{"id":567717,"date":"2025-05-19T02:48:56","date_gmt":"2025-05-19T01:48:56","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=pycharm&#038;p=567717"},"modified":"2025-05-19T02:49:06","modified_gmt":"2025-05-19T01:49:06","slug":"how-to-build-chatbots-with-langchain","status":"publish","type":"pycharm","link":"https:\/\/blog.jetbrains.com\/ko\/pycharm\/2025\/05\/how-to-build-chatbots-with-langchain\/","title":{"rendered":"LangChain\uc73c\ub85c \ucc57\ubd07\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><em>\uc774 \uae00\uc740 \ub525\ub7ec\ub2dd \uc5d4\uc9c0\ub2c8\uc5b4\uc774\uc790 17\ub144\uc758 \uacbd\ub825\uc744 \ubcf4\uc720\ud55c Python \ud504\ub85c\uadf8\ub798\uba38\uc778 <a href=\"https:\/\/blog.jetbrains.com\/pycharm\/2024\/08\/how-to-build-chatbots-with-langchain\/#author\" data-type=\"link\" data-id=\"https:\/\/blog.jetbrains.com\/pycharm\/2024\/08\/how-to-build-chatbots-with-langchain\/#author\">Dido Grigorov<\/a>\uac00 \uae30\uace0\ud588\uc2b5\ub2c8\ub2e4.<\/em><\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-503976\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/05\/PC-social-BlogFeatured-2559.4445122465695x1439.444482576701.png\" alt=\"\" width=\"2560\" height=\"1440\" \/><\/figure>\n<p>\ucc57\ubd07\uc740 \uc774\uc81c \ub2e8\uc21c\ud55c Q&amp;A \ub3c4\uad6c \uc774\uc0c1\uc73c\ub85c \ubc1c\uc804\ud588\uc2b5\ub2c8\ub2e4. \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc744 \ud65c\uc6a9\ud558\uc5ec \ub300\ud654\uc758 \ub9e5\ub77d\uc744 \uc774\ud574\ud558\uace0 \uc778\uac04\uacfc \ube44\uc2b7\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc5b4 \uace0\uac1d \uc9c0\uc6d0 \ubd84\uc57c \ubc0f \uae30\ud0c0 \uac00\uc0c1 \uc9c0\uc6d0 \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc624\ud508 \uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\uc778 LangChain\uc740 \uc6d0\ud65c\ud55c \ubaa8\ub378 \ud1b5\ud569, \ucee8\ud14d\uc2a4\ud2b8 \uad00\ub9ac \ubc0f \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc6a9 \ub3c4\uad6c\ub97c \ub2e4\uc591\ud558\uac8c \uc81c\uacf5\ud558\uc5ec \ub300\ud654\ud615 \ucc57\ubd07\uc758 \uad6c\ucd95 \uacfc\uc815\uc744 \uac04\uc18c\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774 \ube14\ub85c\uadf8 \uae00\uc5d0\uc11c\ub294 LangChain\uc758 \uc791\ub3d9 \ubc29\uc2dd\uacfc \ucc57\ubd07\uc774 LLM\uacfc \uc5b4\ub5bb\uac8c \uc0c1\ud638 \uc791\uc6a9\ud558\ub294\uc9c0 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, LangChain\uacfc GPT-3\ub97c \uae30\ubc18\uc73c\ub85c \ucee8\ud14d\uc2a4\ud2b8\ub97c \uc778\uc2dd\ud558\uc5ec \uc815\ud655\ud558\uace0 \uad00\ub828\uc131\uc774 \ub192\uc740 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \ucc57\ubd07\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95\ub3c4 \ub2e8\uacc4\uc801\uc73c\ub85c \uc548\ub0b4\ud574 \ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p><!--more--><\/p>\n<h2 class=\"wp-block-heading\"><strong>LLM \ubd84\uc57c\uc5d0\uc11c \ucc57\ubd07\uc774\ub780<\/strong><strong>?<\/strong><\/h2>\n<p>LLM \ubd84\uc57c\uc5d0\uc11c \ucc57\ubd07\uc774\ub780 \ud14d\uc2a4\ud2b8\ub098 \uc74c\uc131 \uc218\ub2e8\uc744 \ud1b5\ud558\uc5ec \uc0ac\uc6a9\uc790\uc640 \uc0ac\ub78c\ucc98\ub7fc \ub300\ud654\ud558\ub294 \uac83\uc744 \uc2dc\ubbac\ub808\uc774\uc158\ud560 \uc218 \uc788\ub294 \ucca8\ub2e8 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub97c \ub9d0\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ucc57\ubd07\uc740 \ub2e4\uc591\ud55c \uc785\ub825 \ud504\ub86c\ud504\ud2b8\uc5d0 \uc0ac\ub78c\ucc98\ub7fc \uc751\ub2f5\ud560 \uc218 \uc788\ub3c4\ub85d \ub9c9\ub300\ud55c \uc591\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub85c \ud6c8\ub828\ub41c \uc2e0\uacbd\ub9dd\uc778 LLM\uc758 \uace0\uae09 \uae30\ub2a5\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p>\ubb34\uc5c7\ubcf4\ub2e4 LLM \uae30\ubc18\uc758 \ucc57\ubd07\uc740 \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \ub54c \ub300\ud654\uc758 \ub9e5\ub77d\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc989, \uc624\uace0 \uac00\ub294 \ub300\ud654\uc5d0\uc11c \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uace0, \ubcf5\uc7a1\ud55c \ucffc\ub9ac\ub3c4 \ucc98\ub9ac\ud574\uc11c \uc0ac\uc6a9\uc790\uc758 \uc758\ub3c4\uc5d0 \ub9de\ub294 \uacb0\uacfc\ubb3c\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ucc57\ubd07\uc740 \uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud55c \ub0b4\uc6a9\uc5d0\uc11c \uac10\uc815\uc801 \uc5b4\uc870\ub97c \ud3c9\uac00\ud558\uace0 \uc0ac\uc6a9\uc790\uc758 \uac10\uc815\uc5d0 \ub9de\ucdb0 \uc751\ub2f5\uc744 \uc870\uc815\ud569\ub2c8\ub2e4.<\/p>\n<p>\ucc57\ubd07\uc740 \uc870\uc815\ud558\uace0 \uac1c\uc778\ud654\ud560 \uc218 \uc788\ub294 \ud3ed\uc774 \ub9e4\uc6b0 \ub113\uc2b5\ub2c8\ub2e4. \ucc57\ubd07\uc740 \uc0ac\uc6a9\uc790\uac00 \uc790\uc2e0\uacfc \uc0c1\ud638 \uc791\uc6a9\ud558\ub294 \ubc29\uc2dd\uc744 \ud559\uc2b5\ud558\uc5ec \uac1c\uc778\uc758 \uc120\ud638\ub3c4\uc640 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \uc751\ub2f5\uc744 \uc870\uc815\ud558\uba74\uc11c \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\"><strong>LangChain\uc774\ub780?<\/strong><\/h2>\n<p>LangChain\uc740 \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc744 \uc0ac\uc6a9\ud558\ub294 \uc571 \uc81c\uc791\uc744 \uc9c0\uc6d0\ud558\ub3c4\ub85d \uac1c\ubc1c\ub41c \uc624\ud508 \uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uc815\ud655\ub3c4\uc640 \uad00\ub828\uc131\uc744 \uc720\uc9c0\ud558\uba74\uc11c\ub3c4 \ubaa8\ub378\uc774 \uc0dd\uc131\ud55c \uc815\ubcf4\ub97c \ub354\uc6b1 \uac1c\uc778\ud654\ud558\uae30 \uc704\ud55c \ub3c4\uad6c\uc640 \ucd94\uc0c1\ud654\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>LLM\uc5d0 \uad00\ud574 \uc77d\ub2e4 \ubcf4\uba74 &#8216;\ud504\ub86c\ud504\ud2b8 \uccb4\uc778&#8217;\uc774\ub77c\ub294 \uc6a9\uc5b4\ub97c \uc790\uc8fc \uc811\ud558\uac8c \ub429\ub2c8\ub2e4. \ud504\ub86c\ud504\ud2b8 \uccb4\uc778\uc774\ub780 \uc778\uacf5\uc9c0\ub2a5\uc774\ub098 \uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc77c\ub828\uc758 \ud504\ub86c\ud504\ud2b8\ub098 \uba85\ub839\uc5b4\ub97c \uc758\ubbf8\ud558\uba70, \uc5ec\ub7ec \ub2e8\uacc4\ub85c \uad6c\uc131\ub41c \ud504\ub85c\uc138\uc2a4\ub97c \ud1b5\ud574 AI \ubaa8\ub378\uc774 \ub354 \uc815\ud655\ud558\uace0, \uc0c1\uc138\ud558\uba70 \uc815\uc81c\ub41c \uacb0\uacfc\ubb3c\uc744 \ub0b4\ub3c4\ub85d \uc720\ub3c4\ud558\ub294 \uac83\uc774 \ubaa9\uc801\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uc791\uc131, \ubb38\uc81c \ud574\uacb0 \ub610\ub294 \ucf54\ub4dc \uc0dd\uc131\uc744 \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>LangChain\uc744 \ud65c\uc6a9\ud558\uba74 \uc0c8\ub85c\uc6b4 \ud504\ub86c\ud504\ud2b8 \uccb4\uc778\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub294 LangChain\uc758 \uac00\uc7a5 \uac15\ub825\ud55c \ud2b9\uc9d5 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc138\ud2b8\ub97c \uc0ac\uc6a9\ud560 \ub54c \ubaa8\ub378\uc744 \ub2e4\uc2dc \ud6c8\ub828\ud560 \ud544\uc694 \uc5c6\uc774 \uae30\uc874\uc758 \ud504\ub86c\ud504\ud2b8 \ud15c\ud50c\ub9bf\uc744 \uc218\uc815\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\"><strong>LangChain\uc758 \uc791\ub3d9 \ubc29\uc2dd<\/strong><\/h2>\n<p>LangChain\uc740 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uac1c\ubc1c\uc744 \uac04\uc18c\ud654\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub41c \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc640 \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378\uacfc \uad00\ub828\ub41c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\uc790\uac00 \ud6a8\uc728\uc801\uc73c\ub85c \uac1c\ubc1c\ud558\uace0 \uad00\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ub2e4\uc591\ud55c \ub3c4\uad6c\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc6d0\ud558\ub294 \uacb0\uacfc(\ucc57\ubd07, \uc791\uc5c5 \uc790\ub3d9\ud654, \uac00\uc0c1 \uc5b4\uc2dc\uc2a4\ud134\ud2b8, \uace0\uac1d \uc9c0\uc6d0 \ub4f1)\ub97c \uc5bb\uae30 \uc704\ud574 \ud544\uc694\ud55c \ub2e8\uacc4\ub97c \uc815\uc758\ud558\uace0 LangChain\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc720\uc5f0\ud558\uac8c \ud2b9\uc815 \ube44\uc988\ub2c8\uc2a4 \ub9e5\ub77d\uc5d0 \ub9de\ub3c4\ub85d \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc74c\uc740 LangChain\uc758 \uc791\ub3d9 \ubc29\uc2dd\uc5d0 \uad00\ud55c \ub300\ub7b5\uc801\uc778 \uc124\uba85\uc785\ub2c8\ub2e4.<\/p>\n<h3 class=\"wp-block-heading\"><strong>\ubaa8\ub378 \ud1b5\ud569<\/strong><\/h3>\n<p>LangChain\uc740 <em> OpenAI, Hugging Face, Cohere, Anyscale, Azure Models, Databricks, Ollama, Llama, GPT4All, Spacy, Pinecone, AWS Bedrock, MistralAI<\/em> \ub4f1\uc774 \uc81c\uacf5\ud558\ub294 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc9c0\uc6d0\ud558\uc5ec \uac1c\ubc1c\uc790\uac00 \uc190\uc27d\uac8c \ubaa8\ub378\uc744 \uc804\ud658\ud558\uac70\ub098 \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \ud558\ub098\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uccb4 \uac1c\ubc1c\ud55c \ubaa8\ub378 \ud1b5\ud569 \uc194\ub8e8\uc158\uc744 \uad6c\ucd95\ud558\uc5ec \ud2b9\uc815 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub9de\ub294 \ud2b9\uc815 \uae30\ub2a5\uc744 \ud65c\uc6a9\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 class=\"wp-block-heading\"><strong>\uccb4\uc778<\/strong><\/h3>\n<p>LangChain\uc758 \ud575\uc2ec \uac1c\ub150\uc740 <strong>\uccb4\uc778<\/strong>\uc785\ub2c8\ub2e4. \uccb4\uc778\uc740 \ucee8\ud14d\uc2a4\ud2b8\ub97c \uace0\ub824\ud558\ub294 \uc751\ub2f5\uc744 \ud560 \uc218 \uc788\ub3c4\ub85d \uc11c\ub85c \ub2e4\ub978 AI \uad6c\uc131 \uc694\uc18c\ub97c \ud558\ub098\ub85c \ubb36\uc5b4 \uc90d\ub2c8\ub2e4. \uccb4\uc778\uc740 \uc0ac\uc6a9\uc790\uc758 \ud504\ub86c\ud504\ud2b8\uc640 \ucd5c\uc885 \ubaa8\ub378 \uacb0\uacfc\ubb3c \uac04\uc758 \uc790\ub3d9\ud654\ub41c \uc561\uc158\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. LangChain\uc5d0\ub294 \ub450 \uac00\uc9c0 \uccb4\uc778\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc21c\ucc28 \uccb4\uc778:<\/strong> \uc21c\ucc28 \uccb4\uc778\uc740 \ubaa8\ub378\uc774\ub098 \ud568\uc218\uc758 \uacb0\uacfc\ubb3c\uc774 \ub2e4\ub978 \ubaa8\ub378\uc774\ub098 \ud568\uc218\uc5d0 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ub418\ub3c4\ub85d \ud5c8\uc6a9\ud569\ub2c8\ub2e4. \uc5ec\ub7ec \ub2e8\uacc4\ub85c \uad6c\uc131\ub418\uace0 \uc11c\ub85c \uc758\uc874\uc131\uc774 \uc788\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \ub9cc\ub4e4 \ub54c \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcd1\ub82c \uccb4\uc778:<\/strong> \ubcd1\ub82c \uccb4\uc778\uc740 \ub2e4\uc218\uc758 \uc791\uc5c5\uc774 \ub3d9\uc2dc\uc5d0 \uc2e4\ud589\ub418\uace0 \uacb0\uacfc\ubb3c\uc774 \ub9c8\uc9c0\ub9c9\uc5d0 \ubcd1\ud569\ub418\ub3c4\ub85d \ud5c8\uc6a9\ud569\ub2c8\ub2e4. \uc791\uc5c5\uc774 \uc644\uc804\ud788 \ub3c5\ub9bd\uc801\uc778 \ud558\uc704 \uc791\uc5c5\uc73c\ub85c \ubd84\ud560\ub420 \uc218 \uc788\uc744 \ub54c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>\uba54\ubaa8\ub9ac<\/strong><\/h3>\n<p>LangChain\uc740 \ub2e4\uc591\ud55c \uc0c1\ud638 \uc791\uc6a9\uc5d0\uc11c \uc815\ubcf4 \uc800\uc7a5\uacfc \uac80\uc0c9\uc744 \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\ub294 \ucc57\ubd07\uc774\ub098 \ub300\ud654\ud615 \uc5d0\uc774\uc804\ud2b8\uc640 \uac19\uc774 \ucee8\ud14d\uc2a4\ud2b8\uac00 \uc9c0\uc18d\ub418\uc5b4\uc57c \ud558\ub294 \uacbd\uc6b0\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uba54\ubaa8\ub9ac\ub3c4 \ub450 \uac00\uc9c0\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ub2e8\uae30 \uba54\ubaa8\ub9ac <\/strong>\u2013 \ucd5c\uadfc \uc138\uc158\uc744 \ucd94\uc801\ud558\ub294 \ub370 \uc88b\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc7a5\uae30 \uba54\ubaa8\ub9ac<\/strong> \u2013 \uc774\uc804 \uc138\uc158\uc758 \uc815\ubcf4\ub97c \uc720\uc9c0\ud558\ub3c4\ub85d \ud5c8\uc6a9\ud558\uc5ec \uc774\uc804 \ucc44\ud305\uc774\ub098 \uc0ac\uc6a9\uc790\uc758 \uc124\uc815\uc744 \uc2dc\uc2a4\ud15c\uc774 \ud638\ucd9c\ud560 \ub54c \uc131\ub2a5\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>\ub3c4\uad6c\uc640 \uc720\ud2f8\ub9ac\ud2f0<\/strong><\/h3>\n<p>LangChain\uc774 \uc81c\uacf5\ud558\ub294 \ub2e4\uc591\ud55c \ub3c4\uad6c \uc911\uc5d0\uc11c \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \ub3c4\uad6c\ub294 Prompt Engineering, Data Loaders\uc640 Evaluators\uc785\ub2c8\ub2e4.\u00a0 Prompt Engineering\uc758 \uacbd\uc6b0 \uc5b8\uc5b4 \ubaa8\ub378\uc5d0\uc11c \ucd5c\uc0c1\uc758 \uc751\ub2f5\uc744 \uc5bb\uae30 \uc704\ud574 \ud544\uc694\ud55c \uace0\ud488\uc9c8\uc758 \ud504\ub86c\ud504\ud2b8\ub97c \uac1c\ubc1c\ud560 \ub54c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc720\ud2f8\ub9ac\ud2f0\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>csv, pdf \ub610\ub294 \ub2e4\ub978 \ud615\uc2dd\uc758 \ud30c\uc77c\uc744 \ubd88\ub7ec\uc624\ub824\ub294 \uacbd\uc6b0 <strong>Data Loaders<\/strong>\ub97c \uc0ac\uc6a9\ud558\uba74 \ub2e4\uc591\ud55c \ud615\uc2dd\uc758 \ub370\uc774\ud130\ub97c \ubd88\ub7ec\uc640 \uc804\ucc98\ub9ac\ud558\uc5ec \ubaa8\ub378 \uc0c1\ud638 \uc791\uc6a9\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uacfc \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378\ub85c \uc791\uc5c5\ud560 \ub54c \ud3c9\uac00\ub294 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uac19\uc740 \ub9e5\ub77d\uc5d0\uc11c LangChain\uc740 <strong>Evaluators<\/strong>\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub294 \uc0dd\uc131\ub41c \uacb0\uacfc\uac00 \ud544\uc218 \uae30\uc900\uc744 \ucda9\uc871\ud558\ub3c4\ub85d \uc5b8\uc5b4 \ubaa8\ub378\uacfc \uccb4\uc778\uc744 \ud14c\uc2a4\ud2b8\ud560 \ub54c \uc0ac\uc6a9\ub418\ub294 \ub3c4\uad6c\ub85c, \ub2e4\uc74c\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\ub370\uc774\ud130\uc138\ud2b8 \uae30\uc900:<\/strong><\/p>\n<ul>\n<li><strong>\uc218\ub3d9\uc73c\ub85c \uc120\ubcc4\ub41c \uc608\uc2dc:<\/strong> \ub2e4\uc591\ud55c \uace0\ud488\uc9c8 \uc785\ub825\uc73c\ub85c \uc2dc\uc791\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uae30\uc874 \ub85c\uadf8:<\/strong> \uc2e4\uc81c \uc0ac\uc6a9\uc790 \ub370\uc774\ud130\uc640 \ud53c\ub4dc\ubc31\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud569\uc131 \ub370\uc774\ud130:<\/strong> \ucd08\uae30 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uc2dc\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p><strong>\ud3c9\uac00 \uc885\ub958:<\/strong><\/p>\n<ul>\n<li><strong>\uc778\uac04:<\/strong> \uc218\ub3d9 \ucc44\uc810 \ubc0f \ud53c\ub4dc\ubc31\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ud734\ub9ac\uc2a4\ud2f1:<\/strong> \uaddc\uce59 \uae30\ubc18\uc758 \ud568\uc218\ub85c, \ucc38\uc870\uac00 \uc5c6\uac70\ub098 \ucc38\uc870 \uae30\ubc18\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>LLM \uae30\ubc18 \ud3c9\uac00:<\/strong> \uc778\ucf54\ub529\ub41c \uae30\uc900\uc744 \ubc14\ud0d5\uc73c\ub85c LLM\uc774 \ucd9c\ub825\ubb3c\uc744 \ucc44\uc810\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc30d\uc73c\ub85c \ube44\uad50:<\/strong> \ub450 \uac1c\uc758 \ucd9c\ub825\ubb3c\uc744 \ube44\uad50\ud558\uc5ec \ub098\uc740 \uac83\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p><strong>\uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud3c9\uac00:<\/strong><\/p>\n<ul>\n<li><strong>\uc720\ub2db \ud14c\uc2a4\ud2b8:<\/strong> \ud734\ub9ac\uc2a4\ud2f1 \uae30\ubc18\uc758 \ube60\ub978 \uac80\uc0ac\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ud68c\uadc0 \ud14c\uc2a4\ud2b8: <\/strong>\uc2dc\uac04\uc758 \ud750\ub984\uc5d0 \ub530\ub978 \uc131\ub2a5 \ubcc0\ud654\ub97c \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubc31\ud14c\uc2a4\ud2b8: <\/strong>\uc0c8\ub85c\uc6b4 \ubc84\uc804\uc73c\ub85c \ud504\ub85c\ub355\uc158 \ub370\uc774\ud130\ub97c \ub2e4\uc2dc \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc628\ub77c\uc778 \ud3c9\uac00:<\/strong> \uc2e4\uc2dc\uac04\uc73c\ub85c \uc548\uc804 \uc9c0\ud45c \ub610\ub294 \ubd84\ub958\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p><strong>\uc5d0\uc774\uc804\ud2b8<\/strong><strong><br \/><\/strong>LangChain \uc5d0\uc774\uc804\ud2b8\ub294 \uae30\ubcf8\uc801\uc73c\ub85c \uc790\uc728\uc801\uc778 \uc5d4\ud2f0\ud2f0\ub85c\uc11c LLM\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790\uc640 \uc0c1\ud638 \uc791\uc6a9\ud558\uace0, \uc791\uc5c5\uc744 \uc218\ud589\ud558\uace0, \uc790\uc5f0\uc5b4 \uc785\ub825 \uae30\ubc18\uc73c\ub85c \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4.<\/p>\n<p><strong>\uc561\uc158 \uae30\ubc18 \uc5d0\uc774\uc804\ud2b8<\/strong>\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc801\uc758 \uc561\uc158\uc744 \ud310\ub2e8\ud558\uace0 \uc0ac\uc804\uc5d0 \uc815\uc758\ub41c \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ubc18\uba74\uc5d0 <strong>\ub300\ud654\ud615 \uc5d0\uc774\uc804\ud2b8<\/strong> \ub610\ub294 \ucc57\ubd07\uacfc \uac19\uc740 \ub300\ud654\ud615 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \uc774\ub7ec\ud55c \uc5d0\uc774\uc804\ud2b8\ub97c \ud65c\uc6a9\ud558\ub294 \ub3d9\uc2dc\uc5d0 \ucffc\ub9ac\uc5d0 \uc751\ub2f5\ud560 \ub54c \uc0ac\uc6a9\uc790\uc758 \uc785\ub825\uacfc \uc800\uc7a5\ub41c \uba54\ubaa8\ub9ac\ub3c4 \uace0\ub824\ud569\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\"><strong>\ucc57\ubd07\uc758 LLM \ud65c\uc6a9 \ubc29\uc2dd<\/strong><\/h2>\n<p>\ucc57\ubd07\uc758 \uae30\ubc18\uc774 \ub418\ub294 LLM\uc740 \uc790\uc5f0\uc5b4 \uc774\ud574(NLU)\uc640 \uc790\uc5f0\uc5b4 \uc0dd\uc131(NLU)\uc744 \ud65c\uc6a9\ud558\uba70, \uc774\ub294 \ubc29\ub300\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub85c \uc0ac\uc804\uc5d0 \ud2b8\ub808\uc774\ub2dd\ud588\uae30 \ub54c\ubb38\uc5d0 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n<h3 class=\"wp-block-heading\"><strong>\uc790\uc5f0\uc5b4 \uc774\ud574(NLU)<\/strong><\/h3>\n<ul>\n<li><strong>\ucee8\ud14d\uc2a4\ud2b8 \uc778\uc2dd:<\/strong> LLM\uc740 \ub300\ud654 \uc18d\uc758 \ubbf8\ubb18\ud55c \uc5b4\uac10\uc774\ub098 \uc740\uc720\ub3c4 \uc774\ud574\ud560 \uc218 \uc788\uc73c\uba70, \uc624\uace0 \uac00\ub294 \ub300\ud654\uc758 \ud750\ub984\ub3c4 \ucd94\uc801\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ucc57\ubd07\uc740 \ub17c\ub9ac\uc801\uc774\uace0 \ubb38\ub9e5\uc5d0 \ub9de\ub294 \uc751\ub2f5\uc744 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc758\ub3c4 \uc778\uc2dd: <\/strong> \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \uc5b8\uc5b4\uac00 \uad6c\uccb4\uc801\uc774\ub4e0 \ub450\ub8e8\ubb49\uc220\ud558\ub4e0 \ucffc\ub9ac\uc5d0\uc11c \uc0ac\uc6a9\uc790\uc758 \uc758\ub3c4\ub97c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \ubb34\uc5c7\uc744 \ud558\ub824\ub294\uc9c0 \ud30c\uc545\ud558\uace0 \uadf8 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\ub294 \uac00\uc7a5 \uc88b\uc740 \ubc29\ubc95\uc744 \ud310\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uac10\uc815 \ubd84\uc11d: <\/strong>\ucc57\ubd07\uc740 \uc0ac\uc6a9\ub41c \uc5b8\uc5b4\uc758 \uc5b4\uc870\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\uc758 \uac10\uc815\uc744 \ud30c\uc545\ud558\uace0 \uc0ac\uc6a9\uc790\uc758 \uac10\uc815 \uc0c1\ud0dc\uc5d0 \ub9de\ucdb0 \uc0ac\uc6a9\uc790\uc758 \ucc38\uc5ec\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>\uc790\uc5f0\uc5b4 \uc0dd\uc131(NLG)<\/strong><\/h3>\n<ul>\n<li><strong>\uc751\ub2f5 \uc0dd\uc131: <\/strong>LLM\uc774 \uc9c8\ubb38\uc744 \ubc1b\uc544 \uc81c\uacf5\ud558\ub294 \ub2f5\ubcc0\uc740 \ubb38\ubc95\uacfc \ubb38\ub9e5 \uce21\uba74\uc5d0\uc11c \ubaa8\ub450 \uc815\ud655\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \ubc29\ub300\ud55c \uc591\uc758 \uc790\uc5f0\uc5b4 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud2b8\ub808\uc774\ub2dd\ub418\uace0, \uc0dd\uc131\ud558\ub294 \uc751\ub2f5\uc774 \uc778\uac04\uc758 \ub300\ud654\ub97c \ubaa8\ubc29\ud558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ucc3d\uc758\uc131\uacfc \uc720\uc5f0\uc131:<\/strong> \uac04\ub2e8\ud55c \ub2f5\ubcc0 \uc678\uc5d0\ub3c4 LLM \uae30\ubc18\uc758 \ucc57\ubd07\uc740 \uc2a4\ud1a0\ub9ac\ud154\ub9c1, \uc2dc \uc4f0\uae30\ub294 \ubb3c\ub860 \uae30\uc220\uc801\uc778 \ubb38\uc81c\ub97c \uc0c1\uc138\ud788 \uc124\uba85\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub9e4\uc6b0 \uc720\uc5f0\ud558\uac8c \uc790\ub8cc\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub2e4\uace0 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>\uac1c\uc778\ud654\uc640 \uc751\uc6a9\ub825<\/strong><\/h3>\n<ul>\n<li><strong>\uc0c1\ud638 \uc791\uc6a9\uc744 \ud1b5\ud55c \ud559\uc2b5:<\/strong> \ucc57\ubd07\uc774 \uc0c1\ud638 \uc791\uc6a9\uc744 \uac1c\uc778\ud654\ud560 \uc218 \uc788\ub294 \uc774\uc720\ub294 \uc0ac\uc6a9\uc790\uc758 \ud589\ub3d9\uacfc \uc120\ud0dd\uc744 \ubcf4\uace0 \ubc30\uc6b8 \uc218 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uba74\uc11c \uac08\uc218\ub85d \ud6a8\uc728\uc801\uc774\uace0 \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \ud560 \uc218 \uc788\ub2e4\uace0 \ub9d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5ec\ub7ec \ubd84\uc57c\uc5d0 \uc801\uc751: <\/strong>LLM\uc740 \ud2b9\uc815 \uc601\uc5ed\uc774\ub098 \uc804\ubb38 \ubd84\uc57c\uc5d0 \ud2b9\ud654\uc2dc\ucf1c \uace0\uac1d \uad00\uacc4, \uae30\uc220 \uc9c0\uc6d0 \ub610\ub294 \uc758\ub8cc \ubd84\uc57c\uc758 \uc8fc\uc81c \uc804\ubb38\uac00 \uc5ed\ud560\uc744 \uc218\ud589\ud558\ub3c4\ub85d \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>LLM\uc740 \ub2e4\uc591\ud55c \uc5b8\uc5b4\ub85c \ub41c \ud14d\uc2a4\ud2b8\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc801 \ub9e5\ub77d\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\"><strong>LangChain\uc73c\ub85c \ub098\ub9cc\uc758 \ucc57\ubd07\uc744 \ub9cc\ub4dc\ub294 5\ub2e8\uacc4<\/strong><\/h2>\n<p>\uc774 \ud504\ub85c\uc81d\ud2b8\uc758 \ubaa9\uc801\uc740 GPT-3\ub97c \ud65c\uc6a9\ud558\uc5ec \ubb38\uc11c\uc5d0\uc11c \ub2f5\uc744 \ucc3e\ub294 \ucc57\ubd07\uc744 \ub9cc\ub4dc\ub294 \uac83\uc785\ub2c8\ub2e4. \uba3c\uc800, \uc628\ub77c\uc778 \uae30\uc0ac\uc5d0\uc11c \ucf58\ud150\uce20\ub97c \uae01\uc5b4\uc640\uc11c \uc791\uc740 \uccad\ud06c\ub85c \ucabc\uac20 \ub2e4\uc74c \uc784\ubca0\ub529\uc744 \uc5f0\uc0b0\ud558\uace0 Deep Lake\uc5d0 \uc800\uc7a5\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uc0ac\uc6a9\uc790 \ucffc\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec Deep Lake\ub85c\ubd80\ud130 \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740 \uccad\ud06c\ub97c \uac00\uc838\uc635\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uccad\ud06c\ub294 LLM\uc73c\ub85c \ucd5c\uc885 \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\uae30 \uc704\ud574 \ud504\ub86c\ud504\ud2b8\uc5d0 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<p>LLM\uc740 \uc624\ud574\uc758 \uc18c\uc9c0\uac00 \uc788\uac70\ub098 \uc798\ubabb\ub41c \uc815\ubcf4\ub97c \uc0dd\uc131\ud560 \uc6b0\ub824\uac00 \uc788\ub2e4\ub294 \uc810\uc5d0 \uc720\uc758\ud558\uc138\uc694. \uc774\ub7ec\ud55c \uc624\ub958\ub294 \ub300\ubd80\ubd84\uc758 \uace0\uac1d \uc9c0\uc6d0 \uc0c1\ud669\uc5d0\uc11c\ub294 \uc6a9\uc778\ub420 \uc218 \uc5c6\uaca0\uc9c0\ub9cc, \uc5ec\uc804\ud788 \ucc57\ubd07\uc758 \ub2f5\ubcc0 \ucd08\uc548\uc740 \uc0c1\ub2f4\uc6d0\uc5d0\uac8c \ud070 \ub3c4\uc6c0\uc774 \ub418\uba70 \uc0c1\ub2f4\uc6d0\uc740 \ub2f5\ubcc0\uc744 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ubcf4\ub0b4\uae30 \uc804\uc5d0 \uac80\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc74c\uc73c\ub85c GPT-3\ub85c \ub300\ud654\ub97c \uad00\ub9ac\ud558\ub294 \ubc29\ubc95\uacfc \uc774 \uc6cc\ud06c\ud50c\ub85c\uc758 \ud6a8\uc728\uc131\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uba87 \uac00\uc9c0 \uc608\uc2dc\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 class=\"wp-block-heading\"><strong>1\ub2e8\uacc4: \ud504\ub85c\uc81d\ud2b8 \uc0dd\uc131, \uc0ac\uc804 \uc900\ube44\uc640 \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/strong><\/h3>\n<p>\uba3c\uc800 \ucc57\ubd07\uc744 \ub9cc\ub4e4 PyCharm \ud504\ub85c\uc81d\ud2b8\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. <a href=\"https:\/\/www.jetbrains.com\/ko-kr\/pycharm\/\" target=\"_blank\" rel=\"noopener\" data-type=\"link\" data-id=\"https:\/\/www.jetbrains.com\/ko-kr\/pycharm\/\">Pycharm<\/a>\uc744 \uc5f4\uace0 &#8216;New project'(\uc0c8 \ud504\ub85c\uc81d\ud2b8)\ub97c \ud074\ub9ad\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c, \ud504\ub85c\uc81d\ud2b8 \uc774\ub984\uc744 \uc785\ub825\ud569\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full is-style-default\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-504042\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/unnamed-1.png\" alt=\"PyCharm \ud504\ub85c\uc81d\ud2b8 \uc0dd\uc131\" width=\"780\" height=\"638\" \/><\/figure>\n<p>\ud504\ub85c\uc81d\ud2b8 \uc124\uc815\uc774 \uc644\ub8cc\ub418\uba74 <a href=\"https:\/\/platform.openai.com\/docs\/overview\" target=\"_blank\" rel=\"noopener\">OpenAI API \ud50c\ub7ab\ud3fc \uc6f9\uc0ac\uc774\ud2b8<\/a>\uc5d0 \ub85c\uadf8\uc778\ud558\uace0(\ub85c\uadf8\uc778\ud558\uae30 \uc704\ud574 OpenAI \uc6f9\uc0ac\uc774\ud2b8\uc5d0 \uac00\uc785) &#8216;<code>OPENAI_API_KEY<\/code>&#8216;\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc0dd\uc131\ud558\ub824\uba74 \uc67c\ucabd \ud0d0\uc0c9 \uba54\ub274\uc5d0\uc11c &#8216;API Keys'(API \ud0a4) \uc139\uc158\uc73c\ub85c \uc774\ub3d9\ud55c \ub2e4\uc74c &#8216;+Create new secret key'(+\uc0c8 \ube44\ubc00 \ud0a4 \uc0dd\uc131) \ubc84\ud2bc\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4. \uc78a\uc9c0 \ub9d0\uace0 \ud0a4\ub97c \ubcf5\uc0ac\ud558\uc138\uc694.<\/p>\n<p>\uadf8\ub7f0 \ub2e4\uc74c <a href=\"https:\/\/www.activeloop.ai\/\" target=\"_blank\" rel=\"noopener\">Activeloop \uc6f9\uc0ac\uc774\ud2b8<\/a>\uc5d0 \uac00\uc785\ud558\uace0 &#8216;<code>ACTIVELOOP_TOKEN<\/code>&#8216;\uc744 \ubc1b\uc2b5\ub2c8\ub2e4. \ub85c\uadf8\uc778\ud55c \ub2e4\uc74c &#8216;Create API Token'(API \ud1a0\ud070 \uc0dd\uc131) \ubc84\ud2bc\uc744 \ud074\ub9ad\ud558\uc5ec \ud1a0\ud070 \uc0dd\uc131 \ud398\uc774\uc9c0\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4. \uc774 \ud1a0\ud070\ub3c4 \ubcf5\uc0ac\ud558\uc138\uc694.<\/p>\n<p>\ud1a0\ud070\uacfc \ud0a4\ub97c \ubaa8\ub450 \ud655\ubcf4\ud55c \ub2e4\uc74c PyCharm\uc5d0\uc11c \uc2e4\ud589 \ubc0f \ub514\ubc84\uadf8 \ubc84\ud2bc \uc606\uc5d0 \uc788\ub294 \uc810 \uc138 \uac1c \ubc84\ud2bc\uc744 \ud074\ub9ad\ud558\uc5ec \uad6c\uc131 \uc124\uc815\uc744 \uc5f4\uace0 &#8216;Edit'(\ud3b8\uc9d1)\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \ub2e4\uc74c \ucc3d\uc774 \ud45c\uc2dc\ub429\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-504079\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/unnamed-3.png\" alt=\"PyCharm\uc758 \uc2e4\ud589\/\ub514\ubc84\uadf8 \uad6c\uc131\" width=\"1382\" height=\"989\" \/><\/figure>\n<p>\uc774\uc81c &#8216;Environment variables'(\ud658\uacbd \ubcc0\uc218) \ud544\ub4dc\ub97c \ucc3e\uc740 \ub2e4\uc74c \ud544\ub4dc\uc758 \uc624\ub978\ucabd\uc5d0 \uc788\ub294 \uc544\uc774\ucf58\uc744 \ucc3e\uc2b5\ub2c8\ub2e4. \uc544\uc774\ucf58\uc744 \ud074\ub9ad\ud558\uba74 \ub2e4\uc74c \ucc3d\uc774 \ud45c\uc2dc\ub429\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-544577\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/02\/unnamed-1.png\" alt=\"PyCharm\uc758 \ud658\uacbd \ubcc0\uc218\" width=\"1382\" height=\"989\" \/><\/figure>\n<p>\uc774\uc81c + \ubc84\ud2bc\uc744 \ud074\ub9ad\ud558\uace0 \uc774\ub984\uc744 \uc815\ud655\ud558\uac8c \uc785\ub825\ud558\uc5ec \ud658\uacbd \ubcc0\uc218\ub97c \ucd94\uac00\ud569\ub2c8\ub2e4. \uc704\uc5d0 \uc5b8\uae09\ub41c &#8216;<code>OPENAI_API_KEY<\/code>&#8216; \ubc0f &#8216;<code>ACTIVELOOP_TOKEN<\/code>&#8216;\uacfc \ub3d9\uc77c\ud574\uc57c \ud569\ub2c8\ub2e4. \uc900\ube44\ub418\uba74 \ucc98\uc74c \ud45c\uc2dc\ub41c \ucc3d\uc5d0\uc11c OK(\ud655\uc778)\ub97c \ud074\ub9ad\ud55c \ub2e4\uc74c \ub450 \ubc88\uc9f8 \ucc3d\uc5d0\uc11c &#8216;Apply'(\uc801\uc6a9)\uc640 &#8216;OK&#8217;\ub97c \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub294 \uac1c\uc778\uc801\uc73c\ub85c \ucc38 \uc88b\uc544\ud558\ub294 PyCharm\uc758 \ub9e4\uc6b0 \ud070 \uc7a5\uc810\uc785\ub2c8\ub2e4. \ud658\uacbd \ubcc0\uc218\ub97c \ucd94\uac00\uc801\uc73c\ub85c \ud638\ucd9c\ud558\uc9c0 \uc54a\uc544\ub3c4 \uc790\ub3d9 \ucc98\ub9ac\ub418\uae30 \ub54c\ubb38\uc5d0 \ucf54\ub4dc\uc758 \ucc3d\uc758\uc801 \ubd80\ubd84\uc5d0 \ub354 \uc9d1\uc911\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><em>\ucc38\uace0: <\/em><strong><em>Activeloop<\/em><\/strong><em>\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \uc778\uacf5\uc9c0\ub2a5\uc6a9 \ub370\uc774\ud130 \uc778\ud504\ub77c\uc640 \ub3c4\uad6c \uac1c\ubc1c \uc804\ubb38 \uae30\uc220 \ud68c\uc0ac\uc785\ub2c8\ub2e4. \uc774 \ud68c\uc0ac\ub294 \ud2b9\ud788 \ub525\ub7ec\ub2dd \ubc0f \uae30\ud0c0 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc138\ud2b8\ub97c \uad00\ub9ac, \uc800\uc7a5 \ubc0f \ucc98\ub9ac\ud558\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \uac04\uc18c\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/em><\/p>\n<p><strong><em>Deep Lake<\/em><\/strong><em>\ub294 Activeloop\uc758 \ub300\ud45c \uc81c\ud488\uc73c\ub85c, \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \uc800\uc7a5, \uad00\ub9ac \ubc0f \uc561\uc138\uc2a4 \uae30\ub2a5\uc744 AI \ubd84\uc57c\uc5d0\uc11c \uc790\uc8fc \uc0ac\uc6a9\ub418\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc138\ud2b8\uc5d0 \ucd5c\uc801\ud654\ud558\uc5ec \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/em><\/p>\n<h4 class=\"wp-block-heading\"><strong>\ud544\uc694\ud55c <strong>\ub77c\uc774\ube0c\ub7ec\ub9ac<\/strong><\/strong> <strong>\uc124\uce58<\/strong><\/h4>\n<p>\uc5ec\uae30\uc11c\ub294 LangChain\uc758 &#8216;<code>SeleniumURLLoader<\/code>&#8216; \ud074\ub798\uc2a4\ub97c \uc0ac\uc6a9\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \uc774 \ud074\ub798\uc2a4\ub294 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 &#8216;<code>unstructured<\/code>&#8216;\uc640 &#8216;<code>selenium<\/code>&#8216;\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. pip\ub97c \uc0ac\uc6a9\ud574\uc11c \uc124\uce58\ud574 \uc8fc\uc138\uc694.\u00a0 \uc774 \ucf54\ub4dc\ub294 0.7.7 \ubc84\uc804\uc73c\ub85c \ud14c\uc2a4\ud2b8\ub418\uc5c8\uc9c0\ub9cc \ucd5c\uc2e0 \ubc84\uc804\uc744 \uc124\uce58\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc124\uce58\ub97c \uc704\ud574 PyCharm \ud130\ubbf8\ub110\uc5d0\uc11c \ub2e4\uc74c\uc758 \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip install unstructured selenium<\/pre>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-544604\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/02\/Install-Selenium-1.png\" alt=\"\" width=\"1385\" height=\"991\" \/><\/figure>\n<p>\uc774\uc81c <code>langchain<\/code>, <code>deeplake<\/code>, <code>openai<\/code>\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \uc124\uce58\ud558\ub824\uba74 \ud130\ubbf8\ub110\uc5d0\uc11c(Selenium\uc744 \uc124\uce58\ud560 \ub54c \uc37c\ub358 \ucc3d) \uc774 \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uace0, \uc124\uce58\uac00 \ubaa8\ub450 \uc644\ub8cc\ub420 \ub54c\uae4c\uc9c0 \uc7a0\uc2dc \uae30\ub2e4\ub9bd\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip install langchain==0.0.208 deeplake openai==0.27.8 psutil tiktoken<\/pre>\n<p>\ubaa8\ub4e0 \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uc62c\ubc14\ub974\uac8c \uc124\uce58\ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud55c \ud6c4, \ucc57\ubd07 \uc571\uc5d0 \ud544\uc694\ud55c \ub2e4\uc74c \uc904\uc744 \ucd94\uac00\ud558\uace0 \uc2e4\ud589 \ubc84\ud2bc\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from langchain.embeddings.openai import OpenAIEmbeddings\n\nfrom langchain.vectorstores import DeepLake\n\nfrom langchain.text_splitter import CharacterTextSplitter\n\nfrom langchain import OpenAI\n\nfrom langchain.document_loaders import SeleniumURLLoader\n\nfrom langchain import PromptTemplate<\/pre>\n<p>PyCharm\uc758 \uc124\uc815\uc744 \ud1b5\ud574\uc11c\ub3c4 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc124\uc815\uc744 \uc5f0 \ub2e4\uc74c Project(\ud504\ub85c\uc81d\ud2b8) -&gt; Python Interpreter(Python \uc778\ud130\ud504\ub9ac\ud130) \uc139\uc158\uc73c\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c + \ubc84\ud2bc\uc744 \ub204\ub974\uace0 \ud328\ud0a4\uc9c0\ub97c \ucc3e\uc740 \ub2e4\uc74c &#8216;Install Package'(\ud328\ud0a4\uc9c0 \uc124\uce58) \ubc84\ud2bc\uc744 \ub204\ub985\ub2c8\ub2e4. \uc900\ube44\uac00 \uc644\ub8cc\ub41c \ud6c4 \ucc3d\uc744 \ub2eb\uace0 \ub2e4\uc74c \ucc3d\uc5d0\uc11c &#8216;Apply'(\uc801\uc6a9)\uc744 \ub204\ub974\uace0 &#8216;OK'(\ud655\uc778)\ub97c \ub204\ub985\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-503888\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/image-38.png\" alt=\"PyCharm\uc758 Python \uc778\ud130\ud504\ub9ac\ud130\" width=\"1012\" height=\"759\" \/><\/figure>\n<h3 class=\"wp-block-heading\"><strong>2\ub2e8\uacc4: \ucf58\ud150\uce20\ub97c \uc5ec\ub7ec \uccad\ud06c\ub85c \ub098\ub204\uace0 \uc784\ubca0\ub529 \uc5f0\uc0b0<\/strong><\/h3>\n<p>\uc55e\uc11c \ub9d0\ud588\ub4ef\uc774 \uc774 \ucc57\ubd07\uc740 \uc628\ub77c\uc778 \uae30\uc0ac\uc758 \ucf58\ud150\uce20\ub97c \uc0ac\uc6a9\ud558\uc5ec &#8216;\uc18c\ud1b5&#8217;\ud569\ub2c8\ub2e4. \uadf8\ub798\uc11c \uc2dc\uc791\ud560 \ub54c Digitaltrends.com\uc744 \ub370\uc774\ud130 \uc18c\uc2a4\ub85c \uc0bc\uace0 8\uac1c \uae30\uc0ac\ub97c \uc120\ud0dd\ud588\uc2b5\ub2c8\ub2e4. \uae30\uc0ac\ub294 \ubaa8\ub450 Python \ubaa9\ub85d\uc73c\ub85c \uc815\ub9ac\ub418\uc5b4 &#8216;articles&#8217;\ub77c\ub294 \ubcc0\uc218\uc5d0 \ud560\ub2f9\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">articles = ['https:\/\/www.digitaltrends.com\/computing\/claude-sonnet-vs-gpt-4o-comparison\/',\n           'https:\/\/www.digitaltrends.com\/computing\/apple-intelligence-proves-that-macbooks-need-something-more\/',\n           'https:\/\/www.digitaltrends.com\/computing\/how-to-use-openai-chatgpt-text-generation-chatbot\/',\n           'https:\/\/www.digitaltrends.com\/computing\/character-ai-how-to-use\/',\n           'https:\/\/www.digitaltrends.com\/computing\/how-to-upload-pdf-to-chatgpt\/']<\/pre>\n<p>\uc81c\uacf5\ub41c URL\ub85c\ubd80\ud130 \ubb38\uc11c\ub97c \ubd88\ub7ec\uc628 \ub2e4\uc74c &#8216;<code>CharacterTextSplitter<\/code>&#8216;\ub97c \uc0ac\uc6a9\ud558\uc5ec \uacb9\uce58\ub294 \ubd80\ubd84 \uc5c6\uc774 \ud06c\uae30\uac00 1,000\uc778 \uccad\ud06c\ub85c \ubd84\ud560\ud569\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Use the selenium to load the documents\nloader = SeleniumURLLoader(urls=articles)\ndocs_not_splitted = loader.load()\n\n# Split the documents into smaller chunks\ntext_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)\ndocs = text_splitter.split_documents(docs_not_splitted)<\/pre>\n<p>\uc9c0\uae08\uae4c\uc9c0\uc758 \ucf54\ub4dc\ub97c \uc2e4\ud589\ud558\uace0 \ubaa8\ub450 \uc798 \ub3d9\uc791\ud55c\ub2e4\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \ucd9c\ub825\uc774 \ub098\uc635\ub2c8\ub2e4.<\/p>\n<p><em><code>[Document(page_content=\"techcrunchnntechcrunchnnWe, TechCrunch, are part of the Yahoo family of brandsThe sites and apps that we own and operate, including Yahoo and AOL, and our digital advertising service, Yahoo Advertising.Yahoo family of brands.nn\u00a0 \u00a0 When you use our sites and apps, we use nnCookiesCookies (including similar technologies such as web storage) allow the operators of websites and apps to store and read information from your device. Learn more in our cookie policy.cookies to:nnprovide our sites and apps to younnauthenticate users, apply security measures, and prevent spam and abuse, andnnmeasure your use of our sites and appsnn\u00a0 \u00a0 If you click '\", metadata={'source':\u00a0\u2026\u2026\u2026\u2026\u2026]<\/code><\/em><\/p>\n<p>\uadf8\ub7f0 \ub2e4\uc74c OpenAIEmbeddings\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud55c \ub2e4\uc74c \ud074\ub77c\uc6b0\ub4dc\uc5d0 \ud638\uc2a4\ud305\ub41c DeepLake \ubca1\ud130 \uc800\uc7a5\uc18c\uc5d0 \uc800\uc7a5\ud569\ub2c8\ub2e4. \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0\uc11c \uc6f9\uc0ac\uc774\ud2b8\ub098 \uad50\uc721 \uacfc\uc815 \uc804\uccb4\ub97c DeepLake \ub370\uc774\ud130\uc138\ud2b8\ub85c \uc5c5\ub85c\ub4dc\ud558\uba74 \uc218\ucc9c, \uc218\ubc31\ub9cc \uac74\uc758 \ubb38\uc11c\uac00 \uac80\uc0c9\ub418\ub3c4\ub85d \ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud074\ub77c\uc6b0\ub4dc\uc758 \uc11c\ubc84\ub9ac\uc2a4 Deep Lake \ub370\uc774\ud130\uc138\ud2b8\ub97c \ud65c\uc6a9\ud558\uba74 \uc804\uc6a9 \uc2dc\uc2a4\ud15c\uc5d0 \ubca1\ud130 \uc800\uc7a5\uc18c\ub97c \uc124\uc815\ud558\uc9c0 \uc54a\uc544\ub3c4 \ub2e4\uc591\ud55c \uc704\uce58\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \uc911\uc559 \ub370\uc774\ud130\uc138\ud2b8\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4 class=\"wp-block-heading\"><strong>\uc784\ubca0\ub529\uacfc \uccad\ud06c \ucc98\ub9ac\ub41c \ubb38\uc11c\uac00 \ud544\uc694\ud55c \uc774\uc720<\/strong><\/h4>\n<p>LangChain\uc73c\ub85c \ucc57\ubd07\uc744 \ub9cc\ub4e4 \ub54c\ub294 \ucc57\ubd07\uc758 \ud6a8\uc728\uc131, \uc815\ud655\ub3c4 \ubc0f \uc131\ub2a5\uacfc \uad00\ub828\ub41c \uba87 \uac00\uc9c0 \uc774\uc720\ub85c \uc778\ud574 \uc784\ubca0\ub529\uacfc \uccad\ud06c \ucc98\ub9ac\ub41c \ubb38\uc11c\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p><strong>\uc784\ubca0\ub529<\/strong>\uc774\ub780 \uc758\ubbf8\ub860\uc801\uc778 \ub73b\uc744 \ub2f4\uace0 \uc788\ub294 \ud14d\uc2a4\ud2b8(\ub2e8\uc5b4, \ubb38\uc7a5, \ubb38\ub2e8 \ub610\ub294 \ubb38\uc11c)\ub97c \ubca1\ud130\ub85c \ud45c\ud604\ud55c \uac83\uc785\ub2c8\ub2e4. \ub2e8\uc5b4\uc758 \ubb38\ub9e5\uacfc \uc758\ubbf8\ub97c \uc22b\uc790 \ud615\ud0dc\ub85c \ub2f4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucc57\ubd07\uc740 \uc774\ub97c \ud65c\uc6a9\ud574 \ub258\uc559\uc2a4, \ub3d9\uc758\uc5b4\uc640 \ub2e8\uc5b4 \uac04 \uad00\uacc4\ub97c \ud30c\uc545\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc774\ud574\ud558\uace0 \ubb38\ub9e5\uc5d0 \ub9de\ub294 \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc784\ubca0\ub529 \ub355\ubd84\uc5d0 \ucc57\ubd07\uc740 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\uc5d0 \uc0ac\uc6a9\ub41c \ub2e8\uc5b4\uac00 \ub2ec\ub77c\ub3c4 \uc758\ubbf8\ub860\uc801\uc73c\ub85c \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740 \uc815\ubcf4 \uccad\ud06c\uc640 \uc77c\uce58\uc2dc\ud0ac \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740 \ub2f5\ubcc0\uc774\ub098 \uc815\ubcf4\ub97c \uc9c0\uc2dd \ubca0\uc774\uc2a4\uc5d0\uc11c \ube60\ub974\uac8c \uc2dd\ubcc4\ud558\uace0 \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud55c\ud3b8, <strong>\uccad\ud06c \ucc98\ub9ac<\/strong>\ub294 \ud070 \ubb38\uc11c\ub97c \uc791\uace0 \uad00\ub9ac\ud558\uae30 \uc6a9\uc774\ud55c \uc870\uac01 \ub610\ub294 \uccad\ud06c\ub85c \ub098\ub204\ub294 \uac83\uc785\ub2c8\ub2e4. \uccad\ud06c\uac00 \uc791\uc73c\uba74 \ub300\uc6a9\ub7c9 \ubaa8\ub180\ub9ac\uc2dd \ubb38\uc11c\ubcf4\ub2e4 \ub354 \ube60\ub974\uac8c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\uace0, \ucc57\ubd07\uc758 \uc751\ub2f5 \uc2dc\uac04\uc774 \ube68\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n<p>\ubb38\uc11c\ub97c \uccad\ud06c\ub85c \ub098\ub204\uba74 \ucd9c\ub825\uc758 \uad00\ub828\uc131\ub3c4 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc740 \ubb38\uc11c\uc758 \ud2b9\uc815 \ubd80\ubd84\ub9cc \uad00\ub828\ub41c \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uccad\ud06c \ucc98\ub9ac\ub97c \ud558\uba74 \uc2dc\uc2a4\ud15c\uc774 \uad00\ub828\uc774 \uc788\ub294 \ubd80\ubd84\ub9cc \ucc3e\uc544\uc11c \uac00\uc838\uc62c \uc218 \uc788\uc5b4\uc11c \ucc57\ubd07\uc774 \ub354 \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc81c \uc6b0\ub9ac\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc73c\ub85c \ub3cc\uc544\uac00\uc11c \ub2e4\uc74c \ucf54\ub4dc\uc5d0 Activeloop \uc870\uc9c1 ID\ub97c \ucd94\uac00\ud558\uc5ec \uc5c5\ub370\uc774\ud2b8\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c \uc870\uc9c1 ID\ub294 \uc0ac\uc6a9\uc790 \uc774\ub984\uacfc \ub3d9\uc77c\ud569\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># TODO: use your organization id here. (by default, org id is your username)\nmy_activeloop_org_id = \"didogrigorov\"\nmy_activeloop_dataset_name = \"jetbrains_article_dataset\"\ndataset_path = f\"hub:\/\/{my_activeloop_org_id}\/{my_activeloop_dataset_name}\"\ndb = DeepLake(dataset_path=dataset_path, embedding_function=embeddings)\n\n\n# add documents to our Deep Lake dataset\ndb.add_documents(docs)<\/pre>\n<p>\uc81c\uac00 PyCharm\uc5d0\uc11c \uc88b\uc544\ud558\ub294 \ub610 \ub2e4\ub978 \ud6cc\ub96d\ud55c \uae30\ub2a5\uc740 Python \uc8fc\uc11d\uc5d0 TODO \uba54\ubaa8\ub97c \ubc14\ub85c \ucd94\uac00\ud558\ub294 \uc635\uc158\uc785\ub2c8\ub2e4. \ub300\ubb38\uc790\ub85c TODO\ub97c \uc785\ub825\ud558\uae30\ub9cc \ud558\uba74 PyCharm\uc758 \ud55c \uc139\uc158\uc5d0 \ubaa8\ub4e0 \uba54\ubaa8\uac00 \ubaa8\uc5ec \ud55c \ub208\uc5d0 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># TODO: use your organization id here. (by default, org id is your username)<\/pre>\n<p>\uba54\ubaa8\ub97c \ud074\ub9ad\ud558\uba74 \ud574\ub2f9 \uba54\ubaa8\uac00 \ucf54\ub4dc\uc758 \uc5b4\ub514\uc5d0 \uc788\ub294\uc9c0 PyCharm\uc5d0 \ubc14\ub85c \ud45c\uc2dc\ub429\ub2c8\ub2e4. \uac1c\ubc1c\uc790\uc5d0\uac8c \ub9e4\uc6b0 \ud3b8\ub9ac\ud55c \uae30\ub2a5\uc774\uace0 \uc800\ub294 \ub9e4\ubc88 \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-503899\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/image-39.png\" alt=\"PyCharm \ub0b4 Python \uc8fc\uc11d\uc758 TODO \uba54\ubaa8\" width=\"1445\" height=\"993\" \/><\/figure>\n<p>\ucf54\ub4dc\ub97c \uc2e4\ud589\ud558\uace0 \ubaa8\ub450 \uc815\uc0c1 \uc791\ub3d9\ud55c\ub2e4\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \ucd9c\ub825\uc774 \ub098\uc635\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-504068\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/unnamed-2.png\" alt=\"PyCharm\uc5d0\uc11c \ucc57\ubd07 \ucf54\ub4dc \uc2e4\ud589\" width=\"1377\" height=\"989\" \/><\/figure>\n<p>\ucffc\ub9ac\uc640 \uac00\uc7a5 \uc720\uc0ac\ud55c \uccad\ud06c\ub97c \ucc3e\uae30 \uc704\ud574 Deep Lake \ubca1\ud130 \uc800\uc7a5\uc18c\uac00 \uc81c\uacf5\ud558\ub294 similarity_search \uba54\uc11c\ub4dc\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Check the top relevant documents to a specific query\nquery = \"how to check disk usage in linux?\"\ndocs = db.similarity_search(query)\nprint(docs[0].page_content)<\/pre>\n<h3 class=\"wp-block-heading\"><strong>3\ub2e8\uacc4: GPT-3\uc6a9 \ud504\ub86c\ud504\ud2b8 \ub9cc\ub4e4\uae30<\/strong><\/h3>\n<p>\uc5ed\ud560 \ud504\ub86c\ud504\ud305, \uc601\uc18d\uc801\uc778 \uc9c0\uc2dd \ubca0\uc774\uc2a4 \ub370\uc774\ud130\uc640 \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc744 \ud1b5\ud569\ud558\ub294 \ud504\ub86c\ud504\ud2b8 \ud15c\ud50c\ub9bf\uc744 \uc124\uacc4\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ud15c\ud50c\ub9bf\uc740 \ucc57\ubd07\uc758 \ud398\ub974\uc18c\ub098\ub97c \uc6b0\uc218\ud55c \uace0\uac1d \uc9c0\uc6d0 \uc0c1\ub2f4\uc6d0\uc73c\ub85c \uc124\uc815\ud569\ub2c8\ub2e4. \uc0ac\uc804\uc5d0 \uc11c\uc2dd\uc774 \uc9c0\uc815\ub41c \uae30\uc0ac \ubc1c\ucdcc\ubb38\uc744 \ud3ec\ud568\ud558\ub294 chunks_formatted\uc640 \uace0\uac1d\uc758 \uc9c8\ubb38\uc778 \ucffc\ub9ac\ub97c 2\uac1c \uc785\ub825 \ubcc0\uc218\ub85c \ucde8\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c \ubaa9\ud45c\ub294 \ub0a0\uc870\ub418\uac70\ub098 \uc798\ubabb\ub41c \uc815\ubcf4\ub294 \ubc29\uc9c0\ud558\uba74\uc11c \uc8fc\uc5b4\uc9c4 \uccad\ud06c\ub9cc\uc73c\ub85c \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3 class=\"wp-block-heading\"><strong>4\ub2e8\uacc4: \ucc57\ubd07 \uae30\ub2a5 \ub9cc\ub4e4\uae30<\/strong><\/h3>\n<p>\uc751\ub2f5\uc744 \uc0dd\uc131\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\uc790\uc758 \ucffc\ub9ac\uc640 \uac00\uc7a5 \uc720\uc0ac\ud55c top-k(\uc608: top-3) \uccad\ud06c\ub97c \uac80\uc0c9\ud558\uba74\uc11c \uc2dc\uc791\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uccad\ud06c\ub294 \uc11c\uc2dd\uc774 \uc9c0\uc815\ub418\uc5b4 \ud504\ub86c\ud504\ud2b8\ub85c \ub9cc\ub4e4\uc5b4\uc9c0\uba70 \uc628\ub3c4\uac00 0\uc73c\ub85c \uc124\uc815\ub41c GPT-3 \ubaa8\ub378\ub85c \uc804\ub2ec\ub429\ub2c8\ub2e4.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># user question\nquery = \"How to check disk usage in linux?\"\n\n# retrieve relevant chunks\ndocs = db.similarity_search(query)\nretrieved_chunks = [doc.page_content for doc in docs]\n\n# format the prompt\nchunks_formatted = \"nn\".join(retrieved_chunks)\nprompt_formatted = prompt.format(chunks_formatted=chunks_formatted, query=query)\n\n# generate answer\nllm = OpenAI(model=\"gpt-3.5-turbo-instruct\", temperature=0)\nanswer = llm(prompt_formatted)\nprint(answer)<\/pre>\n<p>\uc798 \ub3d9\uc791\ud55c\ub2e4\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \ucd9c\ub825\uc774 \ub098\uc635\ub2c8\ub2e4.<\/p>\n<p><em><code>PDF\uc744 ChatGPT\uc5d0 \uc5c5\ub85c\ub4dc\ud558\ub824\uba74, \uba3c\uc800 \uc6f9\uc0ac\uc774\ud2b8\uc5d0 \ub85c\uadf8\uc778\ud55c \ub2e4\uc74c \ud14d\uc2a4\ud2b8 \uc785\ub825 \ud544\ub4dc \uc606\uc5d0 \uc788\ub294 \ud074\ub9bd \uc544\uc774\ucf58\uc744 \ud074\ub9ad\ud558\uc138\uc694. \uadf8\ub7f0 \ub2e4\uc74c \ub85c\uceec \ud558\ub4dc \ub4dc\ub77c\uc774\ube0c, Google Drive \ub610\ub294 Microsoft OneDrive\uc5d0\uc11c PDF\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4. \ucca8\ubd80\uac00 \uc644\ub8cc\ub418\uba74 \ud504\ub86c\ud504\ud2b8 \ud544\ub4dc\uc5d0 \ucffc\ub9ac\ub098 \uc9c8\ubb38\uc744 \uc785\ub825\ud55c \ub2e4\uc74c \uc5c5\ub85c\ub4dc \ubc84\ud2bc\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4. \uc2dc\uc2a4\ud15c\uc774 PDF\ub97c \ubd84\uc11d\ud558\uace0 \uc751\ub2f5\uc744 \uc904 \ub54c\uae4c\uc9c0\ub294 \uc2dc\uac04\uc774 \uc870\uae08 \uc18c\uc694\ub429\ub2c8\ub2e4.<\/code><\/em><\/p>\n<h3 class=\"wp-block-heading\"><strong>5\ub2e8\uacc4: \ub300\ud654 \uae30\ub85d \ub9cc\ub4e4\uae30<\/strong><\/h3>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Create conversational memory\nmemory = ConversationBufferMemory(memory_key=\"chat_history\", input_key=\"input\")\n\n# Define a prompt template that includes memory\ntemplate = \"\"\"You are an exceptional customer support chatbot that gently answers questions.\n\n{chat_history}\n\nYou know the following context information.\n\n{chunks_formatted}\n\nAnswer the following question from a customer. Use only information from the previous context information. Do not invent stuff.\n\nQuestion: {input}\n\nAnswer:\"\"\"\n\nprompt = PromptTemplate(\n    input_variables=[\"chat_history\", \"chunks_formatted\", \"input\"],\n    template=template,\n)\n\n# Initialize the OpenAI model\nllm = OpenAI(openai_api_key=\"YOUR API KEY\", model=\"gpt-3.5-turbo-instruct\", temperature=0)\n\n# Create the LLMChain with memory\nchain = LLMChain(\n    llm=llm,\n    prompt=prompt,\n    memory=memory\n)\n\n# User query\nquery = \"What was the 5th point about on the question how to remove spotify account?\"\n\n# Retrieve relevant chunks\ndocs = db.similarity_search(query)\nretrieved_chunks = [doc.page_content for doc in docs]\n\n# Format the chunks for the prompt\nchunks_formatted = \"nn\".join(retrieved_chunks)\n\n# Prepare the input for the chain\ninput_data = {\n    \"input\": query,\n    \"chunks_formatted\": chunks_formatted,\n    \"chat_history\": memory.buffer\n}\n\n# Simulate a conversation\nresponse = chain.predict(**input_data)\n\nprint(response)<\/pre>\n<p>\uc870\uae08 \ub354 \ub300\ud654\ud615 \ubc29\uc2dd\uc73c\ub85c \ucf54\ub4dc\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucc98\uc74c\uc5d0\ub294 &#8216;<code>'ConversationBufferMemory<\/code>&#8216;\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub300\ud654\ud615 \uba54\ubaa8\ub9ac\ub97c \uc124\uc815\ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \ucc57\ubd07\uc774 \ud604\uc7ac \uc9c4\ud589 \uc911\uc778 \ub300\ud654 \uae30\ub85d\uc744 \uae30\uc5b5\ud560 \uc218 \uc788\uc73c\uba70 &#8216;<code>input_key=\u201dinput\u201d<\/code>&#8216;\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub4e4\uc5b4\uc624\ub294 \uc0ac\uc6a9\uc790\uc758 \uc785\ub825\uc744 \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc74c\uc73c\ub85c \ud504\ub86c\ud504\ud2b8 \ud15c\ud50c\ub9bf\uc744 \uc124\uacc4\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ud15c\ud50c\ub9bf\uc740 \uc77c\uc885\uc758 \ucc57\ubd07\uc744 \uc704\ud55c \uc2a4\ud06c\ub9bd\ud2b8\ub85c, \ucc44\ud305 \uae30\ub85d, \uc218\uc9d1\ud55c \uc815\ubcf4 \uccad\ud06c\uc640 \ud604\uc7ac\uc758 \uc0ac\uc6a9\uc790 \uc9c8\ubb38(\uc785\ub825)\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774 \uad6c\uc870\ub97c \ud1b5\ud574 \ucc57\ubd07\uc774 \uc815\ud655\ud55c \ucee8\ud14d\uc2a4\ud2b8\uac00 \ubb34\uc5c7\uc774\uace0 \uc5b4\ub5a4 \uc9c8\ubb38\uc5d0 \ub2f5\ud574\uc57c \ud558\ub294\uc9c0 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc81c \uc5b8\uc5b4 \ubaa8\ub378 \uccb4\uc778, \uc989 &#8216;<code>LLMChain<\/code>&#8216;\uc744 \ucd08\uae30\ud654\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uad6c\uc131 \uc694\uc18c\ub97c \uc870\ub9bd\ud558\ub294 \uac83\uc774\ub77c\uace0 \uc0dd\uac01\ud558\uba74 \ub429\ub2c8\ub2e4. \ud504\ub86c\ud504\ud2b8 \ud15c\ud50c\ub9bf, \uc5b8\uc5b4 \ubaa8\ub378, \uc124\uc815\ud588\ub358 \uba54\ubaa8\ub9ac\ub97c \uac00\uc838\ub2e4\uac00 \ud558\ub098\uc758 \uc6cc\ud06c\ud50c\ub85c\ub85c \uc870\ud569\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc0ac\uc6a9\uc790 \ucffc\ub9ac\ub97c \ucc98\ub9ac\ud560 \ub54c\uac00 \ub418\uba74 \uc785\ub825\uc744 \uc900\ube44\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub824\uba74 \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38(&#8216;<code>input<\/code>&#8216;)\uacfc \uad00\ub828\ub41c \uc815\ubcf4 \uccad\ud06c(&#8216;<code>chunks_formatted<\/code>&#8216;)\ub97c \ud3ec\ud568\ud558\ub294 \ub515\uc154\ub108\ub9ac\ub97c \uc0dd\uc131\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uc124\uc815\uc744 \ud1b5\ud574 \ucc57\ubd07\uc740 \uc62c\ubc14\ub978 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc751\ub2f5\uc744 \ub9cc\ub4dc\ub294 \ub370 \ud544\uc694\ud55c \ubaa8\ub4e0 \uc0c1\uc138 \uc815\ubcf4\ub97c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc900\ube44\ub41c \uc785\ub825 \ub370\uc774\ud130\ub97c \uc804\ub2ec\ud558\uba74\uc11c &#8216;<code>chain.predict<\/code>&#8216; \uba54\uc11c\ub4dc\ub97c \ud638\ucd9c\ud569\ub2c8\ub2e4. \uc774 \uba54\uc11c\ub4dc\ub294 \uc6b0\ub9ac\uac00 \ub9cc\ub4e0 \uc6cc\ud06c\ud50c\ub85c\ub97c \ud1b5\ud574 \uc785\ub825\uc744 \ucc98\ub9ac\ud558\uba70, \ud654\uba74\uc5d0 \ud45c\uc2dc\ub418\ub294 \ucc57\ubd07\uc758 \ub2f5\ubcc0\uc744 \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \ubc29\uc2dd\uc73c\ub85c \ucc57\ubd07\uc774 \uacfc\uac70\uc758 \uc0c1\ud638 \uc791\uc6a9\uc744 \uae30\uc5b5\ud558\uace0 \ucee8\ud14d\uc2a4\ud2b8\uc5d0 \ub530\ub77c \uad00\ub828\uc131 \ub192\uc740 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\uc5ec \ub9e4\ub044\ub7fd\uace0 \uc815\ubcf4\uac00 \ud48d\ubd80\ud55c \ub300\ud654\ub97c \uc9c0\uc18d\ud558\ub3c4\ub85d \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae30\ub2a5\uc744 \ub9cc\ub4e4 \ub54c \ud06c\uac8c \ub3c4\uc6c0\uc774 \ub418\uace0 \uc81c\uac00 \uc88b\uc544\ud558\ub294 \ub610 \ub2e4\ub978 PyCharm \uae30\uc220\uc740 \ucee4\uc11c\ub97c \uba54\uc11c\ub4dc \uc704\uc5d0 \uc62c\ub824\ub193\uace0 &#8216;CTRL&#8217; \ud0a4\ub97c \ub204\ub974\uba74\uc11c \ud074\ub9ad\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-544616\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/02\/put-my-cursor-over-a-method.gif\" alt=\"\ucee4\uc11c\ub97c \uba54\uc11c\ub4dc \uc704\uc5d0 \uc62c\ub824\ub193\uae30\" width=\"1200\" height=\"805\" \/><\/figure>\n<h2 class=\"wp-block-heading\"><strong>\uacb0\ub860<\/strong><\/h2>\n<p>GPT-3\ub294 \ud504\ub86c\ud504\ud2b8\uc5d0 \uc785\ub825\ub41c \ucee8\ud14d\uc2a4\ud2b8 \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \uad6c\uccb4\uc801\uc778 \uc9c8\ubb38\uc5d0 \ub2f5\ud560 \uc218 \uc788\ub294 \ub300\ud654\ud615 \ucc57\ubd07\uc744 \ub9cc\ub4e4 \ub54c \ub9e4\uc6b0 \uc88b\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ubaa8\ub378\uc774 \uc774 \ucee8\ud14d\uc2a4\ud2b8\uc5d0\ub9cc \uc758\uc874\ud558\uba74\uc11c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub3c4\ub85d \ud558\uba74 \uc624\ud574\uc758 \uc18c\uc9c0\uac00 \uc788\ub294 \uc815\ubcf4\uac00 \ubc1c\uc0dd\ud558\uae30\ub3c4 \ud558\ubbc0\ub85c(\uc989, \uc0c8\ub85c\uc6b4 \ud5c8\uc704 \uc0ac\uc2e4\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc74c) \ubb38\uc81c\uac00 \uc0dd\uae38 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud5c8\uc704 \uc815\ubcf4\uc758 \uc601\ud5a5\ub825\uc740 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub530\ub77c \ub2e4\ub985\ub2c8\ub2e4.<\/p>\n<p>\uc815\ub9ac\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc9c0\uae08\uae4c\uc9c0 \uc81c\uacf5\ub41c \ucf54\ub4dc\uc640 \uc804\ub7b5\uc5d0 \ub530\ub77c LangChain\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucee8\ud14d\uc2a4\ud2b8\ub97c \uc778\uc2dd\ud558\uc5ec \uc9c8\ubb38\uc5d0 \ub2f5\ubcc0\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4\uc5b4 \ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774 \ud504\ub85c\uc138\uc2a4\ub294 \ubb38\uc11c\ub97c \uccad\ud06c\ub85c \ub098\ub204\uace0, \uc784\ubca0\ub529\uc744 \uc5f0\uc0b0\ud558\uace0, \uc720\uc0ac\ud55c \uccad\ud06c\ub97c \ucc3e\ub294 \uac80\uc0c9 \ub3c4\uad6c\ub97c \uad6c\ud604\ud558\uace0, GPT-3 \ud504\ub86c\ud504\ud2b8\ub97c \ub9cc\ub4e0 \ub2e4\uc74c GPT-3 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 GPT-3\ub97c \ud65c\uc6a9\ud558\uc5ec \ucee8\ud14d\uc2a4\ud2b8\uc5d0 \ub9de\uac8c \uc815\ud655\ud788 \ub2f5\ud558\uace0 \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub09c \ucc57\ubd07\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ud55c\ud3b8, \ud5c8\uc704 \uc815\ubcf4\uac00 \uc0dd\uc131\ub420 \uc218 \uc788\ub294 \uc704\ud5d8\uc744 \ud56d\uc0c1 \uc720\ub150\ud574\uc57c \ud568\uc744 \uac15\uc870\ud569\ub2c8\ub2e4.<\/p>\n<h2 id=\"author\" class=\"wp-block-heading\"><strong>\uc800\uc790 \uc815\ubcf4<\/strong><\/h2>\n<div class=\"about-author \">\n<div class=\"about-author__box\">\n<div class=\"row\">\n<div class=\"about-author__box-img\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/dido-grigorov.jpeg\" alt=\"Dido Grigorov\" \/><\/div>\n<div class=\"about-author__box-text\">\n<h4>Dido Grigorov<\/h4>\n<p><i><span style=\"font-weight: 400;\">Dido\ub294 \uc5c5\uacc4 \uacbd\ub825\uc774 17\ub144\uc774\ub098 \ub418\ub294 \uc219\ub828\ub41c \ub525\ub7ec\ub2dd \uc5d4\uc9c0\ub2c8\uc5b4\uc774\uc790 Python \ud504\ub85c\uadf8\ub798\uba38\uc785\ub2c8\ub2e4. \ud604\uc7ac \uba85\ubb38\ub300\uc778 Stanford University\uc5d0\uc11c \ub300\ud559\uc6d0\uc744 \ub2e4\ub2c8\uace0 \uc788\uc73c\uba70, Andrew Ng, Christopher Manning, Fei-Fei Li\ub098 Chelsea Finn\uc640 \uac19\uc740 \uc800\uba85\ud55c \uc804\ubb38\uac00\uac00 \uc774\ub044\ub294 \ucca8\ub2e8 AI \uacfc\uc815\uc744 \ub4e4\uc73c\uba70 \ud0c1\uc6d4\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\uace0 \uba58\ud1a0\ub9c1\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400;\">Dido\uc758 \uc778\uacf5\uc9c0\ub2a5\uc5d0 \ub300\ud55c \uc5f4\uc815\uc740 \uc5c5\ubb34 \ubc0f \uc2e4\ud5d8\uc5d0 \uc804\ub150\uc744 \ub2e4\ud558\ub294 \ubaa8\uc2b5\uc5d0 \ub4dc\ub7ec\ub098 \uc788\uc2b5\ub2c8\ub2e4. Dido\ub294 \uc218\ub144\uac04 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc124\uacc4, \uad6c\ud604 \ubc0f \ucd5c\uc801\ud654\ud558\ub294 \ubd84\uc57c\uc5d0\uc11c \uc804\ubb38\uc131\uc744 \uad6c\ucd95\ud588\uc2b5\ub2c8\ub2e4. \ub6f0\uc5b4\ub09c Python \uc2e4\ub825\uc73c\ub85c \ubcf5\uc7a1\ud55c \ubb38\uc81c\uc744 \ud574\uacb0\ud558\uace0 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 AI \uc194\ub8e8\uc158\uc744 \ub9cc\ub4dc\ub294 \ub370 \uae30\uc5ec\ud574 \uc654\uc2b5\ub2c8\ub2e4.<\/span><\/i><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><em>\uac8c\uc2dc\ubb3c \uc6d0\ubb38 \uc791\uc131\uc790<\/em><\/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:\/\/blog.jetbrains.com\/wp-content\/uploads\/2021\/03\/evgenia-200x200.jpg\" width=\"200\" height=\"200\" alt=\"Evgenia Verbina\" 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>Evgenia Verbina<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":964,"featured_media":567719,"comment_status":"closed","ping_status":"closed","template":"","categories":[952,1401],"tags":[6230,8556,8557],"cross-post-tag":[],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/pycharm\/567717"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/pycharm"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/types\/pycharm"}],"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=567717"}],"version-history":[{"count":4,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/pycharm\/567717\/revisions"}],"predecessor-version":[{"id":567743,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/pycharm\/567717\/revisions\/567743"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/media\/567719"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/media?parent=567717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/categories?post=567717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/tags?post=567717"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/cross-post-tag?post=567717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}