diff --git a/inference.ipynb b/inference.ipynb index 5aa9696..904ab73 100644 --- a/inference.ipynb +++ b/inference.ipynb @@ -71,9 +71,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "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", @@ -91,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -115,9 +123,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "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 = 'waveglow_old.pt'\n", "waveglow = torch.load(waveglow_path)['model']" @@ -132,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -151,11 +170,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "scrolled": true }, - "outputs": [], + "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", @@ -172,9 +202,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "with torch.no_grad():\n", " audio = waveglow.infer(mel_outputs_postnet, sigma=0.666)\n",