{ "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": [ { "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\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": [] } ], "source": [ "waveglow_path = 'waveglow_old.pt'\n", "waveglow = torch.load(waveglow_path)['model']\n", "waveglow.cuda()" ] }, { "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)" ] } ], "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 }