|
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Tacotron 2 inference code \n",
|
|
"Edit the variables **checkpoint_path** and **text** to match yours and run the entire code to generate plots of mel outputs, alignments and audio synthesis from the generated mel-spectrogram using Griffin-Lim."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Import libraries and setup matplotlib"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import matplotlib\n",
|
|
"matplotlib.use(\"Agg\")\n",
|
|
"import matplotlib.pylab as plt\n",
|
|
"import IPython.display as ipd\n",
|
|
"\n",
|
|
"import numpy as np\n",
|
|
"import torch\n",
|
|
"\n",
|
|
"from hparams import create_hparams\n",
|
|
"from model import Tacotron2\n",
|
|
"from layers import TacotronSTFT\n",
|
|
"from audio_processing import griffin_lim\n",
|
|
"from train import load_model\n",
|
|
"from text import text_to_sequence\n",
|
|
"\n",
|
|
"%matplotlib inline"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def plot_data(data, figsize=(16, 4)):\n",
|
|
" fig, axes = plt.subplots(1, len(data), figsize=figsize)\n",
|
|
" for i in range(len(data)):\n",
|
|
" axes[i].imshow(data[i], aspect='auto', origin='bottom', \n",
|
|
" interpolation='none')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Setup hparams"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"INFO:tensorflow:Parsing command line hparams: distributed_run=False,mask_padding=False\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"hparams = create_hparams(\"distributed_run=False,mask_padding=False\")\n",
|
|
"hparams.sampling_rate = 22050\n",
|
|
"hparams.filter_length = 1024\n",
|
|
"hparams.hop_length = 256\n",
|
|
"hparams.win_length = 1024"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Load model from checkpoint"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"checkpoint_path = \"/home/scratch.adlr-gcf/rafaelvalle/tacotron2_state_dict.pt\"\n",
|
|
"checkpoint_path = \"/home/scratch.adlr-gcf/rafaelvalle/tacotron2_statedict_198000\"\n",
|
|
"\n",
|
|
"model = load_model(hparams)\n",
|
|
"try:\n",
|
|
" model = model.module\n",
|
|
"except:\n",
|
|
" pass\n",
|
|
"model.load_state_dict({k.replace('module.',''):v for k,v in torch.load(checkpoint_path)['state_dict'].items()})\n",
|
|
"_ = model.eval()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Load WaveGlow for mel2audio synthesis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/opt/conda/lib/python3.6/site-packages/torch/serialization.py:425: SourceChangeWarning: source code of class 'glow_old.WaveGlow' has changed. you can retrieve the original source code by accessing the object's source attribute or set `torch.nn.Module.dump_patches = True` and use the patch tool to revert the changes.\n",
|
|
" warnings.warn(msg, SourceChangeWarning)\n",
|
|
"/opt/conda/lib/python3.6/site-packages/torch/serialization.py:425: SourceChangeWarning: source code of class 'glow_old.WN' has changed. you can retrieve the original source code by accessing the object's source attribute or set `torch.nn.Module.dump_patches = True` and use the patch tool to revert the changes.\n",
|
|
" warnings.warn(msg, SourceChangeWarning)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"waveglow_path = '/home/scratch.adlr-gcf/rafaelvalle/waveglow_old.pt'\n",
|
|
"waveglow = torch.load(waveglow_path)['model']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Prepare text input"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"text = \"Waveglow is really awesome!\"\n",
|
|
"sequence = np.array(text_to_sequence(text, ['english_cleaners']))[None, :]\n",
|
|
"sequence = torch.autograd.Variable(\n",
|
|
" torch.from_numpy(sequence)).cuda().long()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Decode text input and plot results"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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\n",
|
|
"text/plain": [
|
|
"<Figure size 1152x288 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"mel_outputs, mel_outputs_postnet, _, alignments = model.inference(sequence)\n",
|
|
"plot_data((mel_outputs.data.cpu().numpy()[0],\n",
|
|
" mel_outputs_postnet.data.cpu().numpy()[0],\n",
|
|
" alignments.data.cpu().numpy()[0].T))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Synthesize audio from spectrogram using WaveGlow"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
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"\n",
|
|
" <audio controls=\"controls\" >\n",
|
|
" <source 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\" type=\"audio/wav\" />\n",
|
|
" Your browser does not support the audio element.\n",
|
|
" </audio>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"<IPython.lib.display.Audio object>"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"with torch.no_grad():\n",
|
|
" audio = waveglow.infer(mel_outputs_postnet, sigma=0.666)\n",
|
|
"ipd.Audio(audio[0].data.cpu().numpy(), rate=hparams.sampling_rate)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|