mirror of https://github.com/malarinv/tacotron2
233 lines
95 KiB
Plaintext
233 lines
95 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib\n",
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"#%matplotlib inline\n",
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"import matplotlib.pylab as plt\n",
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"\n",
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"import IPython.display as ipd\n",
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"\n",
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"import sys\n",
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"sys.path.append('waveglow/')\n",
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"import numpy as np\n",
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"import torch\n",
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"\n",
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"from hparams import create_hparams\n",
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"from model import Tacotron2\n",
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"from layers import TacotronSTFT, STFT\n",
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"from audio_processing import griffin_lim\n",
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"from train import load_model\n",
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"from text import text_to_sequence\n",
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"from denoiser import Denoiser"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"hparams = create_hparams()\n",
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"hparams.sampling_rate = 22050\n",
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"checkpoint_path = \"checkpoint_15000\"\n",
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"model = load_model(hparams)\n",
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"model.load_state_dict(torch.load(checkpoint_path, map_location = 'cpu')['state_dict']) #added map_location = 'cpu'\n",
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"_ = model.eval() #it was originally model.cuda().eval().half()\n",
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"waveglow_path = 'waveglow_256channels.pt'\n",
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"waveglow = torch.load(waveglow_path, map_location = 'cpu')['model'] #added map_location = 'cpu'\n",
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"waveglow.eval() #originally waveglow.cuda().eval().half()\n",
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"for k in waveglow.convinv:\n",
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" k.float()\n",
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"#denoiser = Denoiser(waveglow)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"import soundfile as sf"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"import time"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"def convert(array):\n",
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" sf.write('sample.wav', array, 22050)\n",
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" os.system('ffmpeg -i {0} -filter:a \"atempo=0.80\" {1}'.format('sample.wav', 'sample0.wav'))\n",
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" #os.system('ffmpeg -i {0} -ar 8000 {1}'.format('sample0.wav', 'sample1.wav'))\n",
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" data, rate = sf.read('sample0.wav')\n",
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" os.remove('sample.wav')\n",
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" os.remove('sample0.wav')\n",
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" #os.remove('sample1.wav')\n",
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" return data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"def speech(t):\n",
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" start = time.time()\n",
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" text = t\n",
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" sequence = np.array(text_to_sequence(text, ['english_cleaners']))[None, :]\n",
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" print(sequence)\n",
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" sequence = torch.autograd.Variable(\n",
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" torch.from_numpy(sequence)).long() #originally torch.from_numpy(sequence)).cuda().long()\n",
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" mel_outputs, mel_outputs_postnet, _, alignments = model.inference(sequence)\n",
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" with torch.no_grad():\n",
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" audio = waveglow.infer(mel_outputs_postnet, sigma=0.666)\n",
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" #audio_denoised = denoiser(audio, strength=0.01)[:, 0]\n",
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" data = convert(audio[0].data.cpu().numpy())\n",
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" #os.system('ffmpeg -i {0} -filter:a \"atempo=0.85\" {1}'.format('harvard_inference/audio/'+str(i)+'.wav', 'harvard_inference/audio_0.85/'+str(i)+'.wav'))\n",
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" aud = ipd.Audio(data, rate=22050)\n",
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" end = time.time()\n",
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" print(end-start)\n",
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" return aud"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"speech('I understand your frustration and disappointment. I am sorry that its happening and I would like to help prevent it in the future. What style of diapers did you buy? For instance, was it the snugglers, pull ups or baby dry.')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"from final import display,speech,play_device\n",
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"import pyaudio"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"15.046638011932373\n"
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]
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}
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],
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"source": [
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"data = speech('Thank you for calling Huggies. How may I help you today .')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"\n",
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" <audio controls=\"controls\" >\n",
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"text/plain": [
|
|
"<IPython.lib.display.Audio object>"
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"display(data)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def play_device(data):\n",
|
|
" audio_interface = pyaudio.PyAudio()\n",
|
|
" _audio_stream = audio_interface.open(format=pyaudio.paInt16,channels=1, rate=16000,output=True)\n",
|
|
" _audio_stream.write(data.tostring())\n",
|
|
"# _audio_stream.close()\n",
|
|
"play_device(data)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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": "3.7.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|