Parallel Pipeline \ud328\ud134: \ub2e8\uacc4\ubcc4 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ubcd1\ub82c\ud654\ud574 \ucc98\ub9ac\ub7c9 \uadf9\ub300\ud654<\/title><\/p>\n<h1 id=\"parallel-pipeline-%ed%8c%a8%ed%84%b4-%eb%8b%a8%ea%b3%84%eb%b3%84-%ed%8c%8c%ec%9d%b4%ed%94%84%eb%9d%bc%ec%9d%b8%ec%9d%84-%eb%b3%91%eb%a0%ac%ed%99%94%ed%95%b4-%ec%b2%98%eb%a6%ac%eb%9f%89-%ea%b7%b9-JcpEpWhWgt\">Parallel Pipeline \ud328\ud134: \ub2e8\uacc4\ubcc4 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ubcd1\ub82c\ud654\ud574 \ucc98\ub9ac\ub7c9 \uadf9\ub300\ud654<\/h1>\n<img decoding=\"async\" src=\"https:\/\/m9js.shop\/blog\/wp-content\/uploads\/2025\/03\/parallel-pipeline-ed8ca8ed84b4-eb8ba8eab384ebb384-ed8c8cec9db4ed9484eb9dbcec9db8ec9d84-ebb391eba0aced9994ed95b4-ecb298eba6aceb9f89-eab7b9.jpeg\" alt=\"Parallel Pipeline \ud328\ud134: \ub2e8\uacc4\ubcc4 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ubcd1\ub82c\ud654\ud574 \ucc98\ub9ac\ub7c9 \uadf9\ub300\ud654\" \/><\/p>\n \n \n <\/p>\n<h2 id=\"1-parallel-pipeline-%ed%8c%a8%ed%84%b4%ec%9d%98-%ea%b8%b0%eb%b3%b8-%ec%9d%b4%eb%a1%a0-%eb%b0%8f-%ea%b0%9c%eb%85%90-JcpEpWhWgt\">1. Parallel Pipeline \ud328\ud134\uc758 \uae30\ubcf8 \uc774\ub860 \ubc0f \uac1c\ub150<\/h2>\nParallel Pipeline \ud328\ud134\uc740 \ud604\ub300 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc544\ud0a4\ud14d\ucc98\uc640 \uc2dc\uc2a4\ud15c \ub514\uc790\uc778\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \uc218\ud589\ud558\ub294 \ud328\ub7ec\ub2e4\uc784\uc785\ub2c8\ub2e4. \uc774 \ud328\ud134\uc740 \uc804\ud1b5\uc801\uc778 \uc21c\ucc28\uc801 \ud30c\uc774\ud504\ub77c\uc778 \ucc98\ub9ac \ubc29\uc2dd\uc5d0 \ubcd1\ub82c \ucc98\ub9ac\ub97c \uacb0\ud569\ud558\uc5ec \uc2dc\uc2a4\ud15c\uc758 \uc804\uccb4 \ucc98\ub9ac\ub7c9\uacfc \uc751\ub2f5 \uc18d\ub3c4\ub97c \uadf9\ub300\ud654\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \ub2e8\uc77c \ud30c\uc774\ud504\ub77c\uc778\uc5d0\uc11c \ub2e4\uc591\ud55c \ub2e8\uacc4\ub4e4\uc774 \ub3d9\uc2dc\uc5d0 \uc2e4\ud589\ub420 \uc218 \uc788\ub3c4\ub85d \ud558\uc5ec, \uc885\ub798\uc758 \ubcd1\ubaa9 \ud604\uc0c1\uc744 \ud574\uc18c\ud558\uace0, \uba40\ud2f0\ucf54\uc5b4 \ud504\ub85c\uc138\uc11c \ud658\uacbd\uc774\ub098 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ud6a8\uc728\uc801\uc73c\ub85c \uc790\uc6d0\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uc124\uacc4 \ud328\ub7ec\ub2e4\uc784\uc785\ub2c8\ub2e4.<\/p>\n\uc774 \ud328\ud134\uc740 \uc8fc\ub85c \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac, \uc774\ubbf8\uc9c0\ub098 \ube44\ub514\uc624 \uc778\ucf54\ub529 \ub4f1 \uc2dc\uac04\uc774 \ub9ce\uc774 \uac78\ub9ac\ub294 \uc791\uc5c5\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uae30\ubcf8 \uac1c\ub150\uc740 \uac01 \ucc98\ub9ac \ub2e8\uacc4\ub97c \ub3c5\ub9bd\uc801\uc73c\ub85c \ubd84\ub9ac\ud558\uace0, \ub2e8\uacc4 \uac04\uc758 \uc758\uc874\uc131\uc744 \ucd5c\uc18c\ud654\ud558\uc5ec \ub3d9\uc2dc\uc5d0 \uc5ec\ub7ec \uc791\uc5c5\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \ucc98\ub9ac \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \uc9c0\uc5f0\uc744 \ucd5c\uc18c\ud654\ud558\uace0, \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc758 \uc804\ubc18\uc801\uc778 \ucc98\ub9ac \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\nParallel Pipeline \ud328\ud134\uc740 \uac01 \ub2e8\uacc4\ub9c8\ub2e4 \ub3c5\ub9bd\uc801\uc778 \uc791\uc5c5 \ub2e8\uc704\ub97c \uc815\uc758\ud558\uba70, \ud55c \ub2e8\uacc4\uc758 \ucc98\ub9ac \uacb0\uacfc\ub97c \ub2e4\ub978 \ub2e8\uacc4\ub85c \ub118\uaca8\uc8fc\ub294 \ubc29\uc2dd\uc73c\ub85c \uc791\uc5c5\uc744 \uc774\uc5b4\uac11\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \uac01 \ub2e8\uacc4\uac00 \ubcd1\ub82c\ub85c \uc2e4\ud589\ub428\uc5d0 \ub530\ub77c \uc804\uccb4 \ud30c\uc774\ud504\ub77c\uc778\uc758 \ucc98\ub9ac \uc2dc\uac04\uc774 \ud06c\uac8c \ub2e8\ucd95\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc544\ud0a4\ud14d\ucc98\ub294 \ud2b9\ud788 \ub192\uc740 \ubd80\ud558\uc640 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9bc\uc744 \ub2e4\ub8e8\ub294 \ud658\uacbd\uc5d0\uc11c \uc720\ub9ac\ud558\uac8c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, \uc774 \ud328\ud134\uc740 \ud655\uc7a5\uc131\uacfc \uc720\uc5f0\uc131\uc744 \uadf9\ub300\ud654\ud558\ub294 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uc774\ub098 \ucc98\ub9ac \ub2e8\uacc4\ub97c \ucd94\uac00\ud560 \ub54c \uae30\uc874\uc758 \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \ud070 \uc601\ud5a5\uc744 \uc8fc\uc9c0 \uc54a\uc73c\ubbc0\ub85c \uae30\uc874 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uc744 \ud574\uce58\uc9c0 \uc54a\uace0 \uc190\uc27d\uac8c \uae30\ub2a5\uc744 \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\uc640 \uac19\uc740 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ud658\uacbd\uc5d0\uc11c \uac01 \uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \ubc30\ud3ec\ub418\uace0 \ud655\uc7a5\ub420 \uc218 \uc788\ub294 \uc810\uc740 Parallel Pipeline \ud328\ud134\uc758 \uc911\uc694\ud55c \uc7a5\uc810 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4.<\/p>\nParallel Pipeline \ud328\ud134\uc758 \ud575\uc2ec \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. \uccab\uc9f8, \ub370\uc774\ud130\uc758 \ud750\ub984 \uc81c\uc5b4\uc640 \ub3d9\uae30\ud654 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uba54\ucee4\ub2c8\uc998, \ub458\uc9f8, \uac01 \ub2e8\uacc4\uc758 \ub3c5\ub9bd\uc801 \uc2e4\ud589\uc744 \ubcf4\uc7a5\ud558\ub294 \ucc98\ub9ac \ubaa8\ub378, \uc14b\uc9f8, \uc5d0\ub7ec \ud578\ub4e4\ub9c1 \ubc0f \ub9ac\ucee4\ubc84\ub9ac \uc804\ub7b5\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub4e0 \uc694\uc18c\ub4e4\uc740 \ubcd1\ub82c \ucc98\ub9ac\uac00 \uc694\uad6c\ub418\ub294 \ud658\uacbd\uc5d0\uc11c \uc548\uc815\uc801\uc774\uace0 \uc608\uce21 \uac00\ub2a5\ud55c \uc131\ub2a5\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \ud544\uc218\uc801\uc73c\ub85c \uace0\ub824\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, \uc774 \ud328\ud134\uc740 \uc2dc\uc2a4\ud15c\uc758 \ucc98\ub9ac\ub7c9 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc804\uccb4\uc801\uc778 \uc751\ub2f5 \uc2dc\uac04\uc744 \ub2e8\ucd95\uc2dc\ud0a4\ub294 \ud6a8\uacfc\ub97c \uac00\uc838\uc635\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ubbf8\uc9c0 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc6d0\ubcf8 \uc774\ubbf8\uc9c0\uac00 \uc5ec\ub7ec \ub2e8\uacc4\uc5d0 \uac78\uccd0 \ud544\ud130\ub9c1, \ud574\uc0c1\ub3c4 \uc870\uc815 \ubc0f \uc778\ucf54\ub529\ub418\ub294 \ub3d9\uc548 \uac01 \ub2e8\uacc4\uac00 \ubcd1\ub82c\ub85c \uc218\ud589\ub418\uba74 \ub2e8\uc77c \ucc98\ub9ac\ub85c \uc218\ud589\ud558\ub294 \uacbd\uc6b0\ubcf4\ub2e4 \ud6e8\uc52c \ube60\ub978 \uc751\ub2f5 \uc2dc\uac04\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub294 \uace0\uac1d \ub9cc\uc871\ub3c4\uc640 \uc11c\ube44\uc2a4\uc758 \uacbd\uc7c1\ub825\uc744 \ud06c\uac8c \ub192\uc5ec\uc904 \uc218 \uc788\ub294 \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\nParallel Pipeline \ud328\ud134\uc740 \ub370\uc774\ud130\uc758 \uc785\ub825\ubd80\ud130 \ucd9c\ub825\uae4c\uc9c0\uc758 \uc804 \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \uc9c0\uc5f0\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud574 \uac01 \ud504\ub85c\uc138\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \uc2e4\ud589\ub418\ub294 \uad6c\uc870\ub97c \uac16\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ub370\uc774\ud130\uc758 \ucc98\ub9ac \uc18d\ub3c4\ub294 \ub2e8\uacc4\ubcc4 \ucd5c\uc801\ud654\uc640 \ud558\ub4dc\uc6e8\uc5b4 \uc790\uc6d0\uc758 \ubcd1\ub82c \ud65c\uc6a9\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\uac8c \ub429\ub2c8\ub2e4. \ud604\ub300\uc758 \uace0\uc131\ub2a5 \ucef4\ud4e8\ud305 \ud658\uacbd\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \ubcd1\ub82c \ucc98\ub9ac \uae30\uc220\uc774 \ud544\uc218\uc801\uc73c\ub85c \uace0\ub824\ub418\uc5b4\uc57c \ud558\uba70, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ube45\ub370\uc774\ud130 \ubd84\uc11d\uacfc \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c \ud070 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\uc774\uc640 \uac19\uc774, Parallel Pipeline \ud328\ud134\uc740 \ub2e8\uc21c\ud788 \uac01 \uc694\uc18c\ub4e4\uc744 \ubcd1\ub82c\ud654\ud558\ub294 \uac83\uc744 \ub118\uc5b4, \uc2dc\uc2a4\ud15c \uc804\uccb4\uc758 \ud6a8\uc728\uc131\uacfc \ud655\uc7a5\uc131\uc744 \uace0\ub824\ud558\ub294 \uc124\uacc4 \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \ud750\ub984\uc758 \uac01 \ub2e8\uacc4\ub294 \ub3c5\ub9bd\uc801\uc73c\ub85c \ucd5c\uc801\ud654\ub420 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \ucc98\ub9ac\ub7c9\uc774 \ud68d\uae30\uc801\uc73c\ub85c \ud5a5\uc0c1\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ubaa8\ub4c8\ud654\ub41c \uc544\ud0a4\ud14d\ucc98\ub85c \uc778\ud55c \uc720\uc9c0\ubcf4\uc218 \uc6a9\uc774\uc131\ub3c4 \uc774 \ud328\ud134\uc758 \uc911\uc694\ud55c \uc7a5\uc810\uc785\ub2c8\ub2e4.<\/p>\n\ub9c8\uc9c0\ub9c9\uc73c\ub85c Parallel Pipeline \ud328\ud134\uc758 \uc131\uacf5\uc801\uc778 \uad6c\ud604\uc740 \uac01 \ub2e8\uacc4 \uac04\uc758 \uc778\ud130\ud398\uc774\uc2a4 \uc124\uacc4\uc640 \ub3d9\uae30\ud654 \uba54\ucee4\ub2c8\uc998\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \ud6a8\uacfc\uc801\uc778 \ud050(queue)\ub098 \uba54\uc2dc\uc9c0 \ubc84\uc2a4(message bus) \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\uc5ec, \uac01 \ub2e8\uacc4\uc758 \ub370\uc774\ud130 \uc804\ub2ec\uc774 \uc6d0\ud65c\ud558\uac8c \uc774\ub8e8\uc5b4\uc9c0\ub3c4\ub85d \ud558\ub294 \uac83\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2dc\uc2a4\ud15c \ub0b4 \ubcd1\ubaa9\ud604\uc0c1 \uc5c6\uc774 \uac01 \ubaa8\ub4c8\uc774 \ub3c5\ub9bd\uc801\uc73c\ub85c \uc791\ub3d9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\nParallel Pipeline \ud328\ud134\uc758 \uac1c\ub150\uacfc \uae30\ubcf8 \uc774\ub860\uc744 \ubc14\ud0d5\uc73c\ub85c, \uc774\ud6c4 \uc139\uc158\uc5d0\uc11c\ub294 \uc2e4\uc81c \uad6c\ud604 \uc804\ub7b5\uacfc \uae30\uc220, \uadf8\ub9ac\uace0 \uad6c\uccb4\uc801\uc778 \uc0ac\ub840 \uc5f0\uad6c\ub97c \ud1b5\ud574 \uc774 \ud328\ud134\uc758 \uc2e4\uc6a9\uc131 \ubc0f \uc131\ub2a5 \ud5a5\uc0c1 \ud6a8\uacfc\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\uc774\uc0c1\uc758 \ub17c\uc758\ub97c \ud1b5\ud574 Parallel Pipeline \ud328\ud134\uc774 \uac16\ub294 \uc774\ub860\uc801 \uae30\ubc18\uacfc \uc124\uacc4 \ucca0\ud559\uc744 \uc774\ud574\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc81c \uc2dc\uc2a4\ud15c \uc124\uacc4 \ubc0f \uad6c\ud604\uc5d0 \uc5b4\ub5bb\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \uae30\ubcf8\uc801\uc778 \ubc29\ud5a5\uc131\uc744 \uc81c\uc2dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2dc\uc2a4\ud15c \uc131\ub2a5 \ucd5c\uc801\ud654 \ubc0f \ud655\uc7a5\uc131 \ud655\ubcf4\uac00 \uc911\uc694\ud55c \ubaa8\ub4e0 \ud658\uacbd\uc5d0\uc11c \uc774 \ud328\ud134\uc740 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\ud2b9\ud788 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uacfc \ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud305 \ud658\uacbd\uc5d0\uc11c\ub294 Parallel Pipeline \ud328\ud134\uc774 \uc81c\uacf5\ud558\ub294 \ubcd1\ub82c \ucc98\ub9ac\uc758 \uc774\uc810\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc73c\uba70, \ud6a8\uc728\uc801\uc778 \ub9ac\uc18c\uc2a4 \ubd84\ubc30\ub97c \ud1b5\ud574 \uc2dc\uc2a4\ud15c\uc758 \uc804\uccb4 \ud6a8\uc728\uc131\uc744 \ud06c\uac8c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc810\uc740 \uc2dc\uc2a4\ud15c \uc544\ud0a4\ud14d\ud2b8\uc640 \uac1c\ubc1c\uc790 \ubaa8\ub450\uc5d0\uac8c \ub192\uc740 \uac00\uce58\uc758 \uc124\uacc4 \ud328\ub7ec\ub2e4\uc784\uc73c\ub85c \uc790\ub9ac\uc7a1\uac8c \ud569\ub2c8\ub2e4.<\/p>\n \n \n <\/p>\n<h2 id=\"2-parallel-pipeline-%ed%8c%a8%ed%84%b4%ec%9d%98-%ea%b5%ac%ed%98%84-%ec%a0%84%eb%9e%b5%ea%b3%bc-%ea%b8%b0%ec%88%a0-JcpEpWhWgt\">2. Parallel Pipeline \ud328\ud134\uc758 \uad6c\ud604 \uc804\ub7b5\uacfc \uae30\uc220<\/h2>\nParallel Pipeline \ud328\ud134\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e8\uacc4\ubcc4\ub85c \ub3c5\ub9bd\uc801\uc778 \ubaa8\ub4c8\uc744 \uc124\uacc4\ud558\uace0, \uc774\ub4e4 \uac04\uc758 \ub370\uc774\ud130 \uc804\ub2ec\uacfc \ub3d9\uae30\ud654\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ud574\ub2f9 \ud328\ud134\uc744 \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\uc6a9\ud558\uae30 \uc704\ud55c \uad6c\ud604 \uc804\ub7b5\uacfc \ucd5c\uc2e0 \uae30\uc220\ub4e4\uc744 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. \uac01 \ub2e8\uacc4\uac00 \ub3c5\ub9bd\uc801\uc774\uba74\uc11c\ub3c4 \uc6d0\ud65c\ud558\uac8c \ud611\ub825\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ud558\ub294 \ubc29\ubc95\uacfc, \ubcd1\ub82c \ucc98\ub9ac\uc5d0\uc11c \uc8fc\uc758\ud574\uc57c \ud560 \uc810 \ub4f1\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\uccab \ubc88\uc9f8 \uc804\ub7b5\uc740 \ud30c\uc774\ud504\ub77c\uc778\uc758 \uac01 \ub2e8\uacc4\ub97c \ubaa8\ub4c8\ud654\ud558\uace0 \ub3c5\ub9bd\uc801\uc778 \uc6cc\ucee4(worker)\ub85c \uad6c\uc131\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uac01 \uc6cc\ucee4\ub294 \uace0\uc720\uc758 \uc791\uc5c5\uc744 \uc218\ud589\ud558\uba70, \ub370\uc774\ud130\uc758 \uc785\ub825\uacfc \ucd9c\ub825 \uac04\uc758 \uc758\uc874\uc131\uc744 \ub0ae\ucda4\uc73c\ub85c\uc368 \ubcd1\ubaa9 \ud604\uc0c1\uc744 \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c\ub294 \uc778\ud130\ud398\uc774\uc2a4\uac00 \uba85\ud655\ud558\uac8c \uc815\uc758\ub418\uc5b4\uc57c \ud558\uba70, \ub370\uc774\ud130 \uc804\ub2ec\uc740 \ud050(queue)\ub098 \uba54\uc2dc\uc9c0 \ube0c\ub85c\ucee4(message broker)\ub97c \ud65c\uc6a9\ud558\uc5ec \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n\ub450 \ubc88\uc9f8\ub85c \uc911\uc694\ud55c \uc810\uc740 \ub370\uc774\ud130 \ub3d9\uae30\ud654 \ubc0f \uc5d0\ub7ec \ud578\ub4e4\ub9c1 \uba54\ucee4\ub2c8\uc998\uc744 \uad6c\ucd95\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ubcd1\ub82c \ucc98\ub9ac \ud658\uacbd\uc5d0\uc11c\ub294 \uac01 \ub2e8\uacc4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \uc2e4\ud589\ub418\uba70, \uc5b4\ub290 \ud55c \ub2e8\uacc4\uc5d0\uc11c \ubc1c\uc0dd\ud55c \uc624\ub958\ub098 \uc9c0\uc5f0\uc774 \uc804\uccb4 \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce60 \uac00\ub2a5\uc131\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uac01 \ub2e8\uacc4\ubcc4\ub85c \ud0c0\uc784\uc544\uc6c3 \uc124\uc815\uacfc \uc5d0\ub7ec \ubcf5\uad6c(fi) \uc804\ub7b5\uc744 \ub9c8\ub828\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\uc138 \ubc88\uc9f8 \uc804\ub7b5\uc740 \ub3d9\uc801 \uc2a4\ucf00\uc77c\ub9c1\uc744 \uace0\ub824\ud55c \uc124\uacc4\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc591\uc774\ub098 \ucc98\ub9ac \ubd80\ud558\uc5d0 \ub530\ub77c \uc6cc\ucee4\uc758 \uc218\ub97c \uc720\ub3d9\uc801\uc73c\ub85c \uc870\uc808\ud560 \uc218 \uc788\uc5b4\uc57c \ud558\uba70, \uc774\ub97c \uc704\ud574 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc758 \uc624\ud1a0\uc2a4\ucf00\uc77c\ub9c1(auto scaling) \uae30\ub2a5\uc744 \uc801\uadf9 \ud65c\uc6a9\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Kubernetes\uc640 \uac19\uc740 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\uba74 \uc6cc\ucee4 \ucee8\ud14c\uc774\ub108\uc758 \uc218\ub97c \uc790\ub3d9\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uace0, \ubd80\ud558\uc5d0 \ub530\ub77c \ub9ac\uc18c\uc2a4\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ubd84\ubc30\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub124 \ubc88\uc9f8 \uc804\ub7b5\uc73c\ub85c, \uac01 \ub2e8\uacc4\ubcc4\ub85c \uce90\uc2f1(caching)\uc774\ub098 \ubcd1\ub82c \ucc98\ub9ac \ucd5c\uc801\ud654 \uae30\ubc95\uc744 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ucc98\ub9ac\ub7c9\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574\uc11c\ub294 \uac01 \ubaa8\ub4c8\uc5d0\uc11c \ucc98\ub9ac \uacb0\uacfc\ub97c \uc784\uc2dc\ub85c \uc800\uc7a5\ud558\uac70\ub098, \ubc18\ubcf5\ub418\ub294 \uc791\uc5c5\uc744 \uc904\uc774\uae30 \uc704\ud55c \uce90\uc2f1 \uc804\ub7b5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8, \uba40\ud2f0\uc2a4\ub808\ub4dc \ud639\uc740 \uba40\ud2f0\ud504\ub85c\uc138\uc2a4 \ud658\uacbd\uc744 \ud65c\uc6a9\ud558\uc5ec CPU \ucf54\uc5b4\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\nParallel Pipeline \ud328\ud134 \uad6c\ud604\uc758 \uae30\uc220\uc801 \uce21\uba74\uc5d0\uc11c \uc911\uc694\ud55c \ubd80\ubd84\uc740 \uc5b8\uc5b4\uc640 \ud504\ub808\uc784\uc6cc\ud06c \uc120\ud0dd\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Python\uc758 \uacbd\uc6b0 \uba40\ud2f0\ud504\ub85c\uc138\uc2f1\uc774\ub098 \ube44\ub3d9\uae30 \ucc98\ub9ac(asyncio) \ubaa8\ub4c8\uc744 \ud65c\uc6a9\ud558\uba74 \uc190\uc27d\uac8c \ubcd1\ub82c \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, Java\uc5d0\uc11c\ub294 Concurrency API\uc640 Stream API\ub97c \ud65c\uc6a9\ud558\uc5ec \ub192\uc740 \uc218\uc900\uc758 \ubcd1\ub82c \ucc98\ub9ac\ub97c \uad6c\ud604\ud560 \uc218 \uc788\uc73c\uba70, \uc774\uc640 \uac19\uc740 \uae30\uc220\ub4e4\uc740 \uac01 \ub2e8\uacc4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \ub3d9\uc791\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n\uc544\ub798\ub294 Python\uc744 \uc774\uc6a9\ud55c \uac04\ub2e8\ud55c Parallel Pipeline \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4. \uc774 \ucf54\ub4dc\ub294 \uc5ec\ub7ec \ub2e8\uacc4\uc758 \uc791\uc5c5\uc744 \ubcd1\ub82c\ub85c \uc218\ud589\ud558\uba70, \uac01 \ub2e8\uacc4 \uac04\uc758 \ub370\uc774\ud130 \uc804\ub2ec\uc744 \ud050(queue)\ub97c \ud1b5\ud574 \ucc98\ub9ac\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uad6c\ud604\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\uba3c\uc800, \uac01 \ub2e8\uacc4\ubcc4 \uc791\uc5c5\uc790(worker)\ub97c \uc815\uc758\ud558\uace0, \uadf8\ub4e4\uc774 \uc218\ud589\ud560 \uc791\uc5c5\uc744 \ud050\ub85c\ubd80\ud130 \ub370\uc774\ud130\ub97c \ubc1b\uc544 \ucc98\ub9ac\ud55c \ud6c4 \ub2e4\uc74c \ub2e8\uacc4\ub85c \uc804\ub2ec\ud558\ub3c4\ub85d \uc124\uacc4\ud569\ub2c8\ub2e4. \uc774 \uc608\uc81c\ub294 \uc774\ud574\ub97c \ub3d5\uae30 \uc704\ud55c \uac04\ub2e8\ud55c \ud615\ud0dc\uc774\uba70, \uc2e4\uc81c \uad6c\ud604\uc5d0\uc11c\ub294 \ubcf4\ub2e4 \ubcf5\uc7a1\ud55c \uc5d0\ub7ec \ucc98\ub9ac\uc640 \ub3d9\uae30\ud654 \uba54\ucee4\ub2c8\uc998\uc774 \ucd94\uac00\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\ub2e4\uc74c\uc758 \ucf54\ub4dc \uc608\uc81c\ub294 \uac04\ub2e8\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\uc131\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774 \ucf54\ub4dc\ub294 \uba40\ud2f0\ud504\ub85c\uc138\uc2f1\uc744 \ud65c\uc6a9\ud558\uc5ec \uac01 \ub2e8\uacc4\uac00 \ubcd1\ub82c\ub85c \uc2e4\ud589\ub418\ub3c4\ub85d \ud558\uba70, \ub370\uc774\ud130\uac00 \uc21c\ucc28\uc801\uc73c\ub85c \uac01 \ub2e8\uacc4\ub97c \ud1b5\uacfc\ud558\ub294 \ubaa8\uc2b5\uc744 \uc2dc\ubbac\ub808\uc774\uc158\ud569\ub2c8\ub2e4.<\/p>\n<pre>\n <code>\nimport multiprocessing as mp\nimport time\n\ndef stage_one(input_queue, output_queue):\n while True:\n item = input_queue.get()\n if item is None:\n break\n # 1\ub2e8\uacc4 \ucc98\ub9ac: \uac04\ub2e8\ud55c \ubcc0\ud658 \uc791\uc5c5\n result = item * 2\n time.sleep(0.1) # \ucc98\ub9ac \uc9c0\uc5f0 \uc2dc\ubbac\ub808\uc774\uc158\n output_queue.put(result)\n output_queue.put(None)\n\ndef stage_two(input_queue, output_queue):\n while True:\n item = input_queue.get()\n if item is None:\n break\n # 2\ub2e8\uacc4 \ucc98\ub9ac: \ucd94\uac00 \uc5f0\uc0b0 \uc218\ud589\n result = item + 3\n time.sleep(0.1)\n output_queue.put(result)\n output_queue.put(None)\n\ndef stage_three(input_queue):\n while True:\n item = input_queue.get()\n if item is None:\n break\n # 3\ub2e8\uacc4 \ucc98\ub9ac: \ucd5c\uc885 \uacb0\uacfc \ucd9c\ub825\n print(\"\ucd5c\uc885 \uacb0\uacfc:\", item)\n\nif __name__ == '__main__':\n q1 = mp.Queue()\n q2 = mp.Queue()\n q3 = mp.Queue()\n\n # \uac01 \ub2e8\uacc4\ubcc4 \ud504\ub85c\uc138\uc2a4 \uc0dd\uc131\n p1 = mp.Process(target=stage_one, args=(q1, q2))\n p2 = mp.Process(target=stage_two, args=(q2, q3))\n p3 = mp.Process(target=stage_three, args=(q3,))\n\n p1.start()\n p2.start()\n p3.start()\n\n # \uc785\ub825 \ub370\uc774\ud130 \uc0dd\uc131\n for i in range(10):\n q1.put(i)\n q1.put(None)\n\n p1.join()\n p2.join()\n p3.join()\n <\/code>\n <\/pre>\n\uc774 \ucf54\ub4dc\uc5d0\uc11c\ub294 \uc138 \uac1c\uc758 \ub3c5\ub9bd\uc801\uc778 \ud504\ub85c\uc138\uc2a4\uac00 \uac01\uae30 \ub2e4\ub978 \uc791\uc5c5 \ub2e8\uacc4\ub97c \ub2f4\ub2f9\ud558\uba70, \ub370\uc774\ud130\ub97c \uc21c\ucc28\uc801\uc73c\ub85c \uc804\ub2ec \ubc1b\uc544 \ucd5c\uc885 \uacb0\uacfc\ub97c \ucd9c\ub825\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \uc2e4\uc81c \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \ub370 \ucda9\ubd84\ud55c \ud655\uc7a5\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, \uad6c\ud604 \uc804\ub7b5\uc758 \ud55c \ubd80\ubd84\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\uacfc \ub85c\uae45 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ubcd1\ub82c \ud30c\uc774\ud504\ub77c\uc778\uc740 \uc5ec\ub7ec \ud504\ub85c\uc138\uc2a4\ub098 \uc2a4\ub808\ub4dc\uac00 \ub3d9\uc2dc\uc5d0 \uc2e4\ud589\ub418\ubbc0\ub85c, \uac01 \ub2e8\uacc4\uc758 \uc0c1\ud0dc\uc640 \uc131\ub2a5 \uc9c0\ud45c\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ud30c\uc545\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc774 \ud568\uaed8 \uad6c\ucd95\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \ubb38\uc81c \ubc1c\uc0dd \uc2dc \ube60\ub978 \uc9c4\ub2e8\uacfc \ub300\uc751\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uc5ec \uc2dc\uc2a4\ud15c \uc548\uc815\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/p>\n\ubaa8\ub4c8\ud654\ub41c \uc124\uacc4\uc640 \ub3d9\uc801 \uc2a4\ucf00\uc77c\ub9c1\uc758 \uad6c\ud604\uc740 \ubaa8\ub450 \uc548\uc815\uc801\uc778 \uba54\uc2dc\uc9c0 \uc804\ub2ec \uccb4\uacc4\uc5d0 \uae30\ubc18\ud569\ub2c8\ub2e4. \uc5ec\ub7ec \ud504\ub85c\uc138\uc2a4 \uac04\uc758 \ud1b5\uc2e0\uc5d0 \uc788\uc5b4\uc11c \ub370\uc774\ud130 \uc190\uc2e4\uc774\ub098 \uc911\ubcf5\uc774 \ubc1c\uc0dd\ud558\uc9c0 \uc54a\ub3c4\ub85d \ud050 \ubc0f \uba54\uc2dc\uc9c0 \ube0c\ub85c\ucee4\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\ub294 \uac83\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774\uc640 \uad00\ub828\ud558\uc5ec, RabbitMQ, Kafka \ub4f1\uc758 \ubbf8\ub4e4\uc6e8\uc5b4\uac00 \ub9ce\uc774 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub9c8\uc9c0\ub9c9\uc73c\ub85c, Parallel Pipeline \ud328\ud134\uc758 \uad6c\ud604 \uc804\ub7b5\uc5d0\uc11c\ub294 \uc131\ub2a5 \ucd5c\uc801\ud654\uc640 \uc790\uc6d0 \ubc30\ubd84\uc758 \ud6a8\uc728\uc801\uc778 \uad00\ub9ac\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub294 \uac01 \ub2e8\uacc4\ubcc4\ub85c \uc5b4\ub290 \uc815\ub3c4\uc758 \ucc98\ub9ac\ub7c9\uc744 \uc608\uc0c1\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc790\uc6d0 \ud560\ub2f9\uacfc \uc2a4\ucf00\uc904\ub9c1 \uc804\ub7b5\uc744 \uc218\ub9bd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2dc\uc2a4\ud15c\uc758 \uc804\ubc18\uc801\uc778 \uc751\ub2f5 \uc18d\ub3c4\uc640 \ucc98\ub9ac\ub7c9\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uc774\uc640 \uac19\uc774 \ub2e4\uc591\ud55c \uad6c\ud604 \uc804\ub7b5\uacfc \uae30\uc220\uc744 \uc885\ud569\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\uba74, Parallel Pipeline \ud328\ud134\uc740 \ub192\uc740 \ucc98\ub9ac\ub7c9\uacfc \ud655\uc7a5\uc131\uc744 \uac16\ucd98 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \uc139\uc158\uc5d0\uc11c\ub294 \uc2e4\uc81c \uc751\uc6a9 \uc0ac\ub840\uc640 \uc131\uacf5\uc801\uc778 \uc0ac\ub840 \uc5f0\uad6c\ub97c \ud1b5\ud574 \uc774 \ud328\ud134\uc758 \uc2e4\uc9c8\uc801\uc778 \ud6a8\uacfc\ub97c \ub354\uc6b1 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\uc55e\uc11c \uc5b8\uae09\ud55c \uad6c\ud604 \uc804\ub7b5\ub4e4\uc740 \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \ub2e4\uc591\ud55c \uc0c1\ud669\uc5d0 \ub9de\uac8c \uc870\uc815\ub420 \uc218 \uc788\uc73c\uba70, \uac01 \uc870\uc9c1\uc758 \uc2dc\uc2a4\ud15c \ud2b9\uc131\uacfc \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ucd5c\uc801\ud654\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc720\uc5f0\uc131\uc774 Parallel Pipeline \ud328\ud134\uc758 \ud070 \uc7a5\uc810\uc774\uba70, \ud604\ub300 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc5d0\uc11c \uc774 \ud328\ud134\uc5d0 \uc8fc\ubaa9\ud558\ub294 \uc774\uc720\uc785\ub2c8\ub2e4.<\/p>\n \n \n <\/p>\n<h2 id=\"3-%ec%9d%91%ec%9a%a9-%ec%82%ac%eb%a1%80-%eb%b0%8f-%ec%82%ac%eb%a1%80-%ec%97%b0%ea%b5%ac-JcpEpWhWgt\">3. \uc751\uc6a9 \uc0ac\ub840 \ubc0f \uc0ac\ub840 \uc5f0\uad6c<\/h2>\nParallel Pipeline \ud328\ud134\uc740 \uc774\ub860\uc801\uc778 \uac1c\ub150\uc744 \ub118\uc5b4, \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c \uadf8 \ud6a8\uacfc\uac00 \uc785\uc99d\ub41c \uac15\ub825\ud55c \uc124\uacc4 \ud328\ub7ec\ub2e4\uc784\uc785\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c Parallel Pipeline \ud328\ud134\uc774 \uc5b4\ub5bb\uac8c \uc801\uc6a9\ub418\uc5b4 \uc654\ub294\uc9c0, \uad6c\uccb4\uc801\uc778 \uc0ac\ub840\uc640 \uc0ac\ub840 \uc5f0\uad6c\ub97c \ud1b5\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uae08\uc735, \uc81c\uc870, \ubbf8\ub514\uc5b4 \ubc0f \uc5d4\ud130\ud14c\uc778\uba3c\ud2b8, \ub370\uc774\ud130 \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc774 \ud328\ud134\uc740 \ub192\uc740 \uc131\ub2a5\uacfc \ud655\uc7a5\uc131\uc744 \ubc14\ud0d5\uc73c\ub85c \uc131\uacf5\uc801\uc73c\ub85c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uccab \ubc88\uc9f8 \uc0ac\ub840\ub294 \ub300\uaddc\ubaa8 \uae08\uc735 \uac70\ub798 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uae08\uc735 \uae30\uad00\uc740 \ub9e4 \uc21c\uac04 \uc218\ub9ce\uc740 \uac70\ub798 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uc21c\ucc28 \ucc98\ub9ac \ubc29\uc2dd\uc5d0\uc11c\ub294 \uac70\ub798\ub7c9\uc774 \uae09\uc99d\ud560 \ub54c \uc2dc\uc2a4\ud15c\uc758 \uc751\ub2f5 \uc18d\ub3c4\uac00 \uae09\uaca9\ud788 \uc800\ud558\ub418\ub294 \ubb38\uc81c\uc810\uc774 \uc874\uc7ac\ud588\uc2b5\ub2c8\ub2e4. Parallel Pipeline \ud328\ud134\uc744 \ub3c4\uc785\ud55c \ud6c4, \uac01 \uac70\ub798\uc758 \uc2b9\uc778, \uae30\ub85d, \ubd84\uc11d \ub2e8\uacc4\ub97c \ubcd1\ub82c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ub428\uc5d0 \ub530\ub77c \uc804\uccb4 \ucc98\ub9ac \uc2dc\uac04\uc774 \ud68d\uae30\uc801\uc73c\ub85c \ub2e8\ucd95\ub418\uc5c8\uace0, \uc548\uc815\uc801\uc778 \uc2e4\uc2dc\uac04 \ucc98\ub9ac\ub97c \uad6c\ud604\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\ub450 \ubc88\uc9f8 \uc0ac\ub840\ub294 \uc81c\uc870\uc5c5\uc5d0\uc11c\uc758 \ud488\uc9c8 \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc81c\uc870 \ub77c\uc778\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uc13c\uc11c \ub370\uc774\ud130\uc640 \uac80\uc0ac \uacb0\uacfc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \ubd88\ub7c9\ud488\uc744 \uc870\uae30\uc5d0 \uac10\uc9c0\ud558\uace0 \ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. Parallel Pipeline \ud328\ud134\uc744 \uc801\uc6a9\ud558\uc5ec \ud488\uc9c8 \uac80\uc0ac, \ub370\uc774\ud130 \ud544\ud130\ub9c1, \uacb0\uacfc \ubd84\uc11d \ub2e8\uacc4\ub97c \ubcd1\ub82c\ub85c \uc6b4\uc601\ud568\uc73c\ub85c\uc368, \uc0dd\uc0b0 \ub77c\uc778\uc758 \ud6a8\uc728\uc744 \uadf9\ub300\ud654\ud558\uace0 \ubd88\ub7c9\ub960\uc744 \ub0ae\ucd94\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc744 \uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \uc81c\uc870 \uacf5\uc815\uc758 \uc804\ubc18\uc801\uc778 \ud488\uc9c8\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, \ube44\uc6a9 \uc808\uac10 \ud6a8\uacfc\ub3c4 \ub3c4\ucd9c\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\uc138 \ubc88\uc9f8\ub85c, \ubbf8\ub514\uc5b4 \uc0b0\uc5c5\uc5d0\uc11c\ub294 \ub300\uc6a9\ub7c9 \ube44\ub514\uc624 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc778\ucf54\ub529\ud558\uace0 \uc2a4\ud2b8\ub9ac\ubc0d\ud558\ub294 \ub370 \uc774 \ud328\ud134\uc774 \ud65c\uc6a9\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uace0\ud574\uc0c1\ub3c4 \ube44\ub514\uc624 \ucf58\ud150\uce20\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud574\uc57c \ud558\ub294 \ubc29\uc1a1\uad6d\uc774\ub098 OTT \uc11c\ube44\uc2a4\uc5d0\uc11c\ub294, Parallel Pipeline \ud328\ud134\uc744 \ud1b5\ud574 \ube44\ub514\uc624 \ub514\ucf54\ub529, \ud544\ud130\ub9c1, \uc778\ucf54\ub529 \ub4f1\uc758 \ub2e8\uacc4\ub97c \ubcd1\ub82c \ucc98\ub9ac\ud558\uc5ec \uc9c0\uc5f0 \uc2dc\uac04\uc744 \ud06c\uac8c \uc904\uc77c \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uc0ac\ub840\uc5d0\uc11c\ub294 \ud2b9\ud788 \uc0ac\uc6a9\uc790 \uacbd\ud5d8 \ud5a5\uc0c1\uacfc \ud568\uaed8 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \uc548\uc815\uc131\uc774 \uc911\uc694\ud55c \uc694\uc18c\ub85c \uc791\uc6a9\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n\ub124 \ubc88\uc9f8 \uc0ac\ub840\ub85c, \ube45\ub370\uc774\ud130 \ubd84\uc11d \ubd84\uc57c\uc5d0\uc11c\ub294 \ub300\ub7c9\uc758 \ub85c\uadf8 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc218\uc9d1, \ucc98\ub9ac, \ubd84\uc11d\ud558\ub294 \uc2dc\uc2a4\ud15c\uc5d0\uc11c Parallel Pipeline \ud328\ud134\uc774 \ud070 \uc5ed\ud560\uc744 \ud558\uc600\uc2b5\ub2c8\ub2e4. \ub85c\uadf8 \ub370\uc774\ud130 \uc218\uc9d1 \ub2e8\uacc4\ubd80\ud130 \ub370\uc774\ud130 \uc815\uc81c, \ud1b5\uacc4\uc801 \ubd84\uc11d\uae4c\uc9c0 \uac01 \ub2e8\uacc4\ub97c \ubcd1\ub82c \ucc98\ub9ac\ud568\uc73c\ub85c\uc368, \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc740 \uc2e4\uc2dc\uac04 \uc778\uc0ac\uc774\ud2b8\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\uc5c8\uc73c\uba70, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc2e0\uc18d\ud55c \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\uc774\ub7ec\ud55c \uc0ac\ub840\ub4e4\uc744 \ud1b5\ud574 Parallel Pipeline \ud328\ud134\uc740 \ub2e8\uc21c\ud788 \uac1c\ub150\uc801\uc778 \uc124\uacc4 \ubc29\ubc95\uc5d0 \uba38\ubb34\ub974\uc9c0 \uc54a\uace0, \uc2e4\uc81c \ud604\uc7a5\uc5d0\uc11c \ub2e4\uc591\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \uc2e4\uc9c8\uc801\uc778 \ub3c4\uc6c0\uc744 \uc8fc\ub294 \ud328\ub7ec\ub2e4\uc784\uc784\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \uc0ac\ub840\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uace0, \uc2dc\uc2a4\ud15c\uc758 \ud655\uc7a5\uc131\uc744 \ud655\ubcf4\ud558\uba70, \uc751\ub2f5 \uc18d\ub3c4\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a8 \uc810\uc5d0\uc11c \uc8fc\ubaa9\ud560 \ub9cc\ud55c \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, Parallel Pipeline \ud328\ud134\uc758 \uc720\uc5f0\ud55c \uc124\uacc4\ub294 \uae30\uc874 \uc2dc\uc2a4\ud15c\uc5d0 \uc810\uc9c4\uc801\uc73c\ub85c \ub3c4\uc785\ud558\uae30\uc5d0\ub3c4 \ub9e4\uc6b0 \uc6a9\uc774\ud569\ub2c8\ub2e4. \ub9ce\uc740 \uae30\uc5c5\uc774 \uae30\uc874\uc758 \ubaa8\ub180\ub9ac\uc2dd(monolithic) \uc2dc\uc2a4\ud15c\uc744 \uc810\uc9c4\uc801\uc73c\ub85c \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub85c \uc804\ud658\ud558\ub294 \uacfc\uc815\uc5d0\uc11c, \uc774 \ud328\ud134\uc744 \ud65c\uc6a9\ud558\uc5ec \uac01 \uc11c\ube44\uc2a4\uc758 \ub3c5\ub9bd\uc801\uc778 \ubc30\ud3ec\uc640 \ud655\uc7a5\uc744 \uc131\uacf5\uc801\uc73c\ub85c \uad6c\ud604\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ud658 \uacfc\uc815\uc740 \uae30\uc5c5\uc758 IT \uc778\ud504\ub77c\ub97c \ubcf4\ub2e4 \ubbfc\ucca9\ud558\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \ub9cc\ub4e4\uc5b4 \uc8fc\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\uc751\uc6a9 \uc0ac\ub840 \uc5f0\uad6c\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uacf5\ud1b5\uc801 \uc131\uacf5 \uc694\uc778\uc774 \ubc1c\uacac\ub418\uc5c8\uc2b5\ub2c8\ub2e4. <\/p>\n<ul>\n<li>\ub370\uc774\ud130\uc758 \uc2e4\uc2dc\uac04 \ucc98\ub9ac\uc640 \ubcd1\ub82c \ubd84\uc11d\uc744 \uc704\ud55c \ubaa8\ub4c8\ud654\ub41c \uc544\ud0a4\ud14d\ucc98 \ucc44\ud0dd<\/li>\n<li>\uac01 \ub2e8\uacc4\ubcc4 \ub3c5\ub9bd\uc801 \uc624\ub958 \ucc98\ub9ac \ubc0f \ub9ac\ucee4\ubc84\ub9ac \uba54\ucee4\ub2c8\uc998 \uad6c\ucd95<\/li>\n<li>\ub3d9\uc801 \uc2a4\ucf00\uc77c\ub9c1\uc744 \ud1b5\ud55c \ubd80\ud558 \ubd84\uc0b0 \ubc0f \uc790\uc6d0 \ud6a8\uc728 \uadf9\ub300\ud654<\/li>\n<li>\ud6a8\uacfc\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uacfc \ub85c\uae45 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud55c \uc6b4\uc601 \uc548\uc815\uc131 \ud655\ubcf4<\/li>\n<\/ul>\n\uc0ac\ub840 \uc5f0\uad6c \uc911 \ud558\ub098\ub85c, \ud574\uc678 \uae08\uc735\uad8c\uc5d0\uc11c\ub294 Parallel Pipeline \ud328\ud134\uc744 \uc801\uc6a9\ud558\uc5ec \ucd08\ub2f9 \uc218\ucc9c \uac74\uc758 \uac70\ub798 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud55c \uacb0\uacfc, \uc774\uc804 \uc2dc\uc2a4\ud15c \ub300\ube44 \ucc98\ub9ac\ub7c9\uc774 3\ubc30 \uc774\uc0c1 \uc99d\uac00\ud558\uc600\uc73c\uba70, \uc751\ub2f5 \uc18d\ub3c4\ub294 50% \uc774\uc0c1 \uac1c\uc120\ub418\uc5c8\ub2e4\ub294 \ud1b5\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacb0\uacfc\ub294 \uae08\uc735 \uac70\ub798\uc758 \uc2e0\ub8b0\uc131\uacfc \uc548\uc815\uc131, \uadf8\ub9ac\uace0 \uace0\uac1d \ub9cc\uc871\ub3c4 \uce21\uba74\uc5d0\uc11c \uae0d\uc815\uc801\uc778 \ud6a8\uacfc\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, \uc81c\uc870\uc5c5 \ubd84\uc57c\uc5d0\uc11c\ub294 \uc0dd\uc0b0 \ub77c\uc778\uc758 \ub370\uc774\ud130 \ucc98\ub9ac \uc18d\ub3c4\ub97c \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \ud558\uc5ec \ubd88\ub7c9\ud488 \ubc1c\uc0dd\ub960\uc744 25% \uc774\uc0c1 \uac10\uc18c\uc2dc\ud0a8 \ubc14 \uc788\uc73c\uba70, \uc774\ub85c \uc778\ud55c \ube44\uc6a9 \uc808\uac10 \ubc0f \ud488\uc9c8 \ud5a5\uc0c1 \ud6a8\uacfc\uac00 \uc785\uc99d\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc131\uacf5 \uc0ac\ub840\ub294 Parallel Pipeline \ud328\ud134\uc774 \ub2e8\uc21c\ud788 \uacc4\uc0b0 \uc131\ub2a5\ub9cc\uc744 \ub192\uc774\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \ube44\uc988\ub2c8\uc2a4 \uc804\ubc18\uc758 \uc6b4\uc601 \ud6a8\uc728\uc131\uc5d0\ub3c4 \uae0d\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n\ub354\ubd88\uc5b4, \ubbf8\ub514\uc5b4 \ubd84\uc57c\uc5d0\uc11c\ub294 \ub192\uc740 \ud574\uc0c1\ub3c4\uc758 \ube44\ub514\uc624 \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uba74\uc11c\ub3c4 \uc9c0\uc5f0 \uc2dc\uac04(latency)\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \ub3d9\uc2dc\uc5d0 \uc548\uc815\uc801\uc778 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294\ub370 \uc131\uacf5\ud558\uc600\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub300\uaddc\ubaa8 \uc0ac\uc6a9\uc790 \uae30\ubc18\uc744 \uac00\uc9c4 \uc2a4\ud2b8\ub9ac\ubc0d \uc11c\ube44\uc2a4\uc5d0\uc11c\ub294 \ubcd1\ub82c \ucc98\ub9ac\uc640 \ub3d9\uc801 \uc2a4\ucf00\uc77c\ub9c1\uc758 \uacb0\ud569\uc73c\ub85c \uc11c\ube44\uc2a4 \uc911\ub2e8 \uc5c6\uc774 \ud488\uc9c8 \ub192\uc740 \ucf58\ud150\uce20 \uc804\ub2ec\uc774 \uac00\ub2a5\ud574\uc84c\uc2b5\ub2c8\ub2e4.<\/p>\n\uc774\uc640 \uac19\uc774 \ub2e4\uc591\ud55c \uc751\uc6a9 \uc0ac\ub840\uc640 \uc0ac\ub840 \uc5f0\uad6c\ub294 Parallel Pipeline \ud328\ud134\uc758 \uc2e4\uc9c8\uc801\uc778 \ud6a8\uc6a9\uc131\uacfc \uadf8\ub85c \uc778\ud55c \uacbd\uc81c\uc801\u00b7\uae30\uc220\uc801 \uc774\uc810\uc744 \uba85\ud655\ud558\uac8c \ub4dc\ub7ec\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc5c5\uacfc \uac1c\ubc1c\uc790\ub294 \uc774\ub7ec\ud55c \uc0ac\ub840\ub4e4\uc744 \ucc38\uace0\ud558\uc5ec \uc790\uc2e0\ub4e4\uc758 \uc2dc\uc2a4\ud15c\uc5d0 \uc801\ud569\ud55c \ubcd1\ub82c \ucc98\ub9ac \uad6c\uc870\ub97c \ub3c4\uc785\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \ube44\uc988\ub2c8\uc2a4 \uacbd\uc7c1\ub825\uc744 \ub354\uc6b1 \uac15\ud654\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc0ac\ub840 \uc5f0\uad6c\uc5d0 \uae30\ubc18\ud55c \ubd84\uc11d\uc740 \uc774\ub7ec\ud55c \ud328\ud134\uc774 \uc55e\uc73c\ub85c\ub3c4 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \uc218\ud589\ud560 \uac83\uc784\uc744 \uc608\uace0\ud569\ub2c8\ub2e4. \ubbf8\ub798\uc758 \uae30\uc220 \ubcc0\ud654\uc640 \ud568\uaed8 Parallel Pipeline \ud328\ud134\uc740 \ub354\uc6b1 \ubc1c\uc804\ub41c \ud615\ud0dc\ub85c \uc9c4\ud654\ud560 \uac83\uc774\uba70, \uc774\ub294 \uac01 \uc0b0\uc5c5\uad70\uc758 \ub514\uc9c0\ud138 \uc804\ud658\uacfc \ud601\uc2e0\uc758 \ud575\uc2ec \ub3d9\ub825\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\uc694\uc57d\ud558\uc790\uba74, \uae08\uc735, \uc81c\uc870, \ubbf8\ub514\uc5b4, \ube45\ub370\uc774\ud130 \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c Parallel Pipeline \ud328\ud134\uc774 \uad6c\ud604 \uc804\ub7b5\uc73c\ub85c \ucc44\ud0dd\ub428\uc5d0 \ub530\ub77c, \uc804\uccb4 \ucc98\ub9ac\ub7c9 \uc99d\uac00\uc640 \uc751\ub2f5 \uc2dc\uac04 \ub2e8\ucd95, \uadf8\ub9ac\uace0 \uc6b4\uc601 \ud6a8\uc728\uc131\uc758 \uadf9\ub300\ud654\ub77c\ub294 \uae0d\uc815\uc801\uc778 \ud6a8\uacfc\uac00 \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\ub840\ub4e4\uc740 Parallel Pipeline \ud328\ud134\uc744 \ub3c4\uc785\ud558\uace0\uc790 \ud558\ub294 \ubaa8\ub4e0 \uc870\uc9c1\uc5d0\uac8c \uc911\uc694\ud55c \ucc38\uace0 \uc790\ub8cc\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n \n \n <\/p>\n<h2 id=\"4-%ec%b5%9c%ec%a0%81%ed%99%94-%ec%a0%84%eb%9e%b5-%eb%b0%8f-%eb%af%b8%eb%9e%98-%eb%b0%9c%ec%a0%84-%eb%b0%a9%ed%96%a5-JcpEpWhWgt\">4. \ucd5c\uc801\ud654 \uc804\ub7b5 \ubc0f \ubbf8\ub798 \ubc1c\uc804 \ubc29\ud5a5<\/h2>\nParallel Pipeline \ud328\ud134\uc758 \ud6a8\uacfc\uc801\uc778 \uad6c\ud604\uc744 \uc704\ud55c \ucd5c\uc801\ud654 \uc804\ub7b5\uc740 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc758 \uc131\ub2a5 \ud5a5\uc0c1\uacfc \uc548\uc815\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ubcd1\ub82c \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc131\ub2a5\uc744 \ub354\uc6b1 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud55c \ucd5c\uc801\ud654 \uae30\ubc95\ub4e4\uacfc, \ud604\uc7ac\uc758 \uae30\uc220 \ubc1c\uc804 \ucd94\uc138\uc5d0 \ub530\ub978 \ubbf8\ub798 \ubc1c\uc804 \ubc29\ud5a5\uc5d0 \ub300\ud574 \uc2ec\ub3c4\uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c\uc790\ub4e4\uc740 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\ub294 \ub370\uc774\ud130 \ucc98\ub9ac\ub7c9\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub294 \uacac\uace0\ud55c \uc2dc\uc2a4\ud15c \uc544\ud0a4\ud14d\ucc98\ub97c \uc124\uacc4\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\uccab \ubc88\uc9f8 \ucd5c\uc801\ud654 \uc804\ub7b5\uc740 \uac01 \ub2e8\uacc4\ubcc4 \ubcd1\ubaa9 \ud604\uc0c1\uc744 \uc138\ubc00\ud558\uac8c \ubd84\uc11d\ud558\uace0 \uac1c\uc120\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ud30c\uc774\ud504\ub77c\uc778\uc758 \uac01 \ubaa8\ub4c8\uc5d0\uc11c \ucc98\ub9ac \uc2dc\uac04\uc774 \uae38\uc5b4\uc9c0\uac70\ub098 \uc9c0\uc5f0\uc774 \ubc1c\uc0dd\ud558\ub294 \uacbd\uc6b0, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uc131\ub2a5 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \uc801\uc6a9\ud558\uc5ec \uac01 \ub2e8\uacc4\ubcc4\ub85c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \ubcd1\ubaa9 \uad6c\uac04\uc744 \uc2dd\ubcc4\ud558\uc5ec \uc801\uc808\ud55c \uc870\uce58\ub97c \ucde8\ud558\ub294 \uac83\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 CPU, \uba54\ubaa8\ub9ac, \ub124\ud2b8\uc6cc\ud06c \ub300\uc5ed\ud3ed \ub4f1\uc758 \ub2e4\uc591\ud55c \uc790\uc6d0 \uc0ac\uc6a9 \ud604\ud669\uc744 \uba74\ubc00\ud788 \ubd84\uc11d\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\ub450 \ubc88\uc9f8 \uc804\ub7b5\uc740 \uce90\uc2f1 \ubc0f \ub370\uc774\ud130 \uc555\ucd95 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ud30c\uc774\ud504\ub77c\uc778 \ub0b4\uc5d0\uc11c \uc911\ubcf5\ub418\ub294 \ub370\uc774\ud130 \ucc98\ub9ac\ub098 \ub3d9\uc77c\ud55c \uacb0\uacfc \uc0b0\ucd9c\uc774 \ubc18\ubcf5\ub418\ub294 \uacbd\uc6b0, \uce90\uc2dc \uba54\ubaa8\ub9ac\ub97c \uc0ac\uc6a9\ud568\uc73c\ub85c\uc368 \ubc18\ubcf5 \uc5f0\uc0b0\uc744 \uc904\uc774\uace0 \uadf8\uc5d0 \ub530\ub978 \uc9c0\uc5f0 \uc2dc\uac04\uc744 \ub2e8\ucd95\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc555\ucd95 \uae30\uc220\uc740 \ub370\uc774\ud130 \uc804\uc1a1 \uc2dc\uac04\uacfc \uc800\uc7a5 \uacf5\uac04\uc744 \ub3d9\uc2dc\uc5d0 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \uae30\uc5ec\ud558\uba70, \ud2b9\ud788 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9bc\uc744 \ub2e4\ub8e8\ub294 \ud658\uacbd\uc5d0\uc11c \uadf8 \ud6a8\uacfc\uac00 \ub450\ub4dc\ub7ec\uc9d1\ub2c8\ub2e4.<\/p>\n\uc138 \ubc88\uc9f8 \ucd5c\uc801\ud654 \uc804\ub7b5\uc740 \ub3d9\uc801 \uc2a4\ucf00\uc77c\ub9c1\uacfc \ubd80\ud558 \ubd84\uc0b0 \uae30\ubc95\uc744 \uc801\uadf9 \ud65c\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc55e\uc11c \uc5b8\uae09\ud55c \ubc14\uc640 \uac19\uc774, \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c\ub294 \uc624\ud1a0\uc2a4\ucf00\uc77c\ub9c1 \uae30\ub2a5\uc744 \ud65c\uc6a9\ud558\uc5ec \ud544\uc694\uc5d0 \ub530\ub77c \uc791\uc5c5\uc790(worker)\uc758 \uc218\ub97c \uc870\uc808\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Amazon Web Services, Google Cloud Platform, Microsoft Azure\uc640 \uac19\uc740 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud1b5\ud574 \uc6cc\ucee4 \ub178\ub4dc\ub97c \ub3d9\uc801\uc73c\ub85c \ucd94\uac00\ud558\uac70\ub098 \uc81c\uac70\ud568\uc73c\ub85c\uc368, \uae09\uc99d\ud558\ub294 \uc218\uc694\ub97c \uc548\uc815\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub124 \ubc88\uc9f8 \uc804\ub7b5\uc740 \uc778\ud130\ud398\uc774\uc2a4 \ucd5c\uc801\ud654 \ubc0f \ub370\uc774\ud130 \ud750\ub984 \uac1c\uc120\uc785\ub2c8\ub2e4. \uac01 \ub2e8\uacc4\ub97c \uc5f0\uacb0\ud558\ub294 \uba54\uc2dc\uc9c0 \ube0c\ub85c\ucee4\ub098 \ud050 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \uc9c0\uc5f0\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud574, \ucd5c\uc2e0\uc758 \uace0\uc131\ub2a5 \ubbf8\ub4e4\uc6e8\uc5b4\ub97c \uc120\ud0dd\ud558\uace0, \ub370\uc774\ud130 \uc9c1\ub82c\ud654(serialization) \ubc0f \uc5ed\uc9c1\ub82c\ud654 \uacfc\uc815\uc744 \ucd5c\uc801\ud654\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc778\ud130\ud398\uc774\uc2a4 \ucd5c\uc801\ud654\ub294 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \ucc98\ub9ac\ub7c9\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\ub2e4\uc12f \ubc88\uc9f8 \uc804\ub7b5\uc740 \ucf54\ub4dc \ub808\ubca8\uc5d0\uc11c\uc758 \ucd5c\uc801\ud654\uc785\ub2c8\ub2e4. \ubcd1\ub82c \ucc98\ub9ac \ud658\uacbd\uc5d0\uc11c\ub294 \uac01 \ubaa8\ub4c8\uc774 \ub3c5\ub9bd\uc801\uc73c\ub85c \uc2e4\ud589\ub418\uae30 \ub54c\ubb38\uc5d0, \ubcd1\ub82c\ub85c \uc2e4\ud589\ub418\ub294 \ucf54\ub4dc\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654\uac00 \ud544\uc218\uc785\ub2c8\ub2e4. \ubd88\ud544\uc694\ud55c \uc5f0\uc0b0\uc774\ub098 I\/O \uc9c0\uc5f0\uc744 \ucd5c\uc18c\ud654\ud558\uace0, \ube44\ub3d9\uae30 \ucc98\ub9ac(async\/await) \uba54\ucee4\ub2c8\uc998\uc774\ub098 \uc774\ubca4\ud2b8 \uae30\ubc18 \uc544\ud0a4\ud14d\ucc98\ub97c \ub3c4\uc785\ud568\uc73c\ub85c\uc368, \ucf54\ub4dc \uc2e4\ud589 \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uad00\ub828\ud558\uc5ec, \ud504\ub85c\ud30c\uc77c\ub9c1 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud574 \ubcd1\ubaa9 \uc9c0\uc810\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc2dd\ubcc4\ud558\uace0 \uac1c\uc120\ud558\uc5ec \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \uc720\uc9c0\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\n\ucd5c\uc801\ud654 \uc804\ub7b5\uc744 \uc885\ud569\uc801\uc73c\ub85c \uc801\uc6a9\ud55c \uc0ac\ub840\ub85c\ub294, \uae00\ub85c\ubc8c \uc804\uc790 \uc0c1\uac70\ub798 \ud50c\ub7ab\ud3fc\uc758 \uc8fc\ubb38 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc744 \ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \uc8fc\ubb38 \ub370\uc774\ud130 \ucc98\ub9ac \uacfc\uc815\uc5d0\uc11c \uc5ec\ub7ec \ub2e8\uacc4\ub97c Parallel Pipeline\ub85c \uad6c\uc131\ud558\uc5ec, \uc8fc\ubb38 \uc811\uc218, \uacb0\uc81c \ucc98\ub9ac, \uc7ac\uace0 \ud655\uc778, \ubc30\uc1a1 \uc900\ube44\uae4c\uc9c0\uc758 \uacfc\uc815\uc744 \ub3d9\uc2dc \ubcd1\ub82c \ucc98\ub9ac\ud558\uc600\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uc8fc\ubb38 \ucc98\ub9ac \uc2dc\uac04\uc774 70% \ub2e8\ucd95\ub418\uc5c8\uc73c\uba70, \uc2dc\uc2a4\ud15c \uc7a5\uc560 \ubc1c\uc0dd\ub960 \uc5ed\uc2dc \ub208\uc5d0 \ub744\uac8c \uac10\uc18c\ud558\ub294 \ud601\uc2e0\uc801\uc778 \uacb0\uacfc\ub97c \uc5bb\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\ubbf8\ub798 \ubc1c\uc804 \ubc29\ud5a5\uc5d0 \uc788\uc5b4 Parallel Pipeline \ud328\ud134\uc740 \uc778\uacf5\uc9c0\ub2a5(AI) \ubc0f \uba38\uc2e0\ub7ec\ub2dd(ML) \uae30\uc220\uacfc\uc758 \uc735\ud569\uc744 \ud1b5\ud574 \ub354\uc6b1 \ubc1c\uc804\ud560 \uac00\ub2a5\uc131\uc774 \ud07d\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, AI \uae30\ubc18\uc758 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc608\uce21 \uc2dc\uc2a4\ud15c\uc5d0 \uc774 \ud328\ud134\uc744 \uc801\uc6a9\ud558\uba74, \uacfc\uac70\uc758 \ub370\uc774\ud130 \ud328\ud134\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ud559\uc2b5\ud558\uba70, \ubcd1\ub82c \ucc98\ub9ac\ub97c \ud1b5\ud574 \ubcf5\uc7a1\ud55c \uc608\uce21 \ubaa8\ub378\uc744 \ube60\ub974\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae08\uc735 \uac70\ub798, \uc758\ub8cc \uc9c4\ub2e8, \uc81c\uc870\uc5c5\uc758 \ud488\uc9c8 \uad00\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uae30\ub300\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, IoT(Internet of Things) \ud658\uacbd\uc758 \uae09\uaca9\ud55c \ud655\uc0b0\uc5d0 \ub530\ub978 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130 \ucc98\ub9ac \ud328\ub7ec\ub2e4\uc784\uc774 \ub4f1\uc7a5\ud558\uba74\uc11c, Parallel Pipeline \ud328\ud134\uc740 \uc218\ub9ce\uc740 \uc13c\uc11c \ub370\uc774\ud130\uc640 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \ub370\ub3c4 \ud575\uc2ec \uc5ed\ud560\uc744 \ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. IoT \ub514\ubc14\uc774\uc2a4\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uace0 \uc751\ub2f5\ud560 \uc218 \uc788\ub294 \uad6c\uc870\ub294, \uc774 \ud328\ud134\uc758 \ubcd1\ub82c \ucc98\ub9ac \ub2a5\ub825\uacfc \ub3d9\uc801 \uc2a4\ucf00\uc77c\ub9c1 \ub2a5\ub825\uc744 \uae30\ubc18\uc73c\ub85c \uad6c\ucd95\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub610 \ud558\ub098 \uc8fc\ubaa9\ud560 \ub9cc\ud55c \ubbf8\ub798 \ubc1c\uc804 \ubc29\ud5a5\uc740 \ubd84\uc0b0 \ucef4\ud4e8\ud305\uacfc \uc5e3\uc9c0 \ucef4\ud4e8\ud305(Edge Computing) \ud658\uacbd\uc5d0\uc11c\uc758 \uc801\uc6a9\uc785\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c\uc640 \uc5e3\uc9c0 \ub514\ubc14\uc774\uc2a4 \uac04\uc758 \uc6d0\ud65c\ud55c \ub370\uc774\ud130 \ud750\ub984\uc744 \ubcf4\uc7a5\ud558\ub294 Parallel Pipeline \uad6c\uc870\ub294, \ub124\ud2b8\uc6cc\ud06c \uc9c0\uc5f0\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \ub85c\uceec \ucc98\ub9ac \ub2a5\ub825\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub370 \uae30\uc5ec\ud560 \uac83\uc785\ub2c8\ub2e4. \ud2b9\ud788 \uc790\uc728\uc8fc\ud589 \ucc28\ub7c9, \uc2a4\ub9c8\ud2b8 \uc2dc\ud2f0 \ub4f1 \uc2e4\uc2dc\uac04 \ubc18\uc751\uc774 \ud544\uc218\uc801\uc778 \ubd84\uc57c\uc5d0\uc11c \ud070 \uc5ed\ud560\uc744 \ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n\uc0c8\ub85c\uc6b4 \ud504\ub85c\uadf8\ub798\ubc0d \ud328\ub7ec\ub2e4\uc784\uacfc \ud558\ub4dc\uc6e8\uc5b4 \uc544\ud0a4\ud14d\ucc98\uc758 \ubc1c\uc804 \uc5ed\uc2dc Parallel Pipeline \ud328\ud134\uc758 \ubbf8\ub798\ub97c \ubc1d\uac8c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uba40\ud2f0\ucf54\uc5b4 \ud504\ub85c\uc138\uc11c\uc640 GPU\uc758 \ubc1c\uc804\uc740 \ud55c\uce35 \ub354 \ubcf5\uc7a1\ud55c \ubcd1\ub82c \ucc98\ub9ac \ubaa8\ub378\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uac8c \ud558\uba70, \uc774\ub7ec\ud55c \uae30\uc220\uc801 \uc9c4\ubcf4\ub294 \ud30c\uc774\ud504\ub77c\uc778\uc758 \uac01 \ub2e8\uacc4\ub97c \ub354\uc6b1 \ubd84\uc0b0\ub41c \ud658\uacbd\uc5d0\uc11c \ud6a8\uc728\uc801\uc73c\ub85c \uc6b4\uc601\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub9c8\ub828\ud574 \uc90d\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8, \ucee8\ud14c\uc774\ub108 \uae30\ubc18\uc758 \uac00\uc0c1\ud654 \uae30\uc220\uacfc \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ub3c4\uad6c\uc758 \ubc1c\uc804 \uc5ed\uc2dc \ucd5c\uc801\ud654 \uc804\ub7b5\uc758 \ud55c \ucd95\uc744 \ub2f4\ub2f9\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \uc624\ud508 \uc18c\uc2a4 \ucee4\ubba4\ub2c8\ud2f0\uc758 \ud65c\uc131\ud654\ub294 Parallel Pipeline \ud328\ud134\uc758 \ubc1c\uc804\uc744 \uac00\uc18d\ud654\ud560 \uac83\uc785\ub2c8\ub2e4. \uc804 \uc138\uacc4\uc758 \uac1c\ubc1c\uc790\uc640 \uc5f0\uad6c\uc790\ub4e4\uc774 \ud611\ub825\ud558\uc5ec \uc131\ub2a5 \ucd5c\uc801\ud654, \uc5d0\ub7ec \ubcf5\uad6c, \ub3d9\uc801 \uc2a4\ucf00\uc77c\ub9c1 \ub4f1\uc758 \ubb38\uc81c\uc810\uc744 \ud574\uacb0\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ud601\uc2e0\uc801\uc778 \uc194\ub8e8\uc158\uc744 \uacf5\uc720\ud558\uba74\uc11c, \uc774 \ud328\ud134\uc740 \ub354\uc6b1 \uc9c4\ud654\ud560 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud611\uc5c5\uc740 \uc0c8\ub85c\uc6b4 \ud45c\uc900\uacfc \ud504\ub808\uc784\uc6cc\ud06c\uc758 \ud0c4\uc0dd\uc73c\ub85c \uc774\uc5b4\uc838, \ubbf8\ub798\uc758 IT \uc778\ud504\ub77c\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uc694\uc18c\ub85c \uc790\ub9ac\ub9e4\uae40\ud560 \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4.<\/p>\n\uc694\uc57d\ud558\uba74, Parallel Pipeline \ud328\ud134\uc758 \ucd5c\uc801\ud654 \uc804\ub7b5\uc740 \uac01 \ub2e8\uacc4\ubcc4 \ubcd1\ubaa9 \ud604\uc0c1 \ud574\uc18c, \uce90\uc2f1\uacfc \ub370\uc774\ud130 \uc555\ucd95, \ub3d9\uc801 \uc2a4\ucf00\uc77c\ub9c1, \uc778\ud130\ud398\uc774\uc2a4 \ucd5c\uc801\ud654, \ucf54\ub4dc \uc131\ub2a5 \uac1c\uc120 \ub4f1 \uc5ec\ub7ec \uce21\uba74\uc5d0\uc11c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \ubbf8\ub798\uc5d0\ub294 AI, IoT, \ubd84\uc0b0 \ucef4\ud4e8\ud305, \uc5e3\uc9c0 \ucef4\ud4e8\ud305 \ub4f1 \ub2e4\uc591\ud55c \uae30\uc220\uacfc\uc758 \uc735\ud569\uc744 \ud1b5\ud574, \uc774 \ud328\ud134\uc758 \ud65c\uc6a9 \ubc94\uc704\uc640 \ud6a8\uacfc\uac00 \ub354\uc6b1 \ud655\ub300\ub420 \uc804\ub9dd\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2dc\uc2a4\ud15c\uc758 \uc804\uccb4 \ucc98\ub9ac\ub7c9\uacfc \uc751\ub2f5 \uc2dc\uac04\uc744 \uadf9\ub300\ud654\ud558\uba70, \uc548\uc815\uc801\uc774\uace0 \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac \uc778\ud504\ub77c\ub97c \uad6c\ud604\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\nParallel Pipeline \ud328\ud134\uc740 \uc774\uc81c \ub2e8\uc21c\ud55c \ubcd1\ub82c \ucc98\ub9ac \uae30\ubc95\uc744 \ub118\uc5b4\uc11c, \ud604\ub300 IT \uc778\ud504\ub77c\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \uc131\ub2a5 \ucd5c\uc801\ud654 \ubc0f \ud655\uc7a5\uc131 \uc804\ub7b5 \uc911 \ud558\ub098\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc5c5\uacfc \uac1c\ubc1c\uc790\ub4e4\uc740 \uc774 \ud328\ud134\uc744 \uae30\ubc18\uc73c\ub85c \uc0c8\ub85c\uc6b4 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc5d0 \ub3c4\uc804\ud558\uace0 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c\uc758 \uae30\uc220 \ubc1c\uc804\uacfc \ud568\uaed8 \uadf8 \ud65c\uc6a9\ub3c4\ub294 \ub354\uc6b1 \ub192\uc544\uc9c8 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n\ub9c8\uc9c0\ub9c9 \uacb0\ub860\uc73c\ub85c, Parallel Pipeline \ud328\ud134\uc758 \ucd5c\uc801\ud654\uc640 \ubbf8\ub798 \ubc1c\uc804 \ubc29\ud5a5\uc740 \ud604\ub300 \uc2dc\uc2a4\ud15c \uc124\uacc4\uc758 \ud575\uc2ec \uacfc\uc81c\ub85c \ub0a8\uc544 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud55c \uc131\ub2a5 \ud5a5\uc0c1\uc740 \ud5a5\ud6c4 \uc218\ub9ce\uc740 \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uacbd\uc7c1\ub825 \ud655\ubcf4\uc758 \uae30\ubc18\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc810\ub4e4\uc744 \uc885\ud569\ud558\uc5ec, Parallel Pipeline \ud328\ud134\uc744 \uc81c\ub300\ub85c \uc774\ud574\ud558\uace0 \uad6c\ud604\ud558\ub294 \uac83\uc740 \ubcc0\ud654\ud558\ub294 IT \ud658\uacbd \uc18d\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc744 \uc704\ud55c \ud544\uc218\uc801\uc778 \uc694\uc18c\uc784\uc744 \ub2e4\uc2dc \ud55c \ubc88 \uac15\uc870\ud569\ub2c8\ub2e4.<\/p>\n\uac15\ub825\ud55c \uc694\uc57d\uc73c\ub85c, \ubcf8 \uae00\uc5d0\uc11c\ub294 Parallel Pipeline \ud328\ud134\uc758 \uae30\ubcf8 \uc774\ub860, \uad6c\ud604 \uc804\ub7b5, \uc751\uc6a9 \uc0ac\ub840 \ubc0f \uc0ac\ub840 \uc5f0\uad6c, \ucd5c\uc801\ud654 \uc804\ub7b5\uacfc \ubbf8\ub798 \ubc1c\uc804 \ubc29\ud5a5\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \ud328\ud134\uc740 \uc5ec\ub7ec \uc0b0\uc5c5\uc5d0\uc11c \uc2e4\uc81c \uc131\uacfc\ub97c \uac70\ub454 \ud601\uc2e0\uc801\uc778 \ubcd1\ub82c \ucc98\ub9ac \ubc29\ubc95\ub860\uc73c\ub85c, \ud5a5\ud6c4 \uc0c8\ub85c\uc6b4 \uae30\uc220\uacfc \uacb0\ud569\ub418\uc5b4 \ub354\uc6b1 \ud655\uc7a5\ub418\uace0 \ubc1c\uc804\ud560 \uc804\ub9dd\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ub192\uc740 \ucc98\ub9ac\ub7c9, \uc9e7\uc740 \uc751\ub2f5 \uc2dc\uac04, \uadf8\ub9ac\uace0 \uc548\uc815\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\uc885\ud569\ud558\uba74, Parallel Pipeline \ud328\ud134\uc740 \ud604\ub300 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc544\ud0a4\ud14d\ucc98\uc758 \ud544\uc218 \uc694\uc18c\ub85c\uc11c, \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ud750\ub984 \uad00\ub9ac\uc640 \ub3c5\ub9bd\uc801 \ubaa8\ub4c8\ud654, \ub3d9\uc801 \uc2a4\ucf00\uc77c\ub9c1\uacfc \ucd5c\uc801\ud654 \uae30\ubc95\uc744 \ud1b5\ud574 \uc5b4\ub290 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub098 \ub192\uc740 \uc131\ub2a5\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\ud558\uace0\ub3c4 \uac15\ub825\ud55c \uc194\ub8e8\uc158\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud328\ud134\uc758 \ub3c4\uc785\uc740 \ub2e8\uc9c0 \uae30\uc220\uc801 \ubc1c\uc804\uc5d0 \uba38\ubb34\ub974\uc9c0 \uc54a\uace0, \ube44\uc988\ub2c8\uc2a4 \uc804\ubc18\uc758 \ud601\uc2e0\uacfc \uacbd\uc7c1\ub825 \uac15\ud654\uc5d0 \uae30\uc5ec\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\uc55e\uc73c\ub85c\ub3c4 \uae30\uc220 \ud2b8\ub80c\ub4dc\uc640 \ud658\uacbd \ubcc0\ud654\uc5d0 \ub530\ub978 \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc744 \ud1b5\ud574, \uc774 \ud328\ud134\uc740 \uc0c8\ub85c\uc6b4 \ud615\ud0dc\uc758 \ubd84\uc0b0 \ucc98\ub9ac \ubaa8\ub378\uacfc \uacb0\ud569\ub418\uc5b4 \ub354\uc6b1 \ubc1c\uc804\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub418\uba70, \uc774\ub294 \uac1c\ubc1c\uc790\uc640 \uae30\uc5c5 \ubaa8\ub450\uc5d0\uac8c \ud070 \uae30\ud68c\ub97c \uc81c\uacf5\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"\ub2e8\uacc4\ubcc4 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ubcd1\ub82c \ucc98\ub9ac\ud574 \uc804\uccb4 \ucc98\ub9ac\ub7c9\uacfc \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\ub294 Parallel Pipeline \ud328\ud134\uc758 \uc6d0\ub9ac\uc640 \uc801\uc6a9 \ubc29\ubc95\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"author":1,"featured_media":54915,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1957],"tags":[200,2082,190],"class_list":["post-54911","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-development","tag-amazon","tag-cloud","tag-google"],"acf":[],"_links":{"self":[{"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/posts\/54911","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/comments?post=54911"}],"version-history":[{"count":1,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/posts\/54911\/revisions"}],"predecessor-version":[{"id":54914,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/posts\/54911\/revisions\/54914"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/media\/54915"}],"wp:attachment":[{"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/media?parent=54911"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/categories?post=54911"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/tags?post=54911"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":54911,"date":"2025-03-08T18:19:21","date_gmt":"2025-03-08T09:19:21","guid":{"rendered":"https:\/\/m9js.shop\/blog\/development\/parallel-pipeline-pattern-maximize-throughput-by-parallelizing-the-pipeline-stages"},"modified":"2025-03-08T18:19:23","modified_gmt":"2025-03-08T09:19:23","slug":"parallel-pipeline-pattern-maximize-throughput-by-parallelizing-the-pipeline-stages","status":"publish","type":"post","link":"https:\/\/m9js.shop\/blog\/development\/parallel-pipeline-pattern-maximize-throughput-by-parallelizing-the-pipeline-stages","title":{"rendered":"Parallel Pipeline \ud328\ud134: \ub2e8\uacc4\ubcc4 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ubcd1\ub82c\ud654\ud574 \ucc98\ub9ac\ub7c9 \uadf9\ub300\ud654"},"content":{"rendered":"

\n
\ubaa9\ucc28<\/h2>\n