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Server at mx1-lw-eu.apache.org) with SMTP id 60DEE5FC2A for ; Fri, 2 Dec 2016 05:14:20 +0000 (UTC) Received: (qmail 48925 invoked by uid 99); 2 Dec 2016 05:13:04 -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, 02 Dec 2016 05:13:04 +0000 Received: by git1-us-west.apache.org (ASF Mail Server at git1-us-west.apache.org, from userid 33) id 59FE1ED312; Fri, 2 Dec 2016 05:13:04 +0000 (UTC) Content-Type: text/plain; charset="us-ascii" MIME-Version: 1.0 Content-Transfer-Encoding: 7bit From: wangsh@apache.org To: commits@singa.incubator.apache.org Date: Fri, 02 Dec 2016 05:13:07 -0000 Message-Id: <3422b4d2b3ab4e2ea2eaf64e5266acd1@git.apache.org> In-Reply-To: <8bd2d61ebab7407293c6e0da31b0ee61@git.apache.org> References: <8bd2d61ebab7407293c6e0da31b0ee61@git.apache.org> X-Mailer: ASF-Git Admin Mailer Subject: [04/17] incubator-singa git commit: SINGA-268 Add IPython notebooks to the documentation archived-at: Fri, 02 Dec 2016 05:14:40 -0000 http://git-wip-us.apache.org/repos/asf/incubator-singa/blob/7da4455e/doc/notebook/mlp.ipynb ---------------------------------------------------------------------- diff --git a/doc/notebook/mlp.ipynb b/doc/notebook/mlp.ipynb new file mode 100755 index 0000000..0f0153b --- /dev/null +++ b/doc/notebook/mlp.ipynb @@ -0,0 +1,290 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# pls install PySinga before running the code\n", + "from singa import tensor\n", + "from singa import device\n", + "from singa import optimizer\n", + "from singa import loss\n", + "from singa import layer\n", + "from singa import initializer\n", + "from singa.proto.model_pb2 import kTrain\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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2d space\n", + "dat = np.array([[a,b] for (a, b) in zip(x, y)], dtype=np.float32)\n", + "label = []\n", + "posx, posy = [], []\n", + "negx, negy = [], []\n", + "for (a, b) in zip(x, y): \n", + " if 5.0 * a + 1.0 < b:\n", + " l = 0\n", + " negx.append(a)\n", + " negy.append(b)\n", + " else:\n", + " l = 1\n", + " posx.append(a)\n", + " posy.append(b)\n", + " label.append(l)\n", + " \n", + "label = np.asarray(label, dtype=np.int32)\n", + "\n", + "#plot the training data and the boundary\n", + "plt.plot(x_tr, y_tr, '--k', label='truth line')\n", + "plt.legend(loc='best')\n", + "plt.plot(posx, posy, 'ro', ms=7)\n", + "plt.plot(negx, negy, 'bo', ms=7)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2L, 2L) (2L,)\n" + ] + } + ], + "source": [ + "\n", + "\n", + "tdat = tensor.from_numpy(dat)\n", + "tlbl = tensor.from_numpy(label)\n", + "# create layers\n", + "layer.engine = 'singacpp'\n", + "dense = layer.Dense('dense', 2, input_sample_shape=(2,))\n", + "p = dense.param_values()\n", + "print p[0].shape, p[1].shape\n", + "\n", + "# init parameters\n", + "p[0].gaussian(0, 0.1)\n", + "p[1].set_value(0)\n", + "\n", + "# setup optimizer and loss func\n", + "opt = optimizer.SGD(lr=0.03)\n", + "lossfunc = loss.SoftmaxCrossEntropy()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.704925477505\n", + "0.466226756573\n", + "0.39766433835\n", + "0.352448284626\n", + "0.320274919271\n", + "0.296036958694\n" + ] + }, + { + "data": { + "image/png": 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