inference.ipynb

{
 "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": [
      "c:\\Program Files\\Anaconda\\envs\\JP\\lib\\site-packages\\tqdm\\auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO 2022-08-13 20:27:43.979037\n",
      "========================================\n",
      "PyTorch Version :1.12.1+cpu\n",
      "Device :cpu\n"
     ]
    }
   ],
   "source": [
    "import os \n",
    "import sys\n",
    "import torch\n",
    "import datetime\n",
    "import matplotlib\n",
    "import numpy as np \n",
    "import matplotlib.pylab as plt\n",
    "import IPython.display as ipd\n",
    "\n",
    "\n",
    "from model import Tacotron2\n",
    "from train import load_model\n",
    "from torch.backends import mps\n",
    "from text import text_to_sequence\n",
    "from hparams import create_hparams\n",
    "from layers import TacotronSTFT, STFT\n",
    "from waveglow.denoiser import Denoiser\n",
    "from audio_processing import griffin_lim\n",
    "\n",
    "\n",
    "sys.path.append('waveglow/')\n",
    "%matplotlib inline\n",
    "\n",
    "bar: str = '=='\n",
    "start_time = datetime.datetime.now()\n",
    "version = torch.__version__\n",
    "\n",
    "# 新增对于Metal的后端的支持\n",
    "if mps.is_available() :\n",
    "    device = torch.device('mps')\n",
    "\n",
    "elif torch.cuda.is_available() :\n",
    "    device = torch.device('cuda')\n",
    "\n",
    "else :\n",
    "    device = torch.device('cpu')\n",
    "\n",
    "\n",
    "print(f'INFO {start_time}')\n",
    "print(f'{bar*10}Device INFO{bar*10}')\n",
    "print(f'PyTorch Version :{version}')\n",
    "print(f'Device :{device}')"
   ]
  },
  {
   "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='lower', \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_Model\\\\ayachi_nene_1'#\"ayachi_nene_1\"\n",
    "model = load_model(hparams)\n",
    "\n",
    "if torch.cuda.is_available() :\n",
    "    model.load_state_dict(torch.load(checkpoint_path)['state_dict'])\n",
    "    model.to(device).eval()\n",
    "else :\n",
    "    model.load_state_dict(torch.load(checkpoint_path, map_location='cpu')['state_dict'])\n",
    "    model.to(device).eval()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **Shouw the Tacotron2 model Summary**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Tacotron2(\n",
       "  (embedding): Embedding(148, 512)\n",
       "  (encoder): Encoder(\n",
       "    (convolutions): ModuleList(\n",
       "      (0): Sequential(\n",
       "        (0): ConvNorm(\n",
       "          (conv): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,))\n",
       "        )\n",
       "        (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "      (1): Sequential(\n",
       "        (0): ConvNorm(\n",
       "          (conv): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,))\n",
       "        )\n",
       "        (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "      (2): Sequential(\n",
       "        (0): ConvNorm(\n",
       "          (conv): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,))\n",
       "        )\n",
       "        (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (lstm): LSTM(512, 256, batch_first=True, bidirectional=True)\n",
       "  )\n",
       "  (decoder): Decoder(\n",
       "    (prenet): Prenet(\n",
       "      (layers): ModuleList(\n",
       "        (0): LinearNorm(\n",
       "          (linear_layer): Linear(in_features=80, out_features=256, bias=False)\n",
       "        )\n",
       "        (1): LinearNorm(\n",
       "          (linear_layer): Linear(in_features=256, out_features=256, bias=False)\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "    (attention_rnn): LSTMCell(768, 1024)\n",
       "    (attention_layer): Attention(\n",
       "      (query_layer): LinearNorm(\n",
       "        (linear_layer): Linear(in_features=1024, out_features=128, bias=False)\n",
       "      )\n",
       "      (memory_layer): LinearNorm(\n",
       "        (linear_layer): Linear(in_features=512, out_features=128, bias=False)\n",
       "      )\n",
       "      (v): LinearNorm(\n",
       "        (linear_layer): Linear(in_features=128, out_features=1, bias=False)\n",
       "      )\n",
       "      (location_layer): LocationLayer(\n",
       "        (location_conv): ConvNorm(\n",
       "          (conv): Conv1d(2, 32, kernel_size=(31,), stride=(1,), padding=(15,), bias=False)\n",
       "        )\n",
       "        (location_dense): LinearNorm(\n",
       "          (linear_layer): Linear(in_features=32, out_features=128, bias=False)\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "    (decoder_rnn): LSTMCell(1536, 1024, bias=1)\n",
       "    (linear_projection): LinearNorm(\n",
       "      (linear_layer): Linear(in_features=1536, out_features=80, bias=True)\n",
       "    )\n",
       "    (gate_layer): LinearNorm(\n",
       "      (linear_layer): Linear(in_features=1536, out_features=1, bias=True)\n",
       "    )\n",
       "  )\n",
       "  (postnet): Postnet(\n",
       "    (convolutions): ModuleList(\n",
       "      (0): Sequential(\n",
       "        (0): ConvNorm(\n",
       "          (conv): Conv1d(80, 512, kernel_size=(5,), stride=(1,), padding=(2,))\n",
       "        )\n",
       "        (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "      (1): Sequential(\n",
       "        (0): ConvNorm(\n",
       "          (conv): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,))\n",
       "        )\n",
       "        (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "      (2): Sequential(\n",
       "        (0): ConvNorm(\n",
       "          (conv): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,))\n",
       "        )\n",
       "        (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "      (3): Sequential(\n",
       "        (0): ConvNorm(\n",
       "          (conv): Conv1d(512, 512, kernel_size=(5,), stride=(1,), padding=(2,))\n",
       "        )\n",
       "        (1): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "      (4): Sequential(\n",
       "        (0): ConvNorm(\n",
       "          (conv): Conv1d(512, 80, kernel_size=(5,), stride=(1,), padding=(2,))\n",
       "        )\n",
       "        (1): BatchNorm1d(80, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load WaveGlow for mel2audio synthesis and denoiser"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\xbj0916\\Desktop\\tacotron2-japanese-master\\stft.py:67: FutureWarning: Pass size=1024 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  fft_window = pad_center(fft_window, filter_length)\n"
     ]
    }
   ],
   "source": [
    "waveglow_path = 'W_Model\\\\model' #waveglow model\n",
    "if hparams.cuda_enabled :\n",
    "    waveglow = torch.load(waveglow_path)['model']\n",
    "    waveglow.cuda().eval()#.half()\n",
    "else :\n",
    "    waveglow = torch.load(waveglow_path, map_location='cpu')['model']\n",
    "    waveglow.to(device).eval()#.half()\n",
    "\n",
    "\n",
    "for k in waveglow.convinv:\n",
    "    k.float()\n",
    "denoiser = Denoiser(waveglow)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Prepare text input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "text = \"こんにちは。\"\n",
    "sequence = np.array(text_to_sequence(text, ['japanese_cleaners']))[None, :]\n",
    "sequence = torch.autograd.Variable(torch.from_numpy(sequence)).to(device).long()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Decode text input and plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_outputs, mel_outputs_postnet, _, alignments = model.inference(sequence)\n",
    "plot_data((mel_outputs.float().data.cpu().numpy()[0],\n",
    "           mel_outputs_postnet.float().data.cpu().numpy()[0],\n",
    "           alignments.float().data.cpu().numpy()[0].T))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Synthesize audio from spectrogram using WaveGlow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 9,
     "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": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\xbj0916\\Desktop\\tacotron2-japanese-master\\audio_processing.py:50: FutureWarning: Pass size=1024 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  win_sq = librosa_util.pad_center(win_sq, n_fft)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 10,
     "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) "
   ]
  }
 ],
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    "name": "ipython",
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}