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sbv2-v2/style_dbscan.ipynb
2024-01-03 14:29:13 +09:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Style vectorsをDBSCANで作る\n",
"\n",
"こっちのほうが全部を無理やりクラスタに押し込まずに済むので、特徴がよく出てよいかもしれない。"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.manifold import TSNE\n",
"\n",
"model_name = \"Liisa2\"\n",
"\n",
"\n",
"tsne = TSNE(n_components=2, random_state=42, metric=\"cosine\")\n",
"\n",
"wavs_dir = os.path.join(\"Data\", model_name, \"wavs\")\n",
"style_vector_files = [\n",
" os.path.join(wavs_dir, f) for f in os.listdir(wavs_dir) if f.endswith(\".npy\")\n",
"]\n",
"wav_files = [f.replace(\".npy\", \"\") for f in style_vector_files]\n",
"style_vectors = [np.load(f) for f in style_vector_files]\n",
"x = np.array(style_vectors)\n",
"mean = np.mean(x, axis=0)\n",
"\n",
"x_tsne = tsne.fit_transform(x)\n",
"\n",
"# plt.figure(figsize=(6, 6))\n",
"plt.scatter(x_tsne[:, 0], x_tsne[:, 1])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# TSNEで可視化\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"from sklearn.cluster import DBSCAN\n",
"\n",
"# ここの2つの数値をいじるスタイル数は事前指定できない\n",
"eps = 2.6\n",
"min_samples = 15\n",
"\n",
"dbscan = DBSCAN(eps=eps, min_samples=min_samples)\n",
"\n",
"cluster_assignments = dbscan.fit_predict(x_tsne)\n",
"\n",
"cmap = matplotlib.colormaps[\"tab20\"]\n",
"\n",
"fig, ax = plt.subplots(figsize=(6, 5))\n",
"n_clusters = max(cluster_assignments) + 1\n",
"for cluster_id in range(-1, n_clusters):\n",
" cluster_points = x_tsne[cluster_assignments == cluster_id]\n",
" if cluster_id == -1:\n",
" label = \"Noise\"\n",
" color = \"black\"\n",
" else:\n",
" label = f\"Cluster {cluster_id}\"\n",
" color = cmap((cluster_id + 1) / (n_clusters + 1))\n",
" ax.scatter(cluster_points[:, 0], cluster_points[:, 1], label=label, color=color)\n",
"\n",
"ax.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"centroids = []\n",
"for i in range(n_clusters):\n",
" centroids.append(x[cluster_assignments == i].mean(axis=0))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from scipy.spatial.distance import cdist\n",
"from IPython.display import Audio, display\n",
"\n",
"# 再生するファイルの数を指定\n",
"number_of_files_to_play = 3\n",
"\n",
"# 各クラスターのセントロイドに最も近い点に対応するファイル名を取得\n",
"for center_idx in range(len(centroids)):\n",
" # セントロイドと全ての点との距離を計算\n",
" distances = cdist(centroids[center_idx : center_idx + 1], x)\n",
" # 距離が小さい順にソートし、上位のインデックスを取得\n",
" closest_indices = np.argsort(distances[0])[:number_of_files_to_play]\n",
"\n",
" # クラスターごとに音声ファイルを再生\n",
" print(f\"Cluster {center_idx}:\")\n",
" for idx in closest_indices:\n",
" display(Audio(wav_files[idx]))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"style_vectors = [mean] + centroids\n",
"style_vectors = np.array(style_vectors)\n",
"np.save(os.path.join(\"model_assets\", model_name, \"style_vectors.npy\"), style_vectors)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.11"
}
},
"nbformat": 4,
"nbformat_minor": 2
}