diff --git "a/preprocessing.ipynb" "b/preprocessing.ipynb"
--- "a/preprocessing.ipynb"
+++ "b/preprocessing.ipynb"
@@ -1,1190 +1,25 @@
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+ "cell_type": "markdown",
+ "id": "7a9aa1cb",
+ "metadata": {},
+ "source": [
+ "## 미디 파일에 맞는 스타일 벡터 생성을 위한 곳\n",
+ "\n",
+ "### 스타일 벡터의 각 차원이 가지는 의미\n",
+ "- [Future Bounce 스러움(Bass House, J-POP 혼용 미디를 위해), 밝음어두움, 칠어그레시브]\n",
+ "\n",
+ "### 벡터값 기준\n",
+ "- 내 마음, Brooks 스타일 기준(Brooks 곡은 무조건 1,0.5,0.5), Future Bounce 스러움이 뭔데 임마(Brooks와 얼마나 비슷한가)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "19ba84e1",
+ "metadata": {},
+ "outputs": [],
"source": [
"from utillity import miditokenizer, midiplayer\n",
"\n",
@@ -1204,7 +39,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 5,
"id": "f79a6edf",
"metadata": {},
"outputs": [
@@ -1222,22 +57,20 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 8,
"id": "21a9ba89",
"metadata": {},
"outputs": [],
"source": [
"import json # JSON 파일로 토크나이저 미디 데이터 저장\n",
"\n",
- "\n",
- "\n",
"with open('tokenized_midi_data.json', 'w') as f:\n",
" json.dump(tokenized_data, f, indent=4)"
]
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 4,
"id": "dea532d4",
"metadata": {},
"outputs": [],
@@ -1247,7 +80,7 @@
"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 = {tuple(key.split(\"|\")): value for key, value in tokenized_data.items()}\n"
]
},
{
@@ -1411,22 +244,85 @@
},
{
"cell_type": "markdown",
- "id": "660054fb",
+ "id": "7227e016",
"metadata": {},
"source": [
- "## 미디 파일에 맞는 스타일 벡터 생성을 위한 곳\n",
+ "## 토큰화, 스타일 벡터 생성 후 전처리\n",
"\n",
- "### 스타일 벡터의 각 차원이 가지는 의미\n",
- "- [Future Bounce 스러움(Bass House, J-POP 혼용 미디를 위해), 밝음어두움, 칠어그레시브]\n",
+ "### 🔧 추가 전처리가 필요한 이유\n",
"\n",
- "### 벡터값 기준\n",
- "- 내 마음, Brooks 스타일 기준(Brooks 곡은 무조건 1,0.5,0.5), Future Bounce 스러움이 뭔데 임마(Brooks와 얼마나 비슷한가)\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": [
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+ ]
+ }
+ ],
+ "source": [
+ "print(tokenized_data)"
]
}
],
"metadata": {
"kernelspec": {
- "display_name": ".conda",
+ "display_name": "diva",
"language": "python",
"name": "python3"
},