2018-02-13 16:33:14 +00:00
{
"cells": [
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 16,
2018-02-13 16:33:14 +00:00
"metadata": {},
2018-04-13 12:09:14 +00:00
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n",
2018-04-13 12:09:14 +00:00
"Populating the interactive namespace from numpy and matplotlib\n"
]
2018-05-13 13:34:20 +00:00
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/miniconda3/envs/pytorch4/lib/python3.6/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['plt']\n",
"`%matplotlib` prevents importing * from pylab and numpy\n",
" \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
]
2018-04-13 12:09:14 +00:00
}
],
2018-02-13 16:33:14 +00:00
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"import os\n",
"import sys\n",
"import io\n",
"import torch \n",
"import time\n",
"import numpy as np\n",
"from collections import OrderedDict\n",
2018-05-13 13:34:20 +00:00
"from matplotlib import pylab as plt\n",
2018-02-13 16:33:14 +00:00
"\n",
"%pylab inline\n",
"rcParams[\"figure.figsize\"] = (16,5)\n",
"sys.path.append('/home/erogol/projects/')\n",
"\n",
"import librosa\n",
"import librosa.display\n",
"\n",
"from TTS.models.tacotron import Tacotron \n",
"from TTS.layers import *\n",
"from TTS.utils.data import *\n",
"from TTS.utils.audio import AudioProcessor\n",
"from TTS.utils.generic_utils import load_config\n",
"from TTS.utils.text import text_to_sequence\n",
"\n",
"import IPython\n",
"from IPython.display import Audio\n",
"from utils import *"
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 17,
2018-04-10 16:37:15 +00:00
"metadata": {},
2018-05-15 14:13:46 +00:00
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
"\u001b[0m\u001b[01;31mbest_model.pth.tar\u001b[0m \u001b[01;31mcheckpoint_35344.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_10152.pth.tar\u001b[0m \u001b[01;31mcheckpoint_35720.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_10528.pth.tar\u001b[0m \u001b[01;31mcheckpoint_36096.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_10904.pth.tar\u001b[0m \u001b[01;31mcheckpoint_36472.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_1128.pth.tar\u001b[0m \u001b[01;31mcheckpoint_36848.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_11280.pth.tar\u001b[0m \u001b[01;31mcheckpoint_37224.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_11656.pth.tar\u001b[0m \u001b[01;31mcheckpoint_376.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_12032.pth.tar\u001b[0m \u001b[01;31mcheckpoint_3760.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_12408.pth.tar\u001b[0m \u001b[01;31mcheckpoint_37600.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_12784.pth.tar\u001b[0m \u001b[01;31mcheckpoint_37976.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_13160.pth.tar\u001b[0m \u001b[01;31mcheckpoint_38352.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_13536.pth.tar\u001b[0m \u001b[01;31mcheckpoint_38728.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_13912.pth.tar\u001b[0m \u001b[01;31mcheckpoint_39104.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_14288.pth.tar\u001b[0m \u001b[01;31mcheckpoint_39480.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_14664.pth.tar\u001b[0m \u001b[01;31mcheckpoint_39856.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_1504.pth.tar\u001b[0m \u001b[01;31mcheckpoint_40232.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_15040.pth.tar\u001b[0m \u001b[01;31mcheckpoint_40608.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_15416.pth.tar\u001b[0m \u001b[01;31mcheckpoint_40984.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_15792.pth.tar\u001b[0m \u001b[01;31mcheckpoint_4136.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_16168.pth.tar\u001b[0m \u001b[01;31mcheckpoint_41360.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_16544.pth.tar\u001b[0m \u001b[01;31mcheckpoint_41736.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_16920.pth.tar\u001b[0m \u001b[01;31mcheckpoint_42112.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_17296.pth.tar\u001b[0m \u001b[01;31mcheckpoint_42488.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_17672.pth.tar\u001b[0m \u001b[01;31mcheckpoint_42864.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_18048.pth.tar\u001b[0m \u001b[01;31mcheckpoint_43240.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_18424.pth.tar\u001b[0m \u001b[01;31mcheckpoint_43616.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_1880.pth.tar\u001b[0m \u001b[01;31mcheckpoint_43992.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_18800.pth.tar\u001b[0m \u001b[01;31mcheckpoint_44368.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_19176.pth.tar\u001b[0m \u001b[01;31mcheckpoint_44744.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_19552.pth.tar\u001b[0m \u001b[01;31mcheckpoint_4512.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_19928.pth.tar\u001b[0m \u001b[01;31mcheckpoint_45120.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_20304.pth.tar\u001b[0m \u001b[01;31mcheckpoint_45496.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_20680.pth.tar\u001b[0m \u001b[01;31mcheckpoint_45872.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_21056.pth.tar\u001b[0m \u001b[01;31mcheckpoint_46248.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_21432.pth.tar\u001b[0m \u001b[01;31mcheckpoint_46624.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_21808.pth.tar\u001b[0m \u001b[01;31mcheckpoint_47000.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_22184.pth.tar\u001b[0m \u001b[01;31mcheckpoint_47376.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_2256.pth.tar\u001b[0m \u001b[01;31mcheckpoint_47752.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_22560.pth.tar\u001b[0m \u001b[01;31mcheckpoint_48128.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_22936.pth.tar\u001b[0m \u001b[01;31mcheckpoint_48504.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_23312.pth.tar\u001b[0m \u001b[01;31mcheckpoint_4888.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_23688.pth.tar\u001b[0m \u001b[01;31mcheckpoint_48880.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_24064.pth.tar\u001b[0m \u001b[01;31mcheckpoint_49256.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_24440.pth.tar\u001b[0m \u001b[01;31mcheckpoint_49632.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_24816.pth.tar\u001b[0m \u001b[01;31mcheckpoint_50008.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_25192.pth.tar\u001b[0m \u001b[01;31mcheckpoint_50384.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_25568.pth.tar\u001b[0m \u001b[01;31mcheckpoint_50760.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_25944.pth.tar\u001b[0m \u001b[01;31mcheckpoint_51136.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_2632.pth.tar\u001b[0m \u001b[01;31mcheckpoint_51512.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_26320.pth.tar\u001b[0m \u001b[01;31mcheckpoint_51888.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_26696.pth.tar\u001b[0m \u001b[01;31mcheckpoint_52264.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_27072.pth.tar\u001b[0m \u001b[01;31mcheckpoint_5264.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_27448.pth.tar\u001b[0m \u001b[01;31mcheckpoint_52640.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_27824.pth.tar\u001b[0m \u001b[01;31mcheckpoint_53016.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_28200.pth.tar\u001b[0m \u001b[01;31mcheckpoint_53392.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_28576.pth.tar\u001b[0m \u001b[01;31mcheckpoint_53768.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_28952.pth.tar\u001b[0m \u001b[01;31mcheckpoint_54144.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_29328.pth.tar\u001b[0m \u001b[01;31mcheckpoint_54520.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_29704.pth.tar\u001b[0m \u001b[01;31mcheckpoint_54896.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_3008.pth.tar\u001b[0m \u001b[01;31mcheckpoint_5640.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_30080.pth.tar\u001b[0m \u001b[01;31mcheckpoint_6016.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_30456.pth.tar\u001b[0m \u001b[01;31mcheckpoint_6392.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_30832.pth.tar\u001b[0m \u001b[01;31mcheckpoint_6768.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_31208.pth.tar\u001b[0m \u001b[01;31mcheckpoint_7144.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_31584.pth.tar\u001b[0m \u001b[01;31mcheckpoint_752.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_31960.pth.tar\u001b[0m \u001b[01;31mcheckpoint_7520.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_32336.pth.tar\u001b[0m \u001b[01;31mcheckpoint_7896.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_32712.pth.tar\u001b[0m \u001b[01;31mcheckpoint_8272.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_33088.pth.tar\u001b[0m \u001b[01;31mcheckpoint_8648.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_33464.pth.tar\u001b[0m \u001b[01;31mcheckpoint_9024.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_3384.pth.tar\u001b[0m \u001b[01;31mcheckpoint_9400.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_33840.pth.tar\u001b[0m \u001b[01;31mcheckpoint_9776.pth.tar\u001b[0m\r\n",
"\u001b[01;31mcheckpoint_34216.pth.tar\u001b[0m \u001b[01;34mcheckpoints\u001b[0m/\r\n",
"\u001b[01;31mcheckpoint_34592.pth.tar\u001b[0m config.json\r\n",
"\u001b[01;31mcheckpoint_34968.pth.tar\u001b[0m events.out.tfevents.1526350247.mlc1\r\n"
2018-05-15 14:13:46 +00:00
]
}
],
"source": [
"ls /data/shared/erogol_models/May-14-2018_07:10PM-stop-token-separate-larger-lr-b2e09f9"
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 18,
2018-05-15 14:13:46 +00:00
"metadata": {},
2018-02-13 16:33:14 +00:00
"outputs": [],
"source": [
"def tts(model, text, CONFIG, use_cuda, ap, figures=True):\n",
" t_1 = time.time()\n",
2018-05-13 13:34:20 +00:00
" waveform, alignment, spectrogram, stop_tokens = create_speech(model, text, CONFIG, use_cuda, ap) \n",
2018-02-13 16:33:14 +00:00
" print(\" > Run-time: {}\".format(time.time() - t_1))\n",
" if figures: \n",
2018-05-13 13:34:20 +00:00
" visualize(alignment, spectrogram, stop_tokens, CONFIG) \n",
2018-02-13 16:33:14 +00:00
" IPython.display.display(Audio(waveform, rate=CONFIG.sample_rate)) \n",
2018-05-13 13:34:20 +00:00
" return alignment, spectrogram, stop_tokens"
2018-02-13 16:33:14 +00:00
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 19,
2018-04-10 16:37:15 +00:00
"metadata": {},
2018-02-13 16:33:14 +00:00
"outputs": [],
"source": [
"# Set constants\n",
2018-05-16 12:09:15 +00:00
"ROOT_PATH = '/data/shared/erogol_models/May-15-2018_04:12PM-stop-token-rnn-40f1a3d/'\n",
2018-05-15 14:13:46 +00:00
"MODEL_PATH = ROOT_PATH + '/checkpoint_16920.pth.tar'\n",
2018-02-13 16:33:14 +00:00
"CONFIG_PATH = ROOT_PATH + '/config.json'\n",
"OUT_FOLDER = ROOT_PATH + '/test/'\n",
"CONFIG = load_config(CONFIG_PATH)\n",
2018-05-13 13:34:20 +00:00
"use_cuda = True"
2018-02-13 16:33:14 +00:00
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 20,
2018-02-13 16:33:14 +00:00
"metadata": {},
2018-04-13 12:09:14 +00:00
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-13 13:34:20 +00:00
" | > Number of characters : 149\n"
2018-04-13 12:09:14 +00:00
]
},
{
2018-05-16 12:09:15 +00:00
"ename": "TypeError",
"evalue": "super(type, obj): obj must be an instance or subtype of type",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-20-33e7f6a6cc7d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# load the model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTacotron\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mCONFIG\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membedding_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mCONFIG\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnum_freq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mCONFIG\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnum_mels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mCONFIG\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# load the audio processor\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/projects/TTS/models/tacotron.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, embedding_dim, linear_dim, mel_dim, r, padding_idx)\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\" | > Number of characters : {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msymbols\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membedding\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnormal_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoder\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mEncoder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0membedding_dim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 20\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecoder\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDecoder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m256\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmel_dim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpostnet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mCBHG\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmel_dim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mK\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m8\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprojections\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m256\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmel_dim\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/projects/TTS/layers/tacotron.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, in_features)\u001b[0m\n\u001b[1;32m 188\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 189\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0min_features\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 190\u001b[0;31m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mEncoder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 191\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprenet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPrenet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_features\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout_features\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m256\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m128\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 192\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcbhg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mCBHG\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m128\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mK\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m16\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprojections\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m128\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m128\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mTypeError\u001b[0m: super(type, obj): obj must be an instance or subtype of type"
]
2018-04-13 12:09:14 +00:00
}
],
2018-02-13 16:33:14 +00:00
"source": [
"# load the model\n",
2018-04-10 16:37:15 +00:00
"model = Tacotron(CONFIG.embedding_size, CONFIG.num_freq, CONFIG.num_mels, CONFIG.r)\n",
2018-02-13 16:33:14 +00:00
"\n",
"# load the audio processor\n",
2018-05-13 13:34:20 +00:00
"\n",
2018-02-13 16:33:14 +00:00
"ap = AudioProcessor(CONFIG.sample_rate, CONFIG.num_mels, CONFIG.min_level_db,\n",
" CONFIG.frame_shift_ms, CONFIG.frame_length_ms, CONFIG.preemphasis,\n",
2018-05-13 13:34:20 +00:00
" CONFIG.ref_level_db, CONFIG.num_freq, CONFIG.power, griffin_lim_iters=30) \n",
2018-02-13 16:33:14 +00:00
"\n",
"\n",
"# load model state\n",
"if use_cuda:\n",
" cp = torch.load(MODEL_PATH)\n",
"else:\n",
" cp = torch.load(MODEL_PATH, map_location=lambda storage, loc: storage)\n",
"\n",
"# load the model\n",
"model.load_state_dict(cp['model'])\n",
"if use_cuda:\n",
" model.cuda()\n",
"model.eval()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### EXAMPLES FROM TRAINING SET"
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 21,
2018-04-10 16:37:15 +00:00
"metadata": {},
2018-02-13 16:33:14 +00:00
"outputs": [],
"source": [
"import pandas as pd\n",
2018-04-10 16:37:15 +00:00
"df = pd.read_csv('/data/shared/KeithIto/LJSpeech-1.0/metadata_val.csv', delimiter='|')"
2018-02-13 16:33:14 +00:00
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 22,
2018-02-13 16:33:14 +00:00
"metadata": {
2018-05-13 13:34:20 +00:00
"scrolled": false
2018-02-13 16:33:14 +00:00
},
2018-04-13 12:09:14 +00:00
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-13 13:34:20 +00:00
"Hosty took the necessary steps to have the Dallas office of the FBI, rather than the New Orleans office, reestablished as the office with principal responsibility.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/projects/TTS/notebooks/utils.py:19: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" torch.from_numpy(seq), volatile=True).unsqueeze(0).cuda()\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
" > Run-time: 6.3198254108428955\n"
2018-04-13 12:09:14 +00:00
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
2018-05-16 12:09:15 +00:00
" <source src=\"data:audio/wav;base64,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
2018-04-13 12:09:14 +00:00
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
2018-05-16 12:09:15 +00:00
"image/png": "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
2018-04-13 12:09:14 +00:00
"text/plain": [
2018-05-13 13:34:20 +00:00
"<Figure size 1152x1728 with 5 Axes>"
2018-04-13 12:09:14 +00:00
]
},
"metadata": {},
"output_type": "display_data"
}
],
2018-02-13 16:33:14 +00:00
"source": [
2018-05-13 13:34:20 +00:00
"sentence = df.iloc[175, 1]\n",
2018-02-13 16:33:14 +00:00
"print(sentence)\n",
2018-05-13 13:34:20 +00:00
"model.decoder.max_decoder_steps = 250\n",
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap)"
2018-02-13 16:33:14 +00:00
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
2018-04-13 12:09:14 +00:00
"### Comparision with https://mycroft.ai/blog/available-voices/"
2018-02-13 16:33:14 +00:00
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 23,
2018-02-13 16:33:14 +00:00
"metadata": {
2018-05-15 14:13:46 +00:00
"scrolled": false
2018-02-13 16:33:14 +00:00
},
2018-04-13 12:09:14 +00:00
"outputs": [
2018-05-13 13:34:20 +00:00
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/projects/TTS/notebooks/utils.py:19: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" torch.from_numpy(seq), volatile=True).unsqueeze(0).cuda()\n"
]
},
2018-04-13 12:09:14 +00:00
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
" > Run-time: 4.629634857177734\n"
2018-04-13 12:09:14 +00:00
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
2018-05-16 12:09:15 +00:00
" <source src=\"data:audio/wav;base64,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
2018-04-13 12:09:14 +00:00
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
2018-05-16 12:09:15 +00:00
"image/png": "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
2018-04-13 12:09:14 +00:00
"text/plain": [
2018-05-13 13:34:20 +00:00
"<Figure size 1152x1728 with 5 Axes>"
2018-04-13 12:09:14 +00:00
]
},
"metadata": {},
"output_type": "display_data"
}
],
2018-02-13 16:33:14 +00:00
"source": [
2018-04-13 12:09:14 +00:00
"sentence = \"It took me quite a long time to develop a voice, and now that I have it I'm not going to be silent.\"\n",
"model.decoder.max_decoder_steps = 250\n",
2018-05-13 13:34:20 +00:00
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap, figures=True)"
2018-04-13 12:09:14 +00:00
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 24,
2018-04-13 12:09:14 +00:00
"metadata": {},
"outputs": [
2018-05-13 13:34:20 +00:00
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/projects/TTS/notebooks/utils.py:19: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" torch.from_numpy(seq), volatile=True).unsqueeze(0).cuda()\n"
]
},
2018-04-13 12:09:14 +00:00
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
" > Run-time: 1.2954251766204834\n"
2018-04-13 12:09:14 +00:00
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
2018-05-16 12:09:15 +00:00
" <source src=\"data:audio/wav;base64,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
2018-04-13 12:09:14 +00:00
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
2018-05-16 12:09:15 +00:00
"image/png": "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
2018-04-13 12:09:14 +00:00
"text/plain": [
2018-05-13 13:34:20 +00:00
"<Figure size 1152x1728 with 5 Axes>"
2018-04-13 12:09:14 +00:00
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
2018-05-13 13:34:20 +00:00
"sentence = \"Be a voice,not an echo.\" # 'echo' is not in training set. \n",
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap)"
2018-04-13 12:09:14 +00:00
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 25,
2018-04-13 12:09:14 +00:00
"metadata": {},
"outputs": [
2018-05-13 13:34:20 +00:00
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/projects/TTS/notebooks/utils.py:19: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" torch.from_numpy(seq), volatile=True).unsqueeze(0).cuda()\n"
]
},
2018-04-13 12:09:14 +00:00
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
" > Run-time: 2.442563772201538\n"
2018-04-13 12:09:14 +00:00
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
2018-05-16 12:09:15 +00:00
" <source src=\"data:audio/wav;base64,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
2018-04-13 12:09:14 +00:00
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
2018-05-16 12:09:15 +00:00
"image/png": "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
2018-04-13 12:09:14 +00:00
"text/plain": [
2018-05-13 13:34:20 +00:00
"<Figure size 1152x1728 with 5 Axes>"
2018-04-13 12:09:14 +00:00
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sentence = \"The human voice is the most perfect instrument of all.\"\n",
2018-05-13 13:34:20 +00:00
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap)"
2018-04-13 12:09:14 +00:00
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 26,
2018-04-13 12:09:14 +00:00
"metadata": {},
"outputs": [
2018-05-13 13:34:20 +00:00
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/projects/TTS/notebooks/utils.py:19: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" torch.from_numpy(seq), volatile=True).unsqueeze(0).cuda()\n"
]
},
2018-04-13 12:09:14 +00:00
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
" > Run-time: 2.959503412246704\n"
2018-04-13 12:09:14 +00:00
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
2018-05-16 12:09:15 +00:00
" <source src=\"data:audio/wav;base64,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
2018-04-13 12:09:14 +00:00
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
2018-05-16 12:09:15 +00:00
"image/png": "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
2018-04-13 12:09:14 +00:00
"text/plain": [
2018-05-13 13:34:20 +00:00
"<Figure size 1152x1728 with 5 Axes>"
2018-04-13 12:09:14 +00:00
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sentence = \"I'm sorry Dave. I'm afraid I can't do that.\"\n",
2018-05-13 13:34:20 +00:00
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap)"
2018-04-13 12:09:14 +00:00
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 27,
2018-04-13 12:09:14 +00:00
"metadata": {},
"outputs": [
2018-05-13 13:34:20 +00:00
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/projects/TTS/notebooks/utils.py:19: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" torch.from_numpy(seq), volatile=True).unsqueeze(0).cuda()\n"
]
},
2018-04-13 12:09:14 +00:00
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
" > Run-time: 3.3856382369995117\n"
2018-04-13 12:09:14 +00:00
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
2018-05-16 12:09:15 +00:00
" <source src=\"data:audio/wav;base64,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
2018-04-13 12:09:14 +00:00
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
2018-05-16 12:09:15 +00:00
"image/png": "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
2018-04-13 12:09:14 +00:00
"text/plain": [
2018-05-13 13:34:20 +00:00
"<Figure size 1152x1728 with 5 Axes>"
2018-04-13 12:09:14 +00:00
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sentence = \"This cake is great. It's so delicious and moist.\"\n",
2018-05-13 13:34:20 +00:00
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comparison with https://keithito.github.io/audio-samples/"
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 28,
2018-05-13 13:34:20 +00:00
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/projects/TTS/notebooks/utils.py:19: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" torch.from_numpy(seq), volatile=True).unsqueeze(0).cuda()\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
" > Run-time: 3.539504289627075\n"
2018-05-13 13:34:20 +00:00
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
2018-05-16 12:09:15 +00:00
" <source src=\"data:audio/wav;base64,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
2018-05-13 13:34:20 +00:00
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
2018-05-16 12:09:15 +00:00
"image/png": "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
2018-05-13 13:34:20 +00:00
"text/plain": [
"<Figure size 1152x1728 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sentence = \"Generative adversarial network or variational auto-encoder.\"\n",
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap)"
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 29,
2018-05-13 13:34:20 +00:00
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/projects/TTS/notebooks/utils.py:19: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" torch.from_numpy(seq), volatile=True).unsqueeze(0).cuda()\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
" > Run-time: 3.4460177421569824\n"
2018-05-13 13:34:20 +00:00
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
2018-05-16 12:09:15 +00:00
" <source src=\"data:audio/wav;base64,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
2018-05-13 13:34:20 +00:00
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
2018-05-16 12:09:15 +00:00
"image/png": "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
2018-05-13 13:34:20 +00:00
"text/plain": [
"<Figure size 1152x1728 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sentence = \"Scientists at the CERN laboratory say they have discovered a new particle.\"\n",
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap)"
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 30,
2018-05-13 13:34:20 +00:00
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/projects/TTS/notebooks/utils.py:19: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" torch.from_numpy(seq), volatile=True).unsqueeze(0).cuda()\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
" > Run-time: 3.5448789596557617\n"
2018-05-13 13:34:20 +00:00
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
2018-05-16 12:09:15 +00:00
" <source src=\"data:audio/wav;base64,UklGRlRjAwBXQVZFZm10IBAAAAABAAEAIE4AAECcAAACABAAZGF0YTBjAwASAAQA3v/N/+L///8CAN3/zP/g/+X/6f/U/8f/2f/V/+L/4P/U/8r/v//S/+//+//k/8H/w//u/wgAAgDq/+D/9f8KABYAAwD7/wIAHAAyABsACQAEAB4AOQAwAC8AIQAOABEAHQBGAEsAKQABAPz/IgA2AC4AJAAcAA8ABAAAABgAJwArABYA9P/0/wAAIAAcAP7/AAD4//3//P/y//X/3P/l/wUA8v/R/6//tv/g//P/2v+r/5D/rP/R/8D/sv+v/7r/uP+l/6v/u//K/+T/0f+s/7n/4f8AAPf/2P/l/wIADgAiAAsA+v8PADYAZABXACgAEQAsAHQAowCUAGUAOQBGAIgAwQDFAJkAYQBVAIMAsADGAJgAXQBoAHYAbQBYAEYAXABkADEABQDe/+L/BQADAPP/s/9r/2P/hv+n/5T/Pv8P/y3/Sf9d/wb/o/7+/mH/W//4/m3+uP5D/4H/d//O/pn+AP+c/8z/hP8y/xj/if/+/ysA9f+f/+b/RwCJAKsAUgByAL8AIgFfAQgBEgE5AWAB/AEZAuABjgFcAf4BgQKFAgkClgGAAfEBOwLMAXgBPwEsARcB0gB5AEUAHQAYAOL/Pf/e/n3+kf79/rH+8v06/Sr9yf33/ZH9C/3G/BT9ZP16/U/9Hv0g/WL93/0x/vb9wP3z/WL+/P4n//j+9v5f/7X/7f8CABgAZACsAB0BAQGpAAEBpgFZAi0CtwH4ASkCvQIvA20DRAPiAi0DkQPnAzkERAQNBNEDRgN+AxcEUwRRBOUC0QEEAjcCwQJPAhABkv9j/jz/RQDL/wD+I/x0+5P8kv0V/f/7yfls+fv6Gvxt/LL6Jfmn+Sz7Q/x6/Ov6T/r5+nT8Ev5E/bz7lPtU/Zz+eP8P/gf9wv36/gIBXgBN/0H/o/9FATYC9QFSAtkBQAIFA+EDqQVXBRMFzgTFBVQHzwf4B1MHswelCBsJDQlXCHIHaQh6CEwI2QcHBr0FegQSBHkE3wLjAfAAWv8x/k39ffzU+2z79/pe+mn3LvaG9u33evl69xD1hfP89CD3T/in9jv0wPRQ9ob4tvdM9bP1w/aP+P/4JfjZ92X3Uvg++Q/7Nfx7/PP7oPqF/A0ASgNhBJgC0QLpBNsITgyNDJEN/A07EIsS2hNcFeYVShd0F2gXhBciF14XMhfoFZIUKxJZDxwOaQ0pC/IHwgN/APn+Lvz9+XT35PMM8vjuVOxY6wfq7eng6AvnH+aV5D/le+fu5zzpt+eF5x/pX+uu7TDugO6X7ZDxSPQN9bL0/vIx9hX5+vvo/bf8UP2p/Y4AiQMXB8sKwgrgCyoMRA8aFOMYjRtJHJUccR5qINUjpCYHJ+wn6CRiJsEkaiPQI+UgDR/LGtcVKRLND0YN2QgRAdL62/ea9tH0PO+25kbh6OB84tPhvd6u2TPWedeV2hvdM94w2k7Zzd3o4KDmveTy423ntenD7Yfw6u/A78zzQfVJ+IP3Xfa5+wH+g/6q/5P+7gGxA2MGaQwzDjQQugxfEHgW9Ry3I50hgh+oH7UlqC3QMQAvxCuXKdQrOjCkLywtvyZ7Im0hICChHTIYuw7nB5sFHgURA4X4w+zP5qjlDOlG6PjeEdgU0QHQxtSC1pnYhtYQ0bnOGNHU1f3eveIf4e3esdud4dzpee938qLvZO0478LzE/fj+WX52/j5+rj7Gf8k/2398//GBWEMFw7qCZcHgA18F3ggXyPkHfMctiFjKt4yLzQYMZsu7TGzNPw2ajVDMf0xPDBsKdQlTR+DH8ggchcADoQAT/zP/uD+B/n96k3eA9gF3SfhQ90A15vLQMiGyj3M0tSa07nRb9BfytDPnNcQ4Ljke+OV3uPcyeJV6832uvaV8ebsIeux9aH9sP8J/ef1y/YA/aEETQadBEEAWQOsDfsUlRhtEAQQthbQJeYv5itJJ20jhixmOsw9wjrqNJUx6DdiO0w4+jNvLt4pRip5JtcfLhtHEBAMegebAKL/CveD7bTltN2e30fipdki0GrKd8r20PbPQMgRyVXI6c2O1GnNWtF50ofYdeDW3LDgWeK55ODqEu2w73fxj/Dp8n31iPhr+Uv6mvu1+y3/UP+AAo0EjwU5CncOEhAzEDIUSBq9IvIixCbTJ/EopjGiNPg5cjkZOG03SjgNO3Q93zr3NX8vlifdKjcr+CWxGV8OQAsvCakJ/PzR8cfr+uRo6XjhHdzl1W3KVM8qz33PGM93xHHGv8mNyrDRzs5K0L3SK9Wz2ezcwN0U4Sjo/uYw6wvtU+2X8XfxU/Ow+cr50PnC9yD5+PxxAsQE7gHpBcQFyQpYEEcT+xZoGTgasiGiJqUqFi/RLaUyGjU5OrQ9JTuKO7s5NTo3PHA3xzWKMR8sRSh+Ih0dSxmQE0sLCgU4+0b3ovJY7nHo896n2RHV2NXv0kLQosqCxiTKA8mFy4LKHct+zb7OddLH0H3XDdtl3jDhbN6f5GXpNesY72Ltw+/A9JL0Xfbj9vD5cfw//Zj9hP29AjEH3QemCmQJKhCJFlYY1RziHYgh+yceLdQvPjRLM9M1szmlPeA9kjzMOwg6yTnSNgE2yS60Kk4nEyMYHhITyw2pBx0D0wDD9U/ug+bE4NvgIdx814rS5s1DykvLm8mnyr/LLscYyunMVM1x0WXQXNRy2jjaPuAB383hleXk6U7tjO4n8ETvRvVM9JP3g/jL+Yv9wf5k/Zz9bAJpBugMpQtbDCUNyhI6Gh8griL3IT0mxSg6LzE2qTdnN5E5djexO709mDtYPsA4CjSNMaksSyt8KYch9RqBEt4KwwZvAg79C/fU7dPkleGx283ZL9hl0kPQZcpyyBDJWshWyz/LT826zCrNb87t0V7YVNy+3tjeIeBN453np+v67tXwBfMC83jzBfQ8+OT6Uv9m/gL7Xv0g/UAEegjKCiEMVQqsDC4ScBjsHrYh+SK7Ivgm2C54M5U3/zY4N7U3XzkAPME9xTzxOPIy7i4NLVIszyvRIUcZqw6MChYJmARH/8TyB+vP45/hrd622tPV9tDTzJbKhMk9yZvJ7shIy4/LDs3czdvQr9Ie2YvcvN5o4fLhXOZK6TftW/C/83T1SfUa9fb1s/ml/qP+t/54/Or82P8+A20ImAg3CcwKRg2ZEKwV9Bo3HzMhAyOEJbQr+zEENSo36DOHNpU6jT0/Pv05SDUNM0Q05y8kL/Qk6R8qG7wRpRD2BmsCcfr+86ftZ+Uf4SbbIdmX08TOCs/iydfH0Md6xKrJlMtjy/XMwcwN0HTVlNq520Dg0eKm5gPsSumK7XP04/fL+jr5y/Sk+GX+YwB+As/9qPsvAJYA1QSWBQYDcAliCqkMKA9DEKkVSBuEHqoj5CWPJj0s0y5MNb44vDc7OCQ51zmAOkU6uTV4NG0vsiufKPAfjx4MFaQPMQlg/wj9zfOj7nrnbt8X2+LW9NPE0B3Kxsfwxl/HrMlnxizHf8gky/vQS9T/1fXYhdmC3/jn7+qV7ZHuJu+J9Yv6oPoi/gn7Bv1FAFX/0QLW/6f/HgBHASIFbgN4A38DjgheDHIMuQ84EcQVzBqOHr8kkybWJxct0C7gNqA4+jfQOT42HDkpPIQ4DzY6LyMq5ityJHAe4Rd4D2cKgAMI+/b2we5z5h/hENrn1hjTzc2xyaLHDcXfxfPEl8W8x43Ha8pdzqvQy9bd2m7cI+Ga49jq8vCN87P0TfZ5+Ef+vAEmAdcAWQD7AoUDaQO3ASQBUAMTBaYE7QJyAZwFwAm8DOoNhA9UEd0WXRqWHjklmibBK4gsGTFcNEw3mTjDOf85hThbONc1MTMuL58qPiZbIkQZWBMFDbYEY/8Z90bvHOsx4T3bWNZ70B7O/spuxuPDRML+v1HF7sQax8bJx8hPzyzTzNfr3dfgEOYH6qHum/Co9Q77X/4dA+f/GQJ8AYIDjgoUB+UGGAReAL4FYQTWBsYG3QG6BacFbwguC4w
2018-05-13 13:34:20 +00:00
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
2018-05-16 12:09:15 +00:00
"image/png": "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
2018-05-13 13:34:20 +00:00
"text/plain": [
"<Figure size 1152x1728 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sentence = \"here’
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap)"
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": 31,
2018-05-13 13:34:20 +00:00
"metadata": {},
2018-05-15 14:13:46 +00:00
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/erogol/projects/TTS/notebooks/utils.py:19: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" torch.from_numpy(seq), volatile=True).unsqueeze(0).cuda()\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
2018-05-16 12:09:15 +00:00
" > Run-time: 2.8492112159729004\n"
2018-05-15 14:13:46 +00:00
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
2018-05-16 12:09:15 +00:00
" <source src=\"data:audio/wav;base64,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
2018-05-15 14:13:46 +00:00
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
2018-05-16 12:09:15 +00:00
"image/png": "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
2018-05-15 14:13:46 +00:00
"text/plain": [
"<Figure size 1152x1728 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
2018-05-13 13:34:20 +00:00
"source": [
"sentence = \"President Trump met with other leaders at the Group of 20 conference.\"\n",
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap)"
]
},
{
"cell_type": "code",
2018-05-16 12:09:15 +00:00
"execution_count": null,
2018-05-13 13:34:20 +00:00
"metadata": {},
2018-05-16 12:09:15 +00:00
"outputs": [],
2018-05-13 13:34:20 +00:00
"source": [
"sentence = \"The buses aren't the problem, they actually provide a solution.\"\n",
"align, spec, stop_tokens = tts(model, sentence, CONFIG, use_cuda, ap)"
2018-02-13 16:33:14 +00:00
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
2018-05-15 01:50:35 +00:00
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
2018-02-13 16:33:14 +00:00
}
},
"nbformat": 4,
"nbformat_minor": 2
}
