From 0f348efed49dea2a3a40e6f318862f0d34264400 Mon Sep 17 00:00:00 2001 From: banderlog Date: Mon, 22 Jul 2019 15:59:25 +0300 Subject: [PATCH 1/2] Make it workable --- denoiser.py | 40 +++++++++++++++++ inference.ipynb | 109 ++++++++++++++++++++++++++++++++++++++--------- requirements.txt | 5 ++- 3 files changed, 132 insertions(+), 22 deletions(-) create mode 100644 denoiser.py diff --git a/denoiser.py b/denoiser.py new file mode 100644 index 000000000..0e73584d5 --- /dev/null +++ b/denoiser.py @@ -0,0 +1,40 @@ +import sys +sys.path.append('tacotron2') +import torch +from layers import STFT + + +class Denoiser(torch.nn.Module): + """ Removes model bias from audio produced with waveglow """ + + def __init__(self, waveglow, filter_length=1024, n_overlap=4, + win_length=1024, mode='zeros'): + super(Denoiser, self).__init__() + self.stft = STFT(filter_length=filter_length, + hop_length=int(filter_length/n_overlap), + win_length=win_length).cuda() + if mode == 'zeros': + mel_input = torch.zeros( + (1, 80, 88), + dtype=waveglow.upsample.weight.dtype, + device=waveglow.upsample.weight.device) + elif mode == 'normal': + mel_input = torch.randn( + (1, 80, 88), + dtype=waveglow.upsample.weight.dtype, + device=waveglow.upsample.weight.device) + else: + raise Exception("Mode {} if not supported".format(mode)) + + with torch.no_grad(): + bias_audio = waveglow.infer(mel_input, sigma=0.0).float() + bias_spec, _ = self.stft.transform(bias_audio) + + self.register_buffer('bias_spec', bias_spec[:, :, 0][:, :, None]) + + def forward(self, audio, strength=0.1): + audio_spec, audio_angles = self.stft.transform(audio.cuda().float()) + audio_spec_denoised = audio_spec - self.bias_spec * strength + audio_spec_denoised = torch.clamp(audio_spec_denoised, 0.0) + audio_denoised = self.stft.inverse(audio_spec_denoised, audio_angles) + return audio_denoised diff --git a/inference.ipynb b/inference.ipynb index 83a23f7e2..d08a3b9e0 100644 --- a/inference.ipynb +++ b/inference.ipynb @@ -36,6 +36,7 @@ "from model import Tacotron2\n", "from layers import TacotronSTFT, STFT\n", "from audio_processing import griffin_lim\n", + "\n", "from train import load_model\n", "from text import text_to_sequence\n", "from denoiser import Denoiser" @@ -43,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -63,9 +64,23 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.\n", + "For more information, please see:\n", + " * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n", + " * https://github.com/tensorflow/addons\n", + "If you depend on functionality not listed there, please file an issue.\n", + "\n" + ] + } + ], "source": [ "hparams = create_hparams()\n", "hparams.sampling_rate = 22050" @@ -80,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -99,19 +114,33 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", - "text": [ ] + "text": [ + "/home/kabakov/VOICE/venv/lib/python3.6/site-packages/torch/serialization.py:454: SourceChangeWarning: source code of class 'torch.nn.modules.conv.ConvTranspose1d' 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", + "/home/kabakov/VOICE/venv/lib/python3.6/site-packages/torch/serialization.py:454: SourceChangeWarning: source code of class 'torch.nn.modules.conv.Conv1d' 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", + "waveglow/glow.py:162: RuntimeWarning: nn.functional.tanh is deprecated. Use torch.tanh instead.\n", + " torch.IntTensor([self.n_channels]))\n", + "waveglow/glow.py:162: RuntimeWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n", + " torch.IntTensor([self.n_channels]))\n" + ] } ], "source": [ "waveglow_path = 'waveglow_256channels.pt'\n", "waveglow = torch.load(waveglow_path)['model']\n", "waveglow.cuda().eval().half()\n", + "\n", + "for m in waveglow.modules():\n", + " if 'Conv' in str(type(m)):\n", + " setattr(m, 'padding_mode', 'zeros')\n", + " \n", "for k in waveglow.convinv:\n", " k.float()\n", "denoiser = Denoiser(waveglow)" @@ -126,10 +155,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ + "#%%timeit 77.9 µs ± 237 ns\n", "text = \"Waveglow is really awesome!\"\n", "sequence = np.array(text_to_sequence(text, ['english_cleaners']))[None, :]\n", "sequence = torch.autograd.Variable(\n", @@ -145,23 +175,26 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 46, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ + "#%%timeit 240 ms ± 9.72 ms\n", "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", @@ -177,15 +210,25 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 47, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "waveglow/glow.py:162: RuntimeWarning: nn.functional.tanh is deprecated. Use torch.tanh instead.\n", + " torch.IntTensor([self.n_channels]))\n", + "waveglow/glow.py:162: RuntimeWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n", + " torch.IntTensor([self.n_channels]))\n" + ] + }, { "data": { "text/html": [ "\n", - "