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sbv2-v2/clustering.ipynb
litagin02 49e9a10673 small fix
2023-12-27 05:55:34 +09:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# スタイルベクトルをもっと詳しく作りたい人向け\n",
"\n",
"JVNVコーパスの例を使いながらクラスタリングをいろいろいじったり、また正解ラベルからベクトルを作りたい人向けです。\n",
"もっといろいろ足したりいろんなスタイルベクトルを作って遊べると思います。\n",
"ある程度慣れている人向けです。\n",
"\n",
"例では[JVNVコーパス](https://sites.google.com/site/shinnosuketakamichi/research-topics/jvnv_corpus)のjvnv-M1を使います。\n",
"\n",
"## そもそもスタイルベクトルとは\n",
"[この話者識別モデル](https://huggingface.co/pyannote/wespeaker-voxceleb-resnet34-LM)を使って生成された、1つの音声ファイルにつき256次元のベクトルです。話者識別用のものですが、感情や声音の特徴も含まれているので、スタイルベクトルとして使えます。\n",
"\n",
"このStyle Bert-VITS2では、この256次元のベクトルをエンコーダに注入して学習しているので、推論時にそのベクトルを入れてあげる必要があります。ある感情を強く表していると思われるベクトルを入れると、その感情を強く表現した音声が生成される、という仕組みです。\n",
"\n",
"もともとが話者識別用なので、「この感情はこのベクトル」のような普遍的なスタイルベクトルは使えません。なのでこのように、いちいちデータセットごとにベクトルを作る必要があります。\n",
"\n",
"## モデルを使うために必要なもの\n",
"- `model_assets/{model_name}/model_name.safetensors`: 学習の結果出力されるモデルファイル。これは自動的にこの場所に置かれ、スタイルベクトルとは全く独立。\n",
"- `model_assets/{model_name}/style_vectors.npy`: スタイルベクトルのnumpyファイル。ベクトルをいくつかいれる。\n",
"- `model_assets/{model_name}/config.json`: モデルの設定ファイル(学習前準備で自動的に生成されるはず)。これの以下の項目を設定。\n",
"```json\n",
"{\n",
" \"data\": {\n",
" \"num_styles\": 4, // スタイルベクトルの数\n",
" \"style2id\": { // スタイルベクトルの名前とidの対応\n",
" \"Neutral\": 0,\n",
" \"Angry\": 1,\n",
" \"Happy\": 2,\n",
" \"Sad\": 3\n",
" }\n",
" }\n",
"}\n",
"```\n",
"ここでidは0から始まる整数で、スタイルベクトルのnumpyファイルの何番目のベクトルかを指定します。最初のNeutralは含めたほうがよさそうで、WebUIや下では全スタイルベクトルの平均を入れています。"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"\n",
"wav_dir = \"Data/jvnv-M1/wavs\"\n",
"\n",
"embs = []\n",
"names= []\n",
"for file in os.listdir(wav_dir):\n",
" if file.endswith(\".npy\"):\n",
" xvec = np.load(os.path.join(wav_dir, file))\n",
" embs.append(np.expand_dims(xvec, axis=0))\n",
" names.append(file)\n",
"\n",
"x = np.concatenate(embs, axis=0)\n",
"x = np.squeeze(x)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 700x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# TSNEで可視化\n",
"from sklearn.manifold import TSNE\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"# 特徴量の関係か、コサイン距離が良さげ\n",
"tsne = TSNE(n_components=2, random_state=42, metric=\"cosine\")\n",
"\n",
"x_tsne = tsne.fit_transform(x)\n",
"\n",
"plt.figure(figsize=(7, 7))\n",
"plt.scatter(x_tsne[:, 0], x_tsne[:, 1])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.cluster import KMeans, AgglomerativeClustering\n",
"\n",
"method = \"k\"\n",
"n_clusters = 4\n",
"\n",
"if method == \"k\":\n",
" model = KMeans(n_clusters=n_clusters, random_state=42, n_init=10)\n",
"elif method == \"a\":\n",
" model = AgglomerativeClustering(n_clusters=n_clusters)\n",
"\n",
"y_predict = model.fit_predict(x)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"上は直接生のベクトルでクラスタリングしてますが、次のようにt-SNEで図のように2次元に削減したものをクラスタリングしたほうが、識別がきれいに分かれる、ことが多いような気がします、が詳しくは分かりません:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"y_predict = model.fit_predict(x_tsne)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"centroids = []\n",
"for i in range(n_clusters):\n",
" centroids.append(x[y_predict == i].mean(axis=0))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# TSNEで可視化\n",
"from sklearn.manifold import TSNE\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.figure(figsize=(7, 7))\n",
"plt.scatter(x_tsne[:, 0], x_tsne[:, 1], c=y_predict)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from scipy.spatial.distance import cdist\n",
"from IPython.display import Audio, display\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",
"closest_files = []\n",
"for center_idx in range(len(centroids)):\n",
" closest_idx = np.argmin(\n",
" cdist(centroids[center_idx : center_idx + 1], x, metric=\"cosine\")\n",
" )\n",
" closest_files.append(names[closest_idx])\n",
"\n",
"# 対応する音声ファイルをJupyterートブック上で再生\n",
"for file_name in closest_files:\n",
" wav_path = os.path.join(wav_dir, file_name.replace(\".npy\", \"\"))\n",
" if os.path.exists(wav_path):\n",
" print(wav_path)\n",
" display(Audio(wav_path))"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"# meanとcentroidを保存\n",
"mean = x.mean(axis=0)\n",
"save_vectors = np.vstack([mean, centroids])\n",
"os.makedirs(\"model_assets/jvnv-M1\", exist_ok=True)\n",
"np.save(\"model_assets/jvnv-M1/style_vectors.npy\", save_vectors)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# JVNVコーパスの場合は正解はファイル名の最初の方から分かる。それを使って正解ラベルを作成\n",
"y_true = [name[3:6] for name in names]\n",
"\n",
"for i, y in enumerate(y_true):\n",
" if y == \"ang\":\n",
" y_true[i] = 0\n",
" elif y == \"dis\":\n",
" y_true[i] = 1\n",
" elif y == \"fea\":\n",
" y_true[i] = 2\n",
" elif y == \"hap\":\n",
" y_true[i] = 3\n",
" elif y == \"sad\":\n",
" y_true[i] = 4\n",
" elif y == \"sur\":\n",
" y_true[i] = 5\n",
" else:\n",
" print(y)\n",
" raise ValueError"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# 正解のセントロイドを計算\n",
"y_true = np.array(y_true)\n",
"true_centroids = []\n",
"for i in range(6):\n",
" true_centroids.append(np.mean(x[y_true == i], axis=0))\n",
"\n",
"true_centroids = np.array(true_centroids)\n",
"\n",
"# すべてのベクトルの平均を計算\n",
"mean = np.mean(x, axis=0)\n",
"\n",
"# 保存\n",
"os.makedirs(\"model_assets/jvnv-M1\", exist_ok=True)\n",
"np.save(\"model_assets/jvnv-M1/style_vectors.npy\", np.vstack([mean, true_centroids]))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# 正解のメドイドを計算\n",
"from sklearn.metrics.pairwise import pairwise_distances\n",
"\n",
"medoids = []\n",
"for i in range(6):\n",
" dist = pairwise_distances(x[y_true == i])\n",
" medoid = np.argmin(np.sum(dist, axis=0))\n",
" medoids.append(x[y_true == i][medoid])\n",
"\n",
"medoids = np.array(medoids)\n",
"\n",
"# np.save(\"model_assets/jvnv-F2/xvectors.npy\", np.vstack([mean, medoids]))\n",
"# メドイドよりもセントロイドがいいかも?\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 700x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# TSNEで正解ラベルを可視化\n",
"import matplotlib.pyplot as plt\n",
"\n",
"cmap = plt.get_cmap(\"tab10\")\n",
"\n",
"true_label_dict = {0: \"ang\", 1: \"dis\", 2: \"fea\", 3: \"hap\", 4: \"sad\", 5: \"sur\"}\n",
"\n",
"plt.figure(figsize=(7, 7))\n",
"for i in true_label_dict:\n",
" plt.scatter(\n",
" x_tsne[y_true == i, 0],\n",
" x_tsne[y_true == i, 1],\n",
" color=cmap(i),\n",
" label=f\"{true_label_dict[i]}\",\n",
" )\n",
"plt.legend()\n",
"plt.show()"
]
}
],
"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
}