{
"cells": [
{
"cell_type": "markdown",
"id": "wired-flash",
"metadata": {
"tags": []
},
"source": [
"# 第10章 日本語Tacotronに基づく音声合成システムの実装\n",
"\n",
"[](https://colab.research.google.com/github/r9y9/ttslearn/blob/master/notebooks/ch10_Recipe-Tacotron.ipynb)\n",
"\n",
"Google colabでの実行における推定所要時間: 5時間\n",
"\n",
"このノートブックに記載のレシピの設定は、Google Colab上で実行した場合のタイムアウトを避けるため、学習条件を書籍に記載の設定から一部修正していることに注意してください (バッチサイズを減らす等)。\n",
"参考までに、書籍に記載の条件で、著者 (山本) がレシピを実行した結果を以下で公開しています。\n",
"\n",
"- Tensorboard logs: https://tensorboard.dev/experiment/gHKogn7wRxa4B3NIVw27xw/\n",
"- expディレクトリ(学習済みモデル、合成音声を含む) : https://drive.google.com/file/d/1RvRCmHhqUGFwpR4KYMu_bh6K_VGlJmt_/view?usp=sharing (226.9 MB)"
]
},
{
"cell_type": "markdown",
"id": "detailed-memorabilia",
"metadata": {},
"source": [
"## 準備"
]
},
{
"cell_type": "markdown",
"id": "historic-documentation",
"metadata": {},
"source": [
"### Google Colabを利用する場合"
]
},
{
"cell_type": "markdown",
"id": "sunrise-reach",
"metadata": {},
"source": [
"Google Colab上でこのノートブックを実行する場合は、メニューの「ランタイム -> ランタイムのタイムの変更」から、「ハードウェア アクセラレータ」を **GPU** に変更してください。"
]
},
{
"cell_type": "markdown",
"id": "round-terminology",
"metadata": {},
"source": [
"### Python version"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "about-russia",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:51:57.074497Z",
"iopub.status.busy": "2021-08-21T07:51:57.073038Z",
"iopub.status.idle": "2021-08-21T07:51:57.182022Z",
"shell.execute_reply": "2021-08-21T07:51:57.181665Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Python 3.8.6 | packaged by conda-forge | (default, Dec 26 2020, 05:05:16) \r\n",
"[GCC 9.3.0]\r\n"
]
}
],
"source": [
"!python -VV"
]
},
{
"cell_type": "markdown",
"id": "herbal-short",
"metadata": {},
"source": [
"### ttslearn のインストール"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "foster-prague",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:51:57.185320Z",
"iopub.status.busy": "2021-08-21T07:51:57.185046Z",
"iopub.status.idle": "2021-08-21T07:51:57.633186Z",
"shell.execute_reply": "2021-08-21T07:51:57.632873Z"
},
"tags": []
},
"outputs": [],
"source": [
"%%capture\n",
"try:\n",
" import ttslearn\n",
"except ImportError:\n",
" !pip install ttslearn"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cutting-trauma",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:51:57.638374Z",
"iopub.status.busy": "2021-08-21T07:51:57.637974Z",
"iopub.status.idle": "2021-08-21T07:51:57.640046Z",
"shell.execute_reply": "2021-08-21T07:51:57.639750Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'0.2.1'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import ttslearn\n",
"ttslearn.__version__"
]
},
{
"cell_type": "markdown",
"id": "freelance-prize",
"metadata": {},
"source": [
"## 10.1 本章の日本語音声合成システムの実装"
]
},
{
"cell_type": "markdown",
"id": "structured-senator",
"metadata": {},
"source": [
"### 学習済みモデルを用いた音声合成"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "written-russian",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:51:57.642683Z",
"iopub.status.busy": "2021-08-21T07:51:57.642234Z",
"iopub.status.idle": "2021-08-21T07:54:21.398102Z",
"shell.execute_reply": "2021-08-21T07:54:21.398463Z"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7c163504afdd4572bf14327fed288313",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/32400 [00:00\n",
" \n",
" Your browser does not support the audio element.\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from ttslearn.tacotron import Tacotron2TTS\n",
"from tqdm.notebook import tqdm\n",
"from IPython.display import Audio\n",
"\n",
"engine = Tacotron2TTS()\n",
"wav, sr = engine.tts(\"一貫学習にチャレンジしましょう！\", tqdm=tqdm)\n",
"Audio(wav, rate=sr)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "documented-indication",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:21.401161Z",
"iopub.status.busy": "2021-08-21T07:54:21.400813Z",
"iopub.status.idle": "2021-08-21T07:54:21.695665Z",
"shell.execute_reply": "2021-08-21T07:54:21.695888Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import librosa.display\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"fig, ax = plt.subplots(figsize=(8,2))\n",
"librosa.display.waveplot(wav.astype(np.float32), sr, ax=ax)\n",
"ax.set_xlabel(\"Time [sec]\")\n",
"ax.set_ylabel(\"Amplitude\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "desperate-surname",
"metadata": {},
"source": [
"### レシピ実行の前準備"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "guilty-ukraine",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:21.713667Z",
"iopub.status.busy": "2021-08-21T07:54:21.713392Z",
"iopub.status.idle": "2021-08-21T07:54:21.713924Z",
"shell.execute_reply": "2021-08-21T07:54:21.713085Z"
}
},
"outputs": [],
"source": [
"%%capture\n",
"from ttslearn.env import is_colab\n",
"from os.path import exists\n",
"\n",
"# pip install ttslearn ではレシピはインストールされないので、手動でダウンロード\n",
"if is_colab() and not exists(\"recipes.zip\"):\n",
" !curl -LO https://github.com/r9y9/ttslearn/releases/download/v{ttslearn.__version__}/recipes.zip\n",
" !unzip -o recipes.zip"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "guilty-charity",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:21.717015Z",
"iopub.status.busy": "2021-08-21T07:54:21.716719Z",
"iopub.status.idle": "2021-08-21T07:54:21.718301Z",
"shell.execute_reply": "2021-08-21T07:54:21.718014Z"
}
},
"outputs": [],
"source": [
"import os\n",
"# recipeのディレクトリに移動\n",
"cwd = os.getcwd()\n",
"if cwd.endswith(\"notebooks\"):\n",
" os.chdir(\"../recipes/tacotron/\")\n",
"elif is_colab():\n",
" os.chdir(\"recipes/tacotron/\") "
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "parallel-train",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:21.720138Z",
"iopub.status.busy": "2021-08-21T07:54:21.719871Z",
"iopub.status.idle": "2021-08-21T07:54:21.721458Z",
"shell.execute_reply": "2021-08-21T07:54:21.721174Z"
}
},
"outputs": [],
"source": [
"import time\n",
"start_time = time.time()"
]
},
{
"cell_type": "markdown",
"id": "committed-honduras",
"metadata": {},
"source": [
"### パッケージのインポート"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "cathedral-guyana",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:21.725834Z",
"iopub.status.busy": "2021-08-21T07:54:21.725560Z",
"iopub.status.idle": "2021-08-21T07:54:21.750068Z",
"shell.execute_reply": "2021-08-21T07:54:21.749758Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"%load_ext autoreload\n",
"%load_ext tensorboard\n",
"%autoreload\n",
"import IPython\n",
"from IPython.display import Audio\n",
"import tensorboard as tb\n",
"import os"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "functioning-meditation",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:21.752457Z",
"iopub.status.busy": "2021-08-21T07:54:21.752179Z",
"iopub.status.idle": "2021-08-21T07:54:22.003204Z",
"shell.execute_reply": "2021-08-21T07:54:22.002883Z"
}
},
"outputs": [],
"source": [
"# 数値演算\n",
"import numpy as np\n",
"import torch\n",
"from torch import nn\n",
"# 音声波形の読み込み\n",
"from scipy.io import wavfile\n",
"# フルコンテキストラベル、質問ファイルの読み込み\n",
"from nnmnkwii.io import hts\n",
"# 音声分析\n",
"import pyworld\n",
"# 音声分析、可視化\n",
"import librosa\n",
"import librosa.display\n",
"import pandas as pd\n",
"# Pythonで学ぶ音声合成\n",
"import ttslearn"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "capital-mathematics",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.005245Z",
"iopub.status.busy": "2021-08-21T07:54:22.004970Z",
"iopub.status.idle": "2021-08-21T07:54:22.032591Z",
"shell.execute_reply": "2021-08-21T07:54:22.032259Z"
}
},
"outputs": [],
"source": [
"# シードの固定\n",
"from ttslearn.util import init_seed\n",
"init_seed(773)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "closing-falls",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.034894Z",
"iopub.status.busy": "2021-08-21T07:54:22.034600Z",
"iopub.status.idle": "2021-08-21T07:54:22.036841Z",
"shell.execute_reply": "2021-08-21T07:54:22.037069Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'1.8.1'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.__version__"
]
},
{
"cell_type": "markdown",
"id": "square-fellow",
"metadata": {},
"source": [
"### 描画周りの設定"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "liquid-stretch",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.039466Z",
"iopub.status.busy": "2021-08-21T07:54:22.039196Z",
"iopub.status.idle": "2021-08-21T07:54:22.040685Z",
"shell.execute_reply": "2021-08-21T07:54:22.040452Z"
}
},
"outputs": [],
"source": [
"from ttslearn.notebook import get_cmap, init_plot_style, savefig\n",
"cmap = get_cmap()\n",
"init_plot_style()"
]
},
{
"cell_type": "markdown",
"id": "unnecessary-wrestling",
"metadata": {},
"source": [
"### レシピの設定"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "streaming-slope",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.043793Z",
"iopub.status.busy": "2021-08-21T07:54:22.043503Z",
"iopub.status.idle": "2021-08-21T07:54:22.044996Z",
"shell.execute_reply": "2021-08-21T07:54:22.044710Z"
}
},
"outputs": [],
"source": [
"# run.shを利用した学習スクリプトをnotebookから行いたい場合は、True\n",
"# google colab の場合は、True とします\n",
"# ローカル環境の場合、run.sh をターミナルから実行することを推奨します。\n",
"# その場合、このノートブックは可視化・学習済みモデルのテストのために利用します。\n",
"run_sh = is_colab()\n",
"\n",
"# 注意: WaveNetを利用した評価データに対する音声生成は時間がかかることに注意\n",
"run_stage6 = True\n",
"\n",
"# run.sh経由で実行するスクリプトのtqdm\n",
"run_sh_tqdm = \"none\"\n",
"\n",
"# CUDA\n",
"# NOTE: run.shの引数として渡すので、boolではなく文字列で定義しています\n",
"cudnn_benchmark = \"true\"\n",
"cudnn_deterministic = \"false\"\n",
"\n",
"# 特徴抽出時の並列処理のジョブ数\n",
"n_jobs = os.cpu_count()//2\n",
"\n",
"# 音響モデル (Tacotron) の設定ファイル名\n",
"acoustic_config_name=\"tacotron2_rf2\"\n",
"# WaveNetボコーダの設定ファイル名\n",
"wavenet_config_name=\"wavenet_sr16k_mulaw256_30layers\"\n",
"\n",
"# Tacotron学習におけるバッチサイズ\n",
"tacotron_batch_size = 16\n",
"# Tacotron学習のイテレーション数\n",
"# 注意: 十分な品質を得るために必要な値: 50k ~ 100k steps\n",
"tacotron_max_train_steps = 5000\n",
"\n",
"# WaveNetボコーダの学習におけるバッチサイズ\n",
"# 推奨バッチサイズ: 8以上\n",
"# 動作確認のため、小さな値に設定しています\n",
"wavenet_batch_size = 4\n",
"# WavaNetの学習イテレーション数\n",
"# 注意: 十分な品質を得るために必要な値: 300k ~ 500k steps\n",
"wavenet_max_train_steps = 20000\n",
"\n",
"# 音声生成を行う発話数\n",
"# WaveNetの推論は時間がかかるので、ノートブックで表示する5つのみ生成する\n",
"num_eval_utts = 5\n",
"\n",
"# ノートブックで利用するテスト用の発話（学習データ、評価データ）\n",
"train_utt = \"BASIC5000_0001\"\n",
"test_utt = \"BASIC5000_5000\""
]
},
{
"cell_type": "markdown",
"id": "hindu-yesterday",
"metadata": {},
"source": [
"### Tensorboard によるログの可視化"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "thorough-concern",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.047139Z",
"iopub.status.busy": "2021-08-21T07:54:22.046870Z",
"iopub.status.idle": "2021-08-21T07:54:22.048193Z",
"shell.execute_reply": "2021-08-21T07:54:22.048463Z"
}
},
"outputs": [],
"source": [
"# ノートブック上から tensorboard のログを確認する場合、次の行を有効にしてください\n",
"if is_colab():\n",
" %tensorboard --logdir tensorboard/"
]
},
{
"cell_type": "markdown",
"id": "polyphonic-release",
"metadata": {},
"source": [
"## 10.2 Tacotron 2 を日本語に適用するための変更"
]
},
{
"cell_type": "markdown",
"id": "bigger-liability",
"metadata": {},
"source": [
"### 音素列と韻律記号付き音素列の比較"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "dramatic-payday",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.050640Z",
"iopub.status.busy": "2021-08-21T07:54:22.050373Z",
"iopub.status.idle": "2021-08-21T07:54:22.051953Z",
"shell.execute_reply": "2021-08-21T07:54:22.051672Z"
}
},
"outputs": [],
"source": [
"import pyopenjtalk\n",
"# この実装は後述します\n",
"from ttslearn.tacotron.frontend.openjtalk import pp_symbols"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "optional-somewhere",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.059161Z",
"iopub.status.busy": "2021-08-21T07:54:22.058880Z",
"iopub.status.idle": "2021-08-21T07:54:22.060883Z",
"shell.execute_reply": "2021-08-21T07:54:22.060590Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"音素列: h a sh i g a\n",
"音素列: h a sh i g a\n",
"音素列: h a sh i g a\n"
]
}
],
"source": [
"print(\"音素列:\", pyopenjtalk.g2p(\"端が\"))\n",
"print(\"音素列:\", pyopenjtalk.g2p(\"箸が\"))\n",
"print(\"音素列:\", pyopenjtalk.g2p(\"橋が\"))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "mexican-organization",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.063551Z",
"iopub.status.busy": "2021-08-21T07:54:22.063273Z",
"iopub.status.idle": "2021-08-21T07:54:22.065029Z",
"shell.execute_reply": "2021-08-21T07:54:22.065318Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"韻律記号付き音素列: ^ h a [ sh i g a $\n",
"韻律記号付き音素列: ^ h a ] sh i g a $\n",
"韻律記号付き音素列: ^ h a [ sh i ] g a $\n"
]
}
],
"source": [
"print(\"韻律記号付き音素列:\", \" \".join(pp_symbols(pyopenjtalk.extract_fullcontext(\"端が\"))))\n",
"print(\"韻律記号付き音素列:\", \" \".join(pp_symbols(pyopenjtalk.extract_fullcontext(\"箸が\"))))\n",
"print(\"韻律記号付き音素列:\", \" \".join(pp_symbols(pyopenjtalk.extract_fullcontext(\"橋が\"))))"
]
},
{
"cell_type": "markdown",
"id": "demographic-simon",
"metadata": {},
"source": [
"### フルコンテキストラベルからの音素列および韻律記号の抽出"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "presidential-carry",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.068068Z",
"iopub.status.busy": "2021-08-21T07:54:22.067758Z",
"iopub.status.idle": "2021-08-21T07:54:22.068958Z",
"shell.execute_reply": "2021-08-21T07:54:22.069230Z"
}
},
"outputs": [],
"source": [
"import re\n",
"\n",
"def numeric_feature_by_regex(regex, s):\n",
" match = re.search(regex, s)\n",
" # 未定義 (xx) の場合、コンテキストの取りうる値以外の適当な値\n",
" if match is None:\n",
" return -50\n",
" return int(match.group(1))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "adjusted-contrary",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.071461Z",
"iopub.status.busy": "2021-08-21T07:54:22.071177Z",
"iopub.status.idle": "2021-08-21T07:54:22.072935Z",
"shell.execute_reply": "2021-08-21T07:54:22.073207Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'xx^sil-m+i=z/A:-2+1+3/B:xx-xx_xx/C:02_xx+xx/D:13+xx_xx/E:xx_xx!xx_xx-xx/F:3_3#0_xx@1_5|1_23/G:7_2%0_xx_1/H:xx_xx/I:5-23@1+1&1-5|1+23/J:xx_xx/K:1+5-23'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels = hts.load(ttslearn.util.example_label_file())\n",
"labels.contexts[1]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "complicated-drain",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.075098Z",
"iopub.status.busy": "2021-08-21T07:54:22.074827Z",
"iopub.status.idle": "2021-08-21T07:54:22.077646Z",
"shell.execute_reply": "2021-08-21T07:54:22.077394Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"-2"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"numeric_feature_by_regex(r\"/A:([0-9\\-]+)\\+\", labels.contexts[1])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "declared-homework",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.082729Z",
"iopub.status.busy": "2021-08-21T07:54:22.082357Z",
"iopub.status.idle": "2021-08-21T07:54:22.084055Z",
"shell.execute_reply": "2021-08-21T07:54:22.083646Z"
}
},
"outputs": [],
"source": [
"def pp_symbols(labels, drop_unvoiced_vowels=True):\n",
" PP = []\n",
" N = len(labels)\n",
"\n",
" # 各音素毎に順番に処理\n",
" for n in range(N):\n",
" lab_curr = labels[n]\n",
"\n",
" # 当該音素\n",
" p3 = re.search(r\"\\-(.*?)\\+\", lab_curr).group(1)\n",
"\n",
" # 無声化母音を通常の母音として扱う\n",
" if drop_unvoiced_vowels and p3 in \"AEIOU\":\n",
" p3 = p3.lower()\n",
"\n",
" # 先頭と末尾の sil のみ例外対応\n",
" if p3 == \"sil\":\n",
" assert n == 0 or n == N - 1\n",
" if n == 0:\n",
" PP.append(\"^\")\n",
" elif n == N - 1:\n",
" # 疑問系かどうか\n",
" e3 = numeric_feature_by_regex(r\"!(\\d+)_\", lab_curr)\n",
" if e3 == 0:\n",
" PP.append(\"$\")\n",
" elif e3 == 1:\n",
" PP.append(\"?\")\n",
" continue\n",
" elif p3 == \"pau\":\n",
" PP.append(\"_\")\n",
" continue\n",
" else:\n",
" PP.append(p3)\n",
"\n",
" # アクセント型および位置情報（前方または後方）\n",
" a1 = numeric_feature_by_regex(r\"/A:([0-9\\-]+)\\+\", lab_curr)\n",
" a2 = numeric_feature_by_regex(r\"\\+(\\d+)\\+\", lab_curr)\n",
" a3 = numeric_feature_by_regex(r\"\\+(\\d+)/\", lab_curr)\n",
" # アクセント句におけるモーラ数\n",
" f1 = numeric_feature_by_regex(r\"/F:(\\d+)_\", lab_curr)\n",
"\n",
" a2_next = numeric_feature_by_regex(r\"\\+(\\d+)\\+\", labels[n + 1])\n",
"\n",
" # アクセント句境界\n",
" if a3 == 1 and a2_next == 1:\n",
" PP.append(\"#\")\n",
" # ピッチの立ち下がり（アクセント核）\n",
" elif a1 == 0 and a2_next == a2 + 1 and a2 != f1:\n",
" PP.append(\"]\")\n",
" # ピッチの立ち上がり\n",
" elif a2 == 1 and a2_next == 2:\n",
" PP.append(\"[\")\n",
"\n",
" return PP"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "small-contract",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.093997Z",
"iopub.status.busy": "2021-08-21T07:54:22.093698Z",
"iopub.status.idle": "2021-08-21T07:54:22.096191Z",
"shell.execute_reply": "2021-08-21T07:54:22.095911Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"入力文字列: 今日の天気は？\n",
"音素列: ky o o n o t e N k i w a\n",
"韻律記号付き音素列: ^ ky o ] o n o # t e ] N k i w a ?\n"
]
}
],
"source": [
"import pyopenjtalk\n",
"\n",
"text = \"今日の天気は？\"\n",
"\n",
"# テキストからフルコンテキストを抽出\n",
"labels = pyopenjtalk.extract_fullcontext(text)\n",
"# フルコンテキストから、韻律記号付き音素列に変換\n",
"PP = pp_symbols(labels)\n",
"\n",
"print(\"入力文字列:\", text)\n",
"print(\"音素列:\", pyopenjtalk.g2p(text))\n",
"print(\"韻律記号付き音素列:\", \" \".join(PP))"
]
},
{
"cell_type": "markdown",
"id": "threatened-hours",
"metadata": {},
"source": [
"## プログラム実装の前準備"
]
},
{
"cell_type": "markdown",
"id": "limited-sheffield",
"metadata": {},
"source": [
"### stage -1: コーパスのダウンロード"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "selected-arnold",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.098850Z",
"iopub.status.busy": "2021-08-21T07:54:22.098414Z",
"iopub.status.idle": "2021-08-21T07:54:22.100477Z",
"shell.execute_reply": "2021-08-21T07:54:22.099649Z"
}
},
"outputs": [],
"source": [
"if is_colab():\n",
" ! ./run.sh --stage -1 --stop-stage -1"
]
},
{
"cell_type": "markdown",
"id": "dressed-listening",
"metadata": {},
"source": [
"### Stage 0: 学習/検証/評価データの分割"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "labeled-binary",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.102734Z",
"iopub.status.busy": "2021-08-21T07:54:22.102467Z",
"iopub.status.idle": "2021-08-21T07:54:22.104027Z",
"shell.execute_reply": "2021-08-21T07:54:22.103749Z"
}
},
"outputs": [],
"source": [
"if run_sh:\n",
" ! ./run.sh --stage 0 --stop-stage 0"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "freelance-register",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.105989Z",
"iopub.status.busy": "2021-08-21T07:54:22.105718Z",
"iopub.status.idle": "2021-08-21T07:54:22.239212Z",
"shell.execute_reply": "2021-08-21T07:54:22.240834Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dev.list eval.list train.list utt_list.txt\r\n"
]
}
],
"source": [
"! ls data/"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "legislative-translator",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.265966Z",
"iopub.status.busy": "2021-08-21T07:54:22.253055Z",
"iopub.status.idle": "2021-08-21T07:54:22.405370Z",
"shell.execute_reply": "2021-08-21T07:54:22.403781Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"BASIC5000_4701\r\n",
"BASIC5000_4702\r\n",
"BASIC5000_4703\r\n",
"BASIC5000_4704\r\n",
"BASIC5000_4705\r\n",
"BASIC5000_4706\r\n",
"BASIC5000_4707\r\n",
"BASIC5000_4708\r\n",
"BASIC5000_4709\r\n",
"BASIC5000_4710\r\n"
]
}
],
"source": [
"! head data/dev.list"
]
},
{
"cell_type": "markdown",
"id": "incorporated-station",
"metadata": {},
"source": [
"## 10.3 データの前処理"
]
},
{
"cell_type": "markdown",
"id": "acoustic-dietary",
"metadata": {},
"source": [
"### Tacotron 2 のための前処理"
]
},
{
"cell_type": "markdown",
"id": "partial-ceramic",
"metadata": {},
"source": [
"#### 1発話に対する前処理"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "incredible-opportunity",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.430676Z",
"iopub.status.busy": "2021-08-21T07:54:22.429690Z",
"iopub.status.idle": "2021-08-21T07:54:22.884256Z",
"shell.execute_reply": "2021-08-21T07:54:22.884816Z"
}
},
"outputs": [],
"source": [
"from ttslearn.tacotron.frontend.openjtalk import text_to_sequence, pp_symbols\n",
"from ttslearn.dsp import mulaw_quantize, logmelspectrogram\n",
"\n",
"# 韻律記号付き音素列の抽出\n",
"labels = hts.load(ttslearn.util.example_label_file())\n",
"PP = pp_symbols(labels.contexts)\n",
"in_feats = np.array(text_to_sequence(PP), dtype=np.int64)\n",
"\n",
"# メルスペクトログラムの計算\n",
"sr = 16000\n",
"_sr, x = wavfile.read(ttslearn.util.example_audio_file())\n",
"x = (x / 32768).astype(np.float64)\n",
"x = librosa.resample(x, _sr, sr)\n",
"\n",
"out_feats = logmelspectrogram(x, sr)\n",
"\n",
"# 冒頭と末尾の非音声区間の長さを調整\n",
"assert \"sil\" in labels.contexts[0] and \"sil\" in labels.contexts[-1]\n",
"start_frame = int(labels.start_times[1] / 125000)\n",
"end_frame = int(labels.end_times[-2] / 125000)\n",
"\n",
"# 最初：50 ミリ秒、最後：100 ミリ秒\n",
"start_frame = max(0, start_frame - int(0.050 / 0.0125))\n",
"end_frame = min(len(out_feats), end_frame + int(0.100 / 0.0125))\n",
"\n",
"out_feats = out_feats[start_frame:end_frame]\n",
"\n",
"# 時間領域で音声の長さを調整\n",
"x = x[int(start_frame * 0.0125 * sr) :]\n",
"length = int(sr * 0.0125) * out_feats.shape[0]\n",
"x = pad_1d(x, length) if len(x) < length else x[:length]\n",
"\n",
"# 特徴量のアップサンプリングを行う都合上、音声波形の長さはフレームシフトで割り切れる必要があります\n",
"assert len(x) % int(sr * 0.0125) == 0\n",
"\n",
"# mu-law 量子化\n",
"x = mulaw_quantize(x)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "explicit-steam",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.887607Z",
"iopub.status.busy": "2021-08-21T07:54:22.887082Z",
"iopub.status.idle": "2021-08-21T07:54:22.891163Z",
"shell.execute_reply": "2021-08-21T07:54:22.891765Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron の入力特徴量のサイズ: (56,)\n",
"Tacotron の出力特徴量のサイズ: (227, 80)\n",
"WaveNet ボコーダの出力の音声波形のサイズ: (45400,)\n"
]
}
],
"source": [
"print(\"Tacotron の入力特徴量のサイズ:\", in_feats.shape)\n",
"print(\"Tacotron の出力特徴量のサイズ:\", out_feats.shape)\n",
"print(\"WaveNet ボコーダの出力の音声波形のサイズ:\", x.shape)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "temporal-armor",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:22.894354Z",
"iopub.status.busy": "2021-08-21T07:54:22.893760Z",
"iopub.status.idle": "2021-08-21T07:54:24.198538Z",
"shell.execute_reply": "2021-08-21T07:54:24.198245Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from ttslearn.tacotron.frontend.openjtalk import num_vocab\n",
"from ttslearn.dsp import inv_mulaw_quantize\n",
"from torch.nn import functional as F\n",
"\n",
"inp = F.one_hot(torch.from_numpy(in_feats), num_vocab()).numpy()\n",
"\n",
"fig, ax = plt.subplots(3, 1, figsize=(8,8))\n",
"ax[0].set_title(\"Phoneme sequence + prosody symbols (one-hot)\")\n",
"ax[1].set_title(\"Mel-spectrogram\")\n",
"ax[2].set_title(\"Mu-law quantized waveform\")\n",
"\n",
"ax[0].imshow(inp.T, aspect=\"auto\", interpolation=\"nearest\", origin=\"lower\", cmap=cmap)\n",
"ax[1].imshow(out_feats.T, aspect=\"auto\", interpolation=\"nearest\", origin=\"lower\", cmap=cmap)\n",
"librosa.display.waveplot(x.astype(np.float32), ax=ax[2], sr=sr)\n",
"\n",
"ax[0].set_xlabel(\"Phoneme\")\n",
"ax[0].set_ylabel(\"Binary value\")\n",
"ax[1].set_xlabel(\"Time [frame]\")\n",
"ax[1].set_ylabel(\"Mel filter channel\")\n",
"ax[2].set_xlabel(\"Time [sec]\")\n",
"ax[2].set_ylabel(\"Amplitude\")\n",
"\n",
"plt.tight_layout()\n",
"savefig(\"fig/e2etts_impl_taco2_inout\")"
]
},
{
"cell_type": "markdown",
"id": "british-computer",
"metadata": {},
"source": [
"#### レシピの stage 1 の実行\n",
"\n",
"バッチ処理を行うコマンドラインプログラムは、 `preprocess.py` を参照してください。"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "developmental-legislature",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:24.200967Z",
"iopub.status.busy": "2021-08-21T07:54:24.200657Z",
"iopub.status.idle": "2021-08-21T07:54:24.202015Z",
"shell.execute_reply": "2021-08-21T07:54:24.202296Z"
}
},
"outputs": [],
"source": [
"if run_sh:\n",
" ! ./run.sh --stage 1 --stop-stage 1"
]
},
{
"cell_type": "markdown",
"id": "engaged-invention",
"metadata": {},
"source": [
"### 特徴量の正規化"
]
},
{
"cell_type": "markdown",
"id": "abandoned-aurora",
"metadata": {},
"source": [
"正規化のための統計量を計算するコマンドラインプログラムは、 `recipes/common/fit_scaler.py` を参照してください。また、正規化を行うコマンドラインプログラムは、 `recipes/common/preprocess_normalize.py` を参照してください。"
]
},
{
"cell_type": "markdown",
"id": "white-peoples",
"metadata": {},
"source": [
"#### レシピの stage 2 の実行"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "developed-tours",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:24.204749Z",
"iopub.status.busy": "2021-08-21T07:54:24.204478Z",
"iopub.status.idle": "2021-08-21T07:54:24.206102Z",
"shell.execute_reply": "2021-08-21T07:54:24.205814Z"
}
},
"outputs": [],
"source": [
"if run_sh:\n",
" ! ./run.sh --stage 2 --stop-stage 2 --n-jobs $n_jobs"
]
},
{
"cell_type": "markdown",
"id": "serious-senegal",
"metadata": {},
"source": [
"#### 正規化の処理の結果の確認"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "needed-colon",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:24.209705Z",
"iopub.status.busy": "2021-08-21T07:54:24.209395Z",
"iopub.status.idle": "2021-08-21T07:54:24.486667Z",
"shell.execute_reply": "2021-08-21T07:54:24.486940Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"in_feats = np.load(f\"dump/jsut_sr16000/org/train/out_tacotron/{train_utt}-feats.npy\")\n",
"in_feats_norm = np.load(f\"dump/jsut_sr16000/norm/train/out_tacotron/{train_utt}-feats.npy\")\n",
"fig, ax = plt.subplots(2, 1, figsize=(8,6), sharex=True)\n",
"ax[0].set_title(\"Mel-spectrogram (before normalization)\")\n",
"ax[1].set_title(\"Mel-spectrogram (after normalization)\")\n",
"\n",
"hop_length = int(sr * 0.0125)\n",
"mesh = librosa.display.specshow(\n",
" in_feats.T, sr=sr, hop_length=hop_length, x_axis=\"time\", y_axis=\"frames\", ax=ax[0], cmap=cmap)\n",
"fig.colorbar(mesh, ax=ax[0])\n",
"mesh = librosa.display.specshow(\n",
" in_feats_norm.T, sr=sr, hop_length=hop_length, x_axis=\"time\", y_axis=\"frames\",ax=ax[1], cmap=cmap)\n",
"mesh.set_clim(-4, 4)\n",
"fig.colorbar(mesh, ax=ax[1])\n",
"\n",
"for a in ax:\n",
" a.set_xlabel(\"Time [sec]\")\n",
" a.set_ylabel(\"Mel filter channel\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "extra-silicon",
"metadata": {},
"source": [
"## 10.4 Tacotron の学習スクリプトの作成"
]
},
{
"cell_type": "markdown",
"id": "active-armstrong",
"metadata": {},
"source": [
"### DataLoader の実装"
]
},
{
"cell_type": "markdown",
"id": "excited-africa",
"metadata": {},
"source": [
"#### collate_fn の実装"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "addressed-renaissance",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:24.489804Z",
"iopub.status.busy": "2021-08-21T07:54:24.489348Z",
"iopub.status.idle": "2021-08-21T07:54:24.490858Z",
"shell.execute_reply": "2021-08-21T07:54:24.490580Z"
}
},
"outputs": [],
"source": [
"def ensure_divisible_by(feats, N):\n",
" if N == 1:\n",
" return feats\n",
" mod = len(feats) % N\n",
" if mod != 0:\n",
" feats = feats[: len(feats) - mod]\n",
" return feats"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "checked-france",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:24.494639Z",
"iopub.status.busy": "2021-08-21T07:54:24.494361Z",
"iopub.status.idle": "2021-08-21T07:54:24.495907Z",
"shell.execute_reply": "2021-08-21T07:54:24.495621Z"
}
},
"outputs": [],
"source": [
"from ttslearn.util import pad_1d, pad_2d\n",
"\n",
"def collate_fn_tacotron(batch, reduction_factor=1):\n",
" xs = [x[0] for x in batch]\n",
" ys = [ensure_divisible_by(x[1], reduction_factor) for x in batch]\n",
" in_lens = [len(x) for x in xs]\n",
" out_lens = [len(y) for y in ys]\n",
" in_max_len = max(in_lens)\n",
" out_max_len = max(out_lens)\n",
" x_batch = torch.stack([torch.from_numpy(pad_1d(x, in_max_len)) for x in xs])\n",
" y_batch = torch.stack([torch.from_numpy(pad_2d(y, out_max_len)) for y in ys])\n",
" in_lens = torch.tensor(in_lens, dtype=torch.long)\n",
" out_lens = torch.tensor(out_lens, dtype=torch.long)\n",
" stop_flags = torch.zeros(y_batch.shape[0], y_batch.shape[1])\n",
" for idx, out_len in enumerate(out_lens):\n",
" stop_flags[idx, out_len - 1 :] = 1.0\n",
" return x_batch, in_lens, y_batch, out_lens, stop_flags"
]
},
{
"cell_type": "markdown",
"id": "tight-acceptance",
"metadata": {},
"source": [
"#### DataLoader の利用例"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "detailed-privilege",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:24.498783Z",
"iopub.status.busy": "2021-08-21T07:54:24.498505Z",
"iopub.status.idle": "2021-08-21T07:54:24.654650Z",
"shell.execute_reply": "2021-08-21T07:54:24.654352Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"入力特徴量のサイズ: (8, 66)\n",
"出力特徴量のサイズ: (8, 286, 80)\n",
"stop flags のサイズ: (8, 286)\n"
]
}
],
"source": [
"from pathlib import Path\n",
"from ttslearn.train_util import Dataset, collate_fn_tacotron\n",
"from functools import partial\n",
"\n",
"in_paths = sorted(Path(\"./dump/jsut_sr16000/norm/dev/in_tacotron/\").glob(\"*.npy\"))\n",
"out_paths = sorted(Path(\"./dump/jsut_sr16000/norm/dev/out_tacotron/\").glob(\"*.npy\"))\n",
"\n",
"dataset = Dataset(in_paths, out_paths)\n",
"collate_fn = partial(collate_fn_tacotron, reduction_factor=1)\n",
"data_loader = torch.utils.data.DataLoader(dataset, batch_size=8, collate_fn=collate_fn, num_workers=0)\n",
"\n",
"in_feats, in_lens, out_feats, out_lens, stop_flags = next(iter(data_loader))\n",
"print(\"入力特徴量のサイズ:\", tuple(in_feats.shape))\n",
"print(\"出力特徴量のサイズ:\", tuple(out_feats.shape))\n",
"print(\"stop flags のサイズ:\", tuple(stop_flags.shape))"
]
},
{
"cell_type": "markdown",
"id": "genetic-islam",
"metadata": {},
"source": [
"#### ミニバッチの可視化"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "hawaiian-strengthening",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:24.668091Z",
"iopub.status.busy": "2021-08-21T07:54:24.667747Z",
"iopub.status.idle": "2021-08-21T07:54:26.374236Z",
"shell.execute_reply": "2021-08-21T07:54:26.374560Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(len(out_feats), 1, figsize=(8,10), sharex=True, sharey=True)\n",
"for n in range(len(in_feats)):\n",
" x = out_feats[n].data.numpy()\n",
" hop_length = int(sr * 0.0125)\n",
" mesh = librosa.display.specshow(x.T, sr=sr, x_axis=\"time\", y_axis=\"frames\", hop_length=hop_length, cmap=cmap, ax=ax[n])\n",
" fig.colorbar(mesh, ax=ax[n])\n",
" mesh.set_clim(-4, 4)\n",
" # あとで付け直すので、ここではラベルを削除します\n",
" ax[n].set_xlabel(\"\")\n",
" \n",
"ax[-1].set_xlabel(\"Time [sec]\")\n",
"for a in ax:\n",
" a.set_ylabel(\"Mel channel\")\n",
"\n",
"plt.tight_layout()\n",
"savefig(\"fig/e2etts_impl_minibatch\")"
]
},
{
"cell_type": "markdown",
"id": "theoretical-delivery",
"metadata": {},
"source": [
"### 簡易的な学習スクリプトの実装"
]
},
{
"cell_type": "markdown",
"id": "delayed-southeast",
"metadata": {},
"source": [
"#### 学習の前準備"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "modern-houston",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:26.378239Z",
"iopub.status.busy": "2021-08-21T07:54:26.377883Z",
"iopub.status.idle": "2021-08-21T07:54:26.384269Z",
"shell.execute_reply": "2021-08-21T07:54:26.384710Z"
}
},
"outputs": [],
"source": [
"from ttslearn.tacotron import Tacotron2 as Tacotron\n",
"from torch import optim\n",
"\n",
"# 動作確認用：層の数を減らした小さなTacotron\n",
"model = Tacotron(\n",
" embed_dim=32, encoder_conv_layers=1, encoder_conv_channels=32, encoder_hidden_dim=32,\n",
" decoder_hidden_dim=32, postnet_channels=32, postnet_layers=1)\n",
"\n",
"# lr は学習率を表します\n",
"optimizer = optim.Adam(model.parameters(), lr=0.001)\n",
"\n",
"# gamma は学習率の減衰係数を表します\n",
"lr_scheduler = optim.lr_scheduler.StepLR(optimizer, gamma=0.5, step_size=100000)"
]
},
{
"cell_type": "markdown",
"id": "collectible-controversy",
"metadata": {},
"source": [
"#### 学習ループの実装"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "fatty-constitutional",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:54:26.396262Z",
"iopub.status.busy": "2021-08-21T07:54:26.395462Z",
"iopub.status.idle": "2021-08-21T07:55:02.294382Z",
"shell.execute_reply": "2021-08-21T07:55:02.294734Z"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d53817776c49457b94bd9f7121193341",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/25 [00:00"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 2, figsize=(12, 5))\n",
"ax[0].set_title(\"Failure\")\n",
"ax[1].set_title(\"Normal\")\n",
"\n",
"mesh = ax[0].imshow(att_ws2.cpu().data.numpy().T, aspect=\"auto\", origin=\"lower\", interpolation=\"nearest\")\n",
"fig.colorbar(mesh, ax=ax[0])\n",
"ax[0].set_xlabel(\"Decoder time step [frame]\")\n",
"ax[0].set_ylabel(\"Encoder time step [phoneme]\")\n",
"\n",
"mesh = ax[1].imshow(att_ws.cpu().data.numpy().T, aspect=\"auto\", origin=\"lower\", interpolation=\"nearest\")\n",
"fig.colorbar(mesh, ax=ax[1])\n",
"ax[1].set_xlabel(\"Decoder time step [frame]\")\n",
"ax[1].set_ylabel(\"Encoder time step [phoneme]\")\n",
"\n",
"plt.tight_layout()\n",
"\n",
"# 図10-5\n",
"savefig(\"./fig/e2etts_impl_attention_failure\")"
]
},
{
"cell_type": "markdown",
"id": "loving-sleeping",
"metadata": {},
"source": [
"### 実用的な学習スクリプトの実装"
]
},
{
"cell_type": "markdown",
"id": "white-wayne",
"metadata": {},
"source": [
"`train_tacotron.py` を参照してください。"
]
},
{
"cell_type": "markdown",
"id": "legitimate-techno",
"metadata": {},
"source": [
"## 10.5 Tacotron の学習"
]
},
{
"cell_type": "markdown",
"id": "treated-information",
"metadata": {},
"source": [
"### Tacotron の設定ファイル"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "compatible-giving",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:06.983729Z",
"iopub.status.busy": "2021-08-21T07:55:06.983463Z",
"iopub.status.idle": "2021-08-21T07:55:07.442201Z",
"shell.execute_reply": "2021-08-21T07:55:07.443740Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"netG:\r\n",
" _target_: ttslearn.tacotron.Tacotron2\r\n",
" num_vocab: 52\r\n",
" reduction_factor: 2\r\n",
" embed_dim: 512\r\n",
" encoder_hidden_dim: 512\r\n",
" decoder_out_dim: 80\r\n",
" encoder_conv_layers: 3\r\n",
" encoder_conv_channels: 512\r\n",
" encoder_conv_kernel_size: 5\r\n",
" encoder_dropout: 0.5\r\n",
" attention_hidden_dim: 128\r\n",
" attention_conv_channels: 32\r\n",
" attention_conv_kernel_size: 31\r\n",
" decoder_layers: 2\r\n",
" decoder_hidden_dim: 1024\r\n",
" decoder_prenet_layers: 2\r\n",
" decoder_prenet_hidden_dim: 256\r\n",
" decoder_prenet_dropout: 0.5\r\n",
" postnet_layers: 5\r\n",
" postnet_channels: 512\r\n",
" postnet_kernel_size: 5\r\n",
" postnet_dropout: 0.5\r\n",
" decoder_zoneout: 0.1"
]
}
],
"source": [
"! cat conf/train_tacotron/model/{acoustic_config_name}.yaml"
]
},
{
"cell_type": "markdown",
"id": "injured-aspect",
"metadata": {},
"source": [
"### Tacotron のインスタンス化"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "ethical-bahrain",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:07.465702Z",
"iopub.status.busy": "2021-08-21T07:55:07.460980Z",
"iopub.status.idle": "2021-08-21T07:55:07.871285Z",
"shell.execute_reply": "2021-08-21T07:55:07.870981Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Tacotron2(\n",
" (encoder): Encoder(\n",
" (embed): Embedding(52, 512, padding_idx=0)\n",
" (convs): Sequential(\n",
" (0): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (2): ReLU()\n",
" (3): Dropout(p=0.5, inplace=False)\n",
" (4): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (5): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (6): ReLU()\n",
" (7): Dropout(p=0.5, inplace=False)\n",
" (8): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (9): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (10): ReLU()\n",
" (11): Dropout(p=0.5, inplace=False)\n",
" )\n",
" (blstm): LSTM(512, 256, batch_first=True, bidirectional=True)\n",
" )\n",
" (decoder): Decoder(\n",
" (attention): LocationSensitiveAttention(\n",
" (mlp_enc): Linear(in_features=512, out_features=128, bias=True)\n",
" (mlp_dec): Linear(in_features=1024, out_features=128, bias=False)\n",
" (mlp_att): Linear(in_features=32, out_features=128, bias=False)\n",
" (loc_conv): Conv1d(1, 32, kernel_size=(31,), stride=(1,), padding=(15,), bias=False)\n",
" (w): Linear(in_features=128, out_features=1, bias=True)\n",
" )\n",
" (prenet): Prenet(\n",
" (prenet): Sequential(\n",
" (0): Linear(in_features=80, out_features=256, bias=True)\n",
" (1): ReLU()\n",
" (2): Linear(in_features=256, out_features=256, bias=True)\n",
" (3): ReLU()\n",
" )\n",
" )\n",
" (lstm): ModuleList(\n",
" (0): ZoneOutCell(\n",
" (cell): LSTMCell(768, 1024)\n",
" )\n",
" (1): ZoneOutCell(\n",
" (cell): LSTMCell(1024, 1024)\n",
" )\n",
" )\n",
" (feat_out): Linear(in_features=1536, out_features=160, bias=False)\n",
" (prob_out): Linear(in_features=1536, out_features=2, bias=True)\n",
" )\n",
" (postnet): Postnet(\n",
" (postnet): Sequential(\n",
" (0): Conv1d(80, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (2): Tanh()\n",
" (3): Dropout(p=0.5, inplace=False)\n",
" (4): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (5): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (6): Tanh()\n",
" (7): Dropout(p=0.5, inplace=False)\n",
" (8): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (9): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (10): Tanh()\n",
" (11): Dropout(p=0.5, inplace=False)\n",
" (12): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (13): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (14): Tanh()\n",
" (15): Dropout(p=0.5, inplace=False)\n",
" (16): Conv1d(512, 80, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (17): BatchNorm1d(80, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (18): Dropout(p=0.5, inplace=False)\n",
" )\n",
" )\n",
")"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import hydra\n",
"from omegaconf import OmegaConf\n",
"hydra.utils.instantiate(OmegaConf.load(f\"./conf/train_tacotron/model/{acoustic_config_name}.yaml\")[\"netG\"])"
]
},
{
"cell_type": "markdown",
"id": "coated-administrator",
"metadata": {},
"source": [
"### レシピの stage 3 の実行"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "secure-efficiency",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:07.874310Z",
"iopub.status.busy": "2021-08-21T07:55:07.873919Z",
"iopub.status.idle": "2021-08-21T07:55:07.875445Z",
"shell.execute_reply": "2021-08-21T07:55:07.875154Z"
}
},
"outputs": [],
"source": [
"if run_sh:\n",
" ! ./run.sh --stage 3 --stop-stage 3 --acoustic-model $acoustic_config_name \\\n",
" --tqdm $run_sh_tqdm --tacotron-train-max-train-steps $tacotron_max_train_steps \\\n",
" --tacotron-data-batch-size $tacotron_batch_size \\\n",
" --cudnn-benchmark $cudnn_benchmark --cudnn-deterministic $cudnn_deterministic"
]
},
{
"cell_type": "markdown",
"id": "integral-consultancy",
"metadata": {},
"source": [
"### 損失関数の値の推移\n",
"\n",
"著者による実験結果です。Tensorboardのログは https://tensorboard.dev/ にアップロードされています。\n",
"ログデータを`tensorboard` パッケージを利用してダウンロードします。\n",
"\n",
"https://tensorboard.dev/experiment/yXyg9qgfQRSGxvil5FA4xw/"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "beginning-picking",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:07.877654Z",
"iopub.status.busy": "2021-08-21T07:55:07.877381Z",
"iopub.status.idle": "2021-08-21T07:55:09.422829Z",
"shell.execute_reply": "2021-08-21T07:55:09.422536Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array(['jsut_sr16000_tacotron2_rf2',\n",
" 'jsut_sr16000_wavenet_sr16k_mulaw256_30layers'], dtype=object)"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"if exists(\"tensorboard/all_log.csv\"):\n",
" df = pd.read_csv(\"tensorboard/all_log.csv\")\n",
"else:\n",
" experiment_id = \"gHKogn7wRxa4B3NIVw27xw\"\n",
" experiment = tb.data.experimental.ExperimentFromDev(experiment_id)\n",
" df = experiment.get_scalars() \n",
" df.to_csv(\"tensorboard/all_log.csv\", index=False)\n",
"df[\"run\"].unique()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "finnish-comment",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:09.457231Z",
"iopub.status.busy": "2021-08-21T07:55:09.456903Z",
"iopub.status.idle": "2021-08-21T07:55:10.236942Z",
"shell.execute_reply": "2021-08-21T07:55:10.237172Z"
}
},
"outputs": [
{
"data": {
"image/png": 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6dfhk8d5KBstWqms9HY9YKaX2Uu1JCJcDhwC5zmMyzt36LuQCA/zeZzjb/F0MvAJgjPkeiAN6tuO7O6Tbz0/zRex11NV0vRVAlVIq0NqzYloBtsF3dy0AhovIEGwimAmc3eSYTcBRwBwRGYlNCIUdOFe7uOPtEg+mpmsu+qaUUoG0yxKCiGSIyJsiUuA8XheRjF19zhjjAf4AfASsxPYmWi4id4nISc5h1wGXisgS4EXgAhPAuamjEnsAIDtKAnUKpZTqstrTOPwU8AJwhvP+XGfbMbv6oDOm4P0m2273e70COLS9we4pSegOgKeyOFinVEqpLqM9bQi9jDFPGWM8zmMO0PGW3VCKtwmhvkoTglJKNdWehFAkIueKiNt5nAsUBTqwgOg+hMeTfscab3qoI1FKqbDTnoRwEXAmkOc8TgcuDGRQAZPQgx/Sfs2a2rRQR6KUUs15vbD6A/CGZvDsLhOCM2XFScaYXs7jFGPMpmAEFwijXJuJK88JdRhKKdXcojnw4kzIXRSS07enl9FQEXlHRAqdXkZvi8jQYAQXCL/fdA2n1rxBADszKaVUc8vfgi/ubfuY7G8hsTekT9x5+1f/D1YFbt5Pn/ZUGb2AHTzWD+gPvIrtItol1cakkOQtp6xaRysrpfbA7lbrvHo+fHE31Fa2fkzROui7PzxzMsz/b+P2vKXw0iyoC+yg2vYkhARjzLN+vYyeww4g65JMXCqpVLC1VEcrK6U6qPgXuKsHrHy3+T5vk7nSSnPh2VNhP2dFgbv7w/rPoGlvxwVPwNbFkNQHsr+GL+5p/K4DL4WouIBXJbUnIXwgIn8SkcEiMkhEbgTeF5EeItIjoNEFgCuhBylSyZYSTQhKqXZa/znUOJM+V5fBEqeSZMET4KmF506HH2fbbS+f21g1tKME/jUK1s+DVU7ySB0I3z8MH9zUeMwjB8N719n3afvAtHuhahssfdke1388XLMCBgd22FZ7Bqad6Tz/tsn2mdjpq7tUe0JMtzRSWcHPJdWhDkUpFe689fDwJFuVA9B9CMQkQf7P9n1yOmz6HtZ9Yh/9J0D5FijdBEfcCLOPsMfFpsCsF6H7YPt+3l2w4i3wPgaLnoaCFTDkCFs11G8cVOTb4xY9A9tWw3H/B7HdAv5z2zOX0ZCARxFEMYdczl0/78MILSEotXfbvhHWfQoHXAAu9877qssgLhlysuyFOfMiWP0hxCRCSjps+hEGTIac+Y3JAGD7Lzt/z/hZkHEg9Btvq3v+dzSkDIDSzTDvTjjyNnBHwehf7/y5QYfA0pfscas/sO0G588FY0AElr1hj9v0HYw5HVztqczZc22tqXyjMeY+5/UZxphX/fbdbYy5JRgBdjb3wEms6lZBcqmWEJQKO/UeWP6mvYBu/wW2LoGRJ9mLpDu69c8ZA69eYKtjjv0rLHoW5v7B7ivPg0Ovgi0/2Qv94Cnw0tn2TnzD5/aY/BW2Wqclh10H29bAmc/a90tehLTh0H0QJPW22y79HL79tz1HYk/IehK++Rfcvr3li3naMPuct8yWDiY5FTAi9rn/eJj4G1tCGHZUO/94e66tEsJM4D7n9c3Y3kU+04AumRCoLOL4+J9ZUzw61JEopcBWyxRvgPge8A+nBrqyABY+batLYrrB2S9B+gHwzb+hLBdOfqjx8/V18PwZjRf3KdfYY8BW1Xx1H5RvhZ+e3fm8vuNHnQwn/Bv+MQxMPSSkQZUzGcPYs+Co23f+3PimkzZjL/qHXWtf11bChPOg5/DW7+zT9rHP5Vvh+nXgaXKD2mMo9HCO2edXLX9HALSVEKSV1y297zpys7h1++1cEn0PrSzQppTqTL5qEJ8d2wGx1TnrPrV18Nuz4eJPG49Z+wmMPBG+Xg215bbe/r6hUFdl9/sSQvEv8MxJUOKMlZ1xv52z7IibYNwsWwX0/vXQZ4zd33d/yPsZhhwOv3wF48+FUx62+/5SbEso4oLchbb6Z8J5u/97YxKbjyNoKrE3HPEn2+YQFWMf/jw1tuTQezR02+US9p2mrYRgWnnd0vuuI6kPAK7KfMqr6+gW10YxVCnVttoq2PgtDPeb/Nhbby+qIrDxO3hqOvz6cdvtsmgtzJ7a8nfVVcKFH8Li5yF/GRziVPlsW2OrUPqMhpwFO3/mnauhosDeTf/qNhhzauO+7oPs8xlzoGwrfHgTTDwfMi+2d+4Fq6Dnvjt/n9u5JA44EG7Nh+gA9bB3uWDf4+zYhLOes9VX/ko22x5Gpz4RmPO3oq2EME5EyrClgXjnNc77LjsOwZcQeksJawsqmDiwe4gDUiqM1ZTbevzBU1reP+8u+PFRW6c+5RoYNxMeGG972Vy9FD6/2x735m9h6i0w5LDGz7pjob7GdrEcdTLEp0J0PAw6uPGYo/7c+Pq8t6BsC/RyLuKFq+GXL22VzmHXtf07fHfZ3z8M48+BmATovV/bnwlUMvDJXeiUbFqocIlJtM+1FYGNoYlWm66NMW5jTLIxppsxJsp57XvfdW+rk/pgXDFkyDbW5peHOhqlQmt7dmP/erCNrmVbbdXJV/+ARw+FOTNgyUs7f65sC2xZDEOn2vdFa20d/T2DbDIAWPOhHWAF8Ks/Q3I/GHgwXPqZTQDnvg4358JBl9t90fFtxxqb1JgM6uvg4z/bpDLx/F3/ThF7zh3Ftp0gHLx/vX1OHdh8X0yCff7sr8GLh/aNQ9i7uFyQOoBB2wpZkBfc7KtU0NV7GqtBjLGP7x6AMadBYi94wKmqOPASO8jK55YtEJ0IJRvt+/zl8J9MmHYPDD/a9tLZ8pMdLPWbt+Hj22w/+k3fwz5H2QbWwVNsNZErCrr1afzu9APgzGc69nvWfmqrUg650vY6Ou7vtldPe5zxtH2WMGsCjU9tvi3aKSFEJwQ1lMhLCID8+jHefP0XqrSEoPYm6z+zd86eGhh1UmPXyxn3N46CFRcYr71TX/5W42c3fLHzdy16xiaJHx611UBjz4LvHrQNwjXlNhmA7VEzdCpc/o1NNvufYXvQ+C66KZ289kjRWvj5FZh+r617352Le7glgj9kNSbcptxRtptr+gFBDSkiEwIDJtE9I46slfkYY5Bw+4eiFNgpEapLGvu6N1VfZ/u6L3rG3v0+6zf46eYcmP+4fb3Nb2BVn9GQnAF9x9p6/fRMOOYuO7hq4zf2Lr++1s6bIwJ/XGqfSzY7MVXDR7faxHLxp41VOGCP6zmsU/8EzUQ59frbf4GELjdzzs56DreP1ow6qfV9ARKZCaGqmFPrP+C7ql5sLa2mf+ou6i6VCrbVH9jJzUy9ne5gyrU7d2U0Bh45qHEU7fzHYfLl8ONj9v3iF2z3ypgkmHoTTL8HSnMgJaPxO674zl78naVlG/q7u/z+f/DdLPkuxBV5tq3gwEshI7h3r0BjFcp/fwWn/hfGntn28Wq3BDQhiMg04AHADTxhjLmnhWPOBO7AdmVdYoxpYdRHJ6suYfLKuznYdSmbi6s0IajAyV8BvUc2r67IWWjvcLv1BWTnHi0bvrSLpIC9SK98xz7uKLXbvnsI+oyyDcJxKXDQ7223zOHHQu9RjRf2le/YQVS+C75/MgCnJ0ti+35HVKx9dkXBb+Y2/65g8f87+cYWqE4TsIQgIm7gYeAYIAdYICJzjTEr/I4Zjh0FfagxZruItFI27mSpg/FGJTDSs4niytqgnFLtpWqr7Dw54rbP5Xm2G2bRetjnSDtT5fT77J38fifY3jk/Pga5Wfbz+063o3Iv/Qwqi6CmzA606j4YLv7EXoDvc6YTW/MRfHqHHbB03P/B7UW2vcB3sQY4wK/HzQUtTM3cUVFxNuH0GLpz19Fgi0lqfJ0W4OqpCBTIEsIkYJ0xZgOAiLwEnAys8DvmUuBhY8x2AGNMQQDjaeRyUd9zP0bkbma9JgS1O4rW24VLplxjL+RPToeBB9mZLo+8Dbx18O0D9tjxZ9uBT+85UxpUFEDfMY3JoO9Y20hbV20nW/NN2wC2X72v7eC0/8HrF8Prl9iEcfgNcODFdp9/MgikqBg451VbOtnykx1hGwrDjoIRM2zjctPRvWqPBXIKvXRgs9/7HGebv32BfUXkWxH5waliakZELhORLBHJKiws7JTg3P3GsJ9rE0XlOsldxGtrOdW8ZfDSOY199edeaUsAr10Is4+00ypUO1U5i5+z1T0Ag6bY7peHO33NY1Ns4tj/DNh3Gsx8EU551HbHrKuEt66wx42bBRe8v/OUCf0n2EdNmU06v7oteInAnzG2X/yy14N/bh9PLWR/AxmTQhfDXizUjcpRwHBgKpABfCUi+xtjSvwPMsbMBmYDZGZmdsq0Ga6+Y+ghz1BTmg+M6IyvVOGmtrJxxKdPeR4k9LS9VD7+Mxx/Hzx9EiT3h6P+AgMn73z8yrl2YZNHD4bDb7TTNEDj86lP2IbWnPkw7mxI6gVT/ggjptv9Y06DwYfZPv++doSzX278/vjuUFEIJc56uVOugV5N/j2m7QNH32G7jh7QjkFYgfKPYbaXUcqA0MXgqYbENBh3Vuhi2IsFMiHkAv7/cjKcbf5ygB+NMXXALyKyBpsgmkxYEgDjZnHCVwMYVJu062NV+Kkuc+abv3Xn7odbl8Ant9s79M//Zred+4atasjJgg9uhEOusnPIgB0du/0X+/jyHueuva8dhVtbASOOhy/vtVMM7DvN3p1XFtlSwokPwtgzYI6zNOKkS1vuCtlat1GwA5DqnDV2fzO3eTLwGTrV9lsPZRfpqm32OZQJIS4Zfr+gcbCd6lSB/KsuAIaLyBBsIpgJNO1B9BYwC3hKRHpiq5A2BDCmRnHJRCWkULajLiinU53ss7/akbULnoDRp8JpT0DBSvj8/+zF3NezBmy9f68R8KXTuLvyHbu9W39Y7ixEct0aePxw+PROO6mab6WrmS/YZ9/d/+E32PfT/TrMHf8P2+DbkX7x8akQlwq/n2+nXW5LuIyXSQ1hQgBNBgEUsL+sMcYjIn8APsJ2O33SGLNcRO4Csowxc519x4rICqAeuMEYUxSomHZSUchl1U/xSd0UYPIuD1dhxBhbj91rPyhcZS/q3QfZQVpgFxZJP8B2y0wdCEtegA+cC3nmRXbK42WvwQn/soOxMibZuvzk/rah2LfWbdpw2xB83ZqdE0xTvUfaR0cccaN9dCWhLCGogApoqjXGvA+832Tb7X6vDXCt8wiuukqOL3+VpTHBm2tc7YENX9iZM9OckZ1VRbYnzkfOOk2lTm2kK9pe8AdOtksngp1b//nT4dA/wtSbbV/2m3PsGrUj/PoxxCbZhVqKN9iqIV9pINCyngKvx1Y5hbPeo+0I5Zbm3lF7hcgte8XYBatddTrBXdgoz7N19QuegIOuaOzaWLganjnZvs5ZYOfiAdsv/oAL7ayRU2+GUx6BquKdJ1IDO1e/b1CXT0sLlsd0sz2GJl8Ow4/r3N/Wmo3fw7t/hJ4jwj8hjJgelIXeVehEbkKItY3J7rpKnc8oHJRthX/6zU+/9GU49u9w0O9sLx+A6f+wF02RnXsQnfJI4+eaJoPdEZtkBz5Nv7fj37G7SnPsc1tVUuHCf20CtVcK5DiE8BYVS71Ek8gOKmvDZH70SOGpsc+lufDEMXZ6h8XPNT/u41vt5G4jT7LVQBPOaWxYbdqdtDOMPQsmnGv7ugeLy22f9z89eOdUqhWRW0IAPNFJxNXVsK28hqTYiP5TBFZ5nr3zjk2ybQFzr7SrVpXl2v7782fDirfssb9523axrCqG3EV2yoSewxvXvQ2kYUfBh3+CvKV2auVgGHUKnJcKQ48MzvmUakPklhCAhaf/wB2eC9hSsiPUoex9asptb6DcRXD/CJhzvK3meeV823Nn6JF22mawCePoO+2c+r4VuBJ62IVYfCtHBUN5nl2/t+k6u4HkctnJ6LTKUoWBiL4tTk+zDWS5mhA6j7ceSjc3rsTls3UJvHm5rQI6/x07p8+gKbDfDNj8g52yIdRz08xzlitM7h/aOJQKkYhOCP03vMqfoj5hS0kQ7wj3NnU77Ajgslw7d09cys7J4LDr4Ov7IamvnQYCYNChtu78wvfs+4N/F/y4W+Jb3avf+JCGoVSoRHRCiM5bzBlRX3OflhB2j7ceyrfaKZ/9ewaBHcQ1/hxYNw+uWmQbfw+92iaK4l/sXDS+htRwc9j1tvomIzPUkSgVEhGdEEjqTXfKyCvRsQi7lLMQXjkPRv/ajg7O/tbO2e/TrR8k9bHz9pzyyM6Lu8el2OceQ4Ie9m6JirEzkioVoSK6UZmkPrgwrFq3nhqPdj1t4JsO+ot77fw+VcV2IrmyXPj+ITsdhGcHFK603TTvKIXrVsFvv2xsHNX5ZpTqciI7IfSwC5IMdW3llQWbd3FwBDAGfngU/t++cEcKfHG3bQwu2WRHBZ/+pD2uZDNc9LGd2/+Im0Ibs1Kq00T2bVzaMLxxqSTXVrJhW2Woowm+ks22jj+hh10Fa/ZUu71bf9v/31MNM+636/X2H+/sc6qG0vZpvnaAUqpLi+yEkJKB66Zs1t7/JZ6iKqrr6omLDtMGz85UWwlvXNY4JcTRd9i1esH2FJr1Iqz5ELYuhYkX7PzZQYcEMVClVDBFdkIQgc0LuKvqr/y0LoO/PHE8916xF67EVLjaLuw+6FDoM8bOFOpLBmC7jp76hC0RTHSWbhx1sn0opSJGZCcEgNoKpnizmBKVRUXeh1TVnkZCzF7wZzHGJryfX4M3f2unV856EoYcDue9DSf8G8bNtCuGeWpCs0avUiqsRHajMuw0KjVJqlmyqSR0seyprUtg/ed2wrjHD7Pb3DEw7Gg45Eq7lvCJD9rpEjIvtMkANBkopQAtIUByOiB4Y1Nw1ZSQk7sJhvUMdVS7NvdK6LM/TL7Mvt/wJTxzkn0dkwSHX29fjzrJPgCO/Vvw41RKdRmaEGKTAIOrpgSAstzVwMRQRtS22kpbxbP+Czs53LpPIG2Y7fUDMPAQOPHfrS/WrpRSrdCEADD1FljzAc+VjiWrOI6LQx1PU16vXUUsJgHm3QUV+XDyI/D272Dtx/Zxax4ccJGtDlJKqQ7QhAAw9SaYehOb3l/JvG+zQ9/91Ou1F3ZPLbijobYCsr9unBwObDVQn9Gwfp6dKdTXHqCUUh0U0IQgItOABwA38IQx5p5WjjsNeA040BiTFciY2nLUkDiyvl7FG4tGc/bkgcE9ed0Ou4KYCPynSZXVDevhtCfgvWth8GGQ2AvcsTsPGFNKqT0UsPoFEXEDDwPTgVHALBEZ1cJx3YCrgR8DFUt7TVr3AM/H3cucz5cGf26juVfCQwfYkcPx3cHll6srC21PoJMftl1Fhx0V+rUDVMT5OaeUn3NKQx2GCqBAVjhPAtYZYzYYY2qBl4CWRjr9FbgXqA5gLO0iE84ljhpmVTzDk99kB+/Eqz+An1+1rxfOsVNI31YItxXANSug98jgxaJUK0586BtOfOibUIehAiiQCSEd8J8xLsfZ1kBEJgIDjDHvBTCO9svIRMaczqzor/hq3jusL2z/tNibi6sY/Kf3eP/nra0f5K2Hr/8Jr10Mjx4Kd6fD0lfgxZl2/0G/g0mX2bt/l8uWClLSW/8+pZTqRCFrVBYRF/BP4IJ2HHsZcBnAwIEBrts/8hais7/lxfK/8LfHCzjvhGMYNG7qLte8XbuliLuiniLq41dg+IN2DYDyPBAXfHAjFG+AGf+Exc9D0brGD/YaARd/YtsFwn29AKXUXi2QCSEXGOD3PsPZ5tMNGAN8IfZi2xeYKyInNW1YNsbMBmYDZGZmmgDGDD2G4P7DfJa9/xglWQUMeusUPO6niBp9SvMunZ7ahrr8ftu+51dRn0A5cO87dqroVy8AnHBHzID+E+F3P8Lq9+yMoeKCfk3WHlZKqRAJZEJYAAwXkSHYRDATONu30xhTCjQMCRaRL4DrQ9nLqEFsEmN+fT2H9FtFxQdPk/T6hfD6hXbfDRsgMQ3WfAwvnwMDJkPaMCr6nc1tdRcyPXENh9Z+C6+eb4/vNRLGnGoXknG5AJdOGqeUCksBSwjGGI+I/AH4CNvt9EljzHIRuQvIMsbMbfsbQu/Ug/bjP+seonDl19wV/TR0H2Krgt75Iyx8yh6U/TV469k+ZADP1R/DD3G/5tNZLug5HBJ760AxpVSXEdA2BGPM+8D7Tbbd3sqxUwMZS0ddcuapnDW7H2O3TOW+g4czzR0Fg6dASgZMOM92E41OYMdS25i8o7YehhwR4qiVUmr36UjlXYiPcfPcJZO55OksrnhzE3fVd+O8g09vdlx1nR23UFJVG+wQlVKqU2h9Rjskx0XzzEWTOGq/3vz57eXcMXc5dfXenY7ZUWsTQmVtfUNyUEqprkQTQjvFRbt59NwDuHjKEOZ8l83Z//2BgrLGsXQ76hoTxMqtZaEIUSml9ogmhN0Q7Xbx5xNG8eCsCSzLLWPGf77h67WFQGOVUUyUi1eyNrf1NUopFZY0IXTASeP689bvDyUlPprz/jefW978mW0VNcRGuThtYjpvLMple6W2JSiluhZNCB00om833r1yCpcdPpQX52/i+R83ER/j5vxDBlPj8fLM9xtDHaJSSu0WTQh7IC7azS3Hj+TV3x7M4LQEBnRPYL++yRw3ug8Pf7GOD9qa10iFnbLqOp77YSPGBHYwvFLhShNCJ8gc3INPrz2CV357MAD3nDqWMf2T+d0Li7hj7nJKq+pCHKFqjz+/tYzb3lpG1sbtoQ5FqZDQhNBJotwu4mPsKmvdE2N44dKDOHfyIJ75PpvD7vuMBz5dS1m1JoZwVuy0+1TWeIJ63s3FVUE9357SEtTeSxNCgMRFu/nrKWN498rDmDw0jX99uobJf5/HbW/9zKo87ZYajtwuO6OtN4gXvHeXbuGw+z7nqzWFQTvnnvJ4NSHsrXSkcoCN6p/Mf3+TybLcUp74egOvZOXw3A+bOHhoGqcfkMExo/uQHBcd6jAV4HamOG8y5jCgfs61K5At21LK4fv2Ct6J90C91xDKJcdV4GhCCJIx6Sn8e+YE7qiq5fkfN/Hi/E1c9+oSEt92c9yYvpw+MYODhqbhcrW97oIKHGlICMG7A452Jj/01If3Xbd/NZGWEPZemhCCLDUhht8fOYwrjtiHnzaX8MKPm/h0ZT5vLMqlT3IsJ47tz8nj0xneJ4kYt0sTRBC5nQrUptOSBPac9r9vuF9k/cPzBLMIpYJKE0KIuFzCAYO6c8Cg7lTX1fPR8jzeXbqVOd9l88Q3vzQcd+Ghg/nj0fuSEt9ytZIxho9X5HPkiN7ERGmT0J6Icu7WgzkXVbTbSQhhfpH1eL1+r0OXvIwxvL4olxPH9SM2SuutOpsmhDAQF+3m5PHpnDw+nYKyauZnF5OVvZ0532Xz1LfZPPP9RiYMSOXI/XozaUgP9k9PYdHG7fx73loumTKE3z67kEsPG8KtM0aF+qd0ab7SWLUnmCUEp8oo3EsIfn+SYFapNfXV2m1c/+oSVmwp4/YT9d97Z9OEEGZ6J8dxwtj+nDC2P3ecNJpFm7bz+aoCvlpTyD8+Wg1AbJSLGueiNf+XYgDe/zmPm6eP1CqmPeD701XXBq+EEOWrMgrzNgT/EkIwq9Sa8vUAW52vPfUCQRNCmJs4sDsTB3bnumNHUFBWzdKcUr5dv411BRXkl1WzobASj9eQW7KDo//1JYcP78Uh+6QxJj2FfilxDQ2latd8vYx2BLHKqM650PpfcMNRuJQQYpyGnuJKHdMTCJoQupDeyXEcPSqOo0f1adjm6/3x6sIc3lmyhZcWbGLOd9mArZ/ulxLPuAGpjE1PIaN7PKP6JzOwR4Imihb47j6DmRBqnZJeXZiXEOrDpJeRLkQVWJoQujjfhf3MzAGcmTmAGk89izeVsKaggo3bKskt2UFWdjHvLNni9xno0y2OCQNTGdgjgYweCWR0j2dYryQyuscjIqzNL6e8xsPEgd1D9dOCrtapCtkRxCojX0KoCfNFlXZqVA5h8qp21h0p1tmEA0ITwl4mNsrN5KFpTB6attP24spatpTsYOHG7WyrqGFDYSUr88qYt7Kg4UII0CMxhhF9uvH9hiIA/nLiKEb3T6FPciz9UuL36p5MvotzXmn1Lo7s/HOW7Gi7CuSv765gv77dOCNzQDDCasa/yiiUbQg1nnrnObyr2LoqTQgRokdiDD0SYxiTnrLTdq/XUFBew+btVSzZXMLqvHI2bKtk3z5JrC+s5M53Vux0fL+UODK6x9O7WxxJsVH06hbLsN5J7NMriYRYN+mp8bs1fsIYw8qt5Yzs1223qrFeX5hDv5Q4DhnWs92f2ZVa5853YxDnFvIl45ztbZ/zf05X5FAlBP8SwraKmpDEAI0lBLDJdG++QQmFgCYEEZkGPAC4gSeMMfc02X8tcAngAQqBi4wxupBAELlcQt+UOPqmxHHg4B477TPGsKm4ymnArqGgvJqNRVXkluxgZV4ZlTUetlXUNmtk9FVJ9UmOZdyAVHokxvBqVg779E5i5oEDGNkvuaF3zVs/5XL/J2u4bcZILjlsaMN3fLgsjye//YXbZoxkbEZqs7iue3UJANn3zOi0v0Wtc/e5qagSY0xQ2ll8JYTNxTtaPafvrjiU/EsIv2yrZOqI0MTh/7fIL6tmQI+E0ATSCT5ensfSnFKuP67lP2Z+WTXrCyo69aZnVwKWEETEDTwMHAPkAAtEZK4xxv+W8ycg0xhTJSJXAPcBZwUqJrV7RIRBaYkMSkts9ZgaTz0bi6rYUFjJ9qpatpZW46n3kl9WQ3ZRJa8tzKHKqZPPL6tucRK3+Gg3f3tvJW8tzmVEn2Sq6+r5YNlWvAZ+/8Iirj1mXwb2SCA2yk1dvbeh+y3YKatvmr4fSbFRrMoro1dSLGlJsc3OsSC7GJfYwYCt8V2cK2vrOf2x73nt8oNbvED/5HQFvuaYffc4afjOuaOunryyavqlxDc7xr++vN5rGkY3B5N/o/KGwsqgn9/Hv4SwrqCiSyeEy55dCMAffjWMuBYmh5p89zwANtx9fNC6kweyhDAJWGeM2QAgIi8BJwMNCcEY87nf8T8A5wYwHhUAsVFu9u3TjX37dGtxvzGG8hoPLhFi3C6WbSllfUGFs88miVMmpPNq1mZ++KWY79Zvo6iilqNG9uHsSQO56fWlXPPykha/e9KQHjz7w0ZeX5RDRvd41uRXEO0WDtmnJ/v0SiI1IZruCdHU1Rvuetf+s7vzpNH0S4mjd3IcaYkxdIuLotbjJS0plhqPl0lDejD/l2IWbtzOh8vymL5/v2bnveqln9hcvIMjRvRuSDAdLVHU+NXHf7QsjwsOHdLsmG3ljQlh5dayZtV+wVDvV0TwTcgXCr5eRi6B+dnFHLlf75DF0lnW5Jc3KwXX+rWRFJTX0DclLiixBDIhpAP+q83nAJPbOP5i4IOWdojIZcBlAAMHDuys+FQQiMhOs7n6xlU0de2xjcVm/4vr9zcfxdqCcvJKq6mu81JZ42FgWgJer2Hy0DQWby7h9YU5bNhWQWVNPUN7JZJXWk1WdjGVLfQW+svc5S3G6XYJ9V7DrEkDefrCSZzy8Ldc8fwiRvVLJibKRb+UOGo9XvqkxLG5eAcAv3t+IceM6kOvpDhenL+JQ/ZJY2S/ZERgSM9Eajxe+qbEkRgTRWpCNMlx0dR5vazNL2dE32Se/X4j6/Ir2K9vN+Jj3Pzr07UAHDu6L/1TG0sKhRWNjdz/+mQNt84YSUb3BLKLKltMxJ56Lz9sKGby0B5Eu1uuY9/dBObLW4PSEliWW0p5dR3dQjBLb43HS4zbxbgBKXyxupCbpu0X9Bg6g9evmnVZblmzhLDdr1ttbknVXpEQ2k1EzgUygSNa2m+MmQ3MBsjMzAzvDttqj/lfqNwuYb++yezXN7nFY8cPSGX8gNQW99V46indUUeM20VctJtot4ttFTXkl1VTUFZDcVUtZTvqiHa7yC+zF93LDh9KfIybV684mFezcvhoeR4V1R6+31BEj4QYFm6yq6nNPHAA6wsrmLt4C2XVdkGdN37KhZ9yd/v3jhuQyj9OH8f5T87njndWcMc7K5g8pAdDeiYSH+Pm4+X5xES5uOCQwcz+agPzVhU0fPaw4T2ZMCAVt8tFYUU16akJLNq0nU9W5DNtdF+OHtWHuGgXPRJjSI2Poa7eS3VdPY9/tYGKag83TBvByH72b1tR7aF0Rx0DesSzrqCCfft0a6jK8DUqnzC2Hw9/vp6731/J307ZP+jVV9V19cRGu5g2ph9/fXcFizeXtPrfv6n8smoSY6NIig39ZW/DtsZqt2Vbmpe4iioaE8LGoioOGNSj2TGBEMi/TC7g3yUiw9m2ExE5GrgVOMIYE7ruC2qvExvlpne3netm+yTH0Sd513dbyXHRXDxlCBdPaV6F07Qev6y6jqSYKOq8XgrKaoiLdrM2v5yE2Ci2V9ZSVl1HSVUdVbX1iNgeX6vzykmJjyYtKYb01HiG9U7im5uOZEH2dr5Zt40vVhcwb1UB1bX1eI3hnMkDueX4kZw4tj+vL8qhxlPPoo0l5JVW89C6dRggKTaK8moPLrFVKp+szOfD5Xlt/s4zHvu+jb+fi/6p8cRGuRragcZlpPLbI4by+Jcb+GBZHocO68k+PROpN4bqOi8DusdT7fGSX1ZNt7ho3CJsr6olo3s8VbX11NV76Z0cx/++3sDgnolMH9OXHomx1Hq8JMS6EWybUly0mxqPl7UF5Uwc2J34aDcF5TWszisnxu3izMwMHv1iPZc8ncU1xwznhP37k5LQWGJpWgKq9xqO+MfnVNd5eeSciRw9sg/RbkFE8NR7eXfpVo4c0bvhOypqPCREuztUd//Zqnz+9t5Krjl6X04c17/FYxY5NxZ9k+P4Zu22Zj2m/NuNPlmRz6kTM3Y7jo6QQC2HJyJRwBrgKGwiWACcbYxZ7nfMBOA1YJoxZm17vjczM9NkZWUFIGKluibfQLq4aHvhjnILsVFuSnfUUVpVx466eooqayitqiMmykVMlIs+yXH0S4njqzXb2FRcRZRLSIyNIsot/LKtkrzSalLio9lWUUNdvReXCAkxUdw6YyTdE6L5ZEU+H6/I5+u1heSX2fu4aLc0jLhOjHFTVVePMZAQ425IKCK27WhAj3gqqj1s78B640N7JvLZ9VNZlVfGzW/8zE+bSgBIT42nZ1IMHq9hbUEF6anxuMSOAq/x1DfECZASH01ljYe0pBjiot1sLKoi2i24XcKA7gmsK6xgSFoi4wekEhvtJi7aRWyUm9goF9FuwWvsiG2v11BvDC6BuCg3WRu386Vfx4ljRvXhssOH0t0vWRVX1nHDa0uoqPZw72ljueSZLKYM68nvjtyH9NR40pJi+XRFPn98eTHHjOrDJyvyOfeggVx11HB6d+t41ZGILDTGZLZ5TCDXRxWR44F/Y7udPmmM+buI3AVkGWPmisinwP7AVucjm4wxJ7X1nZoQlAo/vgtjebWHmCgXSbG2sd5rDLFRLkqq6hrWHC8os42kUS5hU3FVw2eqaj3UeLxOtZYXT72Xfft246dNJQi2ZFVYUcOofskNDevGGL7fUMRPm0pYlVdOubNueUp8NLUem8ii3UK020X3xBhOnZhO9rYq5i7JJS0xluq6erZV1JAQE0VstItol4t1hRX0SIyhvLqOnO07qK7zUlNXT029d6fGXrAlMbfLJghf9+uYKBdXHzWcqloPT32b3ZAMmzorcwD3nj6Wl+Zv4o53lu/Ug8rnx1uO4tEv1vPM99lEu13ccNyInbpn746QJ4RA0ISglAoVr9fgcaoMXdLY3mWMaWjw9q9m2lZRw5LNJTslhWi3i7hoF+MHpJKaEAPYasdFG7ezraKW4soaquu89O4Wy8xJthNN9rZKHvliHb/arzfTxjTv+dYemhCUUkoB7UsIOu5bKaUUoAlBKaWUQxOCUkopQBOCUkophyYEpZRSgCYEpZRSDk0ISimlAE0ISimlHF1uYJqIFAIdXVWtJ7CtE8MJhq4Wc1eLFzTmYNGYA6+teAcZY3q19eEulxD2hIhk7WqkXrjpajF3tXhBYw4WjTnw9jRerTJSSikFaEJQSinliLSEMDvUAXRAV4u5q8ULGnOwaMyBt0fxRlQbglJKqdZFWglBKaVUKzQhKKWUAiIkIYjINBFZLSLrRORPoY7HR0SeFJECEVnmt62HiHwiImud5+7OdhGRB53fsFREJoYo5gEi8rmIrBCR5SJydbjHLSJxIjJfRJY4Md/pbB8iIj86sb0sIjHO9ljn/Tpn/+Bgx+zE4RaRn0Tk3S4Sb7aI/Cwii0Uky9kWtv8unDhSReQ1EVklIitF5OBwjllERjh/X9+jTET+2GkxG2P26gd2Pef1wFAgBlgCjAp1XE5shwMTgWV+2+4D/uS8/hNwr/P6eOADQICDgB9DFHM/YKLzuhuwBhgVznE7505yXkcDPzqxvALMdLY/BlzhvP4d8Jjzeibwcoj+1tcCLwDvOu/DPd5soGeTbWH778KJ42ngEud1DJAa7jH7xe4G8oBBnRVzyH5MEP9oBwMf+b2/Gbg51HH5xTO4SUJYDfRzXvcDVjuvHwdmtXRciON/Gzimq8QNJACLgMnYEZ1RTf+dAB8BBzuvo5zjJMhxZgDzgF8B7zr/Q4dtvM65W0oIYfvvAkgBfmn6twrnmJvEeSzwbWfGHAlVRunAZr/3Oc62cNXHGLPVeZ0H9HFeh93vcKomJmDvuMM6bqf6ZTFQAHyCLTWWGGM8LcTVELOzvxRIC2rA8G/gRsDrvE8jvOMFMMDHIrJQRC5ztoXzv4shQCHwlFM194SIJBLeMfubCbzovO6UmCMhIXRZxqb0sOwXLCJJwOvAH40xZf77wjFuY0y9MWY89s57ErBfaCNqnYicABQYYxaGOpbdNMUYMxGYDvxeRA733xmG/y6isFW2jxpjJgCV2OqWBmEYMwBO+9FJwKtN9+1JzJGQEHKBAX7vM5xt4SpfRPoBOM8Fzvaw+R0iEo1NBs8bY95wNod93ADGmBLgc2yVS6qIRLUQV0PMzv4UoCiIYR4KnCQi2cBL2GqjB8I4XgCMMbnOcwHwJjbxhvO/ixwgxxjzo/P+NWyCCOeYfaYDi4wx+c77Tok5EhLCAmC400MjBlvMmhvimNoyFzjfeX0+to7et/03Tq+Bg4BSvyJi0IiIAP8DVhpj/um3K2zjFpFeIpLqvI7HtnmsxCaG01uJ2fdbTgc+c+66gsIYc7MxJsMYMxj77/UzY8w54RovgIgkikg332ts/fYywvjfhTEmD9gsIiOcTUcBK8I5Zj+zaKwugs6KOVQNIkFufDke2xtmPXBrqOPxi+tFYCtQh71buRhb9zsPWAt8CvRwjhXgYec3/AxkhijmKdji6FJgsfM4PpzjBsYCPzkxLwNud7YPBeYD67BF71hne5zzfp2zf2gI/41MpbGXUdjG68S2xHks9/1/Fs7/Lpw4xgNZzr+Nt4DuXSDmRGwJMMVvW6fErFNXKKWUAiKjykgppVQ7aEJQSikFaEJQSinl0ISglFIK0ISglFLKoQlBqSZEpL7JjJKdNkOuiAwWv9ltlQonUbs+RKmIs8PYaS6UiihaQlCqnZz5/u9z5vyfLyLDnO2DReQzZ775eSIy0NneR0TeFLsOwxIROcT5KreI/Ffs2gwfO6OnlQo5TQhKNRffpMroLL99pcaY/YGHsDOSAvwHeNoYMxZ4HnjQ2f4g8KUxZhx2jpzlzvbhwMPGmNFACXBaQH+NUu2kI5WVakJEKowxSS1szwZ+ZYzZ4Ezwl2eMSRORbdg55uuc7VuNMT1FpBDIMMbU+H3HYOATY8xw5/1NQLQx5m9B+GlKtUlLCErtHtPK691R4/e6Hm3LU2FCE4JSu+csv+fvndffYWclBTgH+Np5PQ+4AhoW6EkJVpBKdYTemSjVXLyzuprPh8YYX9fT7iKyFHuXP8vZdiV21a0bsCtwXehsvxqYLSIXY0sCV2Bnt1UqLGkbglLt5LQhZBpjtoU6FqUCQauMlFJKAVpCUEop5dASglJKKUATglJKKYcmBKWUUoAmBKWUUg5NCEoppQD4/8P5l91O3nejAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tacotron_loss = df[df.run.str.contains(\"tacotron2_rf2\")]\n",
"\n",
"tacotron_train_loss = tacotron_loss[tacotron_loss.tag.str.startswith(\"Loss/train\")]\n",
"tacotron_dev_loss = tacotron_loss[tacotron_loss.tag.str.startswith(\"Loss/dev\")]\n",
"\n",
"fig, ax = plt.subplots(figsize=(6,4))\n",
"ax.plot(tacotron_train_loss[\"step\"], tacotron_train_loss[\"value\"], label=\"Train\")\n",
"ax.plot(tacotron_dev_loss[\"step\"], tacotron_dev_loss[\"value\"], \"--\", label=\"Dev\")\n",
"ax.set_xlabel(\"Epoch\")\n",
"ax.set_ylabel(\"Epoch loss\")\n",
"plt.legend()\n",
"\n",
"# 図10-6\n",
"savefig(\"fig/tacotron_impl_tacotron_loss\")"
]
},
{
"cell_type": "markdown",
"id": "spoken-entry",
"metadata": {},
"source": [
"## 10.6 WaveNet ボコーダ学習"
]
},
{
"cell_type": "markdown",
"id": "cellular-director",
"metadata": {},
"source": [
"### WaveNetボコーダ の設定ファイル"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "unusual-vietnam",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:10.279105Z",
"iopub.status.busy": "2021-08-21T07:55:10.278795Z",
"iopub.status.idle": "2021-08-21T07:55:10.470467Z",
"shell.execute_reply": "2021-08-21T07:55:10.471652Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"netG:\r\n",
" _target_: ttslearn.wavenet.WaveNet\r\n",
" out_channels: 256\r\n",
" layers: 30\r\n",
" stacks: 3\r\n",
" residual_channels: 64\r\n",
" gate_channels: 128\r\n",
" skip_out_channels: 64\r\n",
" kernel_size: 3\r\n",
" cin_channels: 80\r\n",
" upsample_scales: [2, 4, 5, 5] # np.prod(upsample_scales) = 200\r\n",
" aux_context_window: 2\r\n"
]
}
],
"source": [
"! cat conf/train_wavenet/model/{wavenet_config_name}.yaml"
]
},
{
"cell_type": "markdown",
"id": "unlimited-plaza",
"metadata": {},
"source": [
"### WaveNetボコーダ のインスタンス化"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "italic-enterprise",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:10.483990Z",
"iopub.status.busy": "2021-08-21T07:55:10.482281Z",
"iopub.status.idle": "2021-08-21T07:55:10.488838Z",
"shell.execute_reply": "2021-08-21T07:55:10.487058Z"
}
},
"outputs": [],
"source": [
"import hydra\n",
"from omegaconf import OmegaConf\n",
"# WaveNet の 30層 すべてを表示すると長くなるため、ここでは省略します。\n",
"# hydra.utils.instantiate(OmegaConf.load(f\"./conf/train_wavenet/model/{wavenet_config_name}.yaml\")[\"netG\"])"
]
},
{
"cell_type": "markdown",
"id": "unique-notebook",
"metadata": {},
"source": [
"### レシピの stage 4 の実行"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "contemporary-residence",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:10.502749Z",
"iopub.status.busy": "2021-08-21T07:55:10.501290Z",
"iopub.status.idle": "2021-08-21T07:55:10.508334Z",
"shell.execute_reply": "2021-08-21T07:55:10.506682Z"
}
},
"outputs": [],
"source": [
"if run_sh:\n",
" ! ./run.sh --stage 4 --stop-stage 4 --wavenet-model $wavenet_config_name \\\n",
" --tqdm $run_sh_tqdm --wavenet-train-max-train-steps $wavenet_max_train_steps \\\n",
" --wavenet-data-batch-size $wavenet_batch_size \\\n",
" --cudnn-benchmark $cudnn_benchmark --cudnn-deterministic $cudnn_deterministic"
]
},
{
"cell_type": "markdown",
"id": "mechanical-brighton",
"metadata": {},
"source": [
"### 損失関数の値の推移"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "square-playback",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:10.572199Z",
"iopub.status.busy": "2021-08-21T07:55:10.571865Z",
"iopub.status.idle": "2021-08-21T07:55:11.530029Z",
"shell.execute_reply": "2021-08-21T07:55:11.529745Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"wavenet_loss = df[df.run.str.contains(\"wavenet\")]\n",
"\n",
"wavenet_train_loss = wavenet_loss[wavenet_loss.tag.str.contains(\"Loss/train\")]\n",
"wavenet_dev_loss = wavenet_loss[wavenet_loss.tag.str.contains(\"Loss/dev\")]\n",
"\n",
"fig, ax = plt.subplots(figsize=(6,4))\n",
"ax.plot(wavenet_train_loss[\"step\"], wavenet_train_loss[\"value\"], label=\"Train\")\n",
"ax.plot(wavenet_dev_loss[\"step\"], wavenet_dev_loss[\"value\"], \"--\", label=\"Dev\")\n",
"ax.set_xlabel(\"Epoch\")\n",
"ax.set_ylabel(\"Epoch loss\")\n",
"ax.set_ylim(1.6, 2.3)\n",
"plt.legend()\n",
"\n",
"# 図10-7\n",
"savefig(\"fig/tacotron_impl_wavenet_loss\")"
]
},
{
"cell_type": "markdown",
"id": "faced-coordinator",
"metadata": {},
"source": [
"## 10.7 学習済みモデルを用いてテキストから音声を合成"
]
},
{
"cell_type": "markdown",
"id": "peaceful-virus",
"metadata": {},
"source": [
"### 学習済みモデルの読み込み"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "altered-peeing",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:11.533140Z",
"iopub.status.busy": "2021-08-21T07:55:11.532872Z",
"iopub.status.idle": "2021-08-21T07:55:11.534285Z",
"shell.execute_reply": "2021-08-21T07:55:11.534009Z"
}
},
"outputs": [],
"source": [
"import joblib\n",
"device = torch.device(\"cpu\")"
]
},
{
"cell_type": "markdown",
"id": "lasting-visibility",
"metadata": {},
"source": [
"#### Tacotronの読み込み"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "associate-festival",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:11.536500Z",
"iopub.status.busy": "2021-08-21T07:55:11.536218Z",
"iopub.status.idle": "2021-08-21T07:55:11.982181Z",
"shell.execute_reply": "2021-08-21T07:55:11.981884Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Tacotron2(\n",
" (encoder): Encoder(\n",
" (embed): Embedding(52, 512, padding_idx=0)\n",
" (convs): Sequential(\n",
" (0): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (2): ReLU()\n",
" (3): Dropout(p=0.5, inplace=False)\n",
" (4): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (5): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (6): ReLU()\n",
" (7): Dropout(p=0.5, inplace=False)\n",
" (8): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (9): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (10): ReLU()\n",
" (11): Dropout(p=0.5, inplace=False)\n",
" )\n",
" (blstm): LSTM(512, 256, batch_first=True, bidirectional=True)\n",
" )\n",
" (decoder): Decoder(\n",
" (attention): LocationSensitiveAttention(\n",
" (mlp_enc): Linear(in_features=512, out_features=128, bias=True)\n",
" (mlp_dec): Linear(in_features=1024, out_features=128, bias=False)\n",
" (mlp_att): Linear(in_features=32, out_features=128, bias=False)\n",
" (loc_conv): Conv1d(1, 32, kernel_size=(31,), stride=(1,), padding=(15,), bias=False)\n",
" (w): Linear(in_features=128, out_features=1, bias=True)\n",
" )\n",
" (prenet): Prenet(\n",
" (prenet): Sequential(\n",
" (0): Linear(in_features=80, out_features=256, bias=True)\n",
" (1): ReLU()\n",
" (2): Linear(in_features=256, out_features=256, bias=True)\n",
" (3): ReLU()\n",
" )\n",
" )\n",
" (lstm): ModuleList(\n",
" (0): ZoneOutCell(\n",
" (cell): LSTMCell(768, 1024)\n",
" )\n",
" (1): ZoneOutCell(\n",
" (cell): LSTMCell(1024, 1024)\n",
" )\n",
" )\n",
" (feat_out): Linear(in_features=1536, out_features=160, bias=False)\n",
" (prob_out): Linear(in_features=1536, out_features=2, bias=True)\n",
" )\n",
" (postnet): Postnet(\n",
" (postnet): Sequential(\n",
" (0): Conv1d(80, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (2): Tanh()\n",
" (3): Dropout(p=0.5, inplace=False)\n",
" (4): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (5): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (6): Tanh()\n",
" (7): Dropout(p=0.5, inplace=False)\n",
" (8): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (9): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (10): Tanh()\n",
" (11): Dropout(p=0.5, inplace=False)\n",
" (12): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (13): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (14): Tanh()\n",
" (15): Dropout(p=0.5, inplace=False)\n",
" (16): Conv1d(512, 80, kernel_size=(5,), stride=(1,), padding=(2,), bias=False)\n",
" (17): BatchNorm1d(80, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (18): Dropout(p=0.5, inplace=False)\n",
" )\n",
" )\n",
")"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"acoustic_config = OmegaConf.load(f\"exp/jsut_sr16000/{acoustic_config_name}/model.yaml\")\n",
"acoustic_model = hydra.utils.instantiate(acoustic_config.netG)\n",
"checkpoint = torch.load(f\"exp/jsut_sr16000/{acoustic_config_name}/latest.pth\", map_location=device)\n",
"acoustic_model.load_state_dict(checkpoint[\"state_dict\"])\n",
"acoustic_model.eval();"
]
},
{
"cell_type": "markdown",
"id": "transsexual-wages",
"metadata": {},
"source": [
"#### WaveNetボコーダの読み込み"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "frequent-hundred",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:11.984626Z",
"iopub.status.busy": "2021-08-21T07:55:11.984324Z",
"iopub.status.idle": "2021-08-21T07:55:12.217785Z",
"shell.execute_reply": "2021-08-21T07:55:12.218052Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"WaveNet(\n",
" (first_conv): Conv1d(256, 64, kernel_size=(1,), stride=(1,))\n",
" (main_conv_layers): ModuleList(\n",
" (0): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(2,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (1): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(4,), dilation=(2,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (2): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(8,), dilation=(4,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (3): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(16,), dilation=(8,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (4): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(32,), dilation=(16,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (5): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(64,), dilation=(32,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (6): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(128,), dilation=(64,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (7): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(256,), dilation=(128,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (8): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(512,), dilation=(256,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (9): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(1024,), dilation=(512,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (10): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(2,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (11): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(4,), dilation=(2,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (12): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(8,), dilation=(4,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (13): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(16,), dilation=(8,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (14): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(32,), dilation=(16,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (15): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(64,), dilation=(32,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (16): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(128,), dilation=(64,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (17): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(256,), dilation=(128,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (18): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(512,), dilation=(256,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (19): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(1024,), dilation=(512,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (20): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(2,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (21): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(4,), dilation=(2,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (22): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(8,), dilation=(4,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (23): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(16,), dilation=(8,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (24): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(32,), dilation=(16,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (25): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(64,), dilation=(32,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (26): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(128,), dilation=(64,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (27): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(256,), dilation=(128,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (28): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(512,), dilation=(256,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (29): ResSkipBlock(\n",
" (conv): Conv1d(64, 128, kernel_size=(3,), stride=(1,), padding=(1024,), dilation=(512,))\n",
" (conv1x1c): Conv1d(80, 128, kernel_size=(1,), stride=(1,), bias=False)\n",
" (conv1x1_out): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (conv1x1_skip): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" )\n",
" )\n",
" (last_conv_layers): ModuleList(\n",
" (0): ReLU()\n",
" (1): Conv1d(64, 64, kernel_size=(1,), stride=(1,))\n",
" (2): ReLU()\n",
" (3): Conv1d(64, 256, kernel_size=(1,), stride=(1,))\n",
" )\n",
" (upsample_net): ConvInUpsampleNetwork(\n",
" (conv_in): Conv1d(80, 80, kernel_size=(5,), stride=(1,), bias=False)\n",
" (upsample): UpsampleNetwork(\n",
" (conv_layers): ModuleList(\n",
" (0): Conv2d(1, 1, kernel_size=(1, 5), stride=(1, 1), padding=(0, 2), bias=False)\n",
" (1): Conv2d(1, 1, kernel_size=(1, 9), stride=(1, 1), padding=(0, 4), bias=False)\n",
" (2): Conv2d(1, 1, kernel_size=(1, 11), stride=(1, 1), padding=(0, 5), bias=False)\n",
" (3): Conv2d(1, 1, kernel_size=(1, 11), stride=(1, 1), padding=(0, 5), bias=False)\n",
" )\n",
" )\n",
" )\n",
")"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wavenet_config = OmegaConf.load(f\"exp/jsut_sr16000/{wavenet_config_name}/model.yaml\")\n",
"wavenet_model = hydra.utils.instantiate(wavenet_config.netG)\n",
"checkpoint = torch.load(f\"exp/jsut_sr16000/{wavenet_config_name}/latest_ema.pth\", map_location=device)\n",
"wavenet_model.load_state_dict(checkpoint[\"state_dict\"])\n",
"# weight normalization は推論時には不要なため除く\n",
"wavenet_model.remove_weight_norm_()\n",
"wavenet_model.eval();"
]
},
{
"cell_type": "markdown",
"id": "worthy-module",
"metadata": {},
"source": [
"#### 統計量の読み込み\n",
"\n",
"統計量は、Griffin-Limのアルゴリズムを利用する場合にのみ必要となります。"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "private-beijing",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:12.219973Z",
"iopub.status.busy": "2021-08-21T07:55:12.219698Z",
"iopub.status.idle": "2021-08-21T07:55:12.224252Z",
"shell.execute_reply": "2021-08-21T07:55:12.223950Z"
}
},
"outputs": [],
"source": [
"acoustic_out_scaler = joblib.load(\"./dump/jsut_sr16000/norm/out_tacotron_scaler.joblib\")"
]
},
{
"cell_type": "markdown",
"id": "sharing-brisbane",
"metadata": {},
"source": [
"### メルスペクトログラムの予測"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "under-draft",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:12.226947Z",
"iopub.status.busy": "2021-08-21T07:55:12.226664Z",
"iopub.status.idle": "2021-08-21T07:55:12.586337Z",
"shell.execute_reply": "2021-08-21T07:55:12.585955Z"
}
},
"outputs": [],
"source": [
"from ttslearn.util import find_lab, find_feats\n",
"\n",
"labels = hts.load(find_lab(\"downloads/jsut-label/\", test_utt))\n",
"\n",
"in_feats = text_to_sequence(pp_symbols(labels.contexts))\n",
"in_feats = torch.tensor(in_feats, dtype=torch.long).to(device)\n",
"\n",
"with torch.no_grad():\n",
" out_feats, out_feats_fine, stop_flags, alignment = acoustic_model.inference(in_feats)\n",
" \n",
"# 比較用に、自然音声から抽出された音響特徴量を読み込みむ\n",
"feats = np.load(find_feats(\"dump/jsut_sr16000/norm/\", test_utt, typ=\"out_tacotron\"))"
]
},
{
"cell_type": "markdown",
"id": "voluntary-peoples",
"metadata": {},
"source": [
"#### メルスペクトログラムの可視化"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "sustained-greenhouse",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:12.617181Z",
"iopub.status.busy": "2021-08-21T07:55:12.612423Z",
"iopub.status.idle": "2021-08-21T07:55:13.285843Z",
"shell.execute_reply": "2021-08-21T07:55:13.285555Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(2, 1, figsize=(8,6))\n",
"ax[0].set_title(\"Mel-spectrogram of natural speech\")\n",
"ax[1].set_title(\"Mel-spectrogram of Tacotron output\")\n",
"\n",
"mindb = min(feats.min(), out_feats_fine.min())\n",
"maxdb = max(feats.max(), out_feats_fine.max())\n",
"\n",
"hop_length = int(sr * 0.0125)\n",
"mesh = librosa.display.specshow(\n",
" feats.T, sr=sr, x_axis=\"time\", y_axis=\"frames\", hop_length=hop_length, cmap=cmap, ax=ax[0])\n",
"mesh.set_clim(mindb, maxdb)\n",
"fig.colorbar(mesh, ax=ax[0])\n",
"mesh = librosa.display.specshow(\n",
" out_feats_fine.data.numpy().T, sr=sr, x_axis=\"time\", y_axis=\"frames\", hop_length=hop_length, cmap=cmap, ax=ax[1])\n",
"mesh.set_clim(mindb, maxdb)\n",
"fig.colorbar(mesh, ax=ax[1])\n",
"\n",
"for a in ax:\n",
" a.set_xlabel(\"Time [sec]\")\n",
" a.set_ylabel(\"Mel filter channel\")\n",
"fig.tight_layout()\n",
"\n",
"# 図10-8\n",
"savefig(\"./fig/e2etts_impl_logmel_comp\")"
]
},
{
"cell_type": "markdown",
"id": "fancy-shadow",
"metadata": {},
"source": [
"#### アテンション重みの可視化"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "restricted-joining",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:13.298562Z",
"iopub.status.busy": "2021-08-21T07:55:13.295879Z",
"iopub.status.idle": "2021-08-21T07:55:13.399726Z",
"shell.execute_reply": "2021-08-21T07:55:13.399402Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Encoder time step [phoneme]')"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6,4))\n",
"im = ax.imshow(alignment.cpu().data.numpy().T, aspect=\"auto\", origin=\"lower\", interpolation=\"nearest\")\n",
"fig.colorbar(im, ax=ax)\n",
"ax.set_xlabel(\"Decoder time step [frame]\")\n",
"ax.set_ylabel(\"Encoder time step [phoneme]\");"
]
},
{
"cell_type": "markdown",
"id": "general-conversion",
"metadata": {},
"source": [
"#### Stop token の可視化"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "found-maker",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:13.411920Z",
"iopub.status.busy": "2021-08-21T07:55:13.411473Z",
"iopub.status.idle": "2021-08-21T07:55:13.478145Z",
"shell.execute_reply": "2021-08-21T07:55:13.477855Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Stop probability')"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6,4))\n",
"ax.plot(torch.sigmoid(stop_flags).cpu().numpy())\n",
"ax.set_xlabel(\"Time [frame]\")\n",
"ax.set_ylabel(\"Stop probability\");"
]
},
{
"cell_type": "markdown",
"id": "underlying-break",
"metadata": {},
"source": [
"### 音声波形の生成"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "revolutionary-friendship",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:13.481358Z",
"iopub.status.busy": "2021-08-21T07:55:13.481080Z",
"iopub.status.idle": "2021-08-21T07:55:13.482292Z",
"shell.execute_reply": "2021-08-21T07:55:13.482519Z"
}
},
"outputs": [],
"source": [
"from ttslearn.dsp import inv_mulaw_quantize\n",
"\n",
"@torch.no_grad()\n",
"def gen_waveform(wavenet_model, out_feats):\n",
" # (B, T, C) -> (B, C, T)\n",
" c = out_feats.view(1, -1, out_feats.size(-1)).transpose(1, 2)\n",
"\n",
" # 音声のサンプル数を計算\n",
" upsample_scale = np.prod(wavenet_model.upsample_scales)\n",
" T = (\n",
" c.shape[-1] - wavenet_model.aux_context_window * 2\n",
" ) * upsample_scale\n",
"\n",
" # WaveNet による音声波形の生成\n",
" # NOTE: 計算に時間がかかるため、tqdm によるプログレスバーを受け付けるようにしています\n",
" gen_wav = wavenet_model.inference(c, T, tqdm)\n",
"\n",
" # One-hot ベクトルから1次元の信号に変換\n",
" gen_wav = gen_wav.max(1)[1].float().cpu().numpy().reshape(-1)\n",
"\n",
" # Mu-law 量子化の逆変換\n",
" gen_wav = inv_mulaw_quantize(\n",
" gen_wav, wavenet_model.out_channels - 1\n",
" )\n",
" \n",
" return gen_wav"
]
},
{
"cell_type": "markdown",
"id": "intelligent-wildlife",
"metadata": {},
"source": [
"### すべてのモデルを組み合わせて音声波形の生成"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "proved-cylinder",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:55:13.486117Z",
"iopub.status.busy": "2021-08-21T07:55:13.485836Z",
"iopub.status.idle": "2021-08-21T07:57:42.104583Z",
"shell.execute_reply": "2021-08-21T07:57:42.104267Z"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "0d7af167671240d699955f105880ef9e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/35200 [00:00\n",
" \n",
" Your browser does not support the audio element.\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron 2による合成音声\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(2, 1, figsize=(8,6))\n",
"\n",
"hop_length = int(sr * 0.005)\n",
"fft_size = pyworld.get_cheaptrick_fft_size(sr)\n",
"\n",
"# Tacotronの出力と粗く揃えるために、自然音声の冒頭と末尾の無音区間を削除\n",
"ref_wav_trim = librosa.effects.trim(ref_wav, top_db=20)[0]\n",
"\n",
"spec_ref = librosa.stft(ref_wav_trim, n_fft=fft_size, hop_length=hop_length, window=\"hann\")\n",
"logspec_ref = np.log(np.abs(spec_ref))\n",
"spec_gen = librosa.stft(gen_wav, n_fft=fft_size, hop_length=hop_length, window=\"hann\")\n",
"logspec_gen = np.log(np.abs(spec_gen))\n",
"\n",
"mindb = min(logspec_ref.min(), logspec_gen.min())\n",
"maxdb = max(logspec_ref.max(), logspec_gen.max())\n",
"\n",
"mesh = librosa.display.specshow(logspec_ref, hop_length=hop_length, sr=sr, cmap=cmap, x_axis=\"time\", y_axis=\"hz\", ax=ax[0])\n",
"mesh.set_clim(mindb, maxdb)\n",
"fig.colorbar(mesh, ax=ax[0], format=\"%+2.fdB\")\n",
"\n",
"mesh = librosa.display.specshow(logspec_gen, hop_length=hop_length, sr=sr, cmap=cmap, x_axis=\"time\", y_axis=\"hz\", ax=ax[1])\n",
"mesh.set_clim(mindb, maxdb)\n",
"fig.colorbar(mesh, ax=ax[1], format=\"%+2.fdB\")\n",
"\n",
"ax[0].set_title(\"Spectrogram of natural speech\")\n",
"ax[1].set_title(\"Spectrogram of generated speech\")\n",
"\n",
"for a in ax:\n",
" a.set_xlabel(\"Time [sec]\")\n",
" a.set_ylabel(\"Frequency [Hz]\")\n",
"\n",
"plt.tight_layout()\n",
"\n",
"print(\"自然音声\")\n",
"IPython.display.display(Audio(ref_wav_trim, rate=sr))\n",
"print(\"Tacotron 2による合成音声\")\n",
"IPython.display.display(Audio(gen_wav, rate=sr))\n",
"\n",
"# 図10-9\n",
"savefig(\"./fig/e2etts_impl_tts_spec_comp\")"
]
},
{
"cell_type": "markdown",
"id": "exotic-parliament",
"metadata": {},
"source": [
"### 合成音声のより詳細な比較 (bonus)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "meaning-reserve",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T07:57:43.257209Z",
"iopub.status.busy": "2021-08-21T07:57:43.256929Z",
"iopub.status.idle": "2021-08-21T08:00:20.357626Z",
"shell.execute_reply": "2021-08-21T08:00:20.357979Z"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c48663ca31084d4dbaec6ab023da3d5d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/37200 [00:00\n",
" \n",
" Your browser does not support the audio element.\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"自然音声 (8-bit mu-law)\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"WaveNetボコーダの出力\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + WaveNetボコーダの出力\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"自然音声\")\n",
"IPython.display.display(Audio(ref_wav, rate=sr))\n",
"print(\"自然音声 (8-bit mu-law)\")\n",
"IPython.display.display(Audio(ref_wav_inv, rate=sr))\n",
"print(\"WaveNetボコーダの出力\")\n",
"IPython.display.display(Audio(gen_wav_wn_gt, rate=sr))\n",
"print(\"Tacotron + WaveNetボコーダの出力\")\n",
"IPython.display.display(Audio(gen_wav, rate=sr))"
]
},
{
"cell_type": "markdown",
"id": "naval-medication",
"metadata": {},
"source": [
"### 評価データに対して音声波形生成"
]
},
{
"cell_type": "markdown",
"id": "large-greenhouse",
"metadata": {},
"source": [
"#### レシピの stage 5 の実行"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "desperate-darkness",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T08:00:20.446114Z",
"iopub.status.busy": "2021-08-21T08:00:20.445848Z",
"iopub.status.idle": "2021-08-21T08:00:20.447202Z",
"shell.execute_reply": "2021-08-21T08:00:20.447468Z"
}
},
"outputs": [],
"source": [
"if run_sh:\n",
" ! ./run.sh --stage 5 --stop-stage 5 --acoustic-model $acoustic_config_name \\\n",
" --tqdm $run_sh_tqdm --wavenet-model $wavenet_config_name \\\n",
" --reverse true --num-eval-utts $num_eval_utts"
]
},
{
"cell_type": "markdown",
"id": "conceptual-writer",
"metadata": {},
"source": [
"#### レシピの stage 6 の実行"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "resident-harvest",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T08:00:20.450059Z",
"iopub.status.busy": "2021-08-21T08:00:20.449788Z",
"iopub.status.idle": "2021-08-21T08:00:20.451095Z",
"shell.execute_reply": "2021-08-21T08:00:20.451425Z"
}
},
"outputs": [],
"source": [
"if run_sh and run_stage6:\n",
" ! ./run.sh --stage 6 --stop-stage 6 --acoustic-model $acoustic_config_name \\\n",
" --tqdm $run_sh_tqdm --wavenet-model $wavenet_config_name \\\n",
" --reverse true --num-eval-utts $num_eval_utts"
]
},
{
"cell_type": "markdown",
"id": "united-poverty",
"metadata": {},
"source": [
"## 自然音声と合成音声の比較 (bonus)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "analyzed-trace",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T08:00:20.455352Z",
"iopub.status.busy": "2021-08-21T08:00:20.454997Z",
"iopub.status.idle": "2021-08-21T08:00:20.892734Z",
"shell.execute_reply": "2021-08-21T08:00:20.893027Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"BASIC5000_5000: あと３０分の猶予が与えられた。\n",
"\n",
"自然音声\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + Griffin-Lim\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + WaveNetボコーダ\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"BASIC5000_4999: ドナーから腎臓の提供を受ける。\n",
"\n",
"自然音声\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + Griffin-Lim\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + WaveNetボコーダ\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"BASIC5000_4998: 村人たちは、その話を聞いて、震え上がった。\n",
"\n",
"自然音声\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + Griffin-Lim\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + WaveNetボコーダ\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"BASIC5000_4997: その王国は、最後の王に嗣子がおらず、滅亡した。\n",
"\n",
"自然音声\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + Griffin-Lim\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + WaveNetボコーダ\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"BASIC5000_4996: 扇型の、弧の長さを、計算で求める。\n",
"\n",
"自然音声\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + Griffin-Lim\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tacotron + WaveNetボコーダ\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pathlib import Path\n",
"from ttslearn.util import load_utt_list\n",
"\n",
"with open(\"./downloads/jsut_ver1.1/basic5000/transcript_utf8.txt\") as f:\n",
" transcripts = {}\n",
" for l in f:\n",
" utt_id, script = l.split(\":\")\n",
" transcripts[utt_id] = script\n",
" \n",
"eval_list = load_utt_list(\"data/eval.list\")[::-1][:5]\n",
"\n",
"for utt_id in eval_list:\n",
" # ref file \n",
" ref_file = f\"./downloads/jsut_ver1.1/basic5000/wav/{utt_id}.wav\"\n",
" _sr, ref_wav = wavfile.read(ref_file)\n",
" ref_wav = (ref_wav / 32768.0).astype(np.float64)\n",
" ref_wav = librosa.resample(ref_wav, _sr, sr)\n",
" \n",
" print(f\"{utt_id}: {transcripts[utt_id]}\")\n",
" print(\"自然音声\")\n",
" IPython.display.display(Audio(ref_wav, rate=sr))\n",
"\n",
" gen_file = f\"exp/jsut_sr16000/synthesis_{acoustic_config_name}_griffin_lim/eval/{utt_id}.wav\"\n",
" if exists(gen_file):\n",
" _sr, gen_wav = wavfile.read(gen_file)\n",
" print(\"Tacotron + Griffin-Lim\")\n",
" IPython.display.display(Audio(gen_wav, rate=sr))\n",
" else:\n",
" print(\"Tacotron + Griffin-Lim: not found\")\n",
"\n",
" gen_file_wn = f\"exp/jsut_sr16000/synthesis_{acoustic_config_name}_{wavenet_config_name}/eval/{utt_id}.wav\"\n",
" if exists(gen_file_wn):\n",
" _sr, gen_wav_wn = wavfile.read(gen_file_wn)\n",
" print(\"Tacotron + WaveNetボコーダ\")\n",
" IPython.display.display(Audio(gen_wav_wn, rate=sr))\n",
" else:\n",
" print(\"Tacotron + WaveNetボコーダ: not found\") "
]
},
{
"cell_type": "markdown",
"id": "proof-labor",
"metadata": {},
"source": [
"## 学習済みモデルのパッケージング (bonus)\n",
"\n",
"学習済みモデルを利用したTTSに必要なファイルをすべて単一のディレクトリにまとめます。\n",
"`ttslearn.tacotron.Tacotron2TTS` クラスには、まとめたディレクトリを指定し、TTSを行う機能が実装されています。"
]
},
{
"cell_type": "markdown",
"id": "friendly-contribution",
"metadata": {},
"source": [
"### レシピの stage 99 の実行"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "stainless-history",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T08:00:20.895593Z",
"iopub.status.busy": "2021-08-21T08:00:20.895330Z",
"iopub.status.idle": "2021-08-21T08:00:20.896959Z",
"shell.execute_reply": "2021-08-21T08:00:20.896667Z"
}
},
"outputs": [],
"source": [
"if run_sh:\n",
" ! ./run.sh --stage 99 --stop-stage 99 --acoustic-model $acoustic_config_name \\\n",
" --wavenet-model $wavenet_config_name"
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "broken-karen",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T08:00:20.899217Z",
"iopub.status.busy": "2021-08-21T08:00:20.898878Z",
"iopub.status.idle": "2021-08-21T08:00:21.137254Z",
"shell.execute_reply": "2021-08-21T08:00:21.137548Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"acoustic_model.pth out_tacotron_scaler_mean.npy wavenet_model.pth\r\n",
"acoustic_model.yaml out_tacotron_scaler_scale.npy wavenet_model.yaml\r\n",
"config.yaml\t out_tacotron_scaler_var.npy\r\n"
]
}
],
"source": [
"!ls tts_models/jsut_sr16000_{acoustic_config_name}_{wavenet_config_name}"
]
},
{
"cell_type": "markdown",
"id": "searching-provider",
"metadata": {},
"source": [
"### パッケージングしたモデルを利用したTTS"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "postal-stationery",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T08:00:21.142745Z",
"iopub.status.busy": "2021-08-21T08:00:21.142255Z",
"iopub.status.idle": "2021-08-21T08:03:25.820798Z",
"shell.execute_reply": "2021-08-21T08:03:25.821172Z"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "97352993b83144d5baa2af4502be31a3",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/43600 [00:00\n",
" \n",
" Your browser does not support the audio element.\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from ttslearn.tacotron import Tacotron2TTS\n",
"\n",
"# パッケージングしたモデルのパスを指定します\n",
"engine = Tacotron2TTS(\n",
" model_dir=f\"./tts_models/jsut_sr16000_{acoustic_config_name}_{wavenet_config_name}\"\n",
")\n",
"wav, sr = engine.tts(\"ここまでお読みいただき、ありがとうございました。\", tqdm=tqdm)\n",
"\n",
"fig, ax = plt.subplots(figsize=(8,2))\n",
"librosa.display.waveplot(wav.astype(np.float32), sr, ax=ax)\n",
"ax.set_xlabel(\"Time [sec]\")\n",
"ax.set_ylabel(\"Amplitude\")\n",
"plt.tight_layout()\n",
"\n",
"Audio(wav, rate=sr)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "athletic-aquatic",
"metadata": {
"execution": {
"iopub.execute_input": "2021-08-21T08:03:25.823545Z",
"iopub.status.busy": "2021-08-21T08:03:25.823201Z",
"iopub.status.idle": "2021-08-21T08:03:25.827274Z",
"shell.execute_reply": "2021-08-21T08:03:25.826930Z"
}
},
"outputs": [],
"source": [
"if is_colab():\n",
" from datetime import timedelta\n",
" elapsed = (time.time() - start_time)\n",
" print(\"所要時間:\", str(timedelta(seconds=elapsed)))"
]
}
],
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"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
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