From 9f0aca06940bc74189c9f1ffce007a938f9cf7fa Mon Sep 17 00:00:00 2001 From: Jeffrey Ling Date: Thu, 10 Dec 2015 15:56:07 -0500 Subject: [PATCH] updates notebook --- TempConv.ipynb | 188 +++++++++++++++++++++++++------------------------ TempConv.pdf | Bin 0 -> 164627 bytes 2 files changed, 95 insertions(+), 93 deletions(-) create mode 100644 TempConv.pdf diff --git a/TempConv.ipynb b/TempConv.ipynb index d7b1d24..43e0470 100644 --- a/TempConv.ipynb +++ b/TempConv.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -163,7 +163,7 @@ "collapsed": true }, "source": [ - "The output of the above gives us our feature map $[\\widehat{\\mathbf{c_1}}, \\widehat{\\mathbf{c_2}}, \\ldots, \\widehat{\\mathbf{c_{d'}}}]$. Finally we add a logistic regression layer (with dropout) for predicting the sentiment from this vector of features." + "The output of the above gives us our feature map $[\\widehat{\\mathbf{c_1}}, \\widehat{\\mathbf{c_2}}, \\ldots, \\widehat{\\mathbf{c_{d'}}}]$. Finally we add a logistic regression layer for predicting the sentiment from this vector of features." ] }, { @@ -176,7 +176,6 @@ "source": [ "logistic = nn.Sequential()\n", "\n", - "logistic:add(nn.Dropout(0.5))\n", "logistic:add(nn.Linear(nd, nY))\n", "logistic:add(nn.LogSoftMax())\n", "\n", @@ -200,10 +199,10 @@ { "data": { "text/plain": [ - "-1.2024 -0.3573\n", - "-0.6194 -0.7727\n", - "-2.2890 -0.1069\n", - "-2.4340 -0.0918\n", + "-0.6319 -0.7584\n", + "-0.5740 -0.8285\n", + "-0.6088 -0.7853\n", + "-0.7404 -0.6481\n", "[torch.DoubleTensor of size 4x2]\n", "\n" ] @@ -221,8 +220,31 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As expected, we get (log) prediction probabilities for 2 classes for each input.\n", - "\n", + "As expected, we get (log) prediction probabilities for 2 classes for each input." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Include a negative-log-likelihood criterion:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "criterion = nn.ClassNLLCriterion()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "We can also implement these modules on GPUs. Specifically, we include the `cudnn` package, which has some GPU optimized versions of some of the above modules. One thing that requires modification is the convolution step - `cudnn` has no built in `TemporalConvolution` module, so we have to adapt the `SpatialConvolution` by reshaping our feature map matrix.\n", "\n", "Here's the full implementation on `cudnn` (using batch mode):" @@ -245,10 +267,11 @@ "\n", "nd = 10\n", "h = 3\n", + "S = 10\n", "conv = nn.Sequential()\n", - "conv:add(nn.Reshape(1, nV, d, false))\n", + "conv:add(nn.Reshape(1, S, d, false))\n", "conv:add(cudnn.SpatialConvolution(1, nd, d, h))\n", - "conv:add(nn.Reshape(nd, nV-h+1, false))\n", + "conv:add(nn.Reshape(nd, S-h+1, false))\n", "conv:add(cudnn.ReLU())\n", "conv:add(nn.Max(3))\n", "\n", @@ -256,59 +279,35 @@ "\n", "logistic = nn.Sequential()\n", "\n", - "dropout_p = 0.5\n", - "logistic:add(nn.Dropout(0.5))\n", "logistic:add(nn.Linear(nd, nY))\n", "logistic:add(cudnn.LogSoftMax())\n", "\n", "cudnn_model:add(logistic)\n", "\n", + "criterion = nn.ClassNLLCriterion()\n", + "\n", "-- Move to GPU\n", - "cudnn_model:cuda()" + "cudnn_model:cuda()\n", + "criterion:cuda()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Include a negative-log-likelihood criterion:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "criterion = nn.ClassNLLCriterion()" + "## Training" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Training" + "We perform training with `adadelta`. In each epoch, we create a closure that returns the gradient updates." ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -316,62 +315,65 @@ { "data": { "text/plain": [ - " 1 1 1 2 3 4 7 1 1 1\n", - " 1 1 1 5 8 4 7 1 1 1\n", - " 1 1 1 9 8 4 7 1 1 1\n", - " 1 1 1 6 8 4 7 1 1 1\n", - "[torch.DoubleTensor of size 4x10]\n", - "\n", - " 1\n", - " 2\n", - " 2\n", - " 2\n", - "[torch.DoubleTensor of size 4]\n", - "\n" + "Epoch:\t1\t1.0637046591443\t\n", + "Epoch:\t2\t0.92574699271742\t\n", + "Epoch:\t3\t0.80757029787584\t\n" ] }, - "execution_count": 16, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" - } - ], - "source": [ - "print(X, y)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, + { + "data": { + "text/plain": [ + "Epoch:\t4\t0.70017095481893\t\n", + "Epoch:\t5\t0.62009300393375\t\n", + "Epoch:\t6\t0.53988474604789\t\n", + "Epoch:\t7\t0.48039989542535\t\n" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "Epoch:\t8\t0.42860197930536\t\n", + "Epoch:\t9\t0.38423555419475\t\n", + "Epoch:\t10\t0.34843210201123\t\n", + "Epoch:\t11\t0.31601698906774\t\n", + "Epoch:\t12\t0.29034451988978\t\n" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "Epoch:\t13\t0.26565687644075\t\n", + "Epoch:\t14\t0.24537762059148\t\n", + "Epoch:\t15\t0.22573977925808\t\n", + "Epoch:\t16\t0.20809219151101\t\n", + "Epoch:\t17\t0.19274937869357\t\n" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { "text/plain": [ - "Epoch:\t1\t1.2071026258965\t\n", - "Epoch:\t2\t0.55329548576161\t\n", - "Epoch:\t3\t1.0799819021057\t\n", - "Epoch:\t4\t0.60753844090924\t\n", - "Epoch:\t5\t0.5422639899197\t\n", - "Epoch:\t6\t0.85666510359066\t\n", - "Epoch:\t7\t0.46099172270831\t\n", - "Epoch:\t8\t0.44800228949465\t\n", - "Epoch:\t9\t0.74064167750147\t\n", - "Epoch:\t10\t0.41474709839995\t\n", - "Epoch:\t11\t0.68156844923208\t\n", - "Epoch:\t12\t0.33358810087793\t\n", - "Epoch:\t13\t0.40544432852648\t\n", - "Epoch:\t14\t0.63637760405637\t\n", - "Epoch:\t15\t0.37222033442753\t\n", - "Epoch:\t16\t0.30155980691742\t\n", - "Epoch:\t17\t0.88969589482503\t\n", - "Epoch:\t18\t0.30856292827357\t\n", - "Epoch:\t19\t0.44125077919892\t\n", - "Epoch:\t20\t0.38404520878646\t\n" + "Epoch:\t18\t0.17790250866323\t\n", + "Epoch:\t19\t0.16478886826202\t\n", + "Epoch:\t20\t0.15308249381824\t\n" ] }, - "execution_count": 20, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -407,13 +409,13 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": { "collapsed": true }, - "outputs": [], - "source": [] + "source": [ + "Note that training error goes down after every epoch, as expected." + ] } ], "metadata": { diff --git a/TempConv.pdf b/TempConv.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1f2d7ddf1899b0f9ed121fe9d2044442cb960535 GIT binary patch literal 164627 zcma&NQ;;sewyjyV?W(_Q+qP}nwr#JnxyoE++qP}n)jK-w?U#Kb`s7n)6qx*V94f{hSy-2S&0~l9E`1rczIzMWXWC!E9ajm1{u*r_*KU;^if$3GxnY84#rr%;O_E{e> zaHd`&UZ~kjr&d^XZvFN2P6T)uLu545UTug)sX*_NY|iENfSsxp7JJh}+vs zU+ez`x`E>g9Nbb$w}Ru$8%U?%vc~YFrSwO%{< zgyyF!&be_SMzunVq9S!X@+xw!F+vT`RO@LzbcGs8J;q%OV?NF{5jH@K&}_C!)Uy2$ ziGm4K=nd99JdDn-A&&Wm`&At-m1Ntj6kPzxfd;TGb=o*ea$fsM6 z6w^lu%aC@ff23#?ZB`tliUX^9UGxeb(7S#dLgWt01+-B=bM+)(|HBO>+yt)$kjg=11^TeuAm6MxwO&wu&OR2( z3h00rR%dvD!C?+cz(FDx^Us2R3Q=~!qhB^5^nY3^V(Qph`;mFOMdsaMt6;2V5U%Ol z%>{dTU2GqAwRehli9s-`CU+&+8Uhn#C9&EOSBkY#)!qIR>#8dtuJeY3^Fn-78GoDR zX{iAl%Pt@w4ZMjaQL` z_aK(n=&2b(&StJjGh~C}7kVWexyC#?NI4mk$_{pJkmsl3%Es1?*n2HK$CPj$5B{V- z%I6IHzLh*|NN76d+dppA7k^wL(+iR(EZyXj^#PxUGqJ{m$ILIoqcmt_T@HNxXSaj% 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