From 49e9a106734a5dcfd3f6bfb7168239e5d78fad02 Mon Sep 17 00:00:00 2001 From: litagin02 Date: Wed, 27 Dec 2023 05:55:34 +0900 Subject: [PATCH] small fix --- README.md | 4 ++-- clustering.ipynb | 38 +++++++++++++++++++------------------- webui_train.py | 2 +- 3 files changed, 22 insertions(+), 22 deletions(-) diff --git a/README.md b/README.md index 37a4ed0..885783d 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,7 @@ This repository is based on [Bert-VITS2](https://github.com/fishaudio/Bert-VITS2 ## これは何? - [Bert-VITS2](https://github.com/fishaudio/Bert-VITS2)のv2.1を元に、正確に感情や発話スタイルを強弱混みで指定して音声を生成することができるようにしたものです。 -- [EasyBertVits2](https://github.com/Zuntan03/EasyBertVits2/)のように、GitやPythonがない人でも簡単にインストールできるやつもあります。 +- [EasyBertVits2](https://github.com/Zuntan03/EasyBertVits2/)のように、GitやPythonがない人でも簡単にインストールできるやつもあります(まだ少し未検証)。 ## 使い方 @@ -18,7 +18,7 @@ Windows環境で最近のNVIDIA製グラボがあることを前提にしてい #### GitやPythonに馴染みが無い方 -[これ]をダウンロードして、スペースを含まない英数字のみのパスで実行してください(まだ動作未確認なので後でちゃんとチェックします)。 +[これ](https://github.com/litagin02/Style-Bert-VITS2/raw/master/scripts/Install-Style-Bert-VITS2.bat)をダウンロードして、スペースを含まない英数字のみのパスで実行してください(まだ動作未確認なので後でちゃんとチェックします)。 #### GitやPython使える人 diff --git a/clustering.ipynb b/clustering.ipynb index 7a8706d..81106ed 100644 --- a/clustering.ipynb +++ b/clustering.ipynb @@ -64,14 +64,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -89,7 +89,7 @@ "\n", "x_tsne = tsne.fit_transform(x)\n", "\n", - "plt.figure(figsize=(10, 10))\n", + "plt.figure(figsize=(7, 7))\n", "plt.scatter(x_tsne[:, 0], x_tsne[:, 1])\n", "\n", "plt.show()" @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -132,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -143,14 +143,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -162,7 +162,7 @@ "from sklearn.manifold import TSNE\n", "import matplotlib.pyplot as plt\n", "\n", - "plt.figure(figsize=(10, 10))\n", + "plt.figure(figsize=(7, 7))\n", "plt.scatter(x_tsne[:, 0], x_tsne[:, 1], c=y_predict)\n", "\n", "plt.show()" @@ -208,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -235,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -278,14 +278,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -293,20 +293,20 @@ } ], "source": [ - "# TSNEで可視化\n", + "# 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=(10, 10))\n", - "for i in range(n_clusters):\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\"Style {i+1}\",\n", + " label=f\"{true_label_dict[i]}\",\n", " )\n", "plt.legend()\n", "plt.show()" diff --git a/webui_train.py b/webui_train.py index 74631d7..ee3a931 100644 --- a/webui_train.py +++ b/webui_train.py @@ -206,7 +206,7 @@ if __name__ == "__main__": gr.Markdown(value="### Step 2: 音声ファイルの前処理") resample_btn = gr.Button(value="実行", variant="primary") with gr.Column(): - gr.Markdown(value="### Step 3: ラベルファイルの前処理") + gr.Markdown(value="### Step 3: 書き起こしファイルの前処理") preprocess_text_btn = gr.Button(value="実行", variant="primary") with gr.Column(): gr.Markdown(value="### Step 4: BERT特徴ファイルの生成")