{ "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": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ] } ], "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, 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\"\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 and denoiser" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ] } ], "source": [ "waveglow_path = 'waveglow_old.pt'\n", "waveglow = torch.load(waveglow_path)['model']\n", "waveglow.cuda()\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": { "image/png": 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\n", "text/plain": [ "
" ] }, "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", " \n", " " ], "text/plain": [ "" ] }, "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", " \n", " " ], "text/plain": [ "" ] }, "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }