{ "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": { "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": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "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 }