{"id":26319,"date":"2024-10-28T00:20:47","date_gmt":"2024-10-28T00:20:47","guid":{"rendered":"https:\/\/www.petroleumtube.com\/?p=26319"},"modified":"2024-10-28T02:25:30","modified_gmt":"2024-10-28T02:25:30","slug":"spark-the-special-enticing-oil-casing","status":"publish","type":"post","link":"https:\/\/www.petroleumtube.com\/ko\/spark-the-special-enticing-oil-casing\/","title":{"rendered":"\ud2b9\uc9d1\uc744 \ubd88\ud0dc\uc6cc\ub77c! \ub2f9\uc2e0\uc774 \ubc1c\uacac\ud558\uac8c \ub420 \ub9e4\ub825\uc801\uc778 \uc624\uc77c \ucf00\uc774\uc2f1."},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_63 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.petroleumtube.com\/ko\/spark-the-special-enticing-oil-casing\/#%ED%98%81%EC%8B%A0%EC%9D%98_%EC%B4%89%EB%B0%9C_Apache_Spark%EC%9D%98_%EC%B5%9C%EC%8B%A0_%EA%B8%B0%EB%8A%A5_%EC%82%B4%ED%8E%B4%EB%B3%B4%EA%B8%B0\" title=\"\ud601\uc2e0\uc758 \ucd09\ubc1c: Apache Spark\uc758 \ucd5c\uc2e0 \uae30\ub2a5 \uc0b4\ud3b4\ubcf4\uae30\">\ud601\uc2e0\uc758 \ucd09\ubc1c: Apache Spark\uc758 \ucd5c\uc2e0 \uae30\ub2a5 \uc0b4\ud3b4\ubcf4\uae30<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.petroleumtube.com\/ko\/spark-the-special-enticing-oil-casing\/#Spark%EC%9D%98_%ED%9E%98_%ED%99%9C%EC%9A%A9_%ED%9A%A8%EC%9C%A8%EC%A0%81%EC%9D%B8_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EC%B2%98%EB%A6%AC%EB%A5%BC_%EC%9C%84%ED%95%9C_%ED%8C%81%EA%B3%BC_%EC%9A%94%EB%A0%B9\" title=\"Spark\uc758 \ud798 \ud65c\uc6a9: \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c \ud301\uacfc \uc694\ub839\">Spark\uc758 \ud798 \ud65c\uc6a9: \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c \ud301\uacfc \uc694\ub839<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.petroleumtube.com\/ko\/spark-the-special-enticing-oil-casing\/#Spark_%EC%83%9D%ED%83%9C%EA%B3%84_%EC%9E%90%EC%84%B8%ED%9E%88_%EC%95%8C%EC%95%84%EB%B3%B4%EA%B8%B0_Spark_%EA%B5%AC%EC%84%B1_%EC%9A%94%EC%86%8C%EC%97%90_%EB%8C%80%ED%95%9C_%EC%A2%85%ED%95%A9_%EA%B0%80%EC%9D%B4%EB%93%9C\" title=\"Spark \uc0dd\ud0dc\uacc4 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uae30: Spark \uad6c\uc131 \uc694\uc18c\uc5d0 \ub300\ud55c \uc885\ud569 \uac00\uc774\ub4dc\">Spark \uc0dd\ud0dc\uacc4 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uae30: Spark \uad6c\uc131 \uc694\uc18c\uc5d0 \ub300\ud55c \uc885\ud569 \uac00\uc774\ub4dc<\/a><\/li><\/ul><\/nav><\/div>\n<h1 id=\"sparking-innovation-exploring-the-latest-features-of-apache-spark-wpaicgheading\"><span class=\"ez-toc-section\" id=\"%ED%98%81%EC%8B%A0%EC%9D%98_%EC%B4%89%EB%B0%9C_Apache_Spark%EC%9D%98_%EC%B5%9C%EC%8B%A0_%EA%B8%B0%EB%8A%A5_%EC%82%B4%ED%8E%B4%EB%B3%B4%EA%B8%B0\"><\/span>\ud601\uc2e0\uc758 \ucd09\ubc1c: Apache Spark\uc758 \ucd5c\uc2e0 \uae30\ub2a5 \uc0b4\ud3b4\ubcf4\uae30<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\nApache Spark\ub294 \ube45\ub370\uc774\ud130 \ucc98\ub9ac \uc601\uc5ed\uc5d0\uc11c \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \ub4f1\uc7a5\ud558\uc5ec \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ubd84\uc11d \ubc29\uc2dd\uc5d0 \ud601\uba85\uc744 \uc77c\uc73c\ucf30\uc2b5\ub2c8\ub2e4. \ub9e4\uc6b0 \ube60\ub978 \ucc98\ub9ac \ub2a5\ub825\uacfc \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uac16\ucd98 Spark\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uadc0\uc911\ud55c \ud1b5\ucc30\ub825\uc744 \ucd94\ucd9c\ud558\ub824\ub294 \uc870\uc9c1\uc774 \uc120\ud0dd\ud558\ub294 \uc120\ud0dd\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc0ac\uc5d0\uc11c\ub294 \ud601\uc2e0\uc744 \ucd09\ubc1c\ud558\uace0 \ub370\uc774\ud130 \ucc98\ub9ac \ud658\uacbd\uc744 \ubcc0\ud654\uc2dc\ud0a4\ub294 Apache Spark\uc758 \ucd5c\uc2e0 \uae30\ub2a5\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Apache Spark\uc758 \ub6f0\uc5b4\ub09c \uae30\ub2a5 \uc911 \ud558\ub098\ub294 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \uc791\uc5c5\uc744 \uc27d\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc785\ub2c8\ub2e4. Spark\uc758 \uc778\uba54\ubaa8\ub9ac \ucc98\ub9ac \uae30\ub2a5\uc744 \ud1b5\ud574 \ub9e4\uc6b0 \ube60\ub978 \uc18d\ub3c4\ub85c \uacc4\uc0b0\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\uac00 \ud544\uc694\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4. Spark\ub294 \ubd84\uc0b0 \ucef4\ud4e8\ud305\uc758 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \ud65c\uc6a9\ud558\uc5ec \uc5ec\ub7ec \uba38\uc2e0 \ud074\ub7ec\uc2a4\ud130\uc5d0\uc11c \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uc870\uc9c1\uc774 \ube45 \ub370\uc774\ud130 \ubb38\uc81c\ub97c \uc27d\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Apache Spark\uc758 \ub610 \ub2e4\ub978 \uc8fc\uc694 \uae30\ub2a5\uc740 Java\ub97c \ud3ec\ud568\ud55c \uc5ec\ub7ec \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc5d0 \ub300\ud55c \uc9c0\uc6d0\uc785\ub2c8\ub2e4. , \uc2a4\uce7c\ub77c, \ud30c\uc774\uc36c. \uc774\ub7ec\ud55c \uc720\uc5f0\uc131\uc744 \ud1b5\ud574 \uac1c\ubc1c\uc790\ub294 \uc120\ud638\ud558\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec Spark\ub85c \uc791\uc5c5\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c Spark\ub97c \uae30\uc874 \uc6cc\ud06c\ud50c\ub85c \ubc0f \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub354 \uc27d\uac8c \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c Spark\uc758 \ud48d\ubd80\ud55c <a href=\"\/tag\/api\" target=\"_blank\"><strong><strong>\u00a0API<\/strong><\/strong><\/a> \ubc0f \ub77c\uc774\ube0c\ub7ec\ub9ac \uc138\ud2b8\ub294 \uac1c\ubc1c\uc790\uc5d0\uac8c \uc815\uad50\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778 \ubc0f \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ud544\uc694\ud55c \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>Spark\uc758 \ub0b4\uc7a5 \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ucc98\ub9ac \uc9c0\uc6d0\uc740 \uae30\uc874 \ub370\uc774\ud130 \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uc640 \ucc28\ubcc4\ud654\ub418\ub294 \ub610 \ub2e4\ub978 \uae30\ub2a5\uc785\ub2c8\ub2e4. . Spark Streaming\uc744 \uc0ac\uc6a9\ud558\uba74 \uc870\uc9c1\uc740 \uc9e7\uc740 \ub300\uae30 \uc2dc\uac04\uc73c\ub85c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9bc\uc744 \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ucd5c\uc2e0 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \uc801\uc2dc\uc5d0 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc2e4\uc2dc\uac04 \ucc98\ub9ac \uae30\ub2a5\uc740 \uc0ac\uae30 \ud0d0\uc9c0, IoT \ub370\uc774\ud130 \ucc98\ub9ac, \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uacfc \uac19\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ud575\uc2ec \uae30\ub2a5 \uc678\uc5d0\ub3c4 Apache Spark\ub294 \uc0c8 \ub9b4\ub9ac\uc2a4\uac00 \ub098\uc62c \ub54c\ub9c8\ub2e4 \uacc4\uc18d \ubc1c\uc804\ud558\uc5ec \uc131\ub2a5\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uac1c\uc120 \uc0ac\ud56d\uacfc \ucd5c\uc801\ud654 \uae30\ub2a5\uc744 \ub3c4\uc785\ud569\ub2c8\ub2e4. \uc131\ub2a5\uacfc \uc720\uc6a9\uc131. Spark\uc758 \ucd5c\uadfc \uc5c5\ub370\uc774\ud2b8\ub294 \uae30\uacc4 \ud559\uc2b5 \uae30\ub2a5\uc744 \ud5a5\uc0c1\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\uc5b4 \ub370\uc774\ud130 \uacfc\ud559\uc790\uac00 \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc744 \ub300\uaddc\ubaa8\ub85c \ub354 \uc27d\uac8c \uad6c\ucd95\ud558\uace0 \ubc30\ud3ec\ud560 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. Spark\ub97c Tensor<a href=\"\/tag\/flow\" target=\"_blank\"><strong>f<a href=\"\/tag\/low\" target=\"_blank\"><strong>low<\/strong><\/a><\/strong><\/a> \ubc0f scikit-<a href=\"\/tag\/learn\" target=\"_blank\"><strong>learn<\/strong><\/a>\uacfc \uac19\uc740 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uae30\uacc4 \ud559\uc2b5 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ud1b5\ud569\ud568\uc73c\ub85c\uc368 \uc870\uc9c1\uc740 Spark\uc758 \ubd84\uc0b0 \ucef4\ud4e8\ud305 \uc131\ub2a5\uc744 \ud65c\uc6a9\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \ubaa8\ub378\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \ud6c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<div class=\"entry-content-asset videofit\"><iframe loading=\"lazy\" title=\"Seamless Carbon Steel Pipe Hot Rolled 16mn Water Well Casing Oil,Seamless OCTG Oil Casing Pipe\" width=\"720\" height=\"405\" src=\"https:\/\/www.youtube.com\/embed\/1OEDUS9l2Hc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<p><img decoding=\"async\" src=\"https:\/\/www.petroleumtube.com\/wp-content\/uploads\/2021\/12\/L80-API-5CT-Casing12.jpg\">\ub610\ud55c Apache Spark\ub294 Apache Hadoop \ubc0f Apache Kafka\uc640 \uac19\uc740 \ub2e4\ub978 \ube45 \ub370\uc774\ud130 \uae30\uc220\uacfc \ud1b5\ud569\ub418\uc5b4 \uc5d4\ub4dc\ud22c\uc5d4\ub4dc \ub370\uc774\ud130 \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \ub2e4\ubaa9\uc801 \ub3c4\uad6c\uac00 \ub429\ub2c8\ub2e4. Spark\ub294 \uc774\ub7ec\ud55c \uae30\uc220\uacfc \uc6d0\ud65c\ud558\uac8c \ud1b5\ud569\ub418\uc5b4 \uc870\uc9c1\uc774 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1, \ucc98\ub9ac \ubc0f \ubd84\uc11d\ud558\uc5ec \ube45 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \ubcf5\uc7a1\uc131\uc744 \ub2e8\uc21c\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c Apache Spark\ub294 \uc138\uacc4\uc758 \ud310\ub3c4\ub97c \ubc14\uafb8\ub294 \uae30\uc5c5\uc73c\ub85c \ub3cb\ubcf4\uc785\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac \uc791\uc5c5\uc744 \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \uac15\ub825\ud558\uace0 \uc720\uc5f0\ud55c \ud50c\ub7ab\ud3fc\uc744 \uc81c\uacf5\ud558\ub294 \ube45 \ub370\uc774\ud130 \ucc98\ub9ac\uc785\ub2c8\ub2e4. \ub9e4\uc6b0 \ube60\ub978 \ucc98\ub9ac \uc18d\ub3c4, \ub2e4\uc591\ud55c \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4 \uc9c0\uc6d0, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac \uae30\ub2a5\uc744 \uac16\ucd98 Spark\ub294 \uacc4\uc18d\ud574\uc11c \ud601\uc2e0\uc744 \ucd09\ubc1c\ud558\uace0 \ub370\uc774\ud130 \ucc98\ub9ac \uae30\uc220\uc758 \ubc1c\uc804\uc744 \uc8fc\ub3c4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc870\uc9c1\uc774 \uacc4\uc18d\ud574\uc11c \ube45 \ub370\uc774\ud130 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uace0\uad70\ubd84\ud22c\ud558\ub294 \ub3d9\uc548 Apache Spark\ub294 \ub370\uc774\ud130 \uc790\uc0b0\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\ub294 \ub370 \ud544\uc694\ud55c \ub3c4\uad6c\ub97c \uc81c\uacf5\ud558\uc5ec \ud76c\ub9dd\uc758 \ub4f1\ubd88\ub85c \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h1 id=\"unleashing-the-power-of-spark-tips-and-tricks-for-efficient-data-processing-wpaicgheading\"><span class=\"ez-toc-section\" id=\"Spark%EC%9D%98_%ED%9E%98_%ED%99%9C%EC%9A%A9_%ED%9A%A8%EC%9C%A8%EC%A0%81%EC%9D%B8_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EC%B2%98%EB%A6%AC%EB%A5%BC_%EC%9C%84%ED%95%9C_%ED%8C%81%EA%B3%BC_%EC%9A%94%EB%A0%B9\"><\/span>Spark\uc758 \ud798 \ud65c\uc6a9: \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c \ud301\uacfc \uc694\ub839<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\n\uac15\ub825\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \uc5d4\uc9c4\uc778 Spark\ub294 \ube45\ub370\uc774\ud130 \ucc98\ub9ac \ubc29\uc2dd\uc5d0 \ud601\uba85\uc744 \uc77c\uc73c\ucf30\uc2b5\ub2c8\ub2e4. \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \uae30\ub2a5\uc73c\ub85c \uc778\ud574 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\uc640 \ubd84\uc11d\uac00 \uc0ac\uc774\uc5d0\uc11c \uc778\uae30 \uc788\ub294 \uc120\ud0dd\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. Spark\uc758 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \uc2e4\uc81c\ub85c \ud65c\uc6a9\ud558\ub824\uba74 \ub370\uc774\ud130 \ucc98\ub9ac \uc6cc\ud06c\ud50c\ub85c\ub97c \ucd5c\uc801\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\ub294 \uba87 \uac00\uc9c0 \ud301\uacfc \uc694\ub839\uc744 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>Spark\ub97c \uc0ac\uc6a9\ud55c \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c \ud575\uc2ec \ud301 \uc911 \ud558\ub098\ub294 \uc9c0\uc5f0 \ud3c9\uac00\ub97c \ud65c\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub9f5, \ud544\ud130, \ucd95\uc18c \ub4f1\uc758 \ubcc0\ud658\uc744 \uc0ac\uc6a9\ud558\uba74 \ubd88\ud544\uc694\ud55c \uc624\ubc84\ud5e4\ub4dc\ub97c \ubc1c\uc0dd\uc2dc\ud0a4\uc9c0 \uc54a\uace0 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\uc5f0 \ud3c9\uac00\ub97c \ud1b5\ud574 Spark\ub294 \uac00\ub2a5\ud55c \uacbd\uc6b0 \uc774\ub7ec\ud55c \ubcc0\ud658\uc744 \ub2e8\uc77c \ub2e8\uacc4\ub85c \uacb0\ud569\ud558\uc5ec \uc2e4\ud589\uc744 \ucd5c\uc801\ud654\ud558\uc5ec \uc2e4\ud589\ud574\uc57c \ud558\ub294 \uc791\uc5c5 \uc218\ub97c \uc904\uc785\ub2c8\ub2e4.<\/p>\n<p>Spark\uc758 \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ub300\ud55c \ub610 \ub2e4\ub978 \uc911\uc694\ud55c \uce21\uba74\uc740 \ubd84\ud560 \uac1c\ub150\uc744 \uc774\ud574\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ud0a4 \uc5f4\uc744 \uae30\uc900\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc2e0\uc911\ud558\uac8c \ubd84\ud560\ud558\uba74 \uad00\ub828 \ub370\uc774\ud130\uac00 \ud568\uaed8 \ucc98\ub9ac\ub418\uc5b4 \uc21c\uc11c \uc11e\uae30\ub97c \ucd5c\uc18c\ud654\ud558\uace0 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc801\uc808\ud55c \uc218\uc758 \ud30c\ud2f0\uc158\uc744 \uc120\ud0dd\ud558\uba74 \uc6cc\ud06c\ub85c\ub4dc\ub97c \ud074\ub7ec\uc2a4\ud130 \uc804\uccb4\uc5d0 \uace0\ub974\uac8c \ubd84\uc0b0\ud558\uc5ec \ub099\uc624\uc790\ub97c \ubc29\uc9c0\ud558\uace0 \uc804\ubc18\uc801\uc778 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Spark\ub85c \uc791\uc5c5\ud560 \ub54c\ub294 \ub370\uc774\ud130 \uc9c1\ub82c\ud654 \ud615\uc2dd\uc744 \uace0\ub824\ud558\ub294 \uac83\ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4. \uc62c\ubc14\ub978 \uc9c1\ub82c\ud654 \ud615\uc2dd\uc744 \uc120\ud0dd\ud558\uba74 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 Kryo \uc9c1\ub82c\ud654 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uba74 \uae30\ubcf8 Java \uc9c1\ub82c\ud654\uc5d0 \ube44\ud574 \uc9c1\ub82c\ud654 \ubc0f \uc5ed\uc9c1\ub82c\ud654 \uc18d\ub3c4\uac00 \ud5a5\uc0c1\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc9c1\ub82c\ud654 \uc120\ud0dd\uc744 \ucd5c\uc801\ud654\ud558\uba74 \uc624\ubc84\ud5e4\ub4dc\ub97c \uc904\uc774\uace0 Spark \uc791\uc5c5\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c \uc911\uac04 \uacb0\uacfc\ub97c \uce90\uc2f1\ud558\uba74 \uc911\ubcf5 \uacc4\uc0b0\uc744 \ubc29\uc9c0\ud558\uace0 \uc804\ubc18\uc801\uc778 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc6cc\ud06c\ud50c\ub85c\uc5d0\uc11c \uc5ec\ub7ec \ubc88 \uc0ac\uc6a9\ub418\ub294 RDD \ub610\ub294 DataFrame\uc744 \uce90\uc2f1\ud558\uba74 \ub3d9\uc77c\ud55c \ub370\uc774\ud130\ub97c \ub2e4\uc2dc \uacc4\uc0b0\ud558\ub294 \uac83\uc744 \ubc29\uc9c0\ud558\uace0 \ud6c4\uc18d \uc791\uc5c5 \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub108\ubb34 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \uce90\uc2f1\ud558\uba74 \uba54\ubaa8\ub9ac \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud558\uace0 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc73c\ubbc0\ub85c \uce90\uc2f1\uc744 \uc2e0\uc911\ud558\uac8c \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uae30\uc220 \ud301 \uc678\uc5d0\ub3c4 Spark \ud074\ub7ec\uc2a4\ud130 \uad6c\uc131\uc744 \ucd5c\uc801\ud654\ud558\uba74 \uc131\ub2a5\uc5d0 \uc0c1\ub2f9\ud55c \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba54\ubaa8\ub9ac \ud560\ub2f9, \uc2e4\ud589\uae30 \ucf54\uc5b4, \uc154\ud50c \ud30c\ud2f0\uc158\uacfc \uac19\uc740 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc870\uc815\ud558\uba74 Spark \uc791\uc5c5\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc6cc\ud06c\ub85c\ub4dc\uc758 \ub9ac\uc18c\uc2a4 \uc694\uad6c \uc0ac\ud56d\uc744 \uc774\ud574\ud558\uace0 \uc774\uc5d0 \ub530\ub77c \uc774\ub7ec\ud55c \ub9e4\uac1c\ubcc0\uc218\ub97c \uc870\uc815\ud558\uba74 \ud074\ub7ec\uc2a4\ud130\uac00 \ucd5c\uace0 \uc131\ub2a5\uc73c\ub85c \uc791\ub3d9\ud558\ub294\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c Spark\ub294 \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\ub824\uba74 \uc2e0\uc911\ud55c \uace0\ub824\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ud301\uacfc \uc694\ub839. \uc9c0\uc5f0 \ud3c9\uac00 \ud65c\uc6a9, \ud30c\ud2f0\uc154\ub2dd \ucd5c\uc801\ud654, \uc62c\ubc14\ub978 \uc9c1\ub82c\ud654 \ud615\uc2dd \uc120\ud0dd, \uc911\uac04 \uacb0\uacfc \uce90\uc2f1, \ud074\ub7ec\uc2a4\ud130 \uad6c\uc131 \uc870\uc815\uc744 \ud1b5\ud574 \ub370\uc774\ud130 \ucc98\ub9ac \uc6cc\ud06c\ud50c\ub85c\ub97c \uac15\ud654\ud558\uace0 Spark\uc758 \uc9c4\uc815\ud55c \ud798\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h1 id=\"diving-deep-into-sparks-ecosystem-a-comprehensive-guide-to-spark-components-wpaicgheading\"><span class=\"ez-toc-section\" id=\"Spark_%EC%83%9D%ED%83%9C%EA%B3%84_%EC%9E%90%EC%84%B8%ED%9E%88_%EC%95%8C%EC%95%84%EB%B3%B4%EA%B8%B0_Spark_%EA%B5%AC%EC%84%B1_%EC%9A%94%EC%86%8C%EC%97%90_%EB%8C%80%ED%95%9C_%EC%A2%85%ED%95%A9_%EA%B0%80%EC%9D%B4%EB%93%9C\"><\/span>Spark \uc0dd\ud0dc\uacc4 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uae30: Spark \uad6c\uc131 \uc694\uc18c\uc5d0 \ub300\ud55c \uc885\ud569 \uac00\uc774\ub4dc<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\n\uac15\ub825\ud55c \uc624\ud508\uc18c\uc2a4 \ubd84\uc0b0\ucef4\ud4e8\ud305 \uc2dc\uc2a4\ud15c\uc778 \uc2a4\ud30c\ud06c(Spark)\ub294 \ube45\ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ud601\uba85\uc744 \uc77c\uc73c\ucf30\uc2b5\ub2c8\ub2e4. \uc0dd\ud0dc\uacc4\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud558\ub294 \ub2e4\uc591\ud55c \uad6c\uc131 \uc694\uc18c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. Spark\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\ub824\uba74 \uc774\ub7ec\ud55c \uad6c\uc131 \uc694\uc18c\ub97c \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>Spark \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec\uc5d0\ub294 \uc791\uc5c5 \uc608\uc57d, \uba54\ubaa8\ub9ac \uad00\ub9ac \ubc0f \uc624\ub958 \ubcf5\uad6c\ub97c \uc704\ud55c \uae30\ubcf8 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 Spark Core\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae30\ubcf8 \uad6c\uc131 \uc694\uc18c\ub294 Spark \ucc98\ub9ac \uae30\ub2a5\uc758 \uc911\ucd94\ub97c \ud615\uc131\ud558\uc5ec \ub300\uaddc\ubaa8\ub85c \ud6a8\uc728\uc801\uc774\uace0 \uc548\uc815\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<p>Spark\uc758 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c \uc911 \ud558\ub098\ub294 \uc0ac\uc6a9\uc790\uac00 Spark \ub370\uc774\ud130\uc5d0 \ub300\ud574 SQL \ucffc\ub9ac\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\ub294 Spark SQL\uc785\ub2c8\ub2e4. \uc774 \uad6c\uc131 \uc694\uc18c\ub294 SQL \ucffc\ub9ac\ub97c Spark\uc758 \ucc98\ub9ac \uc5d4\uc9c4\uacfc \uc6d0\ud65c\ud558\uac8c \ud1b5\ud569\ud558\ubbc0\ub85c \ub370\uc774\ud130 \ubd84\uc11d\uac00\uc640 \ub370\uc774\ud130 \uacfc\ud559\uc790\uac00 Spark \uc0dd\ud0dc\uacc4 \ub0b4\uc5d0\uc11c \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub85c \ub354 \uc27d\uac8c \uc791\uc5c5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Spark Streaming\uc740 \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130\uc758 \uc2e4\uc2dc\uac04 \ucc98\ub9ac\ub97c \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ub610 \ub2e4\ub978 \uc911\uc694\ud55c \uad6c\uc131 \uc694\uc18c\uc785\ub2c8\ub2e4. Spark Streaming\uc740 Kafka, Flume \ubc0f Kinesis\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0 \ub300\ud55c \uc9c0\uc6d0\uc744 \uc81c\uacf5\ud568\uc73c\ub85c\uc368 \uc870\uc9c1\uc774 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \uc801\uc2dc\uc5d0 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\uace0 \ud1b5\ucc30\ub825\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<p>\uae30\uacc4 \ud559\uc2b5 \uc560\ud638\uac00\ub4e4\uc740 Spark MLlib\ub97c \ubcf4\ubb3c\ub85c \uc5ec\uae41\ub2c8\ub2e4. \uae30\uacc4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uacfc \uc720\ud2f8\ub9ac\ud2f0\uac00 \ud48d\ubd80\ud569\ub2c8\ub2e4. \uc774 \uad6c\uc131 \uc694\uc18c\ub294 \ud655\uc7a5 \uac00\ub2a5\ud55c \uae30\uacc4 \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778 \uac1c\ubc1c\uc744 \ub2e8\uc21c\ud654\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \ubaa8\ub378\uc744 \ub354 \uc27d\uac8c \ud6c8\ub828\ud558\uace0 \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0 \ubc30\ud3ec\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4.<\/p>\n<p>\uadf8\ub798\ud504 \uacc4\uc0b0\uc744 \uc704\ud55c API\ub97c \uc81c\uacf5\ud558\ub294 \uad6c\uc131 \uc694\uc18c\uc778 Spark GraphX\ub97c \uc0ac\uc6a9\ud558\uba74 \uadf8\ub798\ud504 \ucc98\ub9ac \uc791\uc5c5\uc774 \uc27d\uac8c \uc218\ud589\ub429\ub2c8\ub2e4. GraphX\ub97c \ud65c\uc6a9\ud558\uba74 \uc0ac\uc6a9\uc790\ub294 \ub300\uaddc\ubaa8 \uadf8\ub798\ud504 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \ubcf5\uc7a1\ud55c \uadf8\ub798\ud504 \ubd84\uc11d \ubc0f \uc54c\uace0\ub9ac\uc998\uc744 \uc218\ud589\ud558\uc5ec \uc0c1\ud638 \uc5f0\uacb0\ub41c \ub370\uc774\ud130 \uad6c\uc870\ub97c \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \uac00\ub2a5\uc131\uc744 \uc5f4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Spark\uc758 \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uc5d0\ub294 SparkR\ub3c4 \ud3ec\ud568\ub418\uc5b4 \uc788\uc5b4 R \uc0ac\uc6a9\uc790\uac00 Spark\uc758 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uba38\uc2e0\ub7ec\ub2dd \uc791\uc5c5. \uc774 \uad6c\uc131 \uc694\uc18c\ub294 R\uacfc Spark \uc0ac\uc774\uc758 \uaca9\ucc28\ub97c \ud574\uc18c\ud558\uc5ec R \ub9e4\ub2c8\uc544\uac00 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \uc791\uc5c5\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<p>ETL \ud504\ub85c\uc138\uc2a4 \uac04\uc18c\ud654\uc5d0 \uad00\uc2ec\uc774 \uc788\ub294 \uc0ac\ub78c\ub4e4\uc744 \uc704\ud574 Spark\uc758 \uad6c\uc870\uc801 \uc2a4\ud2b8\ub9ac\ubc0d \uad6c\uc131 \uc694\uc18c\ub294 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\ub97c \uc704\ud55c \uc0c1\uc704 \uc218\uc900 API\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uad6c\uc131 \uc694\uc18c\ub294 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uac1c\ubc1c\uc744 \ub2e8\uc21c\ud654\ud558\uc5ec \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130\ub97c \ub354 \uc27d\uac8c \ucc98\ub9ac\ud558\uace0 \ubcc0\ud658\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n<p>\uc624\uc77c \ud30c\uc774\ud504 \uc2dc\uc2a4\ud15c \uc720\uc9c0 \uad00\ub9ac<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c Spark Cassandra \ucee4\ub125\ud130, Spark-HBase \ucee4\ub125\ud130, Spark-Kafka \ucee4\ub125\ud130\uc640 \uac19\uc740 \ucee4\ub125\ud130\ub97c \ud1b5\ud574 \uc678\ubd80 \ub370\uc774\ud130 \uc18c\uc2a4\uc640 Spark\uc758 \ud1b5\ud569\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc800\uc7a5 \uc2dc\uc2a4\ud15c\uacfc\uc758 \ub2e4\uc591\uc131\uacfc \uc0c1\ud638 \uc6b4\uc6a9\uc131\uc744 \ud5a5\uc0c1\uc2dc\ucf1c \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uc6d0\ud65c\ud55c \ub370\uc774\ud130 \ud1b5\ud569 \u200b\u200b\ubc0f \ucc98\ub9ac\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc5d0\uc11c \uacb0\ub860\uc801\uc73c\ub85c, Spark\uc758 \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud558\ub294 \uad6c\uc131 \uc694\uc18c\ub85c \uad6c\uc131\ub41c \ud48d\ubd80\ud55c \ud0dc\ud53c\uc2a4\ud2b8\ub9ac\uc785\ub2c8\ub2e4. Spark\uc758 \uc0dd\ud0dc\uacc4\ub97c \uae4a\uc774 \ud0d0\uad6c\ud558\uace0 \ud574\ub2f9 \uad6c\uc131 \uc694\uc18c\ub97c \uc774\ud574\ud568\uc73c\ub85c\uc368 \uc0ac\uc6a9\uc790\ub294 \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ubd84\uc11d \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\uac8c Spark\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Spark\ub294 \ube45 \ub370\uc774\ud130 \ucc98\ub9ac \uc601\uc5ed\uc758 \ud2b9\uc218 \ub3c4\uad6c\ub85c\uc11c \uc9c4\uc815\uc73c\ub85c \ube5b\uc744 \ubc1c\ud558\uba70 \uc0ac\uc6a9\uc790\uac00 \ud601\uc2e0\uc801\uc778 \ub370\uc774\ud130 \ud1b5\ucc30\ub825 \ubc0f \ucc98\ub9ac \uc791\uc5c5\uc744 \uc704\ud55c \uae30\ub2a5\uc744 \ubc1c\uacac\ud558\uace0 \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \ub9e4\ub825\uc801\uc778 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud601\uc2e0\uc758 \ucd09\ubc1c: Apache Spark\uc758 \ucd5c\uc2e0 \uae30\ub2a5 \uc0b4\ud3b4\ubcf4\uae30 Apache Spark\ub294 \ube45\ub370\uc774\ud130 \ucc98\ub9ac \uc601\uc5ed\uc5d0\uc11c \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \ub4f1\uc7a5\ud558\uc5ec \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ubd84\uc11d \ubc29\uc2dd\uc5d0&#8230;<\/p>\n","protected":false},"author":1,"featured_media":1825,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"default","_kad_post_title":"default","_kad_post_layout":"default","_kad_post_sidebar_id":"","_kad_post_content_style":"default","_kad_post_vertical_padding":"default","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[11181,11182,10542,10543,7340,7318,7303,7301,7295,7291,7272,7270,7247,7236,7223,7218,7214,7213,7206,7188,7183,7179,7180,7164,7160,7129,7117,7093,7080,7075,7073,7070,7066,7048,7041,7038,7032,6805,6806,6799,6795,6773,5358,4761,4762,4764,4756,4742,4734,4732,4730,4709,4707,4694,4690,4684,4673,4666,4664,4659,4648,4646,4647,4627,4623,4621,4616,4613,4615,4609,4602,4600,4598,4144,4147,4148,4128,4124,4119,4117,4110,4079,4069,4063,4047,4045,4048,4046,4033,4027,3995,3981,3978,3979,3918,3919,3914,3912,3902,3903,3896,3886,3887,3888,3883,3689,3682,3657,3651,3631,3616,3594,3587,3556,3555,3548,3547,3543,3528,3523,3521,3503,3491,3490,3484,3485,3486,1852,1855,1238,1188,1162,326,173,146,51,53,41],"translation":{"provider":"WPGlobus","version":"2.12.0","language":"ko","enabled_languages":["en","es","de","fr","ru","it","pl","hi","th","ko","sv"],"languages":{"en":{"title":true,"content":true,"excerpt":false},"es":{"title":true,"content":true,"excerpt":false},"de":{"title":true,"content":true,"excerpt":false},"fr":{"title":true,"content":true,"excerpt":false},"ru":{"title":true,"content":true,"excerpt":false},"it":{"title":true,"content":true,"excerpt":false},"pl":{"title":true,"content":true,"excerpt":false},"hi":{"title":true,"content":true,"excerpt":false},"th":{"title":true,"content":true,"excerpt":false},"ko":{"title":true,"content":true,"excerpt":false},"sv":{"title":true,"content":true,"excerpt":false}}},"_links":{"self":[{"href":"https:\/\/www.petroleumtube.com\/ko\/wp-json\/wp\/v2\/posts\/26319"}],"collection":[{"href":"https:\/\/www.petroleumtube.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.petroleumtube.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.petroleumtube.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.petroleumtube.com\/ko\/wp-json\/wp\/v2\/comments?post=26319"}],"version-history":[{"count":0,"href":"https:\/\/www.petroleumtube.com\/ko\/wp-json\/wp\/v2\/posts\/26319\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.petroleumtube.com\/ko\/wp-json\/wp\/v2\/media\/1825"}],"wp:attachment":[{"href":"https:\/\/www.petroleumtube.com\/ko\/wp-json\/wp\/v2\/media?parent=26319"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.petroleumtube.com\/ko\/wp-json\/wp\/v2\/categories?post=26319"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.petroleumtube.com\/ko\/wp-json\/wp\/v2\/tags?post=26319"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}