diff --git "a/preprocessing.ipynb" "b/preprocessing.ipynb"
--- "a/preprocessing.ipynb"
+++ "b/preprocessing.ipynb"
@@ -21,7 +21,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from utillity import miditokenizer, midiplayer\n",
+    "from utillity import midiplayer\n",
     "\n",
     "tokenized_data = {}\n",
     "\n",
@@ -97,227 +97,6 @@
     "            return k\n",
     "    return None"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "d6ffbdaf",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "        <div id=\"midiPlayerDiv5145\"></div>\n",
-       "        <link rel=\"stylesheet\" href=\"https://cuthbertLab.github.io/music21j/css/m21.css\">\n",
-       "        \n",
-       "        <script\n",
-       "        src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"\n",
-       "        ></script>\n",
-       "    \n",
-       "        <script>\n",
-       "        function midiPlayerDiv5145_play() {\n",
-       "            const rq = require.config({\n",
-       "                paths: {\n",
-       "                    'music21': 'https://cuthbertLab.github.io/music21j/releases/music21.debug',\n",
-       "                }\n",
-       "            });\n",
-       "            rq(['music21'], function(music21) {\n",
-       "                mp = new music21.miditools.MidiPlayer();\n",
-       "                mp.addPlayer(\"#midiPlayerDiv5145\");\n",
-       "                mp.base64Load(\"data:audio/midi;base64,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\");\n",
-       "            });\n",
-       "        }\n",
-       "        if (typeof require === 'undefined') {\n",
-       "            setTimeout(midiPlayerDiv5145_play, 2000);\n",
-       "        } else {\n",
-       "            midiPlayerDiv5145_play();\n",
-       "        }\n",
-       "        </script>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "        <div id=\"midiPlayerDiv5738\"></div>\n",
-       "        <link rel=\"stylesheet\" href=\"https://cuthbertLab.github.io/music21j/css/m21.css\">\n",
-       "        \n",
-       "        <script\n",
-       "        src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"\n",
-       "        ></script>\n",
-       "    \n",
-       "        <script>\n",
-       "        function midiPlayerDiv5738_play() {\n",
-       "            const rq = require.config({\n",
-       "                paths: {\n",
-       "                    'music21': 'https://cuthbertLab.github.io/music21j/releases/music21.debug',\n",
-       "                }\n",
-       "            });\n",
-       "            rq(['music21'], function(music21) {\n",
-       "                mp = new music21.miditools.MidiPlayer();\n",
-       "                mp.addPlayer(\"#midiPlayerDiv5738\");\n",
-       "                mp.base64Load(\"data:audio/midi;base64,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\");\n",
-       "            });\n",
-       "        }\n",
-       "        if (typeof require === 'undefined') {\n",
-       "            setTimeout(midiPlayerDiv5738_play, 2000);\n",
-       "        } else {\n",
-       "            midiPlayerDiv5738_play();\n",
-       "        }\n",
-       "        </script>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "        <div id=\"midiPlayerDiv7426\"></div>\n",
-       "        <link rel=\"stylesheet\" href=\"https://cuthbertLab.github.io/music21j/css/m21.css\">\n",
-       "        \n",
-       "        <script\n",
-       "        src=\"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\"\n",
-       "        ></script>\n",
-       "    \n",
-       "        <script>\n",
-       "        function midiPlayerDiv7426_play() {\n",
-       "            const rq = require.config({\n",
-       "                paths: {\n",
-       "                    'music21': 'https://cuthbertLab.github.io/music21j/releases/music21.debug',\n",
-       "                }\n",
-       "            });\n",
-       "            rq(['music21'], function(music21) {\n",
-       "                mp = new music21.miditools.MidiPlayer();\n",
-       "                mp.addPlayer(\"#midiPlayerDiv7426\");\n",
-       "                mp.base64Load(\"data:audio/midi;base64,TVRoZAAAAAYAAQACJ2BNVHJrAAAAFAD/UQMHJw4A/1gEBAIYCM5g/y8ATVRyawAAA4kA/wMPRnV0dXJlIEJvdW5jZSAxAOAAQADAAM5gkDJnAJA+ZwCQQmcAkEVnAJBKZ6cwgDIAAIA+AACAQgAAgEUAAIBKAM5gkElnAJAyZwCQPmcAkEJnAJBFZ6cwgEkAAIAyAACAPgAAgEIAAIBFAACQMmcAkD5nAJBCZwCQRWcAkFFnpzCAMgAAgD4AAIBCAACARQAAgFEApzCQUWcAkDJnAJA+ZwCQQmcAkEVnpzCAUQAAgDIAAIA+AACAQgAAgEUAk1iQMmcAkD5nAJBCZwCQRWcAkE5npzCAMgAAgD4AAIBCAACARQAAgE4Ak1iQRWcAkD5nAJAvZwCQSmcAkDtnpzCARQAAgD4AAIAvAACASgAAgDsAAJAvZwCQSWcAkEVnAJA+ZwCQO2eTWIA7AJNYgC8AAIBJAACARQAAgD4AAJBFZwCQPmcAkC9nAJBKZwCQO2enMIBFAACAPgAAgC8AAIBKAACAOwAAkFFnAJBFZwCQPmcAkC9nAJA7Z6cwgFEAAIBFAACAPgAAgC8AAIA7AKcwkFNnAJBFZwCQPmcAkC9nAJA7Z6cwgFMAAIBFAACAPgAAgC8AAIA7AJNYkDZnAJBCZwCQPmcAkEVnAJBOZ6cwgDYAAIBCAACAPgAAgEUAAIBOAOI4kEpnAJA2ZwCQQmcAkD5nAJBFZ6cwgEoAAIA2AACAQgAAgD4AAIBFAACQNmcAkEJnAJA+ZwCQRWcAkFFnpzCANgAAgEIAAIA+AACARQAAgFEApzCQNmcAkEJnAJA+ZwCQRWcAkFNnpzCANgAAgEIAAIA+AACARQAAgFMAk1iQTmcAkDFnAJBFZwCQPWcAkEBnpzCATgAAgDEAAIBFAACAPQAAgEAAk1iQSmcAkDFnAJBFZwCQPWcAkEBnpzCASgAAgDEAAIBFAACAPQAAgEAApzCQSmcAkDFnAJBFZwCQPWcAkEBnpzCASgAAgDEAAIBFAACAPQAAgEAAAJBRZwCQMWcAkEVnAJA9ZwCQQGenMIBRAACAMQAAgEUAAIA9AACAQAAAkDFnAJBFZwCQPWcAkEBnAJBKZ6cwgDEAAIBFAACAPQAAgEAAAIBKAACQMWcAkEVnAJA9ZwCQQGcAkElnpzCAMQAAgEUAAIA9AACAQAAAgEkAAJBAZwCQPWcAkEVnAJAxZwCQSmenMIBAAACAPQAAgEUAAIAxAACASgDOYP8vAA==\");\n",
-       "            });\n",
-       "        }\n",
-       "        if (typeof require === 'undefined') {\n",
-       "            setTimeout(midiPlayerDiv7426_play, 2000);\n",
-       "        } else {\n",
-       "            midiPlayerDiv7426_play();\n",
-       "        }\n",
-       "        </script>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from utillity import miditokenizer, midiplayer\n",
-    "# 손실된 데이터 복구용\n",
-    "already_tokenized:dict = tokenized_data\n",
-    "tokenized_data = []\n",
-    "\n",
-    "for midi, filename in miditokenizer.get_midi_scores(\"data\"):\n",
-    "    Score = midiplayer.load_score(filename)\n",
-    "    token = miditokenizer.tokenize_midi(midi)\n",
-    "\n",
-    "    if token in already_tokenized.values():\n",
-    "        key = get_key_by_value(already_tokenized, token)\n",
-    "        tokenized_data.append({\"vector\":list(key),\"token\":token}) # type: ignore\n",
-    "        continue\n",
-    "    else:\n",
-    "        midiplayer.play_score(Score) # type: ignore\n",
-    "        Future_Bounce_like = input(\"Future_Bounce_like\")\n",
-    "        Dark_Bright = input(\"Dark_Bright\")\n",
-    "        Chill_Agressive = input(\"Chill_Agressive\")\n",
-    "\n",
-    "        tokenized_data.append({\"vector\":[Future_Bounce_like, Dark_Bright, Chill_Agressive],\"token\":token})"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7227e016",
-   "metadata": {},
-   "source": [
-    "## 토큰화, 스타일 벡터 생성 후 전처리\n",
-    "\n",
-    "### 🔧 추가 전처리가 필요한 이유\n",
-    "\n",
-    "모델에 입력하려면 아래와 같은 조건이 맞아야 해:\n",
-    "\n",
-    "| 항목       | 조건                                                         |\n",
-    "| -------- | ---------------------------------------------------------- |\n",
-    "| `vector` | float 리스트로 변환 (`List[str]` → `torch.tensor`)               |\n",
-    "| `token`  | 일정 길이의 시퀀스로 분할 필요                                          |\n",
-    "| 전체 데이터   | `input`, `target` 형식으로 나눠야 함 (`input_t → token_{t+1}` 예측용) |\n",
-    "\n",
-    "---"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ca08e90c",
-   "metadata": {},
-   "source": [
-    "### ✅ 필요한 전처리 항목 요약\n",
-    "\n",
-    "1. **스타일 벡터 변환**\n",
-    "   `\"0.9\"` → `float(0.9)` 로 바꿔야 함 Done\n",
-    "\n",
-    "2. **시퀀스 분할**\n",
-    "\n",
-    "   * 전체 토큰을 일정 길이(`seq_len`, 예: 64)로 슬라이딩 윈도우\n",
-    "   * 예: `[4, 189, 49, 113, 130, ...]` →\n",
-    "\n",
-    "     * `input = [4, 189, 49, 113, ...]`\n",
-    "     * `target = [189, 49, 113, 130, ...]` (한 칸 오른쪽)\n",
-    "\n",
-    "3. **스타일 벡터 복제**\n",
-    "\n",
-    "   * `style = [0.9, 0.3, 0.7]`이면, `seq_len` 길이만큼 복제해서 붙여야 함\n",
-    "\n",
-    "4. **최종 입력 형태**\n",
-    "\n",
-    "   * `(seq_len, input_dim)`의 `torch.Tensor`로 만들어야 함\n",
-    "   * input\\_dim = 스타일 차원 + 1 (토큰)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "8591f21b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for i in tokenized_data:\n",
-    "    i[\"vector\"] = [float(vector) for vector in i[\"vector\"]]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "adff2cb1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[{'vector': [0.9, 0.3, 0.7], 'token': [4, 189, 49, 113, 130, 33, 113, 130, 21, 116, 132, 40, 113, 130, 45, 113, 130, 61, 116, 130, 197, 61, 116, 128, 49, 113, 130, 33, 113, 130, 40, 113, 130, 45, 113, 130, 21, 116, 128, 203, 21, 116, 126, 61, 116, 126, 207, 45, 113, 128, 40, 113, 128, 33, 113, 128, 49, 113, 128, 21, 116, 128, 59, 116, 127, 213, 59, 116, 127, 45, 113, 128, 40, 113, 128, 33, 113, 128, 49, 113, 128, 21, 116, 128, 219, 63, 116, 127, 47, 113, 130, 52, 113, 130, 42, 113, 130, 35, 113, 130, 23, 116, 132, 220, 64, 116, 131, 4, 197, 23, 116, 128, 47, 113, 127, 52, 113, 127, 42, 113, 127, 35, 113, 127, 64, 116, 127, 201, 35, 113, 125, 42, 113, 125, 52, 113, 125, 47, 113, 125, 23, 116, 126, 63, 116, 125, 203, 64, 116, 127, 35, 113, 127, 42, 113, 127, 52, 113, 127, 47, 113, 127, 23, 116, 128, 207, 59, 116, 127, 35, 113, 127, 42, 113, 127, 52, 113, 127, 47, 113, 127, 23, 116, 130, 213, 63, 116, 129, 35, 113, 127, 42, 113, 127, 52, 113, 127, 47, 113, 127, 23, 116, 128, 217, 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-     ]
-    }
-   ],
-   "source": [
-    "print(tokenized_data)"
-   ]
   }
  ],
  "metadata": {
@@ -336,7 +115,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.9"
+   "version": "3.11.13"
   }
  },
  "nbformat": 4,