|
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
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"source": [
|
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"## 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": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/dcg-adlr-rafaelvalle-source.cosmos597/repos/nvidia/tacotron2/plotting_utils.py:2: UserWarning: matplotlib.pyplot as already been imported, this call will have no effect.\n",
|
|
" matplotlib.use(\"Agg\")\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib\n",
|
|
"matplotlib.use(\"Agg\")\n",
|
|
"import matplotlib.pylab as plt\n",
|
|
"%matplotlib inline\n",
|
|
"import IPython.display as ipd\n",
|
|
"\n",
|
|
"import sys\n",
|
|
"sys.path.append('waveglow/')\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"
|
|
]
|
|
},
|
|
{
|
|
"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": [],
|
|
"source": [
|
|
"hparams = create_hparams()\n",
|
|
"hparams.sampling_rate = 22050"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Load model from checkpoint"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"checkpoint_path = \"tacotron2_statedict\"\n",
|
|
"model = load_model(hparams)\n",
|
|
"model.load_state_dict(torch.load(checkpoint_path)['state_dict'])\n",
|
|
"_ = model.eval()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Load WaveGlow for mel2audio synthesis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"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 = 'waveglow_old.pt'\n",
|
|
"waveglow = torch.load(waveglow_path)['model']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Prepare text input"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"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": 7,
|
|
"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": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"\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": 8,
|
|
"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
|
|
}
|