{"id":507240,"date":"2024-09-11T06:50:02","date_gmt":"2024-09-11T05:50:02","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=kotlin&#038;p=507240"},"modified":"2024-10-15T20:10:07","modified_gmt":"2024-10-15T19:10:07","slug":"ai-friendly-programming-languages-the-kotlin-story","status":"publish","type":"kotlin","link":"https:\/\/blog.jetbrains.com\/ko\/kotlin\/2024\/09\/ai-friendly-programming-languages-the-kotlin-story\/","title":{"rendered":"AI \uce5c\ud654\uc801\uc778 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4: Kotlin \uc774\uc57c\uae30"},"content":{"rendered":"<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-479218\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/05\/Kotlin-AI-Friendly.png\" alt=\"\" width=\"1500\" height=\"720\" \/><\/figure>\n<p>\ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uac00 \uc624\ub298\ub0a0\uc758 AI \ud601\uba85\uc5d0\uc11c \ub4a4\ucc98\uc9c0\uc9c0 \uc54a\uc73c\ub824\uba74 ML \ucee4\ubba4\ub2c8\ud2f0 \ubc0f \uc5b8\uc5b4 \ubaa8\ub378\uc5d0\uc11c \uba85\ud655\ud788 \ud45c\ud604\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc5b8\uc5b4\uac00 \uc798 \ud45c\ud604\ub418\uc9c0 \uc54a\ub294\ub2e4\uba74, \uc0dd\uc131\ub41c \ucf54\ub4dc\uc758 \ud488\uc9c8\ub3c4 \ub5a8\uc5b4\uc9c0\uace0, \uadf8\ub7ec\uba74 \uc5b8\uc5b4\uc758 \uc0ac\uc6a9 \ube48\ub3c4\uac00 \ub5a8\uc5b4\uc9c0\uba70 \ud45c\ud604\uc131\uc774 \ub354\uc6b1 \ub098\ube60\uc9c0\ub294 \uc545\uc21c\ud658\uc774 \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uadf8\ub7f0\ub370 &#8216;\ud45c\ud604\uc131&#8217;\uc774 \uc815\ud655\ud788 \ubb34\uc2a8 \uc758\ubbf8\uc778\uc9c0 \uad81\uae08\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uacc4\uc18d \uc77d\uc5b4\ubcf4\uc138\uc694!<\/p>\n<p>Kotlin\uc758 \uc778\uae30\uac00 \ubbf8\ub798\uc5d0\ub3c4 \uc9c0\uc18d\ub418\ub3c4\ub85d \uc9c0\uc6d0\ud558\uace0 \ucc28\uc138\ub300 \uac1c\ubc1c \ub3c4\uad6c\uc5d0\uc11c \uc798 \ud45c\ud604\ub420 \uc218 \uc788\ub3c4\ub85d \ud558\uae30 \uc704\ud574 <a href=\"https:\/\/huggingface.co\/collections\/JetBrains\/kotlin-ml-pack-66423743451ac992774574ba\" target=\"_blank\" rel=\"noopener\">?Kotlin ML Pack<\/a>\uc744 \ucd94\uac00\ud569\ub2c8\ub2e4. \uc774 \ud329\uc740 Kotlin \uc5b8\uc5b4\ub97c \uc704\ud55c \ucf54\ub4dc \ubaa8\ub378\ub9c1 \uc791\uc5c5\uc5d0 \ud544\uc694\ud55c \ub3c4\uad6c, \ub370\uc774\ud130 \ubc0f \ubaa8\ub378\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. JetBrains \uc5f0\uad6c\uc870\uc0ac \ud300\uc5d0\uc11c \uc218\ud589\ud55c \uad11\ubc94\uc704\ud55c \uc5f0\uad6c\ub97c \uae30\ubc18\uc73c\ub85c \ub9cc\ub4e4\uc5b4\uc84c\uc73c\uba70 ML \uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c \ub2e4\ub978 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc5d0\ub3c4 \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \ucd94\uac00 \ub3c4\uad6c\uc640 \uc544\uc774\ub514\uc5b4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\">Kotlin \ub370\uc774\ud130\/\ub370\uc774\ud130\uc138\ud2b8<\/h2>\n<p>\uc88b\uc740 \ub370\uc774\ud130\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub97c \ud3ec\ud568\ud574 \ubd84\uc57c\ub97c \ub9c9\ub860\ud558\uace0 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc911\ucd94\uc785\ub2c8\ub2e4. \uc774\ubbf8 Python \uc5b8\uc5b4 \ubaa8\ub378\ub9c1\uc758 \ub2e4\uc591\ud55c \uce21\uba74\uc744 \ud6c8\ub828\uc2dc\ud0a4\uace0 \uce21\uc815\ud560 \uc218 \uc788\ub294 \uace0\ud488\uc9c8\uc758 \uc778\uae30 \ub370\uc774\ud130\uc138\ud2b8\ub294 \uc774\ubbf8 \uc788\uc9c0\ub9cc, Kotlin\uc5d0\ub294 \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc138\ud2b8\uac00 \uac70\uc758 \uc5c6\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uaca9\ucc28\ub97c \uc881\ud788\uace0\uc790 \uc800\ud76c\ub294 2\uac1c\uc758 \uc8fc\uc694 \ub370\uc774\ud130\uc138\ud2b8\uc778 Kotlin \uc0dd\uc131\uc6a9 \uc9c0\uce68\uc758 \ub370\uc774\ud130\uc138\ud2b8\uc640 Kotlin \uc5b8\uc5b4 \ucf54\ud37c\uc2a4\ub97c \uc218\uc9d1\ud558\uace0 \uc624\ud508 \uc18c\uc2a4\ud654\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 class=\"wp-block-heading\">\uc5b8\uc5b4 \ucf54\ud37c\uc2a4 \ub370\uc774\ud130\uc138\ud2b8<\/h3>\n<p>\ub2e4\uc74c\uc758 \ub450 \ub370\uc774\ud130\uc138\ud2b8\ub294 \uc5b8\uc5b4 \ucf54\ud37c\uc2a4\uc640 \uad00\ub828\ub41c JetBrains\uc758 \uc5f0\uad6c \uacb0\uacfc\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li>KStack \u2013 Kotlin \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ucf54\ud37c\uc2a4. \uac00\uc7a5 \uc644\ubcbd\ud55c \ucd5c\uc2e0 \uc624\ud508 \uc18c\uc2a4 Kotlin \ucf54\ub4dc \uceec\ub809\uc158\uc73c\ub85c, \ub77c\uc774\uc120\uc2a4\ub3c4 \uc790\uc720\ub86d\uac8c \ud5c8\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li>KStack-clean \u2013 \ub354 \ub098\uc740 \ubaa8\ub378 \ud6c8\ub828\uc744 \uc704\ud574 \uc120\ubcc4\ub41c \ub370\uc774\ud130\uc138\ud2b8. 25,000\uac1c\uc758 \uace0\ud488\uc9c8 \uc608\uc2dc\uac00 \ud3ec\ud568\ub41c \uc5c4\uc120\ub41c KStack\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc544\ub798\uc758 \ud45c\ub294 \ub450 \ub370\uc774\ud130\uc138\ud2b8\uc640 The Stack v2\uc758 Kotlin \ud558\uc704 \uc138\ud2b8\uc758 \ud1b5\uacc4\ub97c \ube44\uad50\ud569\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-table\">\n<table>\n<tbody>\n<tr>\n<td>\u00a0<\/td>\n<td><strong>\ud30c\uc77c<\/strong><\/td>\n<td><strong>\uc800\uc7a5\uc18c<\/strong><\/td>\n<td><strong>\ud589 \uac1c\uc218<\/strong><\/td>\n<td><strong>\ud1a0\ud070<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>The Stack v2<\/strong><\/td>\n<td>200\ub9cc<\/td>\n<td>109,547<\/td>\n<td>1\uc5b5 6,200\ub9cc<\/td>\n<td>17\uc5b5<\/td>\n<\/tr>\n<tr>\n<td><strong>KStack<\/strong><\/td>\n<td>400\ub9cc<\/td>\n<td>163,310<\/td>\n<td>2\uc5b5 9,300\ub9cc<\/td>\n<td>31\uc5b5<\/td>\n<\/tr>\n<tr>\n<td><strong>KStack-clean<\/strong><\/td>\n<td>25,000<\/td>\n<td>3,366<\/td>\n<td>200\ub9cc<\/td>\n<td>2,200\ub9cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<h3 class=\"wp-block-heading\">KExercises: Kotlin \uc9c0\uce68 \ub370\uc774\ud130\uc138\ud2b8<\/h3>\n<p>\ub370\uc774\ud130\uc138\ud2b8\ub97c \uac1c\ubc1c\ud560 \ub54c \ucd08\uc810\uc744 \ub450\uc5c8\ub358 \ub610 \ub2e4\ub978 \ubd80\ubd84\uc740 \uc9c0\uce68\uc744 \uc870\uc815\ud558\uae30 \uc704\ud55c Kotlin \ub370\uc774\ud130\uc138\ud2b8\ub97c \ub9cc\ub4dc\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc138\ud2b8\ub294 \uc194\ub8e8\uc158\uacfc \ub354\ubd88\uc5b4 \uc9c0\uce68 \ub610\ub294 \uc791\uc5c5\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub85c \ud6c8\ub828\ud558\uac8c \ub418\uba74 \ubaa8\ub378\uc774 \uc790\uc5f0\uc5b4\uc640 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4 \uac04\uc758 \uad00\uacc4\ub97c \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \ub370\uc774\ud130\uc138\ud2b8\ub294 \ubb34\uc218\ud788 \ub9ce\uc73c\uba70, \uc77c\ubd80\ub294 Python \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc5d0 \uc0ac\uc6a9\ub418\uace0 \uc77c\ubd80\ub294 \uc5ec\ub7ec \uc5b8\uc5b4 \ud45c\ud604\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc138\ud2b8\uc5d0\uc11c Kotlin\uc758 \ud45c\ud604\uc740 \ube44\uad50\uc801 \ubcc4\ub85c \ub9ce\uc9c0 \uc54a\uac70\ub098 \uc544\uc608 \ud3ec\ud568\ub418\uc5b4 \uc788\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n<p>JetBrains\ub294 \uc804\uccb4 \ub370\uc774\ud130\uc138\ud2b8\ub97c \ucc98\uc74c\ubd80\ud130 \uc0c8\ub85c \ub9cc\ub4e4\uae30 \ubcf4\ub2e4\ub294 \uae30\uc874\uc758 \ub370\uc774\ud130\uc138\ud2b8\ub97c Python\uc5d0\uc11c Kotlin\uc73c\ub85c \ubc88\uc5ed\ud558\uae30\ub85c \uacb0\uc815\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uae30\ub2a5\uc131\uacfc \ud6a8\uc728\uc131\uc774 \ub6f0\uc5b4\ub09c Python \uc5f0\uc2b5\uc6a9 <a href=\"https:\/\/huggingface.co\/datasets\/jinaai\/code_exercises\" target=\"_blank\" rel=\"noopener\">\ub370\uc774\ud130\uc138\ud2b8<\/a>\ub97c \uc120\ud0dd\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c GPT-3.5-turbo\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c Python\uc5d0\uc11c Kotlin\uc73c\ub85c \ubc88\uc5ed\ud588\uc2b5\ub2c8\ub2e4. \ubc88\uc5ed\uc744 \ud55c \ud6c4 \ubc88\uc5ed\uc758 \uc815\ud655\ub3c4\ub97c \uac80\uc99d\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130\uc758 \ud558\uc704 \uc0d8\ud50c\uc744 \uc218\ub3d9\uc73c\ub85c \uac80\ud1a0\ud588\uc2b5\ub2c8\ub2e4. \ucd5c\uc885\uc801\uc73c\ub85c 15,000\uac1c\uc758 Kotlin \uc791\uc5c5\uc73c\ub85c \uad6c\uc131\ub41c \uc9c0\uce68 \ub370\uc774\ud130\uc138\ud2b8\ub97c \ub9cc\ub4e4\uc5c8\uc2b5\ub2c8\ub2e4(\uc57d 350\ub9cc \uac1c\uc758 \ud1a0\ud070\uacfc 33\ub9cc 5,000\uc904\uc758 \ucf54\ub4dc).<\/p>\n<h2 class=\"wp-block-heading\">\ud3c9\uac00<\/h2>\n<p>\uc815\ud655\ud558\uace0 \ud6a8\uc728\uc801\uc778 \ud3c9\uac00 \uacfc\uc815 \ub610\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ub2e4\ud589\ud788\ub3c4 \ucf54\ub4dc LLM \ubd84\uc57c\uc5d0\uc11c HumanEval\uc774 \uc774\ub7ec\ud55c \ud3c9\uac00\uc758 \ud45c\uc900\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. HumanEval\uc740 \uc6d0\ub798 Python\uc6a9\uc73c\ub85c \uc124\uacc4\ub418\uc5c8\uc73c\ub098 \ub2e4\uc591\ud55c \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub85c \ubc88\uc5ed\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ucef4\ud30c\uc77c\ub9c1\ub41c \uc5b8\uc5b4\uc640 \ud568\uaed8 \uc0ac\uc6a9\ub420 \uc218 \uc788\ub3c4\ub85d \ubcc0\uacbd\ub418\uc5c8\uc73c\uba70 \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc774 \ucd94\uac00\ub418\uba70 \ud655\uc7a5\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 class=\"wp-block-heading\">Kotlin\uc6a9 HumanEval<\/h3>\n<p>\uc548\ud0c0\uae5d\uac8c\ub3c4 \uae30\uc874\uc758 Kotlin\uc6a9 HumanEval\uc744 \uc0ac\uc6a9\ud558\ub824\uba74 \ud070 \uac1c\uc120\uc774 \ud544\uc694\ud588\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uc804\ubb38\uac00\ub4e4\uacfc \ud568\uaed8 \ub2e4\ub978 \ubc29\uc2dd\uc73c\ub85c HumanEval\uc744 \ucc98\uc74c\ubd80\ud130 \ub2e4\uc2dc \ub9cc\ub4e4\uae30\ub85c \uacb0\uc815\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ubaa8\ub4e0 JetBrains HumanEval \uc194\ub8e8\uc158\uacfc \ud14c\uc2a4\ud2b8\ub294 Kotlin \uacbd\ub825 6\ub144\uc744 \ubcf4\uc720\ud55c \uc804\ubb38 \ud504\ub85c\uadf8\ub798\uba38\uac00 \uc791\uc131\ud558\uc600\uc73c\uba70, Kotlin \uacbd\ub825 4\ub144\uc744 \ubcf4\uc720\ud55c \ud504\ub85c\uadf8\ub798\uba38\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \uac80\uc218\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc800\ud76c\uac00 \uad6c\ud604\ud55c \ud14c\uc2a4\ud2b8\ub294 \uc6d0\ubcf8 Python\uc6a9 HumanEval \ud14c\uc2a4\ud2b8\uc640 \ub3d9\uc77c\ud558\uba70, \uc704\uc5d0 \uc11c\uc220\ub41c \uc81c\ub124\ub9ad \ubcc0\uc218 \uc2dc\uadf8\ub2c8\ucc98\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud574 \ud504\ub86c\ud504\ud2b8 \uc2dc\uadf8\ub2c8\ucc98\ub97c \uc218\uc815\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc0c8\ub85c\uc6b4 <a href=\"https:\/\/huggingface.co\/datasets\/JetBrains\/Kotlin_HumanEval\" target=\"_blank\" rel=\"noopener\">HumanEval \ubca4\uce58\ub9c8\ud06c\ub294 Hugging Face\uc5d0\uc11c \uc774\uc6a9\ud560 \uc218 \uc788\uc73c\uba70<\/a>, \uc0ac\uc6a9 \ubc29\ubc95\uc5d0 \uad00\ud55c \uc9c0\uce68 \ubc0f \uc5ec\ub7ec \uc5b8\uc5b4 \ubaa8\ub378\uc5d0 \ub300\ud55c \ubca4\uce58\ub9c8\ud06c \ud3c9\uac00 \uacb0\uacfc\ub3c4 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\">Kotlin\uc6a9 \ud6c8\ub828 \ubaa8\ub378<\/h2>\n<p>\ub370\uc774\ud130\uc138\ud2b8\ub97c \uc120\ubcf4\uc774\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ud658\uacbd\uc5d0\uc11c \uba87 \uac00\uc9c0 \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Code Llama 7B<\/strong>\ub294 \ucd5c\uc801\ud654\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uc544\ud0a4\ud14d\ucc98\ub97c \uc0ac\uc6a9\ud558\ub294 \uc790\ub3d9 \ud68c\uadc0 \uc5b8\uc5b4 \ubaa8\ub378\uc785\ub2c8\ub2e4. \ucf54\ub4dc \uc0dd\uc131 \ucc44\uc6b0\uae30\ub97c \uc9c0\uc6d0\ud558\uba70, \ucd5c\ub300 16,000\uac1c\uc758 \ud1a0\ud070\uc73c\ub85c \uc815\uad50\ud558\uac8c \uc870\uc815\ub418\uc5c8\uace0, \ucd94\ub860 \ud0c0\uc784\uc5d0\uc11c \ucd5c\ub300 10\ub9cc \uac1c\uc758 \ud1a0\ud070\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<li>DeepSeek\uac00 \uad6c\ud604\ud55c <strong>DeepSeek-coder-6.7B<\/strong> \ubca0\uc774\uc2a4 \ubaa8\ub378\uc740 67\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \ubaa8\ub378\ub85c, \uc601\uc5b4 \ubc0f \uc911\uad6d\uc5b4\ub85c \uc791\uc131\ub41c 2\uc870 \uac1c\uc758 \uc790\uc5f0\uc5b4 \ud14d\uc2a4\ud2b8 \ud1a0\ud070\uc73c\ub85c \ud6c8\ub828\ub41c Multi-Head Attention\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ub610\ud55c \ud504\ub85c\uc81d\ud2b8 \uc218\uc900\uc758 \ucf54\ub4dc \uc644\uc131 \ubc0f \ucc44\uc6b0\uae30\ub97c \uc9c0\uc6d0\ud558\uae30 \uc704\ud574 1\ub9cc 6,000\uac1c \ud1a0\ud070\uacfc \ucd94\uac00\uc801\uc778 \ube48 \uce78 \ucc44\uc6b0\uae30 \uc791\uc5c5\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud504\ub85c\uc81d\ud2b8 \uc218\uc900\uc758 \ucf54\ub4dc \ucf54\ud37c\uc2a4\ub85c \uc0ac\uc804 \ud6c8\ub828\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>DeepSeek-coder-1.3B<\/strong>\ub294 \uac19\uc740 \uc544\ud0a4\ud14d\ucc98\uc640 \ud6c8\ub828 \uc808\ucc28\ub97c \uacf5\uc720\ud558\uc9c0\ub9cc \ub9e4\uac1c\ubcc0\uc218 \uc218\uac00 \ub354 \uc801\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc704\uc5d0 \uc5b8\uae09\ub41c \uc138 \uac1c\uc758 \ub370\uc774\ud130\uc138\ud2b8\ub97c \ud6c8\ub828 \ud658\uacbd\uc5d0 \ud3ec\ud568\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. NVIDIA A100 GPU \uc5d0\uc11c AdamW \uc635\ud2f0\ub9c8\uc774\uc800\ub97c \uc0ac\uc6a9\ud558\uc5ec bf16 \uc815\ubc00\ub3c4\ub85c \uc138\ubd80 \uc870\uc815\uc774 \uc9c4\ud589\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ucd94\uac00\uc801\uc73c\ub85c \ud6c8\ub828 \uacfc\uc815\uc744 \uc548\uc815\ud654\ud558\uae30 \uc704\ud574 Z-loss, \uac00\uc911\uce58 \uac10\uc1e0, \uadf8\ub798\ub514\uc5b8\ud2b8 \ud074\ub9ac\ud551 \ub4f1\uc758 \ub2e4\uc591\ud55c \uae30\ubc95\uc744 \uc0ac\uc6a9\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uadf8 \uacb0\uacfc \uc800\ud76c\uac00 \uc0ac\uc6a9\ud55c \ubc29\uc2dd \ubaa8\ub450\uc5d0\uc11c \uac1c\uc120\uc774 \ud655\uc778\ub418\uc5c8\uc2b5\ub2c8\ub2e4. DeepSeek-coder-6.7B\ub97c KExercises \ub370\uc774\ud130\uc138\ud2b8\ub85c \uc138\ubd80 \uc870\uc815\ud588\uc744 \ub54c \uac00\uc7a5 \ud06c\uac8c \uac1c\uc120\ub418\uc5c8\uc73c\uba70, \ud1b5\uacfc\uc728\uc774 55.28%\ub97c \uae30\ub85d\ud588\uc2b5\ub2c8\ub2e4. \ub2e4\ub978 \ub450 \ubca0\uc774\uc2a4 \ubaa8\ub378\uc5d0\uc11c\ub3c4 \uc9c0\uce68 \uc138\ubd80 \uc870\uc815\uc774 \uc131\uacf5\uc801\uc778 \uacb0\uacfc\ub97c \ub098\ud0c0\ub0c8\uc2b5\ub2c8\ub2e4. \ud55c\ud3b8, \uc804\uccb4 \ub370\uc774\ud130\uc138\ud2b8\uc5d0\uc11c \uc138\ubd80 \uc870\uc815\uc744 \uc9c4\ud589\ud588\uc744 \ub54c\ub294 \uacb0\uacfc\uac00 \ubbf8\ubbf8\ud558\uc600\uc73c\uba70, CodeLlama\uc758 \ud1b5\uacfc\uc728\uc774 3% \uc99d\uac00\ud558\ub294 \ub370 \uadf8\ucce4\uc2b5\ub2c8\ub2e4. KStack\uc758 \ud074\ub9b0 \ubc84\uc804\uc740 \uc138\ubd80 \uc870\uc815 \uc2dc \uacb0\uacfc\uac00 \ub354 \uc88b\uc558\uc73c\ub098 \uc5ec\uc804\ud788 KExercises \ub370\uc774\ud130\uc138\ud2b8\ubcf4\ub2e4\ub294 \ud1b5\uacfc\uc728\uc774 \ub0ae\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-479204\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/05\/Kotlin-ML-Pack-Models-tuning.png\" alt=\"\" width=\"3142\" height=\"1080\" \/><\/figure>\n<p>\uc800\ud76c\ub294 \uc5ec\uae30\uc11c \uba48\ucd94\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc800\ud76c\uc758 \ubaa9\ud45c\ub294 Kotlin \ucf54\ub4dc \uc0dd\uc131 \ud488\uc9c8 \ud5a5\uc0c1\uc5d0\uc11c \uadf8\uce58\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uacc4\uc18d\ud574\uc11c \uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c \ub354 \ub9ce\uc740 \ub3c4\uad6c\uc640 \uc544\uc774\ub514\uc5b4\ub97c \uc81c\uacf5\ud558\uc5ec, \uc804\ubc18\uc801\uc778 \ucf54\ub4dc \uc0dd\uc131 \ubc0f \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uc5d0 \ub300\ud55c ML \uc801\uc6a9 \ubd80\ubd84\uc5d0\uc11c \uac1c\ubc1c\uc790 \ub3c4\uad6c\uac00 \ub354 \ubc1c\uc804\ud560 \uc218 \uc788\ub3c4\ub85d \ub178\ub825\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uc791\uc5c5\uacfc \uc800\ud76c\uac00 \uac8c\uc2dc\ud55c <a href=\"https:\/\/huggingface.co\/collections\/JetBrains\/kotlin-ml-pack-66423743451ac992774574ba\" target=\"_blank\" rel=\"noopener\">Kotlin ML Pack<\/a>\uc5d0\ub294 \ub370\uc774\ud130 \ubc0f \ud3c9\uac00\uc640 \uac19\uc740 Kotlin \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \ud544\uc218\uc801\uc778 \uc694\uc18c\ub4e4\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 Kotlin \ubc0f JetBrains \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uc740 \uc5b8\uc5b4 \ubaa8\ub378\ub9c1 \ubc0f ML \ucee4\ubba4\ub2c8\ud2f0\uc5d0 \ub354 \ub9ce\uc740 \uac83\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ucef4\ud30c\uc77c\ub7ec \ub610\ub294 \ub9b0\ud130\uc640 \uac19\uc740 \ub3c4\uad6c, \ub370\uc774\ud130\uc138\ud2b8\uc758 \ucd94\uac00\uc801\uc778 \ucf54\ub4dc, \uc77c\uc0c1\uc801 \ud504\ub85c\ub355\uc158 \uac1c\ubc1c \uc791\uc5c5\uc5d0 \ub354 \uc801\ud569\ud55c \uc0c8\ub85c\uc6b4 \ubca4\uce58\ub9c8\ud06c\ub97c \ud1b5\ud55c \ud559\uc2b5 \ub4f1 \ub2e4\uc591\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub354 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uace0 \uc2f6\uac70\ub098 JetBrains \uc5f0\uad6c\uc870\uc0ac \ud300\uc758 \uc5f0\uad6c\uc5d0 \uad00\ud55c \uc790\uc138\ud55c \uc124\uba85\uc774 \ud544\uc694\ud55c \uacbd\uc6b0 <a href=\"https:\/\/arxiv.org\/abs\/2405.19250\" target=\"_blank\" rel=\"noopener\">Kotlin ML Pack: \uae30\uc220 \ubcf4\uace0\uc11c<\/a>\ub97c \ucc38\uc870\ud558\uc138\uc694.<\/p>\n<p>\ub610\ub294 <a href=\"https:\/\/www.youtube.com\/live\/Ar73Axsz2YA?si=wepQa9JwpusKduBe&amp;t=3072\" target=\"_blank\" rel=\"noopener\">KotlinConf\u201924 \uae30\uc870 \uc5f0\uc124\uc5d0\uc11c \uad00\ub828 \ubd80\ubd84(\ud55c\uad6d\uc5b4 \uc790\ub9c9 \uc81c\uacf5)<\/a>\uc744 \uc2dc\uccad\ud558\uc138\uc694.<\/p>\n<p><em>\uac8c\uc2dc\ubb3c \uc6d0\ubb38 \uc791\uc131\uc790<\/em><\/p>\n<\/p>\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/secure.gravatar.com\/avatar\/d9dea5cd013cedf9aa6528f55b22c523?s=200&#038;r=g\" width=\"200\" height=\"200\" alt=\"Eugene Toporov\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Eugene Toporov<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/05\/2024-05-30-16.34.57-e1717076599699-200x200.jpg\" width=\"200\" height=\"200\" alt=\"Sergey Titov\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Sergey Titov<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":964,"featured_media":491262,"comment_status":"closed","ping_status":"closed","template":"","categories":[],"tags":[],"cross-post-tag":[8396],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/kotlin\/507240"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/kotlin"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/types\/kotlin"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/users\/964"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/comments?post=507240"}],"version-history":[{"count":10,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/kotlin\/507240\/revisions"}],"predecessor-version":[{"id":509192,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/kotlin\/507240\/revisions\/509192"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/media\/491262"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/media?parent=507240"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/categories?post=507240"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/tags?post=507240"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/cross-post-tag?post=507240"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}