06af\u0631\u0627\u0641 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f \u060c \u0628\u0647 \u0631\u0648\u0634\u06cc \u0645\u0634\u0627\u0628\u0647 \u0639\u0645\u0644\u06af\u0631\u0647\u0627 \u062f\u0631 \u062f\u06cc\u062a\u0627 \u0633\u062a s:<\/p>\n<p>inputGraph<strong>.<\/strong>getUndirected<strong>().<\/strong>mapEdges<strong>(new<\/strong> <strong>CustomEdgeMapper());<\/strong><\/p>\n<p>\u062a\u0628\u062f\u06cc\u0644 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0636\u0627\u0641\u0647 \u0634\u0648\u062f:<\/p>\n<ol>\n<li>\u0631\u0627\u0633 \u0647\u0627:\u00a0 mapVertices,\u00a0joinWithVertices,\u00a0filterOnVertices ,\u00a0addVertex \u2026<\/li>\n<li>\u06cc\u0627\u0644 \u0647\u0627 : mapEdges,\u00a0filterOnEdges,\u00a0removeEdge \u0648\u2026<\/li>\n<li>\u0633\u0647 \u062a\u0627\u06cc\u06cc \u0647\u0627 : (source vertex, target vertex, edge):\u00a0getTriplets<\/li>\n<\/ol>\n<h3><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0647\u0645\u0633\u0627\u06cc\u0647<\/strong><\/h3>\n<p>\u0631\u0648\u0634 \u0647\u0627\u06cc \u0647\u0645\u0633\u0627\u06cc\u06af\u06cc \u0628\u0647 \u0631\u0626\u0648\u0633 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0647\u0627\u067e (first-hop) \u0647\u0645\u0633\u0627\u06cc\u0647 \u062e\u0648\u062f \u0628\u0647 \u062c\u0645\u0639 \u0628\u0646\u062f\u06cc \u0628\u0631\u0633\u0646\u062f \u06a9\u0647 \u06cc\u06a9 \u0646\u0645\u0627\u06cc vertex-centric \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0631 \u0631\u0627\u0633 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u06cc\u0627\u0644 \u0647\u0627\u06cc \u0647\u0645\u0633\u0627\u06cc\u0647 \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0647\u0645\u0633\u0627\u06cc\u06af\u06cc \u062e\u0648\u062f \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f.<\/p>\n<p>()reduceOnEdges \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u06cc\u0627\u0644 \u0647\u0627\u06cc \u0647\u0645\u0633\u0627\u06cc\u0647 \u06cc\u06a9 \u0631\u0627\u0633 \u060c \u06cc\u0639\u0646\u06cc \u0645\u0642\u062f\u0627\u0631 \u06cc\u0627\u0644 \u0648 \u0634\u0646\u0627\u0633\u0647 \u0631\u0627\u0633 \u0646\u0642\u0637\u0647 \u0627\u0646\u062a\u0647\u0627\u06cc \u06cc\u0627\u0644 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0626\u0648\u0633 \u0647\u0645\u062c\u0648\u0627\u0631 \u060c \u0628\u0627\u06cc\u062f \u062a\u0627\u0628\u0639 ()reduceOnNeighbors \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0631\u062f. \u062f\u0627\u0645\u0646\u0647 \u0647\u0645\u0633\u0627\u06cc\u06af\u06cc \u062a\u0648\u0633\u0637 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 EdgeDirection \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f \u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f IN \u060c OUT \u06cc\u0627 ALL \u0628\u0627\u0634\u062f \u060c \u062a\u0627 \u06cc\u0627\u0644 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u060c \u062e\u0631\u0648\u062c\u06cc \u06cc\u0627 \u0647\u0645\u0647 \u06cc\u0627\u0644 \u0647\u0627\u06cc (\u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646) \u06cc\u06a9 \u0631\u0627\u0633 \u0631\u0627 \u062c\u0645\u0639 \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u0632 \u062f\u0648 \u062a\u0627\u0628\u0639 \u0647\u0645\u0633\u0627\u06cc\u06af\u06cc \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0630\u06a9\u0631 \u0634\u062f \u0641\u0642\u0637 \u0632\u0645\u0627\u0646\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06a9\u0647 \u062a\u0627\u0628\u0639 \u062a\u062c\u0645\u06cc\u0639 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc(associative\u00a0 ) \u0648 \u0645\u0628\u0627\u062f\u0644\u0647 \u0627\u06cc \u0628\u0627\u0634\u062f. \u062f\u0631\u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u062a\u0648\u0627\u0628\u0639 \u0628\u0627 \u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627 \u0645\u0637\u0627\u0628\u0642\u062a \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u06cc\u0627 \u0627\u06af\u0631 \u0635\u0641\u0631 \u060c \u06cc\u06a9 \u06cc\u0627 \u0686\u0646\u062f \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u0627\u0633 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u0648\u062f \u060c \u0628\u0627\u06cc\u062f \u062a\u0648\u0627\u0628\u0639 \u0639\u0645\u0648\u0645\u06cc \u062a\u0631 ()groupReduceOnEdges \u0648 ()groupReduceOnNeighbours \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u06af\u0631\u0627\u0641 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12036\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-6.png\" width=\"627\" height=\"390\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-6.png 627w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-42.png 300w\" data-lazy-sizes=\"(max-width: 627px) 100vw, 627px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"627\" height=\"390\" class=\"wp-image-12036\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-6.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-6.png 627w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-42.png 300w\" sizes=\"auto, (max-width: 627px) 100vw, 627px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u062c\u0645\u0648\u0639 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062a\u0645\u0627\u0645 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u0627\u0633 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0646\u06cc\u062f. \u0645\u0627 \u0631\u0648\u0634 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc ()reduceOnNeighbors\u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u060c \u0632\u06cc\u0631\u0627 sum \u06cc\u06a9 \u0639\u0645\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc (associative\u00a0 ) \u0648 \u0645\u0628\u0627\u062f\u0644\u0647 \u0627\u06cc \u0627\u0633\u062a \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0647\u0645\u0633\u0627\u06cc\u06af\u06cc \u0647\u0627 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a:<\/p>\n<p>graph<strong>.<\/strong>reduceOnNeighbors<strong>(new<\/strong> <strong>SumValues(),<\/strong> EdgeDirection<strong>.<\/strong>IN<strong>);<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12037\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-7.png\" width=\"847\" height=\"393\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-7.png 847w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-43.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-44.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-45.png 800w\" data-lazy-sizes=\"(max-width: 847px) 100vw, 847px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"847\" height=\"393\" class=\"wp-image-12037\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-7.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-7.png 847w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-43.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-44.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-45.png 800w\" sizes=\"auto, (max-width: 847px) 100vw, 847px\" alt=\"\" title=\"\"><\/noscript>\u0631\u0627\u0633 \u0628\u0627 id = 1 \u062a\u0646\u0647\u0627 \u06af\u0631\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u06cc\u0686 \u06cc\u0627\u0644 \u0648\u0631\u0648\u062f\u06cc \u0646\u062f\u0627\u0631\u062f. \u0646\u062a\u06cc\u062c\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<h2><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u06a9\u0631\u0627\u0631\u06cc \u06af\u0631\u0627\u0641<\/strong><\/h2>\n<p>\u0637\u06cc \u0686\u0646\u062f \u0633\u0627\u0644 \u06af\u0630\u0634\u062a\u0647 \u060c \u0645\u062f\u0644\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0631\u0627\u0641 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a: \u0631\u0623\u0633 \u0645\u062d\u0648\u0631\u06cc \u060c \u067e\u0627\u0631\u062a\u06cc\u0634\u0646 \u0645\u062d\u0648\u0631\u06cc \u060c \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc-\u0627\u0639\u0645\u0627\u0644-\u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u060c \u06cc\u0627\u0644 \u0645\u062d\u0648\u0631 \u060c \u0647\u0645\u0633\u0627\u06cc\u0647 \u0645\u062d\u0648\u0631\u06cc. \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u06a9\u0644\u0627\u0633 \u062e\u0627\u0635\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0631\u0627 \u0647\u062f\u0641 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0648 \u0647\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0645\u0631\u0628\u0648\u0637\u0647 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628\u060c \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 Gelly \u060c \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0632 \u0645\u062f\u0644 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 \u0648 \u062a\u06a9\u0631\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0645\u062f\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0631\u0627\u0641 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0628\u0631\u0631\u0648\u06cc \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u060c Gelly \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc vertex-centric \u062f\u0627\u0631\u062f \u0648 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 gather-sum(accumulate)-apply \u062d\u0645\u0627\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0646\u0638\u0631 \u062f\u0627\u0631\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0645\u0644\u06af\u0631 () Fink\u2019s mapPartition \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u067e\u0627\u0631\u062a\u06cc\u0634\u0646 \u0645\u062d\u0648\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u0645. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0627\u0631\u062a\u06cc\u0634\u0646 \u0631\u0627 \u062f\u0631 \u0645\u0639\u0631\u0636 \u062f\u06cc\u062f \u06a9\u0627\u0631\u0628\u0631 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0648 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062d\u0644\u06cc \u06af\u0631\u0627\u0641 \u062f\u0631 \u062f\u0627\u062e\u0644 \u06cc\u06a9 \u067e\u0627\u0631\u062a\u06cc\u0634\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f \u062a\u0627 \u0627\u0632 \u0628\u0631\u0642\u0631\u0627\u0631\u06cc \u0627\u0631\u062a\u0628\u0627\u0637 \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u0631\u0627\u0633 \u0645\u062d\u0648\u0631 (Vertex-centric)<\/strong><\/p>\n<p>Gelly \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0631\u0627\u0633 \u0645\u062d\u0648\u0631 \u0648 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc Pregel-like \u060c Spargel APi \u0641\u0644\u06cc\u0646\u06a9 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0645\u062a\u062f runVertexCentricIteration \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 Gelly \u062f\u0648 \u062a\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0645\u06cc \u067e\u0630\u06cc\u0631\u062f:<\/p>\n<ul>\n<li>MessagingFunction: \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u06cc\u06a9 \u0631\u0627\u0633 \u0686\u0647 \u067e\u06cc\u0627\u0645 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>VertexUpdateFunction: \u0646\u062d\u0648\u0647 \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0631\u0627\u0633 \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u06cc\u0627\u0645 \u0647\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0645\u062a\u062f \u062a\u06a9\u0631\u0627\u0631 \u0631\u0627\u0633 \u0645\u062d\u0648\u0631 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u06af\u0631\u0627\u0641 \u0648\u0631\u0648\u062f\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06cc\u06a9 \u06af\u0631\u0627\u0641 \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627\u0633 \u0628\u0647 \u0631\u0648\u0632 \u0634\u062f\u0647 \u0628\u0627\u0632 \u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12038\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-8.png\" width=\"559\" height=\"462\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-8.png 559w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-46.png 300w\" data-lazy-sizes=\"(max-width: 559px) 100vw, 559px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"559\" height=\"462\" class=\"wp-image-12038\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-8.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-8.png 559w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-46.png 300w\" sizes=\"auto, (max-width: 559px) 100vw, 559px\" alt=\"\" title=\"\"><\/noscript>\u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0631\u0627\u0633 \u0645\u062d\u0648\u0631 Gelly \u0627\u0632 \u0639\u0645\u0644\u06af\u0631\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631 \u062f\u0644\u062a\u0627 \u06a9\u0627\u0631\u0622\u0645\u062f \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0647\u0631\u0647 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0634\u0648\u0646\u062f\u0647 \u0631\u0641\u062a\u0627\u0631 \u063a\u06cc\u0631 \u06cc\u06a9\u0646\u0648\u0627\u062e\u062a\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f \u060c \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0631\u0626\u0648\u0633 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u062f\u06cc\u06af\u0631\u0627\u0646 \u0628\u0647 \u0645\u0642\u062f\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc \u062e\u0648\u062f \u0645\u06cc \u0631\u0633\u0646\u062f. \u062f\u0631 \u0686\u0646\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f\u06cc \u060c \u0628\u0627 \u0631\u0641\u062a\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0647 \u0633\u0645\u062a \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u060c \u062a\u0639\u062f\u0627\u062f \u0631\u0626\u0648\u0633 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0637\u06cc \u062a\u06a9\u0631\u0627\u0631 \u0645\u062c\u062f\u062f\u0627\u064b \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0648\u0646\u062f \u060c \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 Single Source Shortest Paths \u0631\u0627 \u062f\u0631 \u06af\u0631\u0627\u0641 \u0632\u06cc\u0631 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f \u060c \u062f\u0631\u0627\u06cc\u0646\u062c\u0627 S \u06af\u0631\u0647 \u0645\u0646\u0628\u0639 \u0627\u0633\u062a \u060c i \u0634\u0645\u0627\u0631\u0646\u062f\u0647 \u062a\u06a9\u0631\u0627\u0631 \u0627\u0633\u062a \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06cc\u0627\u0644 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u06af\u0631\u0647 \u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p>\u062f\u0631 \u0647\u0631 \u062a\u06a9\u0631\u0627\u0631 \u060c \u06cc\u06a9 \u0631\u0627\u0633 \u0627\u0632 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u062e\u0648\u062f \u0641\u0627\u0635\u0644\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062d\u062f\u0627\u0642\u0644 \u0627\u06cc\u0646 \u0641\u0627\u0635\u0644\u0647 \u0647\u0627 \u0648 \u0641\u0627\u0635\u0644\u0647 \u0627\u062e\u06cc\u0631\u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u062c\u062f\u06cc\u062f \u062a\u0635\u0648\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f. \u0633\u067e\u0633 \u060c \u0627\u0631\u0632\u0634 \u062c\u062f\u06cc\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u062e\u0648\u062f \u0645\u0646\u062a\u0634\u0631\u0645\u06cc \u06a9\u0646\u062f. \u0627\u06af\u0631 \u06cc\u06a9 \u0631\u0627\u0633 \u062f\u0631 \u0637\u06cc \u062a\u06a9\u0631\u0627\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u06a9\u0646\u062f \u060c \u062f\u06cc\u06af\u0631 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u0646\u062a\u0634\u0627\u0631\u0641\u0627\u0635\u0644\u0647 \u0642\u062f\u06cc\u0645\u06cc \u062e\u0648\u062f \u062a\u0627 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u0646\u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p>\u0627\u067e\u0631\u0627\u062a\u0648\u0631 IterateDelta \u0641\u0644\u06cc\u0646\u06a9 \u0627\u062c\u0627\u0632\u0647 \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u0627 \u0641\u0642\u0637 \u0631\u0648\u06cc \u0642\u0633\u0645\u062a\u0647\u0627\u06cc \u0641\u0639\u0627\u0644 \u06af\u0631\u0627\u0641 \u0645\u06cc \u062f\u0647\u062f. \u0627\u067e\u0631\u0627\u062a\u0648\u0631 \u062f\u0648 \u0648\u0631\u0648\u062f\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>Solution Set \u060c \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0648\u0636\u0639\u06cc\u062a \u0641\u0639\u0644\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a<\/li>\n<li>Workset \u060c \u06a9\u0647 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u062f\u0627\u0645 \u0628\u062e\u0634\u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u062f\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0628\u0639\u062f\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/li>\n<\/ol>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12039\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-9.png\" width=\"468\" height=\"311\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-9.png 468w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-47.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-48.png 310w\" data-lazy-sizes=\"(max-width: 468px) 100vw, 468px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"468\" height=\"311\" class=\"wp-image-12039\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-9.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-9.png 468w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-47.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-48.png 310w\" sizes=\"auto, (max-width: 468px) 100vw, 468px\" alt=\"\" title=\"\"><\/noscript>\u062f\u0631 \u0645\u062b\u0627\u0644 SSSP \u0628\u0627\u0644\u0627 \u060c Workset \u0634\u0627\u0645\u0644 \u0631\u0626\u0648\u0633 \u0627\u0633\u062a \u06a9\u0647 \u0641\u0648\u0627\u0635\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0631\u0648\u0632 \u0645\u06cc \u06a9\u0646\u062f. \u062a\u0627\u0628\u0639 \u062a\u06a9\u0631\u0627\u0631\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u062d\u0627\u0644\u062a \u060c \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631\u06cc \u0628\u0631 \u0631\u0648\u06cc \u062d\u0627\u0644\u062a \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f \u060c \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0627\u0632 \u0646\u0638\u0631 \u062f\u0627\u062e\u0644\u06cc \u060c \u06cc\u06a9 \u062a\u06a9\u0631\u0627\u0631 \u0631\u0627\u0633 \u0645\u062d\u0648\u0631 \u06cc\u06a9 \u062a\u06a9\u0631\u0627\u0631 \u062f\u0644\u062a\u0627 \u0641\u0644\u06cc\u0646\u06a9 \u0627\u0633\u062a \u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0631\u0627\u0647 \u062d\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0631\u0627\u0633 \u06af\u0631\u0627\u0641 \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a \u0648 \u0628\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0631\u0626\u0648\u0633 \u0641\u0639\u0627\u0644 \u060c Workset \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f \u060c \u06cc\u0639\u0646\u06cc \u0647\u0645\u0627\u0646 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0642\u062f\u0627\u0631 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0642\u0628\u0644\u06cc \u0628\u0647 \u0631\u0648\u0632 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062a\u0648\u0627\u0628\u0639 \u067e\u06cc\u0627\u0645\u0631\u0633\u0627\u0646\u06cc \u0648 \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0631\u0627\u0633 \u060c \u062a\u0648\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0631\u0648\u0646 \u0627\u067e\u0631\u0627\u062a\u0648\u0631\u0647\u0627\u06cc coGroup \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f. \u062f\u0631 \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u0641\u0648\u0642 \u060c \u0631\u0626\u0648\u0633 \u0641\u0639\u0627\u0644 (Workset) \u0628\u0627 \u06cc\u0627\u0644 \u0647\u0627 \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f \u062a\u0627 \u0647\u0645\u0633\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0647\u0631 \u0631\u0627\u0633 \u062a\u0648\u0644\u06cc\u062f \u0634\u0648\u0646\u062f. \u0633\u067e\u0633 \u062a\u0627\u0628\u0639 \u067e\u06cc\u0627\u0645 \u0631\u0633\u0627\u0646\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0647\u0631 \u0647\u0645\u0633\u0627\u06cc\u0647 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u060c \u0646\u062a\u06cc\u062c\u0647 \u062a\u0627\u0628\u0639 \u067e\u06cc\u0627\u0645 \u0631\u0633\u0627\u0646\u06cc \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627\u0633 \u0641\u0639\u0644\u06cc (Solution Set) \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0631\u0627\u0633 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0648\u06cc \u0646\u062a\u06cc\u062c\u0647 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f. \u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u0639\u0645\u0644\u06af\u0631 coGroup \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0631\u0627\u0647 \u062d\u0644 \u0648 \u0627\u06cc\u062c\u0627\u062f \u0648\u0631\u0648\u062f\u06cc Workset \u0628\u0631\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631 \u0628\u0639\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12040\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-10.png\" width=\"598\" height=\"626\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-10.png 598w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-49.png 287w\" data-lazy-sizes=\"(max-width: 598px) 100vw, 598px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"598\" height=\"626\" class=\"wp-image-12040\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-10.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-10.png 598w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-49.png 287w\" sizes=\"auto, (max-width: 598px) 100vw, 598px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<h2><strong>Gather-Sum-Apply<\/strong><\/h2>\n<p>Gelly \u0627\u0632 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u062f\u0644 \u0631\u0627\u06cc\u062c \u0645\u062d\u0628\u0648\u0628 Gather-Sum-Apply-Scatter \u06a9\u0647 \u062a\u0648\u0633\u0637 PowerGraph \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 GSA \u060c \u06cc\u06a9 \u0631\u0627\u0633 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0632 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u062e\u0648\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0631\u0648\u06cc\u0647 \u0631\u0627\u0633 \u0645\u062d\u0648\u0631 \u0646\u06cc\u0633\u062a \u060c \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0647\u0627 \u0627\u0632 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>() RunGatherSumApplyIteration \u0633\u0647 \u062a\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0645\u06cc \u067e\u0630\u06cc\u0631\u062f:<\/p>\n<ul>\n<li>GatherFunction: \u0645\u0642\u0627\u062f\u06cc\u0631 \u062c\u0632\u0626\u06cc \u0647\u0645\u0633\u0627\u06cc\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u0627\u0644 \u0647\u0627 \u062c\u0645\u0639 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>SumFunction: \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0648\u0627\u062d\u062f \u062c\u0645\u0639 \u0645\u06cc \u06a9\u0646\u062f \u06cc\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>ApplyFunction: \u0627\u0632 \u0646\u062a\u06cc\u062c\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 sum \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u0642\u062f\u0627\u0631 \u0631\u0627\u0633 \u0641\u0639\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u0631\u0627\u0633 \u0645\u062d\u0648\u0631 \u060c GSA \u0627\u0632 \u0639\u0645\u0644\u06af\u0631\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631 \u062f\u0644\u062a\u0627 \u0641\u0644\u06cc\u0646\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0632\u06cc\u0631\u0627 \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u060c \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627\u0633 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062a\u06a9\u0631\u0627\u0631 \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641<\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641 \u062f\u0631 Gelly \u0627\u0633\u062a \u062a\u0627 \u06af\u0631\u0627\u0641 \u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627 \u0631\u0627\u0628\u0637 GraphAlgorithm \u0631\u0627 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0627\u0628\u0639 ()run \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0631\u0648\u06cc \u06af\u0631\u0627\u0641 \u0648\u0631\u0648\u062f\u06cc \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f.<\/p>\n<p>Gelly \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0642\u0627\u0628\u0644\u06cc\u062a \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u062f\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>PageRank<\/li>\n<li>Single-Source-Shortest-Paths<\/li>\n<li>Label Propagation<\/li>\n<li>Community Detection (based on\u00a0<a href=\"http:\/\/arxiv.org\/pdf\/0808.2633.pdf\" target=\"_blank\" rel=\"noopener\">this paper<\/a>)<\/li>\n<li>Connected Components<\/li>\n<li>GSA Connected Components<\/li>\n<li>GSA PageRank<\/li>\n<li>GSA Single-Source-Shortest-Paths<\/li>\n<\/ul>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Single Source Shortest Paths \u0631\u0627 \u062a\u062c\u062f\u06cc\u062f\u0646\u0638\u0631 \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0647\u0631 \u062a\u06a9\u0631\u0627\u0631 \u060c \u06cc\u06a9 \u0631\u0627\u0633:<\/p>\n<p>Gather : \u0641\u0627\u0635\u0644\u0647 \u0627\u0632 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 \u062c\u0645\u0639 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06cc\u0627\u0644 \u0645\u0631\u0628\u0648\u0637\u0647 \u0628\u0631\u0645\u06cc\u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>Sum : \u0641\u0627\u0635\u0644\u0647 \u0647\u0627\u06cc \u062a\u0627\u0632\u0647 \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0648\u0686\u06a9 \u062a\u0631\u06cc\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>Apply : \u062d\u062f\u0627\u0642\u0644 \u0641\u0627\u0635\u0644\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u062c\u0645\u0639 \u0631\u0627 \u0627\u0639\u0645\u0627\u0644 \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u062a\u0635\u0648\u06cc\u0628 \u06a9\u0646\u06cc\u062f \u060c \u0628\u0647 \u0634\u0631\u0637 \u0622\u0646\u06a9\u0647 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0641\u0639\u0644\u06cc \u0622\u0646 \u0628\u0627\u0634\u062f. \u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627\u0633 \u062f\u0631 \u0637\u06cc \u062a\u06a9\u0631\u0627\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u06a9\u0646\u062f \u060c \u062f\u06cc\u06af\u0631 \u0641\u0627\u0635\u0644\u0647 \u062e\u0648\u062f \u0631\u0627 \u06af\u0633\u062a\u0631\u0634 \u0646\u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0647 \u0635\u0648\u0631\u062a Standalone \u062f\u0631 \u062f\u0648 \u062d\u0627\u0644\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f:<\/h2>\n<ul>\n<li>Session Mode<\/li>\n<li>Application Mode<\/li>\n<\/ul>\n<h2>\u0646\u062d\u0648\u0647 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0647 \u0635\u0648\u0631\u062a Standalone session mode \u062f\u0631 windows10:<\/h2>\n<ol>\n<li>\u0646\u0635\u0628 \u062c\u0627\u0648\u0627 Java 7.x or higher\u062f\u0627\u0646\u0644\u0648\u062f \u0627\u0632 \u0644\u06cc\u0646\u06a9 <a href=\"http:\/\/www.oracle.com\/technetwork\/java\/javase\/downloads\/jdk7-downloads-1880260.html\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/www.oracle.com\/technetwork\/java\/javase\/downloads\/jdk7-downloads-1880260.html<\/a><\/li>\n<li>\u062f\u0627\u0646\u0644\u0648\u062f \u0641\u0644\u06cc\u0646\u06a9 \u0627\u0632 <a href=\"http:\/\/flink.apache.org\/downloads.html\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/flink.apache.org\/downloads.html<\/a><\/li>\n<li>\u062e\u0627\u0631\u062c \u06a9\u0631\u062f\u0646 \u0641\u0627\u06cc\u0644 \u0641\u0644\u06cc\u0646\u06a9 \u0627\u0632 \u062d\u0627\u0644\u062a \u0641\u0634\u0631\u062f\u0647<\/li>\n<li>\u0631\u0641\u062a\u0646 \u0628\u0647 \u0645\u0633\u06cc\u0631 flink \/bin\u0628\u0627 \u062a\u0627\u06cc\u067e \u062f\u0633\u062a\u0648\u0631 cd flink \/bin \u062f\u0631 cmd<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc \u062e\u0648\u0634\u0647 \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0627 \u062a\u0627\u06cc\u067e \u062f\u0633\u062a\u0648\u0631 start-cluster.bat<\/li>\n<li>\u0645\u0634\u0627\u0647\u062f\u0647 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0648\u0628 \u0641\u0644\u06cc\u0646\u06a9 \u062f\u0631 \u0622\u062f\u0631\u0633 localhost:8081<\/li>\n<\/ol>\n<p>\u0645\u062b\u0627\u0644: \u0628\u0631\u0646\u0627\u0645\u0647 wordcount.jar \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0644\u0645\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u06cc\u06a9 \u0645\u062a\u0646 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u06a9\u0646\u062f\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0648\u0628 \u0641\u0644\u06cc\u0646\u06a9 \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0634\u062f\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062f\u0631 cmd.exe \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0627\u0633\u062a. \u067e\u0633 \u0627\u0632 \u0645\u0631\u0627\u062c\u0639\u0647 \u0628\u0647 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0641\u0644\u06cc\u0646\u06a9 \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u0637\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12041\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-11.png\" width=\"1366\" height=\"768\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-11.png 1366w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-50.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-51.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-52.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-53.png 800w\" data-lazy-sizes=\"(max-width: 1366px) 100vw, 1366px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"1366\" height=\"768\" class=\"wp-image-12041\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-11.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-11.png 1366w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-50.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-51.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-52.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-53.png 800w\" sizes=\"auto, (max-width: 1366px) 100vw, 1366px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<p>\u0627\u0644\u0641-\u0622\u06cc\u062a\u0645 Submit New Job \u0648 \u0633\u067e\u0633 \u06af\u0632\u06cc\u0646\u0647 ADD new \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12042\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-12.png\" width=\"1366\" height=\"768\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-12.png 1366w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-54.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-55.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-56.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-57.png 800w\" data-lazy-sizes=\"(max-width: 1366px) 100vw, 1366px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"1366\" height=\"768\" class=\"wp-image-12042\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-12.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-12.png 1366w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-54.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-55.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-56.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-57.png 800w\" sizes=\"auto, (max-width: 1366px) 100vw, 1366px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<p>\u0628 \u2013 \u0627\u0632 \u067e\u0648\u0634\u0647 examples \u0648 \u0642\u0633\u0645\u062a streaming \u0641\u0627\u06cc\u0644 wordcount.jar \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0648 \u0633\u067e\u0633 submit\u0631\u0627\u0628\u0632\u0646\u06cc\u062f .<\/p>\n<p>\u062c \u2013 \u062f\u0631\u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 dataflow graph \u0628\u0647 \u0635\u0648\u0631\u062a ui \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u067e\u0633 \u0627\u0632 \u067e\u0627\u06cc\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0639\u062f\u0627\u062f \u062a\u06a9\u0631\u0627 \u0631\u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0645\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u062f\u0647\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12043\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-13.png\" width=\"1366\" height=\"768\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-13.png 1366w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-58.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-59.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-60.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-61.png 800w\" data-lazy-sizes=\"(max-width: 1366px) 100vw, 1366px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"1366\" height=\"768\" class=\"wp-image-12043\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-13.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-13.png 1366w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-58.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-59.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-60.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-61.png 800w\" sizes=\"auto, (max-width: 1366px) 100vw, 1366px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12044\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-14.png\" width=\"1366\" height=\"768\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-14.png 1366w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-62.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-63.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-64.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-65.png 800w\" data-lazy-sizes=\"(max-width: 1366px) 100vw, 1366px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"1366\" height=\"768\" class=\"wp-image-12044\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-14.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-14.png 1366w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-62.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-63.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-64.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-65.png 800w\" sizes=\"auto, (max-width: 1366px) 100vw, 1366px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<h2>\u0646\u062d\u0648\u0647 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0647 \u0635\u0648\u0631\u062a Standalone session mode \u062f\u0631 Ubuntu<\/h2>\n<ol>\n<li>\u0646\u0635\u0628 \u0627\u0628\u0648\u0646\u062a\u0648<\/li>\n<li>\u0646\u0635\u0628 \u062c\u0627\u0648\u0627<\/li>\n<li>\u062f\u0627\u0646\u0644\u0648\u062f \u0641\u0644\u06cc\u0646\u06a9<\/li>\n<li>\u0631\u0641\u062a\u0646 \u0628\u0647 \u067e\u0648\u0634\u0647 bin<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc \u062e\u0648\u0634\u0647 \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0627 \u062a\u0627\u06cc\u067e \u062f\u0633\u062a\u0648\u0631 start-cluster.sh\/.<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u062c\u0647\u062a \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 wordCount \u0648 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0631\u0648\u062c\u06cc \u062f\u0631 taskexecutor.out<\/li>\n<\/ol>\n<ul>\n<li>.\/bin\/flink run examples\/streaming\/WordCount.jar<\/li>\n<li>tail log\/flink-<strong>*<\/strong>-taskexecutor-<strong>*<\/strong>.out<\/li>\n<\/ul>\n<ol>\n<li>\u0645\u0634\u0627\u0647\u062f\u0647 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0648\u0628 \u0641\u0644\u06cc\u0646\u06a9 \u062f\u0631 \u0622\u062f\u0631\u0633 localhost:8081<\/li>\n<li>\u0628\u0633\u062a\u0646 \u062e\u0648\u0634\u0647 \u0641\u0644\u06cc\u0646\u06a9<\/li>\n<\/ol>\n<ul>\n<li>.\/bin\/stop-cluster.sh<\/li>\n<\/ul>\n<p>\u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u06af\u0631\u0627\u0641 gelly \u062f\u0631 \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0647 \u0635\u0648\u0631\u062a standalone application mode (\u0627\u0628\u0648\u0646\u062a\u0648)<\/p>\n<p>\u0647\u0645\u0627\u0646\u06af\u0648\u0646\u0647 \u06a9\u0647 \u062f\u0631\u062a\u0635\u0648\u06cc\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u06a9\u0646\u06cc\u062f \u0645\u0631\u0627\u062d\u0644 1 \u062a\u0627 3 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 1 : \u0631\u0641\u062a\u0646 \u0628\u0647 \u067e\u0648\u0634\u0647 \u0641\u0644\u06cc\u0646\u06a9 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 cd flink<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 2: \u06a9\u067e\u06cc \u06a9\u0631\u062f\u0646 \u0641\u0627\u06cc\u0644 flink-gelly_*.jar \u0648 flink-gelly_*.scala \u062f\u0631 lib<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12045\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-15.png\" width=\"1152\" height=\"864\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-15.png 1152w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-66.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-67.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-68.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-69.png 800w\" data-lazy-sizes=\"(max-width: 1152px) 100vw, 1152px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"1152\" height=\"864\" class=\"wp-image-12045\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-15.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-15.png 1152w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-66.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-67.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-68.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-69.png 800w\" sizes=\"auto, (max-width: 1152px) 100vw, 1152px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 3: start \u062e\u0648\u0634\u0647 \u0641\u0644\u06cc\u0646\u06a9<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12046\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-16.png\" width=\"1152\" height=\"864\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-16.png 1152w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-70.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-71.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-72.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-73.png 800w\" data-lazy-sizes=\"(max-width: 1152px) 100vw, 1152px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"1152\" height=\"864\" class=\"wp-image-12046\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-16.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-16.png 1152w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-70.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-71.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-72.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-73.png 800w\" sizes=\"auto, (max-width: 1152px) 100vw, 1152px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 4: run \u06a9\u0631\u062f\u0646 \u0645\u062b\u0627\u0644 gelly<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 5 \u0648 6 \u0648 7 : \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0627\u0644\u06a9\u0648\u0631\u06cc\u062a\u0645 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648 \u0641\u0627\u06cc\u0644 \u0648\u0631\u0648\u062f\u06cc \u0648 \u0646\u062d\u0648\u0647 \u0646\u0645\u0627\u06cc\u0634 \u06cc\u0627 \u0630\u062e\u06cc\u0631\u0647 \u062e\u0631\u0648\u062c\u06cc \u067e\u0631\u062f\u0627\u0632\u0634<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12047\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-17.png\" width=\"1152\" height=\"864\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-17.png 1152w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-74.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-75.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-76.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-77.png 800w\" data-lazy-sizes=\"(max-width: 1152px) 100vw, 1152px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"1152\" height=\"864\" class=\"wp-image-12047\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-17.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-17.png 1152w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-74.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-75.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-76.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-77.png 800w\" sizes=\"auto, (max-width: 1152px) 100vw, 1152px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-12048\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-18.png\" width=\"1152\" height=\"864\" data-lazy-srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-18.png 1152w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-78.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-79.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-80.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-81.png 800w\" data-lazy-sizes=\"(max-width: 1152px) 100vw, 1152px\" alt=\"\" title=\"\"><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" width=\"1152\" height=\"864\" class=\"wp-image-12048\" src=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-18.png\" srcset=\"https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-18.png 1152w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-78.png 300w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-79.png 1024w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-80.png 768w, https:\/\/afaghhosting.net\/blog\/wp-content\/uploads\/2021\/02\/d8aad8add984db8cd984-daafd8b1d8a7d981-d987d8a7db8c-d8a8d8b2d8b1daaf-d8a8d8a7-d8a2d9bed8a7da86db8c-d981d984db8cd986daa9-apache-flink-81.png 800w\" sizes=\"auto, (max-width: 1152px) 100vw, 1152px\" alt=\"\" title=\"\"><\/noscript><\/p>\n<p>\u0645\u0646\u0627\u0628\u0639<\/p>\n<p><a href=\"https:\/\/ci.apache.org\/projects\/flink\/flink-docs-stable\/concepts\/flink-architecture.html#top\" target=\"_blank\" rel=\"noopener\">https:\/\/ci.apache.org\/projects\/ flink \/ flink -docs-stable\/concepts\/ flink -architecture.html#top<\/a><\/p>\n<p><a href=\"https:\/\/activewizards.com\/blog\/apache-flink-in-10-minutes\" target=\"_blank\" rel=\"noopener\">https:\/\/activewizards.com\/blog\/apache- flink -in-10-minutes<\/a><\/p>\n<p><a href=\"https:\/\/ci.apache.org\/projects\/flink\/flink-docs-release-1.2\/dev\/libs\/gelly\/index.html\" target=\"_blank\" rel=\"noopener\">https:\/\/ci.apache.org\/projects\/ flink \/ flink -docs-release-1.2\/dev\/libs\/gelly\/index.html<\/a><\/p>\n<p><a href=\"https:\/\/ci.apache.org\/projects\/flink\/flink-docs-stable\/dev\/libs\/gelly\/\" target=\"_blank\" rel=\"noopener\">https:\/\/ci.apache.org\/projects\/ flink \/ flink -docs-stable\/dev\/libs\/gelly\/<\/a><\/p>\n<p><a href=\"https:\/\/flink.apache.org\/news\/2015\/08\/24\/introducing-flink-gelly.html#graph-representation-and-creation\" target=\"_blank\" rel=\"noopener\">https:\/\/ flink.apache.org\/news\/2015\/08\/24\/introducing- flink -gelly.html#graph-representation-and-creation<\/a><\/p>\n<p><a href=\"https:\/\/ci.apache.org\/projects\/flink\/flink-docs-stable\/deployment\/cli.html\" target=\"_blank\" rel=\"noopener\">https:\/\/ci.apache.org\/projects\/ flink \/ flink -docs-stable\/deployment\/cli.html<\/a><\/p>\n<p><a href=\"https:\/\/ci.apache.org\/projects\/flink\/flink-docs-release-1.12\/try-flink\/local_installation.html\" target=\"_blank\" rel=\"noopener\">https:\/\/ci.apache.org\/projects\/flink\/flink-docs-release-1.12\/try-flink\/local_installation.html<\/a><\/p>\n<p><strong>\u062a\u0647\u06cc\u0647 \u06a9\u0646\u0646\u062f\u0647: \u0635\u0645\u062f\u0628\u06cc\u0631\u0627\u0646\u0648\u0646\u062f<\/strong><\/p>\n<p>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0633\u0631\u0648\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0648 \u0645\u0634\u0627\u0648\u0631\u0647 &#8211; \u062b\u0628\u062a \u062f\u0627\u0645\u0646\u0647<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0631\u0627\u0641 \u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u0628\u0627 \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 ( Gelly API) \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628 \u062a\u0639\u0631\u06cc\u0641 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u0639\u0631\u0641\u06cc Apache flink\u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0646 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0622\u067e\u0627\u0686\u06cc \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0641\u0644\u06cc\u0646\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u0646\u062d\u0648\u0647 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0622\u067e\u0627\u0686\u06cc \u0641\u0644\u06cc\u0646\u06a9 \u06a9\u0627\u0631 \u0628\u0627 Gelly Api \u062a\u062d\u0631\u06cc\u0641 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f\u06a9\u0647 \u0628\u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u062a\u0648\u0633\u0637 \u0647\u0632\u0627\u0631\u0627\u0646 \u0645\u0646\u0628\u0639 \u062f\u0627\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-15512","post","type-post","status-publish","format-standard","hentry","category-bigdata"],"_links":{"self":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/15512","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/comments?post=15512"}],"version-history":[{"count":0,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/15512\/revisions"}],"wp:attachment":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/media?parent=15512"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/categories?post=15512"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/tags?post=15512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}