Changes to be committed: 전처리 구조 잡아보는 중

modified: preprocessing.ipynb
deleted: requirements.txt
deleted: utillity/midiplayer.py

preprocessing.ipynb

@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "19ba84e1",
    "metadata": {},
    "outputs": [
@@ -25,7 +25,7 @@
      "data": {
       "text/html": [
        "\n",
-       "                <div id=\"midiPlayerDiv3735\"></div>\n",
+       "                <div id=\"midiPlayerDiv2140\"></div>\n",
        "                <link rel=\"stylesheet\" href=\"https://cuthbertLab.github.io/music21j/css/m21.css\">\n",
        "                \n",
        "                <script>\n",
@@ -36,8 +36,8 @@
        "                });\n",
        "                require(['music21'], function(music21) {\n",
        "                    mp = new music21.miditools.MidiPlayer();\n",
-       "                    mp.addPlayer(\"#midiPlayerDiv3735\");\n",
-       "                    mp.base64Load(\"data:audio/midi;base64,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\");\n",
+       "                    mp.addPlayer(\"#midiPlayerDiv2140\");\n",
+       "                    mp.base64Load(\"data:audio/midi;base64,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\");\n",
        "                });\n",
        "                </script>"
       ],
@@ -47,24 +47,10 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "ename": "KeyError",
-     "evalue": "'add4'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
-      "\u001b[31mKeyError\u001b[39m                                  Traceback (most recent call last)",
-      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[2]\u001b[39m\u001b[32m, line 21\u001b[39m\n\u001b[32m     11\u001b[39m     MIDI.set_midi(os.path.join(\u001b[33m\"\u001b[39m\u001b[33mdata\u001b[39m\u001b[33m\"\u001b[39m, filename))\n\u001b[32m     13\u001b[39m midiplayer.play_score(MIDI._midi) \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[32m     15\u001b[39m tokenized_data.append({\n\u001b[32m     16\u001b[39m     \u001b[33m\"\u001b[39m\u001b[33mvector\u001b[39m\u001b[33m\"\u001b[39m:{ \u001b[38;5;66;03m# Max is 100\u001b[39;00m\n\u001b[32m     17\u001b[39m         \u001b[33m\"\u001b[39m\u001b[33mBPM\u001b[39m\u001b[33m\"\u001b[39m:\u001b[32m128\u001b[39m,\n\u001b[32m     18\u001b[39m         \u001b[33m\"\u001b[39m\u001b[33mAggressive\u001b[39m\u001b[33m\"\u001b[39m:\u001b[32m13\u001b[39m,\n\u001b[32m     19\u001b[39m \n\u001b[32m     20\u001b[39m     },\n\u001b[32m---> \u001b[39m\u001b[32m21\u001b[39m     \u001b[33m\"\u001b[39m\u001b[33mtoken\u001b[39m\u001b[33m\"\u001b[39m:\u001b[43mMIDI\u001b[49m\u001b[43m.\u001b[49m\u001b[43mtoken_id\u001b[49m\n\u001b[32m     22\u001b[39m     })\n",
-      "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\rrayy\\anaconda3\\envs\\diva\\Lib\\site-packages\\HarmonyMIDIToken\\tokenizer.py:169\u001b[39m, in \u001b[36mHarmonyMIDIToken.token_id\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m    167\u001b[39m \u001b[38;5;250m\u001b[39m\u001b[33;03m\"\"\"HarmonyMIDIToken에 대한 토큰 ID를 반환한다.\"\"\"\u001b[39;00m\n\u001b[32m    168\u001b[39m melody_tokens = \u001b[38;5;28mself\u001b[39m._tokenize(\u001b[38;5;28mself\u001b[39m.melody)\n\u001b[32m--> \u001b[39m\u001b[32m169\u001b[39m chords_tokens = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_tokenize\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mchords\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    170\u001b[39m bass_tokens = \u001b[38;5;28mself\u001b[39m._tokenize(\u001b[38;5;28mself\u001b[39m.bass)\n\u001b[32m    172\u001b[39m token = [\u001b[38;5;28mself\u001b[39m.bpm, \u001b[32m100\u001b[39m] + melody_tokens +[\u001b[32m200\u001b[39m]+ chords_tokens +[\u001b[32m300\u001b[39m]+ bass_tokens\n",
-      "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\rrayy\\anaconda3\\envs\\diva\\Lib\\site-packages\\HarmonyMIDIToken\\tokenizer.py:113\u001b[39m, in \u001b[36mHarmonyMIDIToken._tokenize\u001b[39m\u001b[34m(self, data)\u001b[39m\n\u001b[32m    110\u001b[39m chord = pychord_chord(value)\n\u001b[32m    112\u001b[39m tokens.append(\u001b[38;5;28mself\u001b[39m._note_name_to_intpitch(chord._root+\u001b[33m\"\u001b[39m\u001b[33m4\u001b[39m\u001b[33m\"\u001b[39m))\n\u001b[32m--> \u001b[39m\u001b[32m113\u001b[39m tokens.append(\u001b[43mquality_map\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mchord\u001b[49m\u001b[43m.\u001b[49m\u001b[43m_quality\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m)\n\u001b[32m    115\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m chord._appended:\n\u001b[32m    116\u001b[39m     tokens.append(\u001b[38;5;28mself\u001b[39m._note_name_to_intpitch(j+\u001b[33m\"\u001b[39m\u001b[33m4\u001b[39m\u001b[33m\"\u001b[39m))\n",
-      "\u001b[31mKeyError\u001b[39m: 'add4'"
-     ]
     }
    ],
    "source": [
     "from HarmonyMIDIToken import HarmonyMIDIToken as Tokenizer\n",
-    "from utillity import midiplayer\n",
     "import os\n",
     "\n",
     "tokenized_data = []\n",
@@ -75,22 +61,28 @@
     "        print(f\"file name: {filename}\")\n",
     "        MIDI.set_midi(os.path.join(\"data\", filename))\n",
     "    \n",
-    "    midiplayer.play_score(MIDI._midi) # type: ignore\n",
+    "        analyze = MIDI._midi.analyze(\"key\") # type: ignore\n",
+    "\n",
+    "        MIDI._midi.show('midi') # type: ignore\n",
+    "        mood = input(\"분위기 입력(에: Happy, Chill, Emotional, Aggressive, Dreamy): \")\n",
+    "        print(f\"설정된 분위기: {mood}\")\n",
     "\n",
-    "    tokenized_data.append({\n",
-    "        \"vector\":{ # Max is 100\n",
-    "            \"BPM\":128,\n",
-    "            \"Aggressive\":13,\n",
-    "            \n",
-    "        },\n",
-    "        \"token\":MIDI.token_id\n",
-    "        })\n",
+    "        tokenized_data.append({\n",
+    "            \"vector\":{ # Max is 100\n",
+    "                \"BPM\":128,\n",
+    "                \"Key\":analyze.tonic.name,\n",
+    "                \"Mood\":mood,\n",
+    "            },\n",
+    "            \"token\":MIDI.token_id\n",
+    "            })\n",
+    "    else:\n",
+    "        print(f\"Skipping non-MIDI file: {filename}\")\n",
     "    "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "f79a6edf",
    "metadata": {},
    "outputs": [
@@ -98,7 +90,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Tokenized MIDI data: 31\n"
+      "Tokenized MIDI data: 34\n"
      ]
     }
    ],
@@ -108,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "21a9ba89",
    "metadata": {},
    "outputs": [],
@@ -129,24 +121,26 @@
     "import json # JSON으로 저장한 토크나이저 미디 데이터 불러오기\n",
     "\n",
     "with open('tokenized_midi_data.json', 'r') as f:\n",
-    "    tokenized_data = json.load(f)\n",
-    "# Convert string keys back to tuple\n",
-    "# tokenized_data = {tuple(key.split(\"|\")): value for key, value in tokenized_data.items()}\n"
+    "    tokenized_data = json.load(f)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df4c74b3",
+   "metadata": {},
+   "source": [
+    "## 데이터 전처리"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "34c244ab",
+   "execution_count": 1,
+   "id": "f7b77c0c",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# value로 key 찾기\n",
-    "def get_key_by_value(D:dict, value):\n",
-    "    for k, v in D.items():\n",
-    "        if v == value:\n",
-    "            return k\n",
-    "    return None"
+    "import torch\n",
+    "from sklearn.preprocessing import OneHotEncoder, MinMaxScaler"
    ]
   }
  ],

requirements.txt

@@ -1,76 +0,0 @@
-asttokens==3.0.0
-backcall==0.2.0
-blinker==1.8.2
-certifi==2025.8.3
-chardet==5.2.0
-charset-normalizer==3.4.2
-click==8.1.8
-colorama==0.4.6
-comm==0.2.3
-contourpy==1.1.1
-cycler==0.12.1
-debugpy==1.8.15
-decorator==5.2.1
-executing==2.2.0
-filelock==3.16.1
-Flask==3.0.3
-Flask-Cors==5.0.0
-fonttools==4.57.0
-fsspec==2025.3.0
--e git+https://github.com/ISLAND-IDs/HarmonyMIDIToken.git@8cdb44aeee4c5f5d6915cde7e7acab75f3f3d7fb#egg=harmony_midi_token
-huggingface-hub==0.32.4
-idna==3.10
-importlib_metadata==8.5.0
-importlib_resources==6.4.5
-ipykernel==6.29.5
-ipython==8.12.3
-ipython_pygments_lexers==1.1.1
-itsdangerous==2.2.0
-jedi==0.19.2
-Jinja2==3.1.6
-joblib==1.4.2
-jsonpickle==4.1.1
-jupyter_client==8.6.3
-jupyter_core==5.8.1
-kiwisolver==1.4.7
-MarkupSafe==2.1.5
-matplotlib==3.7.5
-matplotlib-inline==0.1.7
-more-itertools==10.5.0
-mpmath==1.3.0
-music21==8.3.0
-mypy-extensions==1.0.0
-nest-asyncio==1.6.0
-networkx==3.3
-numpy==2.3.2
-packaging==25.0
-parso==0.8.4
-pickleshare==0.7.5
-pillow==10.4.0
-platformdirs==4.3.6
-prompt_toolkit==3.0.51
-psutil==7.0.0
-pure_eval==0.2.3
-pychord==1.2.2
-Pygments==2.19.2
-pyparsing==3.1.4
-python-dateutil==2.9.0.post0
-pywin32==311
-PyYAML==6.0.2
-pyzmq==27.0.1
-requests==2.32.3
-six==1.17.0
-stack-data==0.6.3
-sympy==1.13.3
-torch==2.7.1+cu128
-torchaudio==2.7.1+cu128
-torchvision==0.22.1+cu128
-tornado==6.4.2
-tqdm==4.67.1
-traitlets==5.14.3
-typing_extensions==4.13.2
-urllib3==2.2.3
-wcwidth==0.2.13
-webcolors==24.8.0
-Werkzeug==3.0.6
-zipp==3.20.2

utillity/midiplayer.py

@@ -1,7 +0,0 @@
-from music21.stream import Score # type: ignore
-
-def play_score(score:Score):
-    """
-    music21.stream.Score 객체를 주피터 노트북에서 재생합니다.
-    """
-    score.show('midi')