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mx1-lw-eu.apache.org (ASF Mail Server at mx1-lw-eu.apache.org) with SMTP id 0D1FB5FCE2 for ; Fri, 4 Aug 2017 08:32:48 +0000 (UTC) Received: (qmail 46107 invoked by uid 99); 4 Aug 2017 08:32:48 -0000 Received: from git1-us-west.apache.org (HELO git1-us-west.apache.org) (140.211.11.23) by apache.org (qpsmtpd/0.29) with ESMTP; Fri, 04 Aug 2017 08:32:48 +0000 Received: by git1-us-west.apache.org (ASF Mail Server at git1-us-west.apache.org, from userid 33) id C0D1CF5586; Fri, 4 Aug 2017 08:32:45 +0000 (UTC) Content-Type: text/plain; charset="us-ascii" MIME-Version: 1.0 Content-Transfer-Encoding: 7bit From: wangwei@apache.org To: commits@singa.incubator.apache.org Date: Fri, 04 Aug 2017 08:32:50 -0000 Message-Id: <6ff0e867c4a64c86b3c88e5f49e5bd97@git.apache.org> In-Reply-To: References: X-Mailer: ASF-Git Admin Mailer Subject: [06/15] incubator-singa git commit: SINGA-290 Upgrade to Python 3 archived-at: Fri, 04 Aug 2017 08:33:09 -0000 http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/bfeb6127/doc/en/docs/notebook/rbm.ipynb ---------------------------------------------------------------------- diff --git a/doc/en/docs/notebook/rbm.ipynb b/doc/en/docs/notebook/rbm.ipynb index c9aadf5..fd3309c 100755 --- a/doc/en/docs/notebook/rbm.ipynb +++ b/doc/en/docs/notebook/rbm.ipynb @@ -18,19 +18,25 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 1, + "metadata": {}, "outputs": [], "source": [ + "from __future__ import division\n", + "from __future__ import print_function\n", + "from future import standard_library\n", + "standard_library.install_aliases()\n", + "standard_library.install_aliases()\n", + "from builtins import range\n", + "from past.utils import old_div\n", + "\n", "import numpy as np\n", "import os\n", "import gzip\n", "import argparse\n", - "import cPickle\n", + "import pickle\n", "import utils\n", - "import urllib\n", + "import urllib.request, urllib.parse, urllib.error\n", "from PIL import Image\n", "\n", "import matplotlib.pyplot as plt\n", @@ -39,14 +45,14 @@ "\n", "def load_train_data():\n", " # download the data for the first time running\n", - " print 'downloading data'\n", - " urllib.urlretrieve('https://github.com/mnielsen/neural-networks-and-deep-learning/raw/master/data/mnist.pkl.gz', 'data.bin')\n", - " print 'finished data downloading'\n", + " print('downloading data')\n", + " urllib.request.urlretrieve('https://github.com/mnielsen/neural-networks-and-deep-learning/raw/master/data/mnist.pkl.gz', 'data.bin')\n", + " print('finished data downloading')\n", " f = gzip.open('data.bin', 'rb')\n", - " train_set, valid_set, test_set = cPickle.load(f)\n", + " train_set, valid_set, test_set = pickle.load(f, encoding='latin1')\n", " traindata = train_set[0].astype(np.float32)\n", " validdata = valid_set[0].astype(np.float32)\n", - " print traindata.shape, validdata.shape\n", + " print(traindata.shape, validdata.shape)\n", " return traindata, validdata" ] }, @@ -59,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -68,7 +74,7 @@ "from singa import initializer\n", "from singa import optimizer\n", "from singa import device\n", - "from singa import tensor\n" + "from singa import tensor" ] }, { @@ -85,10 +91,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -111,7 +115,7 @@ "vb = tensor.from_numpy(np.zeros(vdim, dtype = np.float32))\n", "hb = tensor.from_numpy(np.zeros(hdim, dtype = np.float32))\n", "\n", - "print 'Loading data ..................'\n", + "print('Loading data ..................')\n", "dat,_ = load_train_data()\n", "\n", "use_gpu = False\n", @@ -121,7 +125,7 @@ " dev = device.get_default_device()\n", "\n", "for t in [w, vb, hb]:\n", - " t.to_device(dev) " + " t.to_device(dev)" ] }, { @@ -140,32 +144,32 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": { - "collapsed": false + "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 0, Reconstruction error per image = 17.989441\n", - "Epoch 1, Reconstruction error per image = 10.955967\n", - "Epoch 2, Reconstruction error per image = 9.593508\n", - "Epoch 3, Reconstruction error per image = 8.900522\n", - "Epoch 4, Reconstruction error per image = 8.485637\n", - "Epoch 5, Reconstruction error per image = 8.187351\n", - "Epoch 6, Reconstruction error per image = 7.981121\n", - "Epoch 7, Reconstruction error per image = 7.825888\n", - "Epoch 8, Reconstruction error per image = 7.707948\n", - "Epoch 9, Reconstruction error per image = 7.589963\n" + "Epoch 0, Reconstruction error per image = 17.919702\n", + "Epoch 1, Reconstruction error per image = 10.966256\n", + "Epoch 2, Reconstruction error per image = 9.598818\n", + "Epoch 3, Reconstruction error per image = 8.899601\n", + "Epoch 4, Reconstruction error per image = 8.476742\n", + "Epoch 5, Reconstruction error per image = 8.188001\n", + "Epoch 6, Reconstruction error per image = 7.974924\n", + "Epoch 7, Reconstruction error per image = 7.822625\n", + "Epoch 8, Reconstruction error per image = 7.691377\n", + "Epoch 9, Reconstruction error per image = 7.588384\n" ] }, { "data": { - "image/png": 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