{"id":15671,"date":"2024-05-07T08:05:04","date_gmt":"2024-05-07T15:05:04","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=15671"},"modified":"2025-06-13T20:27:16","modified_gmt":"2025-06-14T03:27:16","slug":"twitter-thread-tldr-with-ai-part-1","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/twitter-thread-tldr-with-ai-part-1\/","title":{"rendered":"\ud2b8\uc704\ud130 \uc2a4\ub808\ub4dc \uae00 \uc694\uc57d: \uc778\uacf5\uc9c0\ub2a5\uacfc \ud568\uaed8? 1\ubd80"},"content":{"rendered":"
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\ub204\uac00 \uc2dc\uac04\uc774 \uc788\uaca0\uc5b4\uc694? (\uc608\uc0c1\ubcf4\ub2e4 \ub354 \uc624\ub798 \uac78\ub838\uae30 \ub54c\ubb38\uc5d0 \ud30c\ud2b8 1\ub3c4 \ub9c8\ucc2c\uac00\uc9c0\uc785\ub2c8\ub2e4 \ud83d\ude2c)<\/h2>\n<\/div>\n

\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uac00 \ucd5c\uadfc \ub3c4\uc785\ud55c \ubca1\ud130 \uac80\uc0c9 \uc9c0\uc6d0<\/a>. \uadf8\ub9ac\uace0 \uc800\ub294 \uadf8\uac83\uc744 \uac00\uc9c0\uace0 \ub180 \ud551\uacc4\ub97c \ucc3e\uace0 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub9c8\uce68 \ucd5c\uadfc\uc5d0 \uac1c\ubc1c\uc790 \ub9c8\ucf00\ud305\uc5d0 \uad00\ud55c \ud6cc\ub96d\ud55c \ud2b8\uc704\ud130 \uc2a4\ub808\ub4dc\uac00 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc800\ub294 \uadf8 \ub0b4\uc6a9 \ub300\ubd80\ubd84\uc5d0 \uacf5\uac10\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc815\ub9d0 \uba4b\uc9c4 \uae00\uc785\ub2c8\ub2e4. \ud300\uc6d0\ub4e4\uc774 \ub2e8\uc2dc\uac04\uc5d0 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc694\uc57d\ud560 \uc218 \uc788\uc744 \uac83 \uac19\uc544\uc694. \uc81c\uac00 \uc9c1\uc811 \uc694\uc57d\ubcf8\uc744 \uc791\uc131\ud560 \uc218\ub3c4 \uc788\uc8e0. \uc544\ub2c8\uba74 \uadf8\uac8c \uc81c\uac00 \ucc3e\ub358 \ubcc0\uba85\uc77c \uc218\ub3c4 \uc788\uc8e0.<\/p>\n

\uc800\uc640 \ub2e4\ub978 \ubd84\ub4e4\uc744 \uc704\ud574 LLM(\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378)\uc5d0\uac8c \uc774 \ud6cc\ub96d\ud55c \uae00\uc744 \uc694\uc57d\ud574 \ub2ec\ub77c\uace0 \ubd80\ud0c1\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub860\uc801\uc73c\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uc9c4\ud589\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4:<\/p>\n

    \n
  1. \n
      \n
    1. \ud2b8\uc717 \ubc1b\uae30<\/li>\n
    2. LLM\uc73c\ub85c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uae30<\/li>\n
    3. \ud2b8\uc717\uacfc \ubca1\ud130\ub97c \uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ud558\uae30<\/li>\n
    4. \ucffc\ub9ac\ub97c \uc704\ud55c \uc778\ub371\uc2a4 \uc0dd\uc131<\/li>\n
    5. LLM\uc5d0 \uc9c8\ubb38\ud558\uae30<\/li>\n
    6. \uc774\ub97c \ubca1\ud130\ub85c \ubcc0\ud658<\/li>\n
    7. \ubca1\ud130 \uac80\uc0c9\uc744 \uc2e4\ud589\ud558\uc5ec LLM\uc5d0 \ub300\ud55c \ucee8\ud14d\uc2a4\ud2b8\ub97c \uc5bb\uc2b5\ub2c8\ub2e4.<\/li>\n
    8. \uc9c8\ubb38\uacfc \ucee8\ud14d\uc2a4\ud2b8\uc5d0\uc11c LLM \ud504\ub86c\ud504\ud2b8 \ub9cc\ub4e4\uae30<\/li>\n
    9. \ud658\uc0c1\uc801\uc778 \ub2f5\ubcc0 \ubc1b\uae30<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n

      \uc774\uac83\uc740 \uae30\ubcf8\uc801\uc73c\ub85c RAG \uc6cc\ud06c\ud50c\ub85c\uc785\ub2c8\ub2e4. RAG\ub294 \uac80\uc0c9 \uc99d\uac15 \uc138\ub300\uc758 \uc57d\uc790\uc785\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub294 \ucee8\ud14d\uc2a4\ud2b8\ub97c \uc81c\uacf5\ud568\uc73c\ub85c\uc368 \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uac15\ub825\ud55c LLM \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

      \ud2b8\uc704\ud130 \ub370\uc774\ud130 \ucd94\ucd9c\ud558\uae30<\/h2>\n

      \uac00\uc7a5 \uba3c\uc800 \ud2b8\uc704\ud130\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uac00\uc838\uc640\uc57c \ud569\ub2c8\ub2e4. \uc0ac\uc2e4 API\ub97c \uad6c\ub3c5\ud558\uc9c0 \uc54a\ub294\ub2e4\uba74 \uc774 \ubd80\ubd84\uc774 \uac00\uc7a5 \uc5b4\ub824\uc6b4 \ubd80\ubd84\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc624\ub798\ub41c \ub370\uc774\ud130\ub97c \uc2a4\ud06c\ub7a9\ud558\uba74 \uad1c\ucc2e\uc740 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub9c8\ub3c4 100%\ub9cc\ud07c \uc815\ud655\ud558\uc9c0\ub294 \uc54a\uaca0\uc9c0\ub9cc, \uad1c\ucc2e\uc740 \uc218\uc900\uc740 \ub420 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub7fc \uc2dc\uc791\ud574 \ubd05\uc2dc\ub2e4.<\/p>\n

      \uc81c\uac00 \uac00\uc7a5 \uc88b\uc544\ud558\ub294 IDE\ub97c \uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ud50c\ub7ec\uadf8\uc778<\/a> \ub97c \uc124\uce58\ud55c \ud6c4 \uc0c8 \ud30c\uc774\uc36c \uc2a4\ud06c\ub9bd\ud2b8\ub97c \uc0dd\uc131\ud558\uace0 \ud2b8\uc704\ud0b7<\/a>\ub77c\ub294 \ud2b8\uc704\ud130 \uc2a4\ud06c\ub808\uc774\ud37c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud588\uc2b5\ub2c8\ub2e4. HTTP \uc624\ub958 429\uac00 \ubc1c\uc0dd\ud558\uae30 \uc804\uae4c\uc9c0\ub294 \ubaa8\ub4e0 \uac83\uc774 \uc798 \uc791\ub3d9\ud569\ub2c8\ub2e4. \ub108\ubb34 \ub9ce\uc740 \uc694\uccad<\/em>. \ub108\ubb34 \uc5f4\uc2ec\ud788 \uc2a4\ud06c\ub7a9\ud588\uc2b5\ub2c8\ub2e4. \ub098\ub294 \uc7a1\ud614\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc644\ud654\ud560 \uc218 \uc788\ub294 \uba87 \uac00\uc9c0 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n

        \n
      1. \n
          \n
        1. \uba3c\uc800, \uc800\ucc98\ub7fc \uc815\uc2e0\uc5c6\uc774 \uc7ac\ub85c\uadf8\uc778\ud558\uc9c0 \ub9d0\uace0 \uc778\uc99d \ucfe0\ud0a4\ub97c \ud30c\uc77c\uc5d0 \uc800\uc7a5\ud558\uc5ec \uc7ac\uc0ac\uc6a9\ud558\uc138\uc694.<\/li>\n
        2. \ub458\uc9f8, \uc628\ub77c\uc778 IDE\ub85c \uc804\ud658\ud558\uba74 IP\ub97c \ub354 \uc27d\uac8c \ubcc0\uacbd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
        3. \uc14b\uc9f8, \ub300\uae30 \uc2dc\uac04\uc744 \ub3c4\uc785\ud558\uace0 \ubb34\uc791\uc704\ub85c \uc124\uc815\ud558\uc138\uc694. \ubb34\uc791\uc704\ub85c \ud558\ub294 \uac83\uc774 \ub3c4\uc6c0\uc774 \ub420\uc9c0 \ubaa8\ub974\uaca0\uc9c0\ub9cc \uc548 \ub420 \uc774\uc720\ub294 \uc5c6\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n

          \ucd5c\uc885 \uc2a4\ud06c\ub9bd\ud2b8\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

          twikit\uc5d0\uc11c \ud074\ub77c\uc774\uc5b8\ud2b8 \uac00\uc838\uc624\uae30\r\n\ub79c\ub364\uc5d0\uc11c randint \uac00\uc838\uc624\uae30\r\nimport json\r\n\uc2dc\uac04 \uac00\uc838\uc624\uae30\r\n\r\ndef get_json_tweet(t, parentid):\r\n    return {\r\n        'created_at': t.created_at,\r\n        'id': t.id,\r\n        'parent' : parentid,\r\n        'full_text': t.full_text,\r\n        'created_at': t.created_at,\r\n        'text': t.text,\r\n        'lang': t.lang,\r\n        'in_reply_to': t.in_reply_to,\r\n        'quote_count': t.quote_count,\r\n        'reply_count': t.reply_count,\r\n        'favorite_count': t.favorite_count,\r\n        'view_count': t.view_count,\r\n        '\ud574\uc2dc\ud0dc\uadf8': t.\ud574\uc2dc\ud0dc\uadf8,\r\n        'user' : {\r\n            'id' : t.user.id,\r\n            'name' : t.user.name,\r\n            'screen_name ' : t.user.screen_name ,\r\n            'url ' : t.user.url ,\r\n        },\r\n    }\r\n\r\ndef get_replies(id, total_replies, recordTweetid):\r\n    tweet = client.get_tweet_by_id(id)\r\n    if( tweet.reply_count == 0):\r\n        return\r\n\r\n    # \ubaa8\ub4e0 \ub2f5\uae00 \uac00\uc838\uc624\uae30\r\n    all_replies = []\r\n    \ud2b8\uc717 = \ud2b8\uc717.\ub2f5\uae00\r\n    all_replies += \ud2b8\uc717\r\n\r\n    \ub3d9\uc548 len(tweets) != 0:\r\n        try:\r\n            time.sleep(randint(10,20))\r\n            tweets = tweets.next()\r\n            all_replies += tweets\r\n        \uc778\ub371\uc2a4 \uc5d0\ub7ec\ub97c \uc81c\uc678\ud569\ub2c8\ub2e4:\r\n            print(\"\ubc30\uc5f4 \uc778\ub371\uc2a4 \uc624\ub958\")\r\n            break\r\n\r\n    print(len(all_replies))\r\n    print(all_replies)\r\n    all_replies\uc758 t\uc5d0 \ub300\ud574\r\n        jsonTweet = get_json_tweet(t, id)\r\n        if (recordTweetid\uc5d0\uc11c t.id\uac00 \uc544\ub2cc \uacbd\uc6b0) \ubc0f ( t.in_reply_to == id):\r\n            time.sleep(randint(10,20))\r\n            get_replies(t.id, total_replies, recordTweetid)\r\n        f.write(',\\n')\r\n        json.dump(jsonTweet, f, ensure_ascii=False, indent=4)\r\n\r\n\r\n\r\nclient = Client('en-US')\r\n\r\n## \uc2a4\ud06c\ub9bd\ud2b8\ub97c \ucc98\uc74c \uc2e4\ud589\ud55c \ud6c4 \uc774 `login` \ubd80\ubd84\uc744 \uc8fc\uc11d \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4(\uadf8\ub9ac\uace0 `cookies.json`` \ud30c\uc77c\uc774 \uc788\uc2b5\ub2c8\ub2e4).\r\nclient.login(\r\n    auth_info_1='\uc0ac\uc6a9\uc790 \uc774\ub984',\r\n    password='secret',\r\n)\r\n\r\nclient.save_cookies('cookies.json');\r\n# client.load_cookies(path='cookies.json');\r\n\r\nreplies = []\r\nrecordTweetid = []\r\nopen('data2.json', 'a', encoding='utf-8')\uc744 f\ub85c \uc124\uc815\ud569\ub2c8\ub2e4:\r\n    get_replies('1775913633064894669', replies, recordTweetid)\r\n<\/pre>\n
          429\ub97c \ud53c\ud558\ub294 \uac83\uc740 \uc57d\uac04 \uace0\ud1b5\uc2a4\ub7ec\uc6e0\uace0 \uba87 \ubc88\uc758 \ubc18\ubcf5\uc744 \uac70\ucce4\uc9c0\ub9cc \uacb0\uad6d\uc5d0\ub294 \ub300\ubd80\ubd84 \uc791\ub3d9\ud558\ub294 \uac83\uc744 \uc5bb\uc5c8\uc2b5\ub2c8\ub2e4. \uc2dc\uc791 \ub300\uad04\ud638\uc640 \ub9c8\uce68 \ub300\uad04\ud638\ub97c \ucd94\uac00\ud558\uc5ec \uc720\ud6a8\ud55c JSON \ubc30\uc5f4\ub85c \ubc14\uafb8\uae30\ub9cc \ud558\uba74 \ub418\uc5c8\uc2b5\ub2c8\ub2e4:<\/p>\n
          [\r\n    {\r\n         \"created_at\": \"Thu Apr 04 16:15:02 +0000 2024\",\r\n         \"id\": \"1775920020377502191\",\r\n         \"full_text\": null,\r\n         \"text\": \"@\ucf08\uc2dc\ud558\uc774\ud0c0\uc6cc SOCKS! \uc800\uc5d0\uac8c \uc591\ub9d0\uc744 \uc81c\uc548\ud558\ub294 \uccab \ubc88\uc9f8 \ud68c\uc0ac\uc5d0 \uc218\ubc31\ub9cc \ub2ec\ub7ec\ub97c \ub358\uc9c0\uaca0\uc2b5\ub2c8\ub2e4!\\n\\n\uc911\uc694\ud55c \ucc38\uace0 \uc0ac\ud56d\uc785\ub2c8\ub2e4: \uc800\ub294 \uc218\ubc31\ub9cc \ub2ec\ub7ec\uac00 \uc5c6\uc2b5\ub2c8\ub2e4! \\\ubb38\uc81c\uac00 \uc788\ub294 \uac83 \uac19\uc544\uc694.\",\r\n         \"lang\": \"en\",\r\n         \"in_reply_to\": \"1775913633064894669\",\r\n         \"quote_count\": 1,\r\n         \"reply_count\": 3,\r\n         \"favorite_count\": 23,\r\n         \"view_count\": \"4658\",\r\n         \"\ud574\uc2dc\ud0dc\uadf8\": [],\r\n         \"user\": {\r\n             \"id\": \"4324751\",\r\n             \"name\": \"\uc870\uc26c \ub871\",\r\n             \"screen_name \": \"\uc2a4\ud0c0\ubc85\uc2a4\ub9e8\",\r\n    \"url \": \"https:\/\/t.co\/PrSomoWx53\"\r\n         }\r\n    },\r\n...\r\n]\r\n<\/pre>\n
          \uc591\ub9d0\uc740 \uc544\uc774\ub7ec\ub2c8\uc640 \ud568\uaed8 \uac1c\ubc1c\uc790 \ub9c8\ucf00\ud305\uc5d0\uc11c \uc6b0\ub9ac\uac00 \ud558\ub294 \uc77c\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/p>\n
          \uc774\uc81c \uac1c\ubc1c \ub9c8\ucf00\ud305 \ud56b \ud14c\uc774\ud06c\uac00 \ubaa8\ub450 \ud3ec\ud568\ub41c JSON \ubb38\uc11c \ubc30\uc5f4\uc774 \ud3ec\ud568\ub41c \ud30c\uc77c\uc774 \uc0dd\uacbc\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/p>\n
          \ud2b8\uc717\uc744 \ubca1\ud130\ub85c \uc804\ud658\ud558\uae30<\/h2>\n
          LLM\uc5d0\uc11c \ucd94\uac00 \ucee8\ud14d\uc2a4\ud2b8\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub824\uba74 \uc774\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \uc784\ubca0\ub529<\/em>. \uae30\ubcf8\uc801\uc73c\ub85c 0\uacfc 1 \uc0ac\uc774\uc758 \uc2ed\uc9c4\uc218 \uac12 \ubc30\uc5f4\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub4e0 \uac83\uc774 \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131, \uc989 RAG\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ubaa8\ub4e0 LLM\uc5d0\ub294 \ud14d\uc2a4\ud2b8, \uc624\ub514\uc624 \ub610\ub294 \ube44\ub514\uc624 \ub370\uc774\ud130\uc640 \uac19\uc740 \uac1d\uccb4\uc758 \uace0\uc720\ud55c \ud45c\ud604\uc774 \uc788\uae30 \ub54c\ubb38\uc5d0 \ubcf4\ud3b8\uc801\uc778 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \uadf9\ub3c4\ub85c \uac8c\uc73c\ub974\uace0 \uadf8 \uacf5\uac04\uc5d0\uc11c \ubb34\uc2a8 \uc77c\uc774 \uc77c\uc5b4\ub098\uace0 \uc788\ub294\uc9c0 \uc54c\uc9c0 \ubabb\ud558\uae30 \ub54c\ubb38\uc5d0 \uc800\ub294 OpenAI\/ChatGPT<\/a>. 2017\ub144\uc758 \uc790\ubc14\uc2a4\ud06c\ub9bd\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c\ubcf4\ub2e4 \ub9e4\uc8fc \ub354 \ub9ce\uc740 \ubaa8\ub378\uc774 \ucd9c\uc2dc\ub418\uace0 \uc788\ub294 \uc148\uc785\ub2c8\ub2e4.<\/p>\n
          \uc5b4\uca0c\ub4e0 \uc800\ub294 OpenAI \uacc4\uc815\uc744 \ub9cc\ub4e4\uace0 API \ud0a4\ub97c \uc0dd\uc131\ud55c \ub2e4\uc74c, \ubb34\ub8cc\ub77c\ub3c4 API\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc5c6\uc73c\ub2c8 \uba87 \ub2ec\ub7ec\ub97c \ucd94\uac00\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \ud2b8\uc717\uc744 \ubca1\ud130\ub85c \ubcc0\ud658\ud560 \uc900\ube44\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. API\ub97c \ud1b5\ud574 \uc784\ubca0\ub529\ud558\ub294 \uac00\uc7a5 \uc9e7\uc740 \uacbd\ub85c\ub294 curl\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uc0dd\uae41\ub2c8\ub2e4:<\/p>\n
          curl https:\/\/api.openai.com\/v1\/embeddings -H \"Authorization: Bearer $OPENAI_API_KEY\" \\ \\\r\n -H \"Content-Type: application\/json\" \\.\r\n   -d '{\"\uc785\ub825\": \" SOCKS! \uc800\uc5d0\uac8c \uc591\ub9d0\uc744 \uc81c\uacf5\ud558\ub294 \uccab \ubc88\uc9f8 \ud68c\uc0ac\uc5d0 \uc218\ubc31\ub9cc \ub2ec\ub7ec\ub97c \ub358\uc9c0\uaca0\uc2b5\ub2c8\ub2e4!\\n\\n\uc911\uc694\ud55c \ucc38\uace0 \uc0ac\ud56d\uc785\ub2c8\ub2e4: \uc800\ub294 \uc218\ubc31\ub9cc \ub2ec\ub7ec\uac00 \uc5c6\uc2b5\ub2c8\ub2e4! \\\ubb38\uc81c\uac00 \uc788\ub294 \uac83 \uac19\uc544\uc694.\", \"model\": \"text-embedding-ada-002\"}'\r\n{\r\n  \"object\": \"list\",\r\n  \"data\": [\r\n{\r\n   \"object\": \"\uc784\ubca0\ub529\",\r\n   \"index\": 0,\r\n   \"\uc784\ubca0\ub529\": [\r\n     -0.008340064,\r\n     -0.03142008,\r\n     0.01558878,\r\n    ...\r\n    0.0007338819,\r\n     -0.01672055\r\n   ]\r\n}\r\n  ],\r\n  \"model\": \"text-embedding-ada-002\",\r\n  \"\uc0ac\uc6a9\ubc95\": {\r\n\"\ud504\ub86c\ud504\ud2b8_\ud1a0\ud070\": 40,\r\n\"\ucd1d_\ud1a0\ud070\": 40\r\n  }\r\n}\r\n<\/pre>\n
          \uc5ec\uae30\uc11c JSON \uc785\ub825\uc5d0\ub294 \ubca1\ud130\ub85c \ubcc0\ud658\ud560 \uc785\ub825 \ud544\ub4dc\uc640 \ud14d\uc2a4\ud2b8\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \ubaa8\ub378\uc744 \ucc38\uc870\ud558\ub294 \ubaa8\ub378 \ud544\ub4dc\uac00 \uc788\ub294 \uac83\uc744 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd9c\ub825\uc740 \ubca1\ud130, \uc0ac\uc6a9\ub41c \ubaa8\ub378 \ubc0f API \uc0ac\uc6a9 \ud1b5\uacc4\ub97c \ubc18\ud658\ud569\ub2c8\ub2e4.<\/p>\n
          \ud658\uc0c1\uc801\uc774\uc8e0, \uc774\uc81c \uc5b4\ub5bb\uac8c \ud558\ub098\uc694? \uc774\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\ub294 \uac83\uc740 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4ed\ub2c8\ub2e4. \ub098\uc911\uc5d0 \uc7ac\uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ud558\uc774\ube0c\ub9ac\ub4dc \uac80\uc0c9\uacfc \uac19\uc740 \uba4b\uc9c4 \ucd94\uac00 \uae30\ub2a5\ub3c4 \uc27d\uac8c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
          \uc774\ub97c \ud655\uc778\ud558\ub294 \ubc29\ubc95\uc5d0\ub294 \uba87 \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\ub8e8\ud55c \uc218\ub3d9 \ubc29\uc2dd\uc774 \uc788\uc9c0\ub9cc \ubc30\uc6b0\uae30\uc5d0\ub294 \uc88b\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uc0b6\uc744 \ub354 \uc27d\uac8c \ub9cc\ub4e4\uc5b4\uc8fc\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc800\ub294 \uc2e4\uc81c\ub85c \ub7ad\uccb4\uc778<\/a> \uc81c \uc0b6\uc744 \ub354 \uc27d\uac8c \ub9cc\ub4e4\uc5b4 \uc904 \uac70\ub77c\uace0 \uc0dd\uac01\ud588\uace0, \uc2e4\uc81c\ub85c \uadf8\ub807\uac8c \ub418\uc5c8\uc9c0\ub9cc '\uc870\uae08' \uae38\uc744 \uc783\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub798\uc11c \uc9d1\ub2e8 \ud559\uc2b5\uc758 \uc774\uc810\uc744 \uc704\ud574 \uc218\ub3d9 \ubc29\uc2dd\ubd80\ud130 \uc2dc\uc791\ud558\uaca0\uc2b5\ub2c8\ub2e4. JSON \ubb38\uc11c \ubc30\uc5f4\uc774 \uc788\uace0, \uadf8 \ub0b4\uc6a9\uc744 \ubca1\ud130\ud654\ud558\uc5ec Couchbase\uc5d0 \uc800\uc7a5\ud55c \ub2e4\uc74c \ub2e4\ub978 \ubca1\ud130\ub85c \ucffc\ub9ac\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
          \uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc640 \uac19\uc740 \ubca1\ud130 \uc2a4\ud1a0\uc5b4\uc5d0\uc11c \ud2b8\uc717 \ub85c\ub4dc\ud558\uae30<\/h2>\n
          \uc790\ubc14\ub098 \uc790\ubc14\uc2a4\ud06c\ub9bd\ud2b8\ub85c\ub3c4 \ub7ad\uccb4\uc778 \uad6c\ud604\uc744 \ubcfc \uc218 \uc788\uc9c0\ub9cc, \uc800\ub294 \ud30c\uc774\uc36c\uc744 \ub354 \uc798\ud574\uc57c \ud55c\ub2e4\uace0 \uc0dd\uac01\ud558\uae30 \ub54c\ubb38\uc5d0 \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud558\ub824\uace0 \ud569\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uac00\uc7a5 \uba3c\uc800 \ub2e4\ub8e8\uace0 \uc2f6\uc740 \uac83\uc740 \uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc5d0 \uc5f0\uacb0\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4:<\/p>\n
          def connect_to_couchbase(connection_string, db_username, db_password):\r\n    \"\"\"\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc5d0 \uc5f0\uacb0\"\"\"\r\n    couchbase.cluster\uc5d0\uc11c Cluster\ub97c \uac00\uc838\uc635\ub2c8\ub2e4.\r\n    couchbase.auth\uc5d0\uc11c PasswordAuthenticator\ub97c \uac00\uc838\uc635\ub2c8\ub2e4.\r\n    from couchbase.options import ClusterOptions\r\n    from datetime import timedelta\r\n\r\n    auth = PasswordAuthenticator(db_username, db_password)\r\n    options = ClusterOptions(auth)\r\n    \uc5f0\uacb0 \ubb38\uc790\uc5f4 = \uc5f0\uacb0 \ubb38\uc790\uc5f4\r\n    \ud074\ub7ec\uc2a4\ud130 = \ud074\ub7ec\uc2a4\ud130(\uc5f0\uacb0 \ubb38\uc790\uc5f4, \uc635\uc158)\r\n    # \ud074\ub7ec\uc2a4\ud130\ub97c \uc0ac\uc6a9\ud560 \uc900\ube44\uac00 \ub420 \ub54c\uae4c\uc9c0 \uae30\ub2e4\ub9bd\ub2c8\ub2e4.\r\n    cluster.wait_until_ready(timedelta(\ucd08=5))\r\n    \ud074\ub7ec\uc2a4\ud130 \ubc18\ud658\r\n\r\nname == \"__main__\":\r\n    # \ud658\uacbd \ubcc0\uc218 \ub85c\ub4dc\r\n    DB_CONN_STR = os.getenv(\"DB_CONN_STR\")\r\n    DB_USERNAME = os.getenv(\"DB_USERNAME\")\r\n    DB_PASSWORD = os.getenv(\"DB_PASSWORD\")\r\n    DB_BUCKET = os.getenv(\"DB_BUCKET\")\r\n    DB_SCOPE = os.getenv(\"DB_SCOPE\")\r\n    DB_COLLECTION = os.getenv(\"DB_COLLECTION\")\r\n    # \uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ubca1\ud130 \uc2a4\ud1a0\uc5b4\uc5d0 \uc5f0\uacb0\r\n    cluster = connect_to_couchbase(DB_CONN_STR, DB_USERNAME, DB_PASSWORD)\r\n    bucket = cluster.bucket(DB_BUCKET)\r\n    scope = bucket.scope(DB_SCOPE)\r\n    collection = scope.collection(DB_COLLECTION)\r\n<\/pre>\n
          \uc774 \ucf54\ub4dc\uc5d0\uc11c \ub2e4\uc74c\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. CONNECT_TO_COUCHBASE<\/em> \uba54\uc11c\ub4dc\ub97c \ud5c8\uc6a9\ud558\ub294 \uc5f0\uacb0 \ubb38\uc790\uc5f4<\/em>, \uc0ac\uc6a9\uc790 \uc774\ub984<\/em> \uadf8\ub9ac\uace0 \ube44\ubc00\ubc88\ud638<\/em>. \uc774 \ubaa8\ub4e0 \uac83\uc740 \ucc98\uc74c\uc5d0 \ub85c\ub4dc\ub41c \ud658\uacbd \ubcc0\uc218\uc5d0 \uc758\ud574 \uc81c\uacf5\ub429\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130 \uac1d\uccb4\uac00 \uc788\uc73c\uba74 \uc5f0\uacb0\ub41c \ubc84\ud0b7, \ubc94\uc704 \ubc0f \uceec\ub809\uc158\uc744 \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4. Couchbase\uc5d0 \uc775\uc219\ud558\uc9c0 \uc54a\uc73c\uc2dc\ub2e4\uba74, \uceec\ub809\uc158\uc740 RDBMS \ud14c\uc774\ube14\uacfc \uc720\uc0ac\ud569\ub2c8\ub2e4. \ubc94\uc704\ub294 \ubc94\uc704 \uc218\ub9cc\ud07c \ub9ce\uc740 \uceec\ub809\uc158\uacfc \ubc84\ud0b7\uc744 \uac00\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc138\ubd84\uc131\uc740 \uc5ec\ub7ec \uac00\uc9c0 \uc774\uc720(\uba40\ud2f0\ud14c\ub10c\uc2dc, \ube60\ub978 \ub3d9\uae30\ud654, \ubc31\uc5c5 \ub4f1)\ub85c \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
          \uceec\ub809\uc158\uc744 \uac00\uc838\uc624\uae30 \uc804\uc5d0 \ud55c \uac00\uc9c0 \ub354 \ud574\uc57c \ud560 \uc77c\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\ub294 \ucf54\ub4dc\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. OpenAI \ud074\ub77c\uc774\uc5b8\ud2b8\ub97c \uc0ac\uc6a9\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
          \uc5d0\uc11c OpenAI \uac00\uc838\uc624\uae30\r\n\r\n    def get_embedding(text, model=\"text-embedding-ada-002\"):\r\n        text = text.replace(\"\\n\", \" \")\r\n        return client.embeddings.create(input = [text], model=model).data[0].embedding\r\n\r\n    client = OpenAI()<\/pre>\n
          \uc774\uac83\uc740 \uc55e\uc11c \uceec \ud638\ucd9c\uacfc \ube44\uc2b7\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ub2e4\ub9cc OPENAI_API_KEY <\/strong>\ud658\uacbd \ubcc0\uc218\ub97c \uc124\uc815\ud574\uc57c \ud074\ub77c\uc774\uc5b8\ud2b8\uac00 \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/p>\n
          \uc774\uc81c \uc0dd\uc131\ub41c \uc784\ubca0\ub529\uc744 \uc0ac\uc6a9\ud558\uc5ec JSON \ud2b8\uc717\uc5d0\uc11c Couchbase \ubb38\uc11c\ub97c \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
              # JSON \ud30c\uc77c\uc744 \uc5f4\uace0 \ud2b8\uc717\uc744 \ub370\uc774\ud130\uc5d0 JSON \ubc30\uc5f4\ub85c \ub85c\ub4dc\ud569\ub2c8\ub2e4.\r\n    \uc5d0\uc11c open('data.json')\uc744 f\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4:\r\n        data = json.load(f)\r\n\r\n    # \ub8e8\ud504\ub97c \ubc18\ubcf5\ud558\uc5ec JSON\uc5d0\uc11c \uac1d\uccb4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.\r\n    \uc5d0\uc11c \uac1d\uccb4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4:\r\n        text = tweet['text']\r\n        \uc804\uccb4_\ud14d\uc2a4\ud2b8 = \ud2b8\uc717['\uc804\uccb4_\ud14d\uc2a4\ud2b8']\r\n        id = tweet['id']\r\n        full_text\uac00 None\uc774 \uc544\ub2cc \uacbd\uc6b0\r\n            \uc784\ubca0\ub529 = get_embedding(full_text)\r\n            textToEmbed = \uc804\uccb4 \ud14d\uc2a4\ud2b8\r\n        else:\r\n            embedding = get_embedding(text)\r\n            textToEmbed = \ud14d\uc2a4\ud2b8\r\n        document = {\r\n            \"\uba54\ud0c0\ub370\uc774\ud130\": \ud2b8\uc717,\r\n            \"text\": textToEmbed,\r\n            \"\uc784\ubca0\ub529\": \uc784\ubca0\ub529\r\n        }\r\n        collection.upsert(\ud0a4 = id, \uac12 = \ubb38\uc11c)\r\n<\/pre>\n
          \ubb38\uc11c\uc5d0\ub294 \uc138 \uac1c\uc758 \ud544\ub4dc\uac00 \uc788\uc2b5\ub2c8\ub2e4, \uba54\ud0c0\ub370\uc774\ud130<\/em> \uc5d0\ub294 \uc804\uccb4 \ud2b8\uc717\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4, \ud14d\uc2a4\ud2b8<\/em> \ub294 \ubb38\uc790\uc5f4\ub85c \ubcc0\ud658\ub41c \ud14d\uc2a4\ud2b8\uc774\uace0 \uc784\ubca0\ub529<\/em> \ub294 OpenAI\ub85c \uc0dd\uc131\ub41c \uc784\ubca0\ub529\uc785\ub2c8\ub2e4. \ud575\uc2ec\uc740 \ud2b8\uc717\uc758 \uc544\uc774\ub514\uc785\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uc5c5\uc11c\ud2b8<\/em> \ub294 \ubb38\uc11c\uac00 \uc5c6\ub294 \uacbd\uc6b0 \ubb38\uc11c\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\uac70\ub098 \uc0bd\uc785\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
          \uc774 \ud504\ub85c\uadf8\ub7a8\uc744 \uc2e4\ud589\ud558\uace0 Couchbase \uc11c\ubc84\uc5d0 \uc5f0\uacb0\ud558\uba74 \ubb38\uc11c\uac00 \uc0dd\uc131\ub418\ub294 \uac83\uc744 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
          \"A<\/p>\n
          \uc774 \uc2dc\uc810\uc5d0\uc11c \uc800\ub294 \ud2b8\uc704\ud130\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucd94\ucd9c\ud558\uc5ec \ubb38\uc11c\ub2f9 \ud558\ub098\uc758 \ud2b8\uc717\uc73c\ub85c Couchbase\uc5d0 \uc5c5\ub85c\ub4dc\ud558\uace0 \uac01 \ud2b8\uc717\uc5d0 \ub300\ud574 OpenAI \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uc5ec \uc0bd\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774\uc81c \uc720\uc0ac\ud55c \ubb38\uc11c\ub97c \ucffc\ub9ac\ud558\uae30 \uc704\ud574 \uc9c8\ubb38\uc744 \ud560 \uc900\ube44\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n
          \ud2b8\uc717\uc5d0\uc11c \ubca1\ud130 \uac80\uc0c9 \uc2e4\ud589<\/h2>\n
          \uc774\uc81c \ubca1\ud130 \uac80\uc0c9\uc5d0 \ub300\ud574 \uc774\uc57c\uae30\ud560 \ucc28\ub840\uc785\ub2c8\ub2e4. \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc640 \uc720\uc0ac\ud55c \ud2b8\uc717\uc744 \uac80\uc0c9\ud558\ub294 \ubc29\ubc95\uc740 \ubb34\uc5c7\uc778\uac00\uc694? \uac00\uc7a5 \uba3c\uc800 \ud574\uc57c \ud560 \uc77c\uc740 \ud14d\uc2a4\ud2b8\ub97c \ubca1\ud130 \ub610\ub294 \uc784\ubca0\ub529\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub7fc \uc9c8\ubb38\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4:<\/p>\n
              query = \"\uac1c\ubc1c\uc790 \ub9c8\ucf00\ud305\uc744 \uc704\ud574 \uc218\ubc31\ub9cc \ub2ec\ub7ec\ub97c \ub4e4\uc5ec \uc591\ub9d0\uc744 \uc0ac\uc57c \ud560\uae4c\uc694?\"\r\n    \ucffc\ub9ac \uc784\ubca0\ub529 = get_embedding(\ucffc\ub9ac)\r\n<\/pre>\n
          \uadf8\uac8c \ub2e4\uc785\ub2c8\ub2e4. The \ucffc\ub9ac \uc784\ubca0\ub529<\/em> \ubcc0\uc218\uc5d0\ub294 \ucffc\ub9ac\ub97c \ub098\ud0c0\ub0b4\ub294 \ubca1\ud130\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ucffc\ub9ac\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4:<\/p>\n
          INDEX_NAME = os.getenv(\"INDEX_NAME\") # \uc804\uccb4 \ud14d\uc2a4\ud2b8 \uc778\ub371\uc2a4 \uc774\ub984\r\n# \ubca1\ud130 \uac80\uc0c9 \ucffc\ub9ac\uc785\ub2c8\ub2e4.\r\nsearch_req = search.SearchRequest.create(\r\n    VectorSearch.from_vector_query(\r\n        VectorQuery(\r\n            \"Embedding\", \ube44\uad50\ud560 \uc784\ubca0\ub529\uc774 \ud3ec\ud568\ub41c # JSON \uc18d\uc131 \uc774\ub984\r\n            \ucffc\ub9ac \uc784\ubca0\ub529, # \uc6b0\ub9ac\uc758 \ucffc\ub9ac \uc784\ubca0\ub529\r\n            5, # \ucd5c\ub300 \uacb0\uacfc \uc218\r\n            )\r\n        )\r\n)\r\n# \uc120\ud0dd\ud55c \ubc94\uc704\uc5d0 \ub300\ud574 \ubca1\ud130 \uac80\uc0c9 \ucffc\ub9ac \uc2e4\ud589\r\nresult = scope.search(\r\n        INDEX_NAME, # \uc804\uccb4 \ud14d\uc2a4\ud2b8 \uc778\ub371\uc2a4 \uc774\ub984\r\n        SEARCH_REQ,\r\n        \uac80\uc0c9 \uc635\uc158(\r\n        show_request=True,\r\n        log_request=True\r\n    ),\r\n).rows()\r\n\r\n\uacb0\uacfc\uc758 \ud589\uc5d0 \ub300\ud574\r\n    print(\"\ud2b8\uc717\uc744 \ucc3e\uc558\uc2b5\ub2c8\ub2e4 \\\"{}\\\" \".format(row))\r\n<\/pre>\n
          \uc81c\uac00 \ubb34\uc5c7\uc744 \ud558\uace0 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uace0 \uc2f6\uae30 \ub54c\ubb38\uc5d0 \uc774 \ud658\uacbd \ubcc0\uc218\ub97c \uc124\uc815\ud558\uc5ec Couchbase SDK \ub85c\uadf8\ub97c \ud65c\uc131\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
          \ub0b4\ubcf4\ub0b4\uae30 PYCBC_LOG_LEVEL=\uc815\ubcf4<\/pre>\n
          \ubaa8\ub4e0 \uac83\uc774 \uc798 \uc9c4\ud589\ub418\uc5c8\ub2e4\uba74 \uc624\ub958 \uba54\uc2dc\uc9c0\uac00 \ud45c\uc2dc\ub420 \uac83\uc785\ub2c8\ub2e4!<\/p>\n
          ldoguin \u279c \/workspaces\/rag-demo-x (\uba54\uc778) $ \ud30c\uc774\uc36c read_vectorize_store_query_json.py\r\n\ud2b8\ub808\uc774\uc2a4\ubc31(\uac00\uc7a5 \ucd5c\uadfc \ud638\ucd9c \ub9c8\uc9c0\ub9c9):\r\n  \ud30c\uc77c \"\/workspaces\/rag-demo-x\/read_vectorize_store_query_json.py\", 167\ud589, \uc5d0\uc11c\r\n    \ud589\uc5d0 \ub300\ud574\r\n  \ud30c\uc77c \"\/home\/vscode\/.local\/lib\/python3.11\/site-packages\/couchbase\/search.py\", 136\uc904, __next__\uc758 136\uc904\r\n    raise ex\r\n  \ud30c\uc77c \"\/home\/vscode\/.local\/lib\/python3.11\/site-packages\/couchbase\/search.py\", 130 \uc904, __next__\uc5d0\uc11c\r\n    \ubc18\ud658 self._get_next_row()\r\n           ^^^^^^^^^^^^^^^^^^^^\r\n  \ud30c\uc77c \"\/home\/vscode\/.local\/lib\/python3.11\/site-packages\/couchbase\/search.py\", 121\ud589, _get_next_row\uc5d0\uc11c\r\n    \uc5d0\ub7ec\ub9f5\ud37c.\ube4c\ub4dc_\uc608\uc678(\ud589) \ubc1c\uc0dd\r\ncouchbase.exceptions.QueryIndexNotFoundException: QueryIndexNotFoundException()\r\n<\/pre>\n
          \uadf8\ub9ac\uace0 \uc774\uac83\uc740 \uad1c\ucc2e\uc2b5\ub2c8\ub2e4. \ucffc\ub9ac \uc778\ub371\uc2a4 \ucc3e\uc744 \uc218 \uc5c6\uc74c \uc608\uc678<\/em>. \uc544\uc9c1 \uc874\uc7ac\ud558\uc9c0 \uc54a\ub294 \uc778\ub371\uc2a4\ub97c \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub798\uc11c \uc6b0\ub9ac\ub294 \uadf8\uac83\uc744 \ub9cc\ub4e4\uc5b4\uc57c \ud569\ub2c8\ub2e4. Capella\uc5d0\uc11c \ud074\ub7ec\uc2a4\ud130\uc5d0 \ub85c\uadf8\uc778\ud558\uc5ec \ub530\ub77c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
          \n
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