{ "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": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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=(10, 10))\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": 6, "metadata": {}, "outputs": [], "source": [ "y_predict = model.fit_predict(x_tsne)" ] }, { "cell_type": "code", "execution_count": 7, "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": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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=(10, 10))\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ノ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": 10, "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": 12, "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": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# TSNEで可視化\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=(10, 10))\n", "for i in range(n_clusters):\n", " plt.scatter(\n", " x_tsne[y_true == i, 0],\n", " x_tsne[y_true == i, 1],\n", " color=cmap(i),\n", " label=f\"Style {i+1}\",\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 }