{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Process Regression\n", "\n", "In this notebook we will go over a basic example of how to use Squidward for Gaussian process (GP) regression. This is not a tutorial on how GP regression works or should be done; it is merely an example of how to use Squidward for a simple regression problem.\n", "\n", "We'll begin by importing the packages needed to go through these examples!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# model with Squidward\n", "from squidward.kernels import distance, kernel_base\n", "from squidward import gpr, validation\n", "\n", "# useful visualization functions\n", "import gp_viz\n", "\n", "# generate example data\n", "import numpy as np\n", "\n", "# plot example data\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1D Regression Example\n", "\n", "To demonstrate regression with squidward we will use a very simple one dimensional regression example. Here we generate a simple 1D train set, fit a GP to that data, and display the mean and variance of our predictions in an easy to interpret plot." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# generate noisy samples for dataset\n", "samples = 100\n", "\n", "# train data\n", "x_train = np.random.uniform(-15,15,samples)\n", "noise = np.random.normal(0,350,samples)\n", "y_train = (1-x_train)**3-(1-x_train)**2+100+noise\n", "\n", "# test data\n", "x_test = np.random.uniform(-15,15,samples)\n", "noise = np.random.normal(0,350,samples)\n", "y_test = (1-x_test)**3-(1-x_test)**2+100+noise\n", "\n", "# generate noiseless data to plot true mean\n", "x_true = np.linspace(-15,15,1000)\n", "y_true = (1-x_true)**3-(1-x_true)**2+100" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot example dataset\n", "plt.figure(figsize=(20,5))\n", "plt.title('1D GP Regression Example Dataset')\n", "plt.scatter(x_train,y_train,label='Train Data', c='c')\n", "plt.scatter(x_test,y_test,label='Test Data', c='r')\n", "plt.plot(x_true,y_true,label='True Mean of Data Generating Distribution', c='k')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# define the distance function used by the kernel\n", "# for this example we use the radial basis function\n", "# you can use one of the default distance functions \n", "# supported by squidward (like RBF) or supply your own \n", "# distance function (as long as it results in a positive\n", "# semi-definite kernel)\n", "d = distance.RBF(5.0,10000.0**2)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# the kernel base class takes the distance measure of choice\n", "# as well as the method for evaluating the kernel (the default\n", "# is k1 which is analogous to the scipy.distance.cdit fuction v1.2.0)\n", "kernel = kernel_base.Kernel(d, 'k1')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# the model is instantiated with the kernel\n", "# object as well as a likelihood variance (equivalent\n", "# of a white noise kernel to model data noise)\n", "# there is also a variety of choices for matrix\n", "# inversion methods that trade of numeric stability and speed\n", "model = gpr.GaussianProcessInversion(kernel=kernel, var_l=1050**2, inv_method='solve', show_warnings=False)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# generate data to plot prior of model\n", "x = np.linspace(-15,15,100)\n", "\n", "# pull parameters of the prior distribution\n", "mean, var = model.prior_predict(x)\n", "\n", "# plot prior of model\n", "plt.figure(figsize=(20,10))\n", "plt.title(\"GP Prior Distribution\")\n", "gp_viz.regression.plot_1d(x,mean,var[:,0])\n", "plt.scatter(x_train,y_train,label='Train Data', c='c')\n", "plt.scatter(x_test,y_test,label='Test Data', c='r')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# generate data to plot prior samples of model\n", "x = np.linspace(-15,15,100)\n", "\n", "# plot posterior of the model\n", "plt.figure(figsize=(20,10))\n", "plt.title(\"Sample GP Prior Distribution\")\n", "for i in range(10):\n", " sample = model.prior_sample(x)\n", " plt.plot(x, sample, label='Prior Sample')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# the model object is largely inspired by the\n", "# scikitlearn interface\n", "# simply call fit to \"train\" the model\n", "model.fit(x_train,y_train)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# generate data to plot posterior of model\n", "x = np.linspace(-15,15,100)\n", "\n", "# pull the parameters of the posterior distribution\n", "mean, var = model.posterior_predict(x)\n", "\n", "# plot posterior of model\n", "plt.figure(figsize=(20,10))\n", "plt.title(\"GP Posterior Distribution\")\n", "gp_viz.regression.plot_1d(x,mean,var[:,0])\n", "plt.scatter(x_train,y_train,label='Train Data', c='c')\n", "plt.scatter(x_test,y_test,label='Test Data', c='r')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train RMSE: 319.70145133317754\n", "Test RMSE: 390.31184189505524\n" ] } ], "source": [ "# do basic regression validation\n", "\n", "mean, var = model.posterior_predict(x_train)\n", "train_acc = validation.rmse(mean,y_train)\n", "\n", "mean, var = model.posterior_predict(x_test)\n", "test_acc = validation.rmse(mean,y_test)\n", "\n", "print(\"Train RMSE: {}\\nTest RMSE: {}\".format(train_acc,test_acc))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-15,15,100)\n", "\n", "# plot posterior of model\n", "plt.figure(figsize=(20,10))\n", "plt.title(\"Sample GP Posterior Distribution\")\n", "for i in range(10):\n", " sample = model.posterior_sample(x)\n", " plt.plot(x, sample, label='Posterior Sample')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Prior and Posterior Predictive**\n", "\n", "We can also draw samples from the prior and posterior predictives. Examples of how to do this for the model specified above are shown below." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-15,15,100)\n", "\n", "plt.figure(figsize=(10, 4))\n", "plt.title(\"Prior Predictive Samples\")\n", "\n", "for i in range(10):\n", "\n", " # draw a sample from the prior\n", " prior_sample = model.prior_sample(x)\n", "\n", " # add likelihood noise \n", " liklihood_noise = model.var_l * np.ones(100)\n", " liklihood_noise = np.diag(liklihood_noise)\n", " prior_predictive_sample = np.random.multivariate_normal(mean=prior_sample, cov=liklihood_noise, size=1)\n", "\n", " plt.scatter(x, prior_predictive_sample)\n", " \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-15,15,100)\n", "\n", "plt.figure(figsize=(10, 4))\n", "plt.title(\"Posterior Predictive Samples\")\n", "\n", "for i in range(10):\n", "\n", " # draw a sample from the prior\n", " posterior_sample = model.posterior_sample(x)\n", "\n", " # add likelihood noise \n", " liklihood_noise = model.var_l * np.ones(100)\n", " liklihood_noise = np.diag(liklihood_noise)\n", " posterior_predictive_sample = np.random.multivariate_normal(mean=posterior_sample, cov=liklihood_noise, size=1)\n", "\n", " plt.scatter(x, posterior_predictive_sample)\n", " \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "squidward_env", "language": "python", "name": "squidward_env" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }