{"id":10629,"date":"2023-12-28T20:34:11","date_gmt":"2023-12-28T17:04:11","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/pyspark-%d8%b1%d8%a7-%d9%86%d8%b5%d8%a8-%da%a9%d9%86%db%8c%d8%af-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88-22-04\/"},"modified":"2023-12-28T20:34:11","modified_gmt":"2023-12-28T17:04:11","slug":"pyspark-%d8%b1%d8%a7-%d9%86%d8%b5%d8%a8-%da%a9%d9%86%db%8c%d8%af-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88-22-04","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/pyspark-%d8%b1%d8%a7-%d9%86%d8%b5%d8%a8-%da%a9%d9%86%db%8c%d8%af-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88-22-04\/","title":{"rendered":"PySpark \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/pyspark-%d8%b1%d8%a7-%d9%86%d8%b5%d8%a8-%da%a9%d9%86%db%8c%d8%af-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88-22-04\/#%d8%b1%d9%88%d8%b4_%d9%86%d8%b5%d8%a8_pyspark_%d8%b1%d9%88%db%8c_%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88_2204\" >\u0631\u0648\u0634 \u0646\u0635\u0628 PySpark \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/pyspark-%d8%b1%d8%a7-%d9%86%d8%b5%d8%a8-%da%a9%d9%86%db%8c%d8%af-%d8%b1%d9%88%db%8c-%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88-22-04\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 4<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div id=\"wpbody\">\u0627\u06af\u0631 \u0634\u0645\u0627 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u0647\u0633\u062a\u06cc\u062f\u060c \u0627\u0632 \u0646\u0642\u0634\u06cc \u06a9\u0647 Apache Spark \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u06cc\u0641\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0642\u062f\u0631\u062f\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f.  \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062e\u0648\u0634\u0647 \u0627\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0633\u062a \u0634\u0645\u0627 \u0631\u0627 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0645\u0631\u0627\u062d\u0644 \u0646\u0635\u0628 PySpark \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04.  \u0645\u0627 PySpark \u0631\u0627 \u062f\u0631\u06a9 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u06cc\u06a9 \u0622\u0645\u0648\u0632\u0634 \u0645\u0641\u0635\u0644 \u0627\u0631\u0627\u0626\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0631\u0648\u06cc \u0645\u0631\u0627\u062d\u0644 \u0646\u0635\u0628 \u0622\u0646  \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0627\u0646\u062f\u0627\u0632\u06cc\u062f!<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%d8%b1%d9%88%d8%b4_%d9%86%d8%b5%d8%a8_pyspark_%d8%b1%d9%88%db%8c_%d8%a7%d9%88%d8%a8%d9%88%d9%86%d8%aa%d9%88_2204\"><\/span><strong>\u0631\u0648\u0634 \u0646\u0635\u0628 PySpark \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Apache Spark \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.  \u0648\u0642\u062a\u06cc \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 PySpark \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f.  \u0628\u0627 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9\u060c PySpark \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0622\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0646\u0635\u0628 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0622\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0646\u062f\u0627\u0631\u06cc\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 3 \u0631\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0634\u0645\u0627<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0628\u0627\u06cc\u062f \u062c\u0627\u0648\u0627 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0634\u0645\u0627 \u0645\u0644\u0632\u0645 \u0628\u0647 \u062f\u0627\u0634\u062a\u0646 \u0627\u0633\u06a9\u0627\u0644\u0627 \u0647\u0633\u062a\u06cc\u062f.  \u0627\u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u0628\u0627 \u0628\u0633\u062a\u0647 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0639\u0631\u0636\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0646\u0635\u0628 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0645\u06cc \u0628\u0631\u062f.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062d\u0641\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0645\u0631\u0627\u062d\u0644 \u0646\u0635\u0628<\/p>\n<p>\u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u062e\u0648\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f terminal \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0645\u062e\u0632\u0646 \u0628\u0633\u062a\u0647.<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\"><span class=\"kw2\">\u0633\u0648\u062f\u0648<\/span> \u0622\u067e\u062f\u06cc\u062a \u0645\u0646\u0627\u0633\u0628<\/div>\n<\/div>\n<p><img decoding=\"async\" fetchpriority=\"high\" width=\"712\" height=\"201\" class=\"wp-image-325195\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 712w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-1-300x85.png 300w\" data-lazy-sizes=\"(max-width: 712px) 100vw, 712px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" fetchpriority=\"high\" width=\"712\" height=\"201\" class=\"wp-image-325195\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 712w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-1-300x85.png 300w\" sizes=\"(max-width: 712px) 100vw, 712px\" alt=\"\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0627\u06af\u0631 \u062c\u0627\u0648\u0627 \u0631\u0627 \u0642\u0628\u0644\u0627 \u0646\u0635\u0628 \u0646\u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.  Apache Spark \u0628\u0647 \u062c\u0627\u0648\u0627 \u0646\u0633\u062e\u0647 8 \u06cc\u0627 \u0628\u0627\u0644\u0627\u062a\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.  \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0633\u0631\u06cc\u0639 \u062c\u0627\u0648\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\"><span class=\"kw2\">\u0633\u0648\u062f\u0648<\/span> apt <span class=\"kw2\">\u0646\u0635\u0628<\/span> \u067e\u06cc\u0634 \u0641\u0631\u0636-jdk <span class=\"re5\">-y<\/span><\/div>\n<\/div>\n<p><img decoding=\"async\" width=\"712\" height=\"201\" class=\"wp-image-325197\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_602_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 712w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-2-300x85.png 300w\" data-lazy-sizes=\"(max-width: 712px) 100vw, 712px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_602_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"712\" height=\"201\" class=\"wp-image-325197\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_602_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_602_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 712w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-2-300x85.png 300w\" sizes=\"(max-width: 712px) 100vw, 712px\" alt=\"\" title=\"\"><\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0646\u0635\u0628\u060c \u0646\u0633\u062e\u0647 \u062c\u0627\u0648\u0627 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0623\u06cc\u06cc\u062f \u0645\u0648\u0641\u0642\u06cc\u062a \u0622\u0645\u06cc\u0632 \u0628\u0648\u062f\u0646 \u0646\u0635\u0628 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\"><span class=\"kw2\">\u062c\u0627\u0648\u0627<\/span> <span class=\"re5\">&#8211;\u0646\u0633\u062e\u0647<\/span><\/div>\n<\/div>\n<p>\u0645\u0627 openjdk 11 \u0631\u0627 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a \u0646\u0635\u0628 \u06a9\u0631\u062f\u06cc\u0645:<\/p>\n<p><img decoding=\"async\" width=\"725\" height=\"153\" class=\"wp-image-325199\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_763_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 725w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-3-300x63.png 300w\" data-lazy-sizes=\"(max-width: 725px) 100vw, 725px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_763_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"725\" height=\"153\" class=\"wp-image-325199\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_763_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_763_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 725w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-3-300x63.png 300w\" sizes=\"(max-width: 725px) 100vw, 725px\" alt=\"\" title=\"\"><\/p>\n<p>\u0628\u0627 \u0646\u0635\u0628 \u062c\u0627\u0648\u0627\u060c \u06a9\u0627\u0631 \u0628\u0639\u062f\u06cc \u0646\u0635\u0628 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0622\u0646\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0633\u062a\u0647 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0631\u0627 \u0627\u0632 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0622\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645.  \u0641\u0627\u06cc\u0644 \u0628\u0633\u062a\u0647 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 tar \u0627\u0633\u062a.  \u0645\u0627 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 wget \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 curl \u06cc\u0627 \u0647\u0631 \u0631\u0648\u0634 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u06a9\u06cc\u0633 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u0632 \u062f\u0627\u0646\u0644\u0648\u062f\u0647\u0627\u06cc \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u062f\u06cc\u062f\u0646 \u06a9\u0646\u06cc\u062f page \u0648 \u0622\u062e\u0631\u06cc\u0646 \u06cc\u0627 \u0646\u0633\u062e\u0647 \u062a\u0631\u062c\u06cc\u062d\u06cc \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f.  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0628\u0627 \u0622\u062e\u0631\u06cc\u0646 \u0646\u0633\u062e\u0647\u060c \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0627\u0633\u06a9\u0627\u0644\u0627 2 \u06cc\u0627 \u062c\u062f\u06cc\u062f\u062a\u0631 \u0639\u0631\u0636\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0646\u06af\u0631\u0627\u0646 \u0646\u0635\u0628 Scala \u0628\u0647 \u0637\u0648\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u0648\u0631\u062f \u0645\u0627\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f Spark \u0646\u0633\u062e\u0647 3.3.2 \u0631\u0627 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\"><span class=\"kw2\">wget<\/span> https:<span class=\"sy0\">\/\/<\/span>dlcdn.apache.org<span class=\"sy0\">\/<\/span>\u062c\u0631\u0642\u0647<span class=\"sy0\">\/<\/span>spark-3.3.2<span class=\"sy0\">\/<\/span>spark-3.3.2-bin-hadoop3-scala2.13.tgz<\/div>\n<\/div>\n<p>\u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0627\u0645\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u067e\u06cc\u0627\u0645 &#8220;\u0630\u062e\u06cc\u0631\u0647&#8221; \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u062a\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0633\u062a\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img decoding=\"async\" width=\"733\" height=\"337\" class=\"wp-image-325203\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_65_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 733w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-4-300x138.png 300w\" data-lazy-sizes=\"(max-width: 733px) 100vw, 733px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_65_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"733\" height=\"337\" class=\"wp-image-325203\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_65_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783048_65_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 733w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-4-300x138.png 300w\" sizes=\"(max-width: 733px) 100vw, 733px\" alt=\"\" title=\"\"><\/p>\n<p>\u0641\u0627\u06cc\u0644 \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0628\u0627\u06cc\u06af\u0627\u0646\u06cc \u0645\u06cc \u0634\u0648\u062f.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f.  \u0646\u0627\u0645 \u0641\u0627\u06cc\u0644 \u0628\u0627\u06cc\u06af\u0627\u0646\u06cc \u0631\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0627 \u0641\u0627\u06cc\u0644\u06cc \u06a9\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\"><span class=\"kw2\">\u062a\u0627\u0631<\/span> xvf spark-3.3.2-bin-hadoop3-scala2.13.tgz<\/div>\n<\/div>\n<p><img decoding=\"async\" width=\"728\" height=\"136\" class=\"wp-image-325208\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_23_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 728w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-5-300x56.png 300w\" data-lazy-sizes=\"(max-width: 728px) 100vw, 728px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_23_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"728\" height=\"136\" class=\"wp-image-325208\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_23_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_23_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 728w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-5-300x56.png 300w\" sizes=\"(max-width: 728px) 100vw, 728px\" alt=\"\" title=\"\"><\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u0633\u062a\u062e\u0631\u0627\u062c\u060c \u06cc\u06a9 \u067e\u0648\u0634\u0647 \u062c\u062f\u06cc\u062f \u06a9\u0647 \u062d\u0627\u0648\u06cc \u062a\u0645\u0627\u0645 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc Spark \u0627\u0633\u062a \u062f\u0631 \u0641\u0647\u0631\u0633\u062a \u0641\u0639\u0644\u06cc \u0634\u0645\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0631\u0627 \u0644\u06cc\u0633\u062a \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062c\u062f\u06cc\u062f \u062f\u0627\u0631\u06cc\u0645.<\/p>\n<p><img decoding=\"async\" width=\"728\" height=\"136\" class=\"wp-image-325213\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_40_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 728w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-6-300x56.png 300w\" data-lazy-sizes=\"(max-width: 728px) 100vw, 728px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_40_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"728\" height=\"136\" class=\"wp-image-325213\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_40_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_40_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 728w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-6-300x56.png 300w\" sizes=\"(max-width: 728px) 100vw, 728px\" alt=\"\" title=\"\"><\/p>\n<p><img decoding=\"async\" width=\"730\" height=\"92\" class=\"wp-image-325216\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_309_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 730w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-7-300x38.png 300w\" data-lazy-sizes=\"(max-width: 730px) 100vw, 730px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_309_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"730\" height=\"92\" class=\"wp-image-325216\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_309_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_309_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 730w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-7-300x38.png 300w\" sizes=\"(max-width: 730px) 100vw, 730px\" alt=\"\" title=\"\"><\/p>\n<p>\u0633\u067e\u0633 \u0628\u0627\u06cc\u062f \u067e\u0648\u0634\u0647 \u0627\u0633\u067e\u0627\u0631\u06a9 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u062e\u0648\u062f \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u062f <strong>\/opt\/spark <\/strong>\u0641\u0647\u0631\u0633\u062a \u0631\u0627\u0647\u0646\u0645\u0627.  \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0647\u062f\u0641 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 move \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\"><span class=\"kw2\">\u0633\u0648\u062f\u0648<\/span> <span class=\"kw2\">mv<\/span> <span class=\"sy0\"><<\/span>\u0646\u0627\u0645 \u0641\u0627\u06cc\u0644<span class=\"sy0\">><\/span> <span class=\"sy0\">\/<\/span>\u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0646<span class=\"sy0\">\/<\/span>\u062c\u0631\u0642\u0647<\/div>\n<\/div>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u0645\u0633\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645.  \u062f\u0648 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0634\u0645\u0627 terminal \u0628\u0631\u0627\u06cc \u0635\u0627\u062f\u0631 \u06a9\u0631\u062f\u0646 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc \u062f\u0631 \u0641\u0627\u06cc\u0644 &#8220;bashrc.&#8221;:<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\"><span class=\"kw3\">\u0635\u0627\u062f\u0631\u0627\u062a<\/span> <span class=\"re2\">SPARK_HOME<\/span>=<span class=\"sy0\">\/<\/span>\u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0646<span class=\"sy0\">\/<\/span>\u062c\u0631\u0642\u0647<\/p>\n<p><span class=\"kw3\">\u0635\u0627\u062f\u0631\u0627\u062a<\/span> <span class=\"re2\">\u0645\u0633\u06cc\u0631<\/span>=<span class=\"re1\">$PATH<\/span>:<span class=\"re1\">$SPARK_HOME<\/span><span class=\"sy0\">\/<\/span>\u0635\u0646\u062f\u0648\u0642\u0686\u0647:<span class=\"re1\">$SPARK_HOME<\/span><span class=\"sy0\">\/<\/span>\u0627\u0633\u0628\u06cc\u0646<\/div>\n<\/div>\n<p><img decoding=\"async\" width=\"730\" height=\"92\" class=\"wp-image-325218\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_779_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 730w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-8-300x38.png 300w\" data-lazy-sizes=\"(max-width: 730px) 100vw, 730px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_779_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"730\" height=\"92\" class=\"wp-image-325218\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_779_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783049_779_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 730w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-8-300x38.png 300w\" sizes=\"(max-width: 730px) 100vw, 730px\" alt=\"\" title=\"\"><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0641\u0627\u06cc\u0644 \u0631\u0627 Refresh \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\">\u0645\u0646\u0628\u0639 ~<span class=\"sy0\">\/<\/span>.bashrc<\/div>\n<\/div>\n<p><img decoding=\"async\" width=\"724\" height=\"73\" class=\"wp-image-325220\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_765_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 724w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-9-300x30.png 300w\" data-lazy-sizes=\"(max-width: 724px) 100vw, 724px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_765_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"724\" height=\"73\" class=\"wp-image-325220\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_765_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_765_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 724w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-9-300x30.png 300w\" sizes=\"(max-width: 724px) 100vw, 724px\" alt=\"\" title=\"\"><\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0627\u06a9\u0646\u0648\u0646 Apache Spark \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04 \u0634\u0645\u0627.  \u0628\u0627 \u0646\u0635\u0628 Apache Spark\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 PySpark \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0627 \u0622\u0646 \u0646\u0635\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 Apache Spark \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 spark-shell \u067e\u0648\u0633\u062a\u0647 \u062c\u0631\u0642\u0647 \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\">\u067e\u0648\u0633\u062a\u0647 \u062c\u0631\u0642\u0647 \u0627\u06cc<\/div>\n<\/div>\n<p>\u0627\u06af\u0631 \u0646\u0635\u0628 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f\u060c \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 Apache Spark \u0631\u0627 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0631\u0627\u0628\u0637 Scala \u062a\u0639\u0627\u0645\u0644 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" width=\"705\" height=\"483\" class=\"wp-image-325222\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_895_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 705w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-10-300x206.png 300w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-10-145x100.png 145w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-10-380x260.png 380w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-10-634x433.png 634w\" data-lazy-sizes=\"(max-width: 705px) 100vw, 705px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_895_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"705\" height=\"483\" class=\"wp-image-325222\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_895_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_895_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 705w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-10-300x206.png 300w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-10-145x100.png 145w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-10-380x260.png 380w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-10-634x433.png 634w\" sizes=\"(max-width: 705px) 100vw, 705px\" alt=\"\" title=\"\"><\/p>\n<p>\u0628\u0633\u062a\u0647 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0631\u0627\u0628\u0637 \u0627\u0633\u06a9\u0627\u0644\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0647\u0645\u0647 \u0646\u06cc\u0633\u062a \u0631\u0648\u06cc \u0648\u0638\u06cc\u0641\u0647 \u0627\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f  \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 pyspark \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 PySpark \u0646\u06cc\u0632 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0634\u0645\u0627 terminal.<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\">\u067e\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9<\/div>\n<\/div>\n<p>\u0628\u0627\u06cc\u062f \u067e\u0648\u0633\u062a\u0647 PySpark \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0634\u0631\u0648\u0639 \u0628\u0647 \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648 \u0627\u06cc\u062c\u0627\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0627\u0632 PySpark \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p><img decoding=\"async\" width=\"705\" height=\"483\" class=\"wp-image-325224\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_408_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 705w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-11-300x206.png 300w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-11-145x100.png 145w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-11-380x260.png 380w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-11-634x433.png 634w\" data-lazy-sizes=\"(max-width: 705px) 100vw, 705px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_408_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"705\" height=\"483\" class=\"wp-image-325224\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_408_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_408_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 705w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-11-300x206.png 300w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-11-145x100.png 145w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-11-380x260.png 380w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-11-634x433.png 634w\" sizes=\"(max-width: 705px) 100vw, 705px\" alt=\"\" title=\"\"><\/p>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f PySpark \u0631\u0627 \u0628\u0627 \u0627\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0646\u0635\u0628 \u0646\u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f pip \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0622\u0646  \u0628\u0631\u0627\u06cc \u0622\u0646\u060c \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f pip \u062f\u0633\u062a\u0648\u0631:<\/p>\n<div class=\"codecolorer-container bash blackboard\" style=\"width:100%;\">\n<div class=\"bash codecolorer\">pip <span class=\"kw2\">\u0646\u0635\u0628<\/span> \u067e\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9<\/div>\n<\/div>\n<p>\u067e\u06cc\u067e \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f\u0647 \u0648 PySpark \u0631\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04 \u0634\u0645\u0627.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" width=\"733\" height=\"125\" class=\"wp-image-325226\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_329_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 733w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-12-300x51.png 300w\" data-lazy-sizes=\"(max-width: 733px) 100vw, 733px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_329_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"733\" height=\"125\" class=\"wp-image-325226\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_329_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783050_329_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 733w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-12-300x51.png 300w\" sizes=\"(max-width: 733px) 100vw, 733px\" alt=\"\" title=\"\"><\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u067e\u0648\u0633\u062a\u0647 PySpark \u0631\u0627 \u0628\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u062f \u0631\u0627 \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u06a9\u062f \u0633\u0627\u062f\u0647 \u06a9\u0647 \u0631\u0634\u062a\u0647 \u062f\u0631\u062c \u0634\u062f\u0647 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f\u060c \u0647\u0645\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0648\u0627\u0631\u062f \u0645\u0646\u0637\u0628\u0642 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a \u062a\u06a9\u0631\u0627\u0631 \u06cc\u06a9 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f\u060c \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u06cc\u0627 PySpark \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06a9\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" width=\"723\" height=\"295\" class=\"wp-image-325228\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783051_343_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 723w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-13-300x122.png 300w\" data-lazy-sizes=\"(max-width: 723px) 100vw, 723px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783051_343_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"723\" height=\"295\" class=\"wp-image-325228\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783051_343_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783051_343_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 723w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-13-300x122.png 300w\" sizes=\"(max-width: 723px) 100vw, 723px\" alt=\"\" title=\"\"><\/p>\n<p>\u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u06cc\u0645.  \u0627\u06cc\u0646 \u062a\u0627\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 PySpark \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04 \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0647\u0646\u06af\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0648\u0627\u0631\u062f \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<p><img decoding=\"async\" width=\"721\" height=\"167\" class=\"wp-image-325230\" src=\"data:image\/svg+xml,%3Csvg%20xmlns=\" data-lazy-srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783051_461_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 721w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-14-300x69.png 300w\" data-lazy-sizes=\"(max-width: 721px) 100vw, 721px\" data-lazy-src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783051_461_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" http: alt=\"\" title=\"\"><img decoding=\"async\" width=\"721\" height=\"167\" class=\"wp-image-325230\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783051_461_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png\" srcset=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/1703783051_461_PySpark-\u0631\u0627-\u0646\u0635\u0628-\u06a9\u0646\u06cc\u062f-on-\u0627\u0648\u0628\u0648\u0646\u062a\u0648-2204.png 721w, https:\/\/linuxhint.com\/wp-content\/uploads\/2023\/05\/word-image-325190-14-300x69.png 300w\" sizes=\"(max-width: 721px) 100vw, 721px\" alt=\"\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span><strong>\u0646\u062a\u06cc\u062c\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0645\u0631\u0627\u062d\u0644 \u0646\u0635\u0628 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u06cc\u0645.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0627 \u0631\u0648\u0634 \u062a\u0623\u06cc\u06cc\u062f \u0646\u0635\u0628 PySpark \u0631\u0627 \u067e\u0633 \u0627\u0632 \u0646\u0635\u0628 Spark \u062f\u06cc\u062f\u06cc\u0645.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0645\u0627 \u06cc\u06a9 \u06a9\u062f \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u062b\u0628\u0627\u062a \u0627\u06cc\u0646\u06a9\u0647 PySpark \u0645\u0627 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0648 \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0627\u0633\u062a\u060c \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645 \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04.\n<\/p>\n<\/div>\n\n<div>\u0628\u0631\u0627\u06cc \u0646\u06af\u0627\u0631\u0634 \u0628\u062e\u0634\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062a\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u06cc\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc GPT \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f <br \/>\n\u0644\u0637\u0641\u0627 \u062f\u0631 \u0635\u0648\u0631\u062a \u0648\u062c\u0648\u062f \u0645\u0634\u06a9\u0644 \u062f\u0631 \u0645\u062a\u0646 \u06cc\u0627 \u0645\u0641\u0647\u0648\u0645 \u0646\u0628\u0648\u062f\u0646 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u060c \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062f\u06a9\u0645\u0647 \u06af\u0632\u0627\u0631\u0634 \u0646\u0648\u0634\u062a\u0627\u0631 \u06cc\u0627 \u062f\u0631\u062c \u0646\u0638\u0631 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0645\u0627 \u0631\u0627 \u0627\u0632 \u062c\u0632\u06cc\u06cc\u0627\u062a \u0645\u0634\u06a9\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0634\u062f\u0647 \u0645\u0637\u0644\u0639 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0647 \u0622\u0646 \u0631\u0633\u06cc\u062f\u06af\u06cc \u06a9\u0646\u06cc\u0645\n<\/div>\n<p>\u0632\u0645\u0627\u0646 \u0627\u0646\u062a\u0634\u0627\u0631: 1402-12-28 20:34:03<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;10629&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;PySpark \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 4<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0627\u06af\u0631 \u0634\u0645\u0627 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u0647\u0633\u062a\u06cc\u062f\u060c \u0627\u0632 \u0646\u0642\u0634\u06cc \u06a9\u0647 Apache Spark \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u06cc\u0641\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0642\u062f\u0631\u062f\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062e\u0648\u0634\u0647 \u0627\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u067e\u0633\u062a [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":10630,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2754,95],"tags":[422,1054,105,2757,2755],"class_list":["post-10629","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ubuntu","category-linux","tag-ubuntu","tag--ubuntu","tag-105","tag-2757","tag---ubuntu"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/10629","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=10629"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/10629\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/10630"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=10629"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=10629"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=10629"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}