{"id":5647121,"date":"2023-01-13T10:19:54","date_gmt":"2023-01-13T15:19:54","guid":{"rendered":"https:\/\/lightning.ai\/pages\/?p=5647121"},"modified":"2023-01-13T10:24:23","modified_gmt":"2023-01-13T15:24:23","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ed%9b%88%eb%a0%a8-%eb%b0%8f-%eb%b0%b0%ed%8f%ac-%ed%8c%8c%ec%9d%b4%ed%94%84%eb%9d%bc%ec%9d%b8%ec%9d%84-%eb%a7%8c%eb%93%9c%eb%8a%94-%eb%b0%a9%eb%b2%95","status":"publish","type":"post","link":"https:\/\/lightning.ai\/pages\/community\/tutorial\/%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ed%9b%88%eb%a0%a8-%eb%b0%8f-%eb%b0%b0%ed%8f%ac-%ed%8c%8c%ec%9d%b4%ed%94%84%eb%9d%bc%ec%9d%b8%ec%9d%84-%eb%a7%8c%eb%93%9c%eb%8a%94-%eb%b0%a9%eb%b2%95\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ud6c8\ub828 \ubc0f \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><b>\uc8fc\uc694 \uc2dc\uc0ac\uc810<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Lightning\uc744 \uc774\uc6a9\ud558\uc5ec \uc5b4\ub5bb\uac8c \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4e4 \uc218 \uc788\ub294\uc9c0 \ubc30\uc6c1\ub2c8\ub2e4. \ud574\ub2f9 \ud30c\uc774\ud504\ub77c\uc778\uc740 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \ud560 \uc218 \uc788\uace0, monitoring, data warehouse, feature store \ub4f1 \uc5ec\ub7ec \uae30\ub2a5\uacfc \ud1b5\ud569\ub418\uc5b4 \uc788\uc73c\uba70, production\uc5d0 \ubc30\ud3ec\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">MLOps\ub294 AI \uae30\ubc18 \uc81c\ud488 \ubc0f \uc11c\ube44\uc2a4\ub97c \uc0dd\uc0b0\ud558\ub294 \ud06c\uace0 \uc791\uc740 \uae30\uc5c5\ub4e4\uc5d0\uac8c \ud544\uc218\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc885\ub958\uc758 \ud234\uacfc \ud50c\ub7ab\ud3fc\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd \uc0dd\uba85\uc8fc\uae30\uc758 \uac01\uae30 \ub2e4\ub978 \ubd80\ubd84\uc744 \ud574\uacb0\ud558\uace0\uc790 \ud55c\ub2e4\ub294 \uac83\uc744 \uace0\ub824\ud558\uba74, \ub54c\ub85c\ub294 \uc774\ub4e4 \uc911 \ud558\ub098\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ud6c8\ub828 \ubc0f \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4dc\ub294 \uac83\uc774\ub780 \ucc98\uc74c\ubd80\ud130 \ub2e8\ud3b8\uc801\uc778 \uacbd\ud5d8\uc785\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">production\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\ub4e4\uc744 \ud6c8\ub828\ud558\uace0 \ubc30\ud3ec\ud558\uae30 \uc704\ud55c Lightning \uc758 \ud1b5\uc77c\ub41c \ud50c\ub7ab\ud3fc\uc744 \ub2e4\uc74c\uc5d0\uc11c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><b>Lightning \uc774\ub780?<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Lightning (PyTorch Lightning\uc744 \ub9cc\ub4e0 \uc774\ub4e4\uc774 Lightning\ub3c4 \ub9cc\ub4e4\uc5c8\uc2b5\ub2c8\ub2e4.) \uc740 PyTorch Lightning\uc758 \ub2a5\ub825\uc744 training\uc744 \ub118\uc5b4\uc11c serving, \ubc30\ud3ec, \ubaa8\ub2c8\ud130\ub9c1, \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc73c\ub85c \uc99d\uac15\uc2dc\ud0a8 \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uc911\uc2ec\uc758 Lightning Trainer\ub294 \uc774\ubbf8 \ubd84\uc0b0\ud559\uc2b5\uc744 \ub2e8\uc21c\ud654\ud558\uace0 \uc0ac\uc6a9\uc790\ub4e4\uc774 \ud558\ub4dc\uc6e8\uc5b4\ub97c \ub9c8\uc74c\ub300\ub85c \uc120\ud0dd\ud560 \uc218 \uc788\uac8c \ud588\uc2b5\ub2c8\ub2e4. Lightning \ub3c4 \uc774\uc640 \ub3d9\uc77c\ud55c \uc6d0\uce59\uc744 \uac00\uc9c0\uace0 \ub9cc\ub4e4\uc5b4\uc84c\uace0, \uc5f0\uad6c\uc790\ub4e4\uacfc \ud604\uc7a5 \uadfc\ubb34\uc790\ub4e4\uc758 \uc5c5\ubb34\uc5d0 \uc788\uc5b4 \uc644\uc804\ud55c \uc720\uc5f0\uc131\uc744 \ud5c8\ub77d\ud568\uacfc \ub3d9\uc2dc\uc5d0 \ubcf5\uc7a1\ud55c \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c\ub97c \uc0dd\ub7b5\ud574\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lightning \uc740 \uc624\ud508\uc18c\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 Lightning App Framework\ub97c \uc911\uc2ec\uc73c\ub85c \ub514\uc790\uc778\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Lightning App Framework\ub294 \ubd84\uc0b0\ub41c Pythonic \uc571\ub4e4\uc744 \ub9cc\ub4e4\uace0 \uc2e4\ud589\ud558\ub294 \uac83\uc744 \uac00\ub2a5\ucf00 \ud569\ub2c8\ub2e4. CLI\uc5d0 \uba87 \uac1c\uc758 flag \ub9cc \ucd94\uac00\ud558\uba74 \ud574\ub2f9 Python \ucf54\ub4dc\ub294 \ub2f9\uc2e0\uc758 \ub85c\uceec \uc2dc\uc2a4\ud15c, Lightning Cloud (AWS \uae30\ubc18), \uc2ec\uc9c0\uc5b4\ub294 \ub2f9\uc2e0\ub9cc\uc758 private cluster \uc5d0\uc11c\ub3c4 \ucd5c\uc18c\ud55c\uc758friction\uc73c\ub85c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc6b0\ub9ac\uc758 \uc644\ubcbd\ud788 \uad00\ub9ac\ub41c \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\uc5d0\uc11c \uc0ac\ub791\ubc1b\uc740 PyTorch Lightning\uacfc \ub3d9\uc77c\ud558\uac8c \ub9c9\uac15\ud55c \ub2e8\uc21c\ud568\uc774 Lightning\uc5d0\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\uc774\uac83\uc774 ML \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4e4\uae30\uc5d0 \uac00\uc7a5 \uc548\uc804\ud55c \ubc29\ubc95\uc785\ub2c8\uae4c?<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\uadf8\ub807\ub2e4\uace0 \uc0dd\uac01\ud569\ub2c8\ub2e4! \uc608\ub97c \ub4e4\uc5b4, \ub2f9\uc2e0\uc774 infrastructure provisioning\uc744 Lightning CloudCompute Python API\ub85c \ud588\ub2e4\uace0 \ud569\uc2dc\ub2e4. \uadf8 \ub2e4\uc74c\uc5d0 \ub2f9\uc2e0 \ud300\uc758 \ub204\uad6c\ub098 \ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud305\uc5d0 \ub300\ud55c \uc804\ubb38\uc9c0\uc2dd \uc5c6\uc774 \uc778\ud504\ub77c\ub97c \uc6d0\ud558\ub294 \ub300\ub85c \ubc14\uafb8\uace0 \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc544\uae4c \uc5b8\uae09\ud55c\ub300\ub85c friction\uacfc \ud074\ub77c\uc6b0\ub4dc \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc758 dependency delay\ub97c \uc5c6\uc560\ub294\ub370, \ub300\ubd80\ubd84\uc758 \uc870\uc9c1\uc5d0\uc11c\ub294 \uc774 \ub2e8\uacc4\uc5d0\uc11c \ub9ce\uc740 \uc2dc\uac04\uc774 \uc18c\uc694\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>Lightning API\ub4e4<\/b><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ub2e4\uc74c \ubd80\ubd84\uc5d0\uc11c, \ud575\uc2ec Lightning API\ub4e4\uc744 \uc0ac\uc6a9 \uc608\uc81c\uc640 \ud568\uaed8 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\u00a0\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>LightningWork<\/b><\/p>\n<p><span style=\"font-weight: 400;\">LightningWork\ub294 \ubaa8\ub378 \ud6c8\ub828, serving, ETL \ub4f1 \uc7a5\uae30 \uc791\uc5c5\uc758 \uae30\ubcf8 \uad6c\uc131\uc694\uc18c\uc785\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">LightningWork\ub294 \uc0ac\uc6a9\uc790\ub4e4\uc774 RAM, CPU\/GPU, disk allocation \ub4f1\uc758 machine configuration\uc744 \uc720\uc5f0\ud788 \ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc5ec\uae30 \uc608\uc81c\uc5d0\uc11c\ub294 \uc5b4\ub5bb\uac8c 50GB disk\uc9dc\ub9ac Nvidia T4 GPU \uba38\uc2e0\uc744 \ub9cc\ub4e4\uace0 PyTorch \uc640 FastAPI\ub97c dependency requirement\ub85c \ucd94\uac00\ud558\ub294\uc9c0 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;`<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Python Script<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;`<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lightning \uc740 \uc790\ub3d9\uc73c\ub85c \uba85\uc2dc\ub41c \ud06c\uae30\uc758 disk\ub97c \uac00\uc9c4 GPU \uba38\uc2e0\uc744 \uc0dd\uc131\ud558\uace0 \ud544\uc694\ud55c requirements\ub97c \uc124\uce58\ud560 \uac83\uc785\ub2c8\ub2e4. LightningWork \ub294 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c\ub294 \ubcc4\uac1c\uc758 \uba38\uc2e0\uc5d0\uc11c, \ub85c\uceec \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \ubcc4\uac1c\uc758 \ud504\ub85c\uc138\uc2a4\uc5d0\uc11c \uc2e4\ud589\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\ubaa8\ub4e0 \uc885\ub958\uc758 \ud504\ub85c\uc138\uc2a4\ub97c LightningWork\uc5d0\uc11c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba87\uba87 \uc0ac\uc6a9 \uc608\uc2dc\ub85c\ub294:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ubaa8\ub378 \ud6c8\ub828<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ubaa8\ub378 \ubc30\ud3ec<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gradio\ub610\ub294 Streamlit\uc744 \uc0ac\uc6a9\ud55c \ubaa8\ub378 Demo\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ETL \ud30c\uc774\ud504\ub77c\uc778<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc5ec\uae30 \uc880\ub354 \ubcf5\uc7a1\ud55c \uc608\uc81c\uc5d0\uc11c\ub294 PythonServer component\ub97c \uc774\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><b>LightningFlow<\/b><\/p>\n<p><span style=\"font-weight: 400;\">LightningFlow\ub294 \ub2e4\uc218\uc758 LightningWorks \u2013 \uc55e\uc5d0 \uc5b8\uae09\ub41c \uc7a5\uae30 \uc791\uc5c5\ub4e4\uc785\ub2c8\ub2e4 \u2013 \ub97c \uad00\ub9ac\ud569\ub2c8\ub2e4. Flow\uc758 \uc790\uc2dd\uc740 \ub2e4\ub978 Flow\ub4e4\uc774\uac70\ub098 Work \uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Flow\uc758 \uc2e4\ud589\uc740 run(\u2026) \uba54\uc18c\ub4dc\ub85c \uc2dc\uc791\ud558\ub294\ub370, \ub8e8\ud504\ud615\uc2dd\uc73c\ub85c \ub05d\uc5c6\uc774 \ub3cc\uc544\uac11\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ub530\ub77c\uc11c \ubcf8\uaca9\uc801\uc778 \uba38\uc2e0\ub7ec\ub2dd \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc740 Flow\ub4e4\uacfc Work\ub4e4\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. Work\ub4e4\uc740 \uacc4\uc0b0\uc801\uc73c\ub85c \ubb34\uac70\uc6b4 script\ub97c \uc2dc\ud589\ud558\uace0 \uc774 script\ub294 Flow\ub4e4\uc5d0 \uc758\ud574 \uad00\ub9ac\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc608\ub97c \ub4e4\uc5b4, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uace0 \ubc30\ud3ec\ud558\ub294 \ud6c8\ub828 \ubc0f \ubc30\ud3ec \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uc0dd\uacbc\uc744 \uac83\uc785\ub2c8\ub2e4:<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5647122\" src=\"https:\/\/lightningaidev.wpengine.com\/wp-content\/uploads\/2023\/01\/image1.jpg\" alt=\"Lightning App Root Flow diagram\" width=\"996\" height=\"577\" srcset=\"https:\/\/lightningaidev.wpengine.com\/wp-content\/uploads\/2023\/01\/image1.jpg 996w, https:\/\/lightningaidev.wpengine.com\/wp-content\/uploads\/2023\/01\/image1-300x174.jpg 300w, https:\/\/lightningaidev.wpengine.com\/wp-content\/uploads\/2023\/01\/image1-300x174@2x.jpg 600w\" sizes=\"(max-width: 996px) 100vw, 996px\" \/><\/p>\n<p><span style=\"font-weight: 400;\"><br \/>\n\ud6c8\ub828\uacfc \ubc30\ud3ec \ub2e8\uacc4\ub85c \uad6c\uc131\ub41c RootFlow\uc608\uc2dc \uc571\uc785\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc55e\uc758 Lightning App\uc740 ModelTraining\uacfc ModelDeploy\uc758 \ub450 \uc791\uc5c5\uc744 \ud3ec\ud568\ud558\ub294 RootFlow\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ub2f9\uc2e0\uc758 \uba38\uc2e0\ub7ec\ub2dd \uc2dc\uc2a4\ud15c\uc758 \ubc94\uc704\uac00 \ud655\uc7a5\ub418\uba74\uc11c, Drift detection\uacfc model \ubaa8\ub2c8\ud130\ub9c1 \uac19\uc740 \ucd94\uac00 \uad6c\uc131\uc694\uc18c\ub4e4\uc744 RootFlow\uc5d0 \ub354\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc608\uc2dc\uc758 RootFlow\ub294 \ub450 \uac1c\uc758 LightningWork \uc790\uc2dd\ub4e4\uc744 \uac00\uc9c4 LightningFlow\uc785\ub2c8\ub2e4. run(\u2026) \uba54\uc18c\ub4dc\ub294 \uc774 \uc571\uc774 \uc5b4\ub5bb\uac8c \uc2e4\ud589\ub420 \uc9c0\ub97c \uc815\uc758\ud569\ub2c8\ub2e4. \uc774 \uc608\uc2dc\uc5d0\uc11c\ub294 \uba3c\uc800 \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uace0 \uadf8 \ub2e4\uc74c\uc5d0 \ubc30\ud3ec\ud560 \uac83\uc785\ub2c8\ub2e4:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;`<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Python Script<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;`<\/span><\/p>\n<p><span style=\"font-weight: 400;\">ModelTraining \ud074\ub798\uc2a4\uac00 LightningWork \uc774\uae30 \ub54c\ubb38\uc5d0, run \uba54\uc18c\ub4dc\uc5d0\uc11c \ud6c8\ub828\uc744 \uc2dc\ud589\ud569\ub2c8\ub2e4:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;`<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Python Script<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;`<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\ube44\uc2b7\ud558\uac8c, ModelDeploy \ud074\ub798\uc2a4\ub3c4 LightningWork\uc785\ub2c8\ub2e4:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;`<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Python Script<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;`<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\uc774 \uc571\uc5d0\uc11c \ub9cc\uc57d \uc790\uc2e0\uc758 \ubaa8\ub378\uc744 GPU\uc5d0\uc11c \ud6c8\ub828\ud558\uc9c0\ub9cc \ubc30\ud3ec\ub294 CPU \uba38\uc2e0\uc5d0\uc11c \ud558\uace0 \uc2f6\ub2e4\uace0 \ud569\uc2dc\ub2e4. Lightning\uc740 \uc774 \uacfc\uc815\uc744 \ub2e8\uc21c\ud558\uac8c \ub9cc\ub4ed\ub2c8\ub2e4:\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;`<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Python Script<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;`<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\uc774 Lightning App\uc744 \uc2e4\ud589\ud558\uae30 \uc704\ud574, RootFlow\ub97c L.LightninApp\uc73c\ub85c \uac10\uc2f8\uace0 \ud130\ubbf8\ub110\uc5d0\uc11c lightning run app app.py \ub97c \uc2e4\ud589\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \ubc30\ud3ec\ud558\ub824\uba74, &#8211;cloud flag\ub97c \ub354\ud558\uace0 \uba85\ub839\ubb38 lightning run app app.py \u2013cloud\ub97c \uc2dc\ud589\ud558\uae30\ub9cc \ud558\uba74 \ub429\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>\uc815\ub9ac<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\uc774 \ub2e8\uacc4\ub4e4\uc744 \ub530\ub77c\uc654\ub2e4\uba74, \ub2f9\uc2e0\uc740 \uc774\uc81c production\uc5d0 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\ub4e4\uc744 \ud6c8\ub828\ud558\uace0 \ubc30\ud3ec\ud560 \uc900\ube44\uac00 \ub41c \uac83\uc785\ub2c8\ub2e4. \ub2e4\uc74c\ub2e8\uacc4\ub85c, \ud30c\uc774\ud504\ub77c\uc778\uc5d0 autoscaling, dynamic batching, hyperparameter optimization, drift detection \ub4f1 \ub354 \ub9ce\uc740 \uae30\ub2a5\ub4e4\uc744 \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Lightning\uc740 \uc5b4\ub5a0\ud55c Python \ucf54\ub4dc\ub97c \uc5b4\ub514\uc11c\ub4e0\uc9c0 \uc2e4\ud589\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4 \u2013 \uadf8\uac8c \ubc14\ub85c \uc774 \uae00\uc5d0\uc11c \ub2e4\ub8ec Lightning App\uc785\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\ud074\ub77c\uc6b0\ub4dc \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ud6c8\ub828\uc774\ub098 production \uba38\uc2e0\ub7ec\ub2dd \uc2dc\uc2a4\ud15c \uc81c\uc791\uc5d0 \ub300\ud574 \ub354 \uc54c\uace0 \uc2f6\ub2e4\uba74, \ubb38\uc11c\ub97c \ucc38\uace0\ud558\uc138\uc694!<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc8fc\uc694 \uc2dc\uc0ac\uc810 Lightning\uc744 \uc774\uc6a9\ud558\uc5ec \uc5b4\ub5bb\uac8c \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4e4 \uc218 \uc788\ub294\uc9c0 \ubc30\uc6c1\ub2c8\ub2e4. \ud574\ub2f9 \ud30c\uc774\ud504\ub77c\uc778\uc740 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \ud560 \uc218 \uc788\uace0, monitoring, data warehouse, feature store \ub4f1 \uc5ec\ub7ec \uae30\ub2a5\uacfc \ud1b5\ud569\ub418\uc5b4 \uc788\uc73c\uba70, production\uc5d0 \ubc30\ud3ec\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. &nbsp; MLOps\ub294 AI \uae30\ubc18 \uc81c\ud488 \ubc0f \uc11c\ube44\uc2a4\ub97c \uc0dd\uc0b0\ud558\ub294 \ud06c\uace0 \uc791\uc740 \uae30\uc5c5\ub4e4\uc5d0\uac8c \ud544\uc218\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc885\ub958\uc758 \ud234\uacfc \ud50c\ub7ab\ud3fc\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd \uc0dd\uba85\uc8fc\uae30\uc758 \uac01\uae30 \ub2e4\ub978 \ubd80\ubd84\uc744 \ud574\uacb0\ud558\uace0\uc790<a class=\"excerpt-read-more\" href=\"https:\/\/lightning.ai\/pages\/community\/tutorial\/%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ed%9b%88%eb%a0%a8-%eb%b0%8f-%eb%b0%b0%ed%8f%ac-%ed%8c%8c%ec%9d%b4%ed%94%84%eb%9d%bc%ec%9d%b8%ec%9d%84-%eb%a7%8c%eb%93%9c%eb%8a%94-%eb%b0%a9%eb%b2%95\/\" title=\"Read\uba38\uc2e0\ub7ec\ub2dd \ud6c8\ub828 \ubc0f \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95\">&#8230; Read more &raquo;<\/a><\/p>\n","protected":false},"author":16,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[41],"tags":[],"glossary":[],"acf":{"additional_authors":[{"author_name":"Mervyn","author_url":""}],"hide_from_archive":true,"content_type":"Blog Post","custom_styles":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\uba38\uc2e0\ub7ec\ub2dd \ud6c8\ub828 \ubc0f \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95 - Lightning AI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/lightning.ai\/pages\/community\/tutorial\/\uba38\uc2e0\ub7ec\ub2dd-\ud6c8\ub828-\ubc0f-\ubc30\ud3ec-\ud30c\uc774\ud504\ub77c\uc778\uc744-\ub9cc\ub4dc\ub294-\ubc29\ubc95\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ud6c8\ub828 \ubc0f \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95 - Lightning AI\" \/>\n<meta property=\"og:description\" content=\"\uc8fc\uc694 \uc2dc\uc0ac\uc810 Lightning\uc744 \uc774\uc6a9\ud558\uc5ec \uc5b4\ub5bb\uac8c \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub9cc\ub4e4 \uc218 \uc788\ub294\uc9c0 \ubc30\uc6c1\ub2c8\ub2e4. \ud574\ub2f9 \ud30c\uc774\ud504\ub77c\uc778\uc740 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \ud560 \uc218 \uc788\uace0, monitoring, data warehouse, feature store \ub4f1 \uc5ec\ub7ec \uae30\ub2a5\uacfc \ud1b5\ud569\ub418\uc5b4 \uc788\uc73c\uba70, production\uc5d0 \ubc30\ud3ec\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. &nbsp; MLOps\ub294 AI \uae30\ubc18 \uc81c\ud488 \ubc0f \uc11c\ube44\uc2a4\ub97c \uc0dd\uc0b0\ud558\ub294 \ud06c\uace0 \uc791\uc740 \uae30\uc5c5\ub4e4\uc5d0\uac8c \ud544\uc218\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc885\ub958\uc758 \ud234\uacfc \ud50c\ub7ab\ud3fc\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd \uc0dd\uba85\uc8fc\uae30\uc758 \uac01\uae30 \ub2e4\ub978 \ubd80\ubd84\uc744 \ud574\uacb0\ud558\uace0\uc790... 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