Merge branch 'main' of http://gitlab.geumdo.net/root/geumdo_docs

docker/docker_jupyter/notebooks/.Trash-0/info/Untitled.ipynb.trashinfo

+[Trash Info]
+Path=Untitled.ipynb
+DeletionDate=2024-01-23T02:06:41

docker/docker_jupyter/notebooks/.Trash-0/info/Untitled1.ipynb.trashinfo

+[Trash Info]
+Path=Untitled1.ipynb
+DeletionDate=2024-10-28T07:05:46

docker/docker_jupyter/notebooks/.Trash-0/info/Untitled2.ipynb.trashinfo

+[Trash Info]
+Path=Untitled2.ipynb
+DeletionDate=2024-10-28T07:05:46

docker/docker_jupyter/notebooks/.Trash-0/info/llama3.1_koalpaca.ipynb.trashinfo

+[Trash Info]
+Path=llama3.1_koalpaca.ipynb
+DeletionDate=2024-09-19T07:52:51

docker/docker_jupyter/notebooks/Untitled.ipynb

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,

docker/docker_jupyter/notebooks/bi-lstm-1.ipynb

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 612,
+   "id": "0c24055a-254f-490c-86d6-5550de080558",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from konlpy.tag import Okt\n",
+    "from tensorflow.keras.preprocessing.text import Tokenizer\n",
+    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
+    "from keras.utils.np_utils import to_categorical\n",
+    "from keras.models import Sequential\n",
+    "from keras.layers import Embedding, Bidirectional, LSTM, Dense\n",
+    "from keras.callbacks import EarlyStopping, ModelCheckpoint\n",
+    "from sklearn.metrics import f1_score\n",
+    "from sklearn.preprocessing import LabelEncoder\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "import re\n",
+    "import urllib.request\n",
+    "from konlpy.tag import Komoran\n",
+    "from tqdm import tqdm\n",
+    "from tensorflow.keras.preprocessing.text import Tokenizer\n",
+    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
+    "from tensorflow.keras.models import load_model\n",
+    "from sklearn.utils.class_weight import compute_class_weight"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 613,
+   "id": "1db4b670-2790-4643-ba4c-a4a39630a176",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_data = pd.read_csv(\"test.csv\",encoding='CP949')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 614,
+   "id": "cc02a8ea-09e4-422f-86d0-4b0654d55f04",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>KEYWORD_CD</th>\n",
+       "      <th>CONTENT</th>\n",
+       "      <th>LABEL</th>\n",
+       "      <th>DATE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>제품은 이도 저도 아닌 딱 보통</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>이도저도 아닌 딱 보통</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>그냥 씁니다.</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>그냥 사용합시다</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>보통이에요</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>쓰레기 제품입니다.</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>좋아요좋아요</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>별롱비니다</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>103</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>쓰레기 제품</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>이제품은 쓰레기</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>105 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    KEYWORD_CD            CONTENT  LABEL        DATE\n",
+       "0          필링기  제품은 이도 저도 아닌 딱 보통      0  2022.03.03\n",
+       "1          필링기       이도저도 아닌 딱 보통      0  2022.03.03\n",
+       "2          필링기            그냥 씁니다.      0  2022.03.03\n",
+       "3          필링기           그냥 사용합시다      0  2022.03.03\n",
+       "4          필링기              보통이에요      0  2022.03.03\n",
+       "..         ...                ...    ...         ...\n",
+       "100        필링기         쓰레기 제품입니다.     -1  2022.03.05\n",
+       "101        필링기             좋아요좋아요      1  2022.03.05\n",
+       "102        필링기              별롱비니다     -1  2022.03.05\n",
+       "103        필링기             쓰레기 제품     -1  2022.03.05\n",
+       "104        필링기           이제품은 쓰레기     -1  2022.03.05\n",
+       "\n",
+       "[105 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 614,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 615,
+   "id": "134d1ca8-fedc-4739-a3d5-934a141f6980",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test_data = pd.read_csv(\"testtest.csv\" ,encoding='CP949')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 616,
+   "id": "a18b453b-4654-4496-9560-47435e0e3058",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>KEYWORD_CD</th>\n",
+       "      <th>CONTENT</th>\n",
+       "      <th>LABEL</th>\n",
+       "      <th>DATE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>제품은 이도 저도 아닌 딱 보통</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>이도저도 아닌 딱 보통</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>그냥 씁니다.</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>그냥 사용합시다</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>보통이에요</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>긍정입니다</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>절대 안사용함</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>좋아요</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>제품 좋아요</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>긍정 긍정 긍정 합니다</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>딱 보통</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>다시는 구매안함</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>절대적으로 안사용함</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>보통이에요</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>보통이에요</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>보통이에요</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>많이 달지않코 식어도 계속 빠삭해요..</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>너무 맛있어요 !! 이제 붕세권따윈 의미가 없네요   너무 빠삭하고 맛있어요 !!</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>먹고싶을 때마다 에어프라이어에 구워 먹으니 맛나요.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>에어프라이기 180도 10분 돌렸는데 빠삭빠삭 맛있어요????</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>진짜 맛있어요 팥도 많이 달지않고 가득들고 피?는얇아요 에어프라이어 돌리면 파는거보...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>다조은데 아주약간짭아요 ㅋㅋ</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>시중에서 파는 맛과 90%정도 일치해요</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>오븐해서 먹으니 파는 붕어빵보다 맛나요.</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>쓸만하고 좋아요</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>긍정</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>좋고 긍정입니다</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>좋은데 좋아요</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>재구매 의사 확실히 있음</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>그냥 저럭</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>쓰레기 제품입니다.</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>좋아요좋아요</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>별롱비니다</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>쓰레기 제품</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>필링기</td>\n",
+       "      <td>이제품은 쓰레기</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>2022.03.05</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   KEYWORD_CD                                            CONTENT  LABEL   \n",
+       "0         필링기                                  제품은 이도 저도 아닌 딱 보통      0  \\\n",
+       "1         필링기                                       이도저도 아닌 딱 보통      0   \n",
+       "2         필링기                                            그냥 씁니다.      0   \n",
+       "3         필링기                                           그냥 사용합시다      0   \n",
+       "4         필링기                                              보통이에요      0   \n",
+       "5         필링기                                              긍정입니다      1   \n",
+       "6         필링기                                            절대 안사용함     -1   \n",
+       "7         필링기                                                좋아요      1   \n",
+       "8         필링기                                             제품 좋아요      1   \n",
+       "9         필링기                                       긍정 긍정 긍정 합니다      1   \n",
+       "10        필링기                                               딱 보통      0   \n",
+       "11        필링기                                           다시는 구매안함     -1   \n",
+       "12        필링기                                         절대적으로 안사용함     -1   \n",
+       "13        필링기                                              보통이에요      0   \n",
+       "14        필링기                                              보통이에요      0   \n",
+       "15        필링기                                              보통이에요      0   \n",
+       "16        필링기                              많이 달지않코 식어도 계속 빠삭해요..      1   \n",
+       "17        필링기      너무 맛있어요 !! 이제 붕세권따윈 의미가 없네요   너무 빠삭하고 맛있어요 !!      1   \n",
+       "18        필링기                       먹고싶을 때마다 에어프라이어에 구워 먹으니 맛나요.      1   \n",
+       "19        필링기                 에어프라이기 180도 10분 돌렸는데 빠삭빠삭 맛있어요????      1   \n",
+       "20        필링기  진짜 맛있어요 팥도 많이 달지않고 가득들고 피?는얇아요 에어프라이어 돌리면 파는거보...      0   \n",
+       "21        필링기                                    다조은데 아주약간짭아요 ㅋㅋ      0   \n",
+       "22        필링기                              시중에서 파는 맛과 90%정도 일치해요      0   \n",
+       "23        필링기                             오븐해서 먹으니 파는 붕어빵보다 맛나요.      1   \n",
+       "24        필링기                                           쓸만하고 좋아요      1   \n",
+       "25        필링기                                                 긍정      1   \n",
+       "26        필링기                                           좋고 긍정입니다      1   \n",
+       "27        필링기                                            좋은데 좋아요      1   \n",
+       "28        필링기                                      재구매 의사 확실히 있음      1   \n",
+       "29        필링기                                              그냥 저럭      0   \n",
+       "30        필링기                                         쓰레기 제품입니다.     -1   \n",
+       "31        필링기                                             좋아요좋아요      1   \n",
+       "32        필링기                                              별롱비니다     -1   \n",
+       "33        필링기                                             쓰레기 제품     -1   \n",
+       "34        필링기                                           이제품은 쓰레기     -1   \n",
+       "\n",
+       "          DATE  \n",
+       "0   2022.03.03  \n",
+       "1   2022.03.03  \n",
+       "2   2022.03.03  \n",
+       "3   2022.03.03  \n",
+       "4   2022.03.03  \n",
+       "5   2022.03.03  \n",
+       "6   2022.03.03  \n",

docker/docker_jupyter/notebooks/gpucheck.ipynb

+%% Cell type:code id:28b22379-b6e8-4f7b-99b6-b98bcbf45d19 tags:
+
+``` python
+#tensorflow gpu 체크
+from tensorflow.python.client import device_lib
+device_lib.list_local_devices()
+```
+
+%%%% Output: execute_result
+
+    [name: "/device:CPU:0"
+     device_type: "CPU"
+     memory_limit: 268435456
+     locality {
+     }
+     incarnation: 11910207686840327998
+     xla_global_id: -1]
+
+%% Cell type:code id:e18fcefc-280e-4a32-bfe0-6ffc0bf39d82 tags:
+
+``` python
+#pytorch gpu 체크
+import torch
+torch.cuda.is_available()
+```
+
+%%%% Output: execute_result
+
+    True

docker/docker_jupyter/rebuild.sh

+#!/bin/sh
+docker-compose up --build -d

docker/docker_jupyter/requirements.txt

+absl-py==1.4.0
+appdirs==1.4.4
+asttokens==2.2.1
+astunparse==1.6.3
+backcall==0.2.0
+brotlipy==0.7.0
+cachetools==5.3.0
+colorama==0.4.6
+comm==0.1.3
+contourpy==1.0.7
+cycler==0.11.0
+debugpy==1.6.7
+decorator==5.1.1
+executing==1.2.0
+flatbuffers==23.5.9
+fonttools==4.39.4
+gast==0.4.0
+google-auth==2.18.0
+google-auth-oauthlib==1.0.0
+google-pasta==0.2.0
+grpcio==1.54.2
+h5py==3.8.0
+importlib-metadata==6.6.0
+importlib-resources==5.12.0
+ipykernel==6.23.0
+ipython==8.12.2
+jax==0.4.10
+jedi==0.18.2
+JPype1==1.4.1
+jupyter_client==8.2.0
+jupyter_core==5.3.0
+keras==2.12.0
+kiwisolver==1.4.4
+konlpy==0.6.0
+libclang==16.0.0
+lxml==4.9.2
+Markdown==3.4.3
+MarkupSafe==2.1.2
+matplotlib==3.7.1
+matplotlib-inline==0.1.6
+mkl-service==2.4.0
+ml-dtypes==0.1.0
+nest-asyncio==1.5.6
+numpy==1.23.5
+oauthlib==3.2.2
+opt-einsum==3.3.0
+packaging==23.1
+pandas==2.0.1
+parso==0.8.3
+pickleshare==0.7.5
+Pillow==9.5.0
+platformdirs==3.5.1
+prompt-toolkit==3.0.38
+protobuf==4.23.0
+psutil==5.9.5
+pure-eval==0.2.2
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
+Pygments==2.15.1
+pyparsing==3.0.9
+python-dateutil==2.8.2
+python-mecab-ko-dic==2.1.1.post2
+pyzmq==25.0.2
+requests-oauthlib==1.3.1
+rsa==4.9
+scipy==1.10.1
+six==1.16.0
+scikit-learn==1.0.2
+stack-data==0.6.2
+tensorboard==2.12.3
+tensorboard-data-server==0.7.0
+tensorflow==2.12.0
+tensorflow-estimator==2.12.0
+#tensorflow-intel==2.12.0
+tensorflow-io-gcs-filesystem==0.31.0
+termcolor==2.3.0
+tornado==6.3.2
+tqdm==4.65.0
+traitlets==5.9.0
+typing_extensions==4.5.0
+tzdata==2023.3
+wcwidth==0.2.6
+Werkzeug==2.3.4
+wrapt==1.14.1
+zipp==3.15.0

docker/docker_jupyter/start_service.sh

+#!/bin/bash
+service ssh start && sleep 5

docker/docker_mailserver/README.md

+# Poste.io 메일 서버
+
+이 프로젝트는 오픈소스 메일 서버 솔루션인 [Poste.io](https://poste.io/)를 Docker를 사용하여 간단하게 배포하기 위한 설정입니다. `docker-compose`를 사용하여 메일 서버에 필요한 모든 서비스를 한 번에 실행합니다.
+
+## 주요 기능
+
+- **올인원 메일 서버**: `analogic/poste.io` 이미지를 사용하여 SMTP, IMAP, POP3, 안티바이러스, 웹메일 등 전체 메일 기능을 제공합니다.
+- **데이터 영속성**: 메일 데이터는 Docker 볼륨(`mailserver_posteio`)에 저장되어 컨테이너를 재생성해도 유지됩니다.
+- **SSL 지원**: 로컬의 `certs` 디렉토리를 통해 SSL 인증서를 관리할 수 있습니다.
+
+## 사전 요구사항
+
+- [Docker](https://www.docker.com/get-started)
+- [Docker Compose](https://docs.docker.com/compose/install/)
+- **도메인 및 DNS 설정**: 메일 서버로 사용할 도메인(예: `mail.geumdo.net`)과 해당 도메인의 MX, A 레코드가 서버 IP를 가리키도록 설정되어 있어야 합니다.
+
+## 사용 방법
+
+### 1. 서비스 시작
+
+아래 스크립트를 실행하여 Docker 볼륨을 생성하고 메일 서버 컨테이너를 시작합니다.
+
+```bash
+./rebuild.sh
+```
+
+스크립트는 `mailserver_posteio` 볼륨을 생성하고 `docker-compose.yml`에 정의된 대로 `poste.io` 컨테이너를 백그라운드에서 실행합니다.
+
+### 2. 초기 설정
+
+서비스가 시작되면 웹 브라우저를 통해 관리자 인터페이스에 접속하여 초기 설정을 진행해야 합니다.
+
+- **관리자 UI 주소**: `https://<서버_IP>:4433`
+- **초기 접속 정보**: 최초 접속 시 시스템 관리자 계정(예: `admin@mail.geumdo.net`)과 비밀번호를 생성하게 됩니다.
+
+### 3. SSL 인증서 설정
+
+HTTPS 및 보안 메일 통신(SMTPS, IMAPS 등)을 위해 SSL 인증서가 필요합니다. `certs` 디렉토리에 개인 키(`privkey.pem`)와 인증서(`cert.pem` 또는 `fullchain.pem`)를 위치시킨 후 컨테이너를 재시작하면 적용됩니다.
+
+```
+.
+├── docker-compose.yml
+├── rebuild.sh
+└── certs/
+    ├── privkey.pem   <-- 여기에 개인 키 파일
+    └── cert.pem      <-- 여기에 인증서 파일
+```
+만약 Let's Encrypt 자동 발급 연동 환경이 구성되어 있다면, 이 폴더는 자동으로 채워질 수 있습니다.
+
+## 포트 정보
+
+| 서비스 | 호스트 포트 | 컨테이너 포트 | 설명 |
+|---|---|---|---|
+| SMTP | 25 | 25 | 메일 발송 |
+| HTTP | 8800 | 80 | 관리자 UI / 웹메일 (HTTPS로 리다이렉트됨) |
+| HTTPS | 4433 | 443 | 관리자 UI / 웹메일 |
+| POP3 | 110 | 110 | 메일 수신 |
+| IMAP | 143 | 143 | 메일 수신 |
+| SMTPS | 465 | 465 | SMTP over SSL |
+| Submission| 587 | 587 | 메일 제출 (STARTTLS) |
+| IMAPS | 993 | 993 | IMAP over SSL |
+| POP3S | 995 | 995 | POP3 over SSL |
+| ManageSieve| 4190| 4190| 메일 필터 규칙 관리 | 
\ No newline at end of file

docker/docker_mailserver/certs/ca.crt

+
+
+-----BEGIN CERTIFICATE-----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+-----END CERTIFICATE-----

docker/docker_mailserver/certs/dh4096.pem

+-----BEGIN X9.42 DH PARAMETERS-----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+-----END X9.42 DH PARAMETERS-----

docker/docker_mailserver/certs/letsencrypt/README

+This directory contains your keys and certificates.
+
+`privkey.pem`  : the private key for your certificate.
+`fullchain.pem`: the certificate file used in most server software.
+`chain.pem`    : used for OCSP stapling in Nginx >=1.3.7.
+`cert.pem`     : will break many server configurations, and should not be used
+                 without reading further documentation (see link below).
+
+WARNING: DO NOT MOVE OR RENAME THESE FILES!
+         Certbot expects these files to remain in this location in order
+         to function properly!
+
+We recommend not moving these files. For more information, see the Certbot
+User Guide at https://certbot.eff.org/docs/using.html#where-are-my-certificates.

docker/docker_mailserver/certs/letsencrypt/_account/private.pem

+-----BEGIN PRIVATE KEY-----
+MIIJQQIBADANBgkqhkiG9w0BAQEFAASCCSswggknAgEAAoICAQDEwZdOc0s+2YZt
+8Je4lqhbF9bc0HTBBNSEwWXhguFa4opZj+bV0gmKmp9rB/hhCkwNB15OqsB2U9/5
+ABjmtkjU1i1jJHJQTuC9VXguOqXjbpg2scVEXQKXA0ZQwvDL1A40qEZFfG74DMle
+ZExMotPpIXHN7AqXn9PnEfzbaiCHS1nbFJPHx69gDuECsJkS0jBpikRIY8oVsTGZ
+fvrXKRuETGFjE8iyr2H1+0oK7D2728bUrmLw3KQK2dbFlfMi8TWHSxHyHf2YYyxj
+ym9+6X2w5zP+5JJZXfhtYtpYGy4jluVLvItXSyQ5bNNMHqo3AHh/1sI+HMC2qRlg
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+-----END PRIVATE KEY-----

docker/docker_mailserver/certs/letsencrypt/_account/public.pem

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+-----END PUBLIC KEY-----

docker/docker_mailserver/certs/letsencrypt/cert.pem

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+-----END CERTIFICATE-----

docker/docker_mailserver/certs/letsencrypt/chain.pem

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+-----END CERTIFICATE-----

docker/docker_mailserver/certs/letsencrypt/fullchain.pem

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+-----END CERTIFICATE-----
+-----BEGIN CERTIFICATE-----
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+-----END CERTIFICATE-----