From bb200355860216fc0244e7bbc08dce096f113fe8 Mon Sep 17 00:00:00 2001 From: rafaelvalle Date: Wed, 3 Apr 2019 13:41:11 -0800 Subject: [PATCH] inference.ipynb: adding fp16 inference --- inference.ipynb | 44 ++++++++++++++++++-------------------------- 1 file changed, 18 insertions(+), 26 deletions(-) diff --git a/inference.ipynb b/inference.ipynb index a018a36..83a23f7 100644 --- a/inference.ipynb +++ b/inference.ipynb @@ -18,21 +18,13 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ ] - } - ], + "metadata": {}, + "outputs": [], "source": [ "import matplotlib\n", - "matplotlib.use(\"Agg\")\n", - "import matplotlib.pylab as plt\n", "%matplotlib inline\n", + "import matplotlib.pylab as plt\n", + "\n", "import IPython.display as ipd\n", "\n", "import sys\n", @@ -92,10 +84,10 @@ "metadata": {}, "outputs": [], "source": [ - "checkpoint_path = \"tacotron2_statedict\"\n", + "checkpoint_path = \"tacotron2_statedict.pt\"\n", "model = load_model(hparams)\n", "model.load_state_dict(torch.load(checkpoint_path)['state_dict'])\n", - "_ = model.eval()" + "_ = model.cuda().eval().half()" ] }, { @@ -108,9 +100,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -119,9 +109,11 @@ } ], "source": [ - "waveglow_path = 'waveglow_old.pt'\n", + "waveglow_path = 'waveglow_256channels.pt'\n", "waveglow = torch.load(waveglow_path)['model']\n", - "waveglow.cuda()\n", + "waveglow.cuda().eval().half()\n", + "for k in waveglow.convinv:\n", + " k.float()\n", "denoiser = Denoiser(waveglow)" ] }, @@ -160,7 +152,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -171,9 +163,9 @@ ], "source": [ "mel_outputs, mel_outputs_postnet, _, alignments = model.inference(sequence)\n", - "plot_data((mel_outputs.data.cpu().numpy()[0],\n", - " mel_outputs_postnet.data.cpu().numpy()[0],\n", - " alignments.data.cpu().numpy()[0].T))" + "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))" ] }, { @@ -193,7 +185,7 @@ "text/html": [ "\n", " \n", " " @@ -230,7 +222,7 @@ "text/html": [ "\n", " \n", " " @@ -266,7 +258,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.8" } }, "nbformat": 4,