{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "GP Regression with GPflow\n", "--\n", "\n", "*James Hensman, 2015, 2016*\n", "\n", "GP regression (with Gaussian noise) is the most straightforward GP model in GPflow. Because of the conjugacy of the latent process and the noise, the marginal likelihood $p(\\mathbf y\\,|\\,\\theta)$ can be computed exactly.\n", "\n", "This notebook shows how to build a GPR model, estimate the parameters $\\theta$ by both maximum likelihood and MCMC. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import GPflow\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "plt.style.use('ggplot')\n", "%matplotlib inline" ] }, { "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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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# build a very simple data set:\n", "N = 12\n", "X = np.random.rand(N,1)\n", "Y = np.sin(12*X) + 0.66*np.cos(25*X) + np.random.randn(N,1)*0.1 + 3\n", "plt.figure()\n", "plt.plot(X, Y, 'kx', mew=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maximum Likelihood estimation\n", "--" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#build the GPR object\n", "k = GPflow.kernels.Matern52(1, lengthscales=0.3)\n", "meanf = GPflow.mean_functions.Linear(1,0)\n", "m = GPflow.gpr.GPR(X, Y, k, meanf)\n", "m.likelihood.variance = 0.01" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Here are the parameters before optimization\n" ] }, { "data": { "text/html": [ "
Namevaluespriorconstraint
model.mean_function.A[[ 1.]]None(none)
model.mean_function.b[ 0.]None(none)
model.kern.variance[ 1.]None+ve
model.kern.lengthscales[ 0.3]None+ve
model.likelihood.variance[ 0.01]None+ve
" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print \"Here are the parameters before optimization\"\n", "m" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "compiling tensorflow function...\n", "done\n", "optimization terminated, setting model state\n", "Here are the parameters after optimization\n" ] }, { "data": { "text/html": [ "
Namevaluespriorconstraint
model.mean_function.A[[-1.36089912]]None(none)
model.mean_function.b[ 3.52711172]None(none)
model.kern.variance[ 0.75930746]None+ve
model.kern.lengthscales[ 0.0851984]None+ve
model.likelihood.variance[ 1.00023469e-06]None+ve
" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m.optimize()\n", "print \"Here are the parameters after optimization\"\n", "m" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Yj9atGzJ6dJTbFgp37dJz8mTZxyoshMcfj8BuV/HQQ3kli+XHj2u5+eYYpk27mLRVKnj1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\nPSYaYKYsywm1HWdFJEmaDwwBUmRZblvBbXz5s1t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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot!\n", "xx = np.linspace(-0.1, 1.1, 100)[:,None]\n", "mean, var = m.predict_y(xx)\n", "plt.figure()\n", "plt.plot(X, Y, 'kx', mew=2)\n", "plt.plot(xx, mean, 'b', lw=2)\n", "plt.plot(xx, mean + 2*np.sqrt(var), 'b--', xx, mean - 2*np.sqrt(var), 'b--', lw=1.2)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MCMC\n", "--\n", "First, we'll set come priors on the kernel parameters, then we'll run mcmc and see how much posterior uncertainty there is in the parameters." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
Namevaluespriorconstraint
model.mean_function.A[[-1.36089912]]N([ 0.],[ 10.])(none)
model.mean_function.b[ 3.52711172]N([ 0.],[ 10.])(none)
model.kern.variance[ 0.75930746]Ga([ 1.],[ 1.])+ve
model.kern.lengthscales[ 0.0851984]Ga([ 1.],[ 1.])+ve
model.likelihood.variance[ 1.00023469e-06]Ga([ 1.],[ 1.])+ve
" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#we'll choose rather arbitrary priors. \n", "m.kern.lengthscales.prior = GPflow.priors.Gamma(1., 1.)\n", "m.kern.variance.prior = GPflow.priors.Gamma(1., 1.)\n", "m.likelihood.variance.prior = GPflow.priors.Gamma(1., 1.)\n", "m.mean_function.A.prior = GPflow.priors.Gaussian(0., 10.)\n", "m.mean_function.b.prior = GPflow.priors.Gaussian(0., 10.)\n", "m" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "compiling tensorflow function...\n", "done\n", "Iteration: 100 \t Acc Rate: 82.0 %\n", "Iteration: 200 \t Acc Rate: 92.0 %\n", "Iteration: 300 \t Acc Rate: 90.0 %\n", "Iteration: 400 \t Acc Rate: 94.0 %\n", "Iteration: 500 \t Acc Rate: 94.0 %\n" ] } ], "source": [ "samples = m.sample(500, epsilon=0.2, verbose=1)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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T2B6hVBav1ZTfriiVVXm5N8rdq8uxmw18dmMvX39pgOsWuNnvm36NEhmFo/4U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\ns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3B3duAyTeRvvZ/0Ax9D//E+3G97N9ZPv87r/vBThJtqz25LsMC5aIHZTIn+tjAex9IJ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euyD/vkIld2mMJvEkKzsSePNUSMIt0NDSyfETp3Fdl9HR0Zqsk2xlKaIVRnBKI3lcNYpRGKmt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\nQWxzsG96az1/K2n3ePFDqCVPDnRu3C2xk+E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" ], "text/plain": [ " model.mean_function.A model.mean_function.b model.kern.variance \\\n", "0 -1.36089912331 3.52711171598 0.759307458159 \n", "1 -1.36089912331 3.52711171598 0.759307458159 \n", "2 -1.36089912331 3.52711171598 0.759307458159 \n", "3 -1.36089912331 3.52711171598 0.759307458159 \n", "4 -1.56422793288 3.27643324539 1.20430632387 \n", "\n", " model.kern.lengthscales model.likelihood.variance \n", "0 0.0851983991802 1.00023469293e-06 \n", "1 0.0851983991802 1.00023469293e-06 \n", "2 0.0851983991802 1.00023469293e-06 \n", "3 0.0851983991802 1.00023469293e-06 \n", "4 0.0981570628024 1.00040859538e-06 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# convert the samples into a nice DataFrame\n", "sample_df = m.get_samples_df(samples)\n", "sample_df.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NFAuFDH8GHBq3cWqp2vUcbdhreOBgHsVCAXfP5nDNBI5Mt77WpcBkMY98Po3Z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\nls6nxHkyiUQWQOM7Udrx7yiwFrDIHCAClA/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s1phddpQBOwQMueo1q8hlq2/CAPBSEZqb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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make a more informative plot\n", "plt.figure(figsize=(16, 4))\n", "for lab, s in sample_df.iteritems():\n", " plt.plot(s, label=lab)\n", "plt.legend(loc=0)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(-0.10000000000000001, 1.1000000000000001)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KBY0b1Iov+mh98lA1+HgHA4tipAno7gRVfVRUbaRyGa13VIUEFAUYGkzzvYux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cLHojxvQWBM9f/7vrlm+L36fZ7fuX2JREVM2owt76DJbSMo2zMbv20Z94vmEM89mIu6HnY0q2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot the function posterior\n", "plt.figure(figsize=(12, 6))\n", "\n", "for i, s in sample_df.iterrows():\n", " m.set_parameter_dict(s)\n", " f = m.predict_f_samples(xx, 1)\n", " plt.plot(xx, f[0,:,:], lw=2, alpha = 0.05)\n", " \n", "plt.plot(X, Y, 'kx', mew=2)\n", "plt.xlim(xx.min(), xx.max())" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tY8zPWmt/c+NzjDFvA3YqYywe0Z5V2S+87PtsVC5uUSgUcF2Xqakp5ufnWVlZ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\nuxePx0M0GsXhcCzLJCj0eeV8trl6nl8zKghbHbP2yRRXly5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axs = plt.subplots(1,3, figsize=(12,4), tight_layout=True)\n", "\n", "axs[0].plot(sample_df['model.likelihood.variance'],\n", " sample_df['model.kern.variance'], 'k.', alpha = 0.15)\n", "axs[0].set_xlabel('noise_variance')\n", "axs[0].set_ylabel('signal_variance')\n", "\n", "axs[1].plot(sample_df['model.likelihood.variance'],\n", " sample_df['model.kern.lengthscales'], 'k.', alpha = 0.15)\n", "axs[1].set_xlabel('noise_variance')\n", "axs[1].set_ylabel('lengthscale')\n", "\n", "axs[2].plot(sample_df['model.kern.lengthscales'],\n", " sample_df['model.kern.variance'], 'k.', alpha = 0.1)\n", "axs[2].set_xlabel('lengthscale')\n", "axs[2].set_ylabel('signal_variance')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }