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{
"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 inline\n",
"import matplotlib.pylab as plt\n",
"\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, STFT\n",
"from audio_processing import griffin_lim\n",
"from train import load_model\n",
"from text import text_to_sequence\n",
"from denoiser import Denoiser"
]
},
{
"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.pt\"\n",
"model = load_model(hparams)\n",
"model.load_state_dict(torch.load(checkpoint_path)['state_dict'])\n",
"_ = model.cuda().eval().half()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Load WaveGlow for mel2audio synthesis and denoiser"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [ ]
}
],
"source": [
"waveglow_path = 'waveglow_256channels.pt'\n",
"waveglow = torch.load(waveglow_path)['model']\n",
"waveglow.cuda().eval().half()\n",
"for k in waveglow.convinv:\n",
" k.float()\n",
"denoiser = Denoiser(waveglow)"
]
},
{
"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.float().data.cpu().numpy()[0],\n",
" mel_outputs_postnet.float().data.cpu().numpy()[0],\n",
" alignments.float().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)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### (Optional) Remove WaveGlow bias"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"audio_denoised = denoiser(audio, strength=0.01)[:, 0]\n",
"ipd.Audio(audio_denoised.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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}