{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Demonstration: Gaussian processes " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2016-03-02T07:57:16.457264", "start_time": "2016-03-02T07:57:16.443739" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "import numpy as np\n", "import scipy.stats as stats\n", "from scipy.stats import multivariate_normal as MVN\n", "import matplotlib.pyplot as plt\n", "import corner" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Gaussian processes as high-dimensional Gaussian distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A Gaussian process (GP) is a collection of random variables, $( Y_x )_{x\\geq 0}$ (labeled by a continuous index $x$) such that any finite number of such variables has a joint, multivariate Gaussian distribution. In fact, this implies that the GP is a continuous-time stochastic process although we use $x$ instead of $t$ as our index variable. \n", "\n", "We will typically consider any number $n=1, 2, \\ldots$ of indices with $0 \\leq x_1 < x_2, < \\ldots < x_n$.\n", "\n", "For any $n$, the GP is completely determined by its mean vector $\\boldsymbol{\\mu}$, with $\\mu_i = \\mathbb{E}(Y_i)$, and covariance matrix $\\boldsymbol{\\Sigma}$, with $\\Sigma_{ij} = \\text{Cov}(Y_i,Y_j)$, for $i,j \\in 1, \\ldots, n$ and $Y_k \\equiv Y(x_k)$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although a GP can formally involve any valid covariance matrix, we will restrict ourselves to positive covariances $\\Sigma_{ij}>0$. Furthermore, we will usually have correlations that become weaker with increasing distance in the index variable, i.e.,\n", "\n", "$$\n", "\\rho_{ij} < \\rho_{ik}, \\text{ for } x_i < x_j < x_k.\n", "$$\n", "\n", "(recall that $\\rho_{ij} = \\frac{\\Sigma_{ij}}{\\sigma_i \\sigma_j}$, where $\\sigma_i^2 = \\Sigma_{ii})$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Multivariate normal distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the set of random variables \n", "\n", "$$\n", "Y_1, Y_2, \\ldots, Y_k.\n", "$$\n", "\n", "These have a multivariate normal (Gaussian) distribution if the linear combination\n", "\n", "$$\n", "Z = a_1 Y_1 + a_2 Y_2 + \\ldots + a_k Y_k\n", "$$\n", "\n", "has a univariate normal distribution for all real numbers $(a_1, a_2, \\ldots, a_k)$. The multivariate normal distribution is completely specified by the mean vector $\\boldsymbol{\\mu}$ and the covariance matrix $\\boldsymbol{\\Sigma}$. In fact, the random variable $Z \\sim \\mathcal{N}(\\mu_Z,\\sigma_Z^2)$ with \n", "\n", "\\begin{align*}\n", "\\mu_Z &= \\sum_{i=1}^k a_i \\mu_i \\\\\n", "\\sigma_Z^2 &= \\sum_{i,j=1}^k a_i a_j \\Sigma_{i.j}\n", "\\end{align*}" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def randomCovarianceMatrix(D, noise=0.001):\n", " \"\"\"\n", " Generate a random covariance matrix.\n", "\n", " Makes sure that it is symmetric and positive, semidefinite. \n", " Increasing variances along diagonal.\n", " All correlations are positive\n", "\n", " Args:\n", " D: int, number of dimensions\n", " noise: float, white noise along diagonal\n", "\n", " Returns:\n", " ndarray of shape (D,D)\n", " \"\"\"\n", " # Shape (D,1) array of sorted, uniformly [0,1] distributed random numbers\n", " tmp = np.sort(np.random.rand(D))[:,None]\n", " # Symmetric, shape (D,5) array\n", " tmp2 = tmp**np.arange(5)\n", " # Shape (D,D) array\n", " covarianceMatrix = 2.*np.dot(tmp2,tmp2.T) + noise*np.eye(D)\n", " assert np.all(np.linalg.eigvals(covarianceMatrix) > 0), \"The matrix is not positive semidefinite\"\n", " return covarianceMatrix" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Generate a D-dimensional random mean vector and covariance matrix\n", "D = 4\n", "muMV = np.random.rand(D)\n", "SigmaMV = randomCovarianceMatrix(D)\n", "# and collect N samples\n", "N = 10000\n", "Y = MVN(mean=muMV, cov=SigmaMV).rvs(size=N)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "stdMV = np.sqrt(np.diag(SigmaMV))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Corner plot with samples from bi- and univariate marginals.\n", "# Note that corner shows a histogram and iso-probability contours in the densest region (and samples outside)\n", "corner.corner(Y,labels=[rf'$y_{i+1}$' for i in range(D)],truths=muMV,show_titles=True,plot_contours=True,);" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# A linear combination Z = \\sum_i a_i Y_i should have a univariate random distribution\n", "# Create random amplitudes in [-5,5]\n", "a = -5. + 10.*np.random.rand(D,1)\n", "# and the linear combination\n", "Z = np.dot(Y,a)\n", "# with mean and variance\n", "muZ = np.dot(muMV,a)\n", "varZ = np.dot(np.dot(a.T,SigmaMV),a)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the histogram of samples together with the analytical distribution\n", "fig,ax = plt.subplots(1,1)\n", "ax.hist(Z,bins=100,density=True)\n", "Zrange = np.linspace(min(Z), max(Z), 1000)\n", "Zdist = stats.norm(loc=muZ,scale=np.sqrt(varZ))\n", "ax.plot(Zrange,Zdist.pdf(Zrange),'r--')\n", "ax.set_title(rf'$\\mu_Z = {muZ.flatten()[0]:.1f}$, $\\sigma_Z = {np.sqrt(varZ.flatten()[0]):.1f}$')\n", "ax.set_xlabel(r'$z$')\n", "ax.set_ylabel(r'pdf($z$)');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Sampling and plotting multivariate Gaussians" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first define some plotting functions that we'll use later. \n", "Adapted partly from a tutorial by [Andreas Damianou](http://adamian.github.io/talks/Brown2016.html) (2016)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def plot_Gaussian_contours(x,y,mu,cov,N=100):\n", " \"\"\"\n", " Plot contours of a 2D multivariate Gaussian based on N points. Given points x and y are \n", " given for the limits of the contours\n", " \"\"\"\n", " X, Y = np.meshgrid(np.linspace(x.min()-0.3,x.max()+0.3,100), np.linspace(y.min()-0.3,y.max()+0.3,N))\n", " dist = MVN(mu, cov)\n", " Z = dist.pdf(np.dstack((X,Y)))\n", " plt.contour(X,Y,Z,levels=3)\n", " plt.xlabel(r'$y_1$')\n", " plt.ylabel(r'$y_2$')\n", "\n", "def plot_sample_dimensions(samples, colors=None, markers=None, ms=10):\n", " \"\"\"\n", " Given a set of samples from a bivariate Gaussian, plot them, but instead of plotting them\n", " y1 vs y2, plot them as [y1 y2] vs ['1', '2']\n", " \"\"\"\n", " N = samples.shape[0]\n", " D = samples.shape[1]\n", " \n", " t=np.array(range(1,D+1))\n", "\n", " for i in np.arange(N):\n", " if colors is None and markers is None:\n", " plt.plot(t,samples[i,:], '-o',ms=ms)\n", " elif colors is None:\n", " plt.plot(t,samples[i,:], '-',marker=markers[i],ms=ms)\n", " elif markers is None:\n", " plt.plot(t,samples[i,:], '-o',color=colors[i],ms=ms)\n", " else:\n", " plt.plot(t,samples[i,:], '-',color=colors[i],marker=markers[i],ms=ms)\n", " plt.xlim([0.8,t[-1]+0.2])\n", " plt.ylim([samples.min()-0.3, samples.max()+0.3])\n", " plt.xlabel('d = {' + str(t) + '}')\n", " plt.ylabel(r'$y_d$')\n", " plt.gca().set_title(str(N) + ' samples from a bivariate Gaussian')\n", "\n", "\n", "def set_limits(samples):\n", " plt.xlim([samples[:,0].min()-0.3, samples[:,0].max()+0.3])\n", " plt.ylim([samples[:,1].min()-0.3, samples[:,1].max()+0.3])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Test two different ways of plotting a bivariate Gaussian." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colors = ['r','g','b','m','k']\n", "markers = ['p','d','o','v','<']\n", "\n", "N=5 # Number of samples\n", "mu = np.array([0,0]) # Mean of the 2D Gaussian\n", "sigma = np.array([[1, 0.5], [0.5, 1]]); # covariance of the Gaussian\n", "\n", "# Generate samples\n", "np.random.seed(10)\n", "samples = MVN(mean=mu,cov=sigma).rvs(size=N) \n", "\n", "f=plt.figure(figsize=(10,6)); \n", "ax1=plt.subplot(1, 2, 1,autoscale_on=True, aspect='equal')\n", "#set_limits(samples)\n", "plot_Gaussian_contours(samples[:,0],samples[:,1],mu,sigma)\n", "\n", "# Plot samples\n", "for i in np.arange(N):\n", " ax1.plot(samples[i,0],samples[i,1], color=colors[i], marker=markers[i],ms=10)\n", "ax1.set_title(f'{N} samples of a bivariate Gaussian.')\n", "\n", "ax2=plt.subplot(1, 2, 2,autoscale_on=True)#, aspect='equal')\n", "ax2.set_xticks([1,2])\n", "plot_sample_dimensions(samples=samples, colors=colors, markers=markers)\n", "\n", "f.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Repeat as before, but now we'll plot many samples from two kinds of Gaussians: one which with strongly correlated dimensions and one with weak correlations" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot with contours. Compare a correlated vs almost uncorrelated Gaussian\n", "\n", "sigmaUncor = np.array([[1, 0.02], [0.02, 1]]);\n", "sigmaCor = np.array([[1, 0.95], [0.95, 1]]);\n", "\n", "f=plt.figure(figsize=(12,12)); \n", "\n", "ax=plt.subplot(1, 2, 1); ax.set_aspect('equal')\n", "samplesUncor=MVN(mean=mu,cov=sigmaUncor).rvs(size=200)\n", "plot_Gaussian_contours(samplesUncor[:,0],samplesUncor[:,1], mu, sigmaUncor)\n", "ax.plot(samplesUncor[:,0],samplesUncor[:,1], 'r.')\n", "ax.set_title('Weakly correlated Gaussian')\n", "\n", "ax=plt.subplot(1, 2, 2); ax.set_aspect('equal')\n", "samplesCor=MVN(mean=mu,cov=sigmaCor).rvs(size=200)\n", "plot_Gaussian_contours(samplesCor[:,0],samplesCor[:,1], mu, sigmaCor)\n", "ax.plot(samplesCor[:,0],samplesCor[:,1], 'r.')\n", "ax.set_title('Stongly correlated Gaussian');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "But let's plot them as before dimension-wise...\n", "\n", "> Which one is which?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "code_folding": [ 7 ], "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f=plt.figure(figsize=(12,4)); \n", "perm = np.random.permutation(samplesUncor.shape[0])[0::14]\n", "\n", "ax1=plt.subplot(1, 2, 2); ax1.set_aspect('auto')\n", "plot_sample_dimensions(samplesUncor[perm,:])\n", "ax2=plt.subplot(1, 2, 1,sharey=ax1); ax2.set_aspect('auto')\n", "plot_sample_dimensions(samplesCor[perm,:])\n", "if False:\n", " ax1.set_title('Weakly correlated');\n", " ax2.set_title('Strongly correlated')\n", "for ax in [ax1,ax2]:\n", " ax.set_xticks([1,2])\n", "plt.ylim([samplesUncor.min()-0.3, samplesUncor.max()+0.3]);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "* The strongly correlated Gaussian gives more \"horizontal\" lines in the dimension-wise plot.\n", "\n", "* More importantly, by using the dimension-wise plot, we are able to plot Gaussians which have more than two dimensions. Below we plot N samples from a D=8-dimensional Gaussian. \n", "\n", "* Because I don't want to write down the full 8x8 covariance matrix, I define a \"random\" one through a mathematical procedure that is guaranteed to give me back a positive definite and symmetric matrix (i.e. a valid covariance). More on this later." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Covariance matrix:\n", "[[2.02 2.09 2.12 2.15 2.16 2.17 2.19 2.21]\n", " [2.09 2.45 2.69 2.89 2.98 3.07 3.27 3.42]\n", " [2.12 2.69 3.1 3.48 3.66 3.83 4.23 4.55]\n", " [2.15 2.89 3.48 4.05 4.33 4.59 5.22 5.73]\n", " [2.16 2.98 3.66 4.33 4.65 4.96 5.72 6.33]\n", " [2.17 3.07 3.83 4.59 4.96 5.32 6.19 6.9 ]\n", " [2.19 3.27 4.23 5.22 5.72 6.19 7.38 8.35]\n", " [2.21 3.42 4.55 5.73 6.33 6.9 8.35 9.54]]\n", "Eigenvalues all larger than zero\n", "[35.57 2.75 0.19 0. 0. 0. 0. 0. ]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N=5\n", "D = 8\n", "mu = np.zeros(D)\n", "\n", "# Generate a random covariance matrix\n", "sigma = randomCovarianceMatrix(D) \n", "\n", "with np.printoptions(precision=2, suppress=True):\n", " print('Covariance matrix:')\n", " print(sigma)\n", " print('Eigenvalues all larger than zero')\n", " print(np.linalg.eigvals(sigma))\n", "\n", "samples = MVN(mean=mu,cov=sigma).rvs(size=N)\n", "\n", "fig,ax = plt.subplots(1,1,figsize=(6,4))\n", "for i in np.arange(N):\n", " ax.plot(np.arange(D)+1,samples[i,:], '-o')\n", "\n", "ax.set_ylabel(r'$y_i$')\n", "ax.set_xlabel(r'$i$')\n", "ax.set_title(f'{N} samples of a {D} dimensional Gaussian');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Taking this even further, we can plot samples from a 200-dimensional Gaussian in the dimension-wise plot. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N=5\n", "D = 200\n", "mu = np.zeros(D)\n", "\n", "# Generate a random covariance matrix\n", "sigma = randomCovarianceMatrix(D) \n", "\n", "samples = MVN(mean=mu,cov=sigma).rvs(size=N)\n", "\n", "fig,ax = plt.subplots(1,1,figsize=(6,4))\n", "for i in np.arange(N):\n", " ax.plot(np.arange(D)+1,samples[i,:], '-')\n", "\n", "ax.set_ylabel(r'$y_i$')\n", "ax.set_xlabel(r'$i$')\n", "ax.set_title(f'{N} samples of a {D} dimensional Gaussian');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that each sample now starts looking like a \"smooth\" curve (notice that the random variables are highly correlated). This illustrates why a GP can be seen as an *infinite dimensional multivariate Gaussian* that can be used as a *prior over functions*." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Mean and covariance function\n", "\n", "Similarly to how a D-dimensional Gaussian is parameterized by its mean vector and its covariance matrix, a GP is parameterized by a mean *function* and a covariance *function*. These can be written as functions of the index variable $x$. We'll assume (without loss of generality) that the mean function is $\\mu(x) = \\mathbf{0}$. As for the covariance function, $C(x,x')$, it is a function that receives as input two locations $x,x'$ belonging to the input domain, i.e. $x,x' \\in \\mathcal{X}$, and returns the value of their co-variance.\n", "\n", "In this way, if we have a *finite* set of input locations we can evaluate the covariance function at every pair of locations and obtain a covariance matrix $\\mathbf{C}$. We write:\n", "\n", "$$\n", "\\mathbf{C} = C(\\mathbf{x}, \\mathbf{x}').\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Covariance functions, aka kernels\n", "\n", "We saw above their role for creating covariance matrices from training inputs, thereby allowing us to work with a finite domain when it is potentially infinite.\n", "\n", "We'll see below that the covariance function is what encodes our assumption about the GP. By selecting a covariance function, we are making implicit assumptions about the shape of the function we wish to encode with the GP, for example how smooth it is.\n", "\n", "Even if the covariance function has a parametric form, combined with the GP it gives us a nonparametric model. In other words, the covariance function is specifying the general properties of the GP function we wish to encode, and not a specific parametric form for it.\n", "\n", "Below we define two very common covariance functions: The RBF (also known as Exponentiated Quadratic or Gaussian kernel) which is differentiable infinitely many times (hence, very smooth),\n", "\n", "$$\n", "C_\\mathrm{RBF}(\\mathbf{x}_{i},\\mathbf{x}_{j}) = \\sigma_f^2 \\exp \\left( -\\frac{1}{2\\ell^2} \\sum_{q=1}^Q (x_{i,q} - x_{j,q})^2\\right)\n", "$$\n", "\n", "where $Q$ denotes the dimensionality of the input space. Its parameters are: the *lengthscale*, $\\ell$ and the signal variance $\\sigma_f^2$. We also note that this kernel is *stationary*, meaning that it only depends on the distance $\\left| \\mathbf{x}_{i} - \\mathbf{x}_{j} \\right|$. \n", "\n", "There are many other kinds of kernels. An example of a non-stationary one is the linear kernel:\n", "\n", "$$\n", "C_\\mathrm{lin}(\\mathbf{x}_{i},\\mathbf{x}_{j}) = \\sigma^2 \\mathbf{x}_{i}^T \\mathbf{x}_{j}\n", "$$\n", "\n", "Below, we will implement and investigate them." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### The RBF kernel (a.k.a Gaussian)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def RBFkernel(dX, alpha=np.array([1,1])):\n", " \"\"\"\n", " The stationary RBF kernel function for a one-dimension space. \n", " \n", " The distance matrix can be an arbitrarily shaped numpy array so make sure to\n", " use functions like `numpy.exp` for exponentiation.\n", " \n", " Args:\n", " dX: distance matrix. Array (N_row,N_col)\n", " alpha: List-like. Hyperparameters corresponding to [RBF signal variance, RBF correlation length].\n", " \n", " Returns:\n", " Kernel elements. Array with same shape as dX.\n", " \"\"\"\n", " RBF_variance = alpha[0]\n", " RBF_lengthscale = alpha[1]\n", " return RBF_variance * np.exp(-0.5*(dX/RBF_lengthscale)**2)\n", "\n", "def cov_RBF(X_row, X_col, alpha=np.array([1,1])):\n", " \"\"\"\n", " Construct the covariance matrix for input positions X_row x X_col\n", " \n", " Args:\n", " X_row: list-like, length N_row\n", " X_col: list_like, length N_col\n", " alpha: hyperparameters [RBF signal variance, RBF correlation length]\n", " \n", " Returns:\n", " Covariance matrix. Shape (N_row, N_col)\n", " \"\"\"\n", " N_row = len(X_row)\n", " X_row = np.array(X_row).reshape(N_row,1)\n", " N_col = len(X_col)\n", " X_col = np.array(X_col).reshape(N_col,1)\n", "\n", " X_row_tile = np.tile(X_row,N_col)\n", " # dX array is of shape (N_row, N_col)\n", " dX = X_col.T - X_row_tile\n", " \n", " return RBFkernel(dX, alpha=alpha)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given hyperparameters $\\boldsymbol{\\alpha}$, we plot the resulting covariance matrix and samples from a GP with this covariance function." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = np.sort(np.random.rand(400, 1) * 6 , axis=0)\n", "\n", "params_rbf = [0.005, 0.1, 1, 2, 5, 12]\n", "K = len(params_rbf)\n", "\n", "num_samples=5\n", "plt.figure(figsize=(12,12))\n", "j=1\n", "for i in range(K):\n", " plt.subplot(K,2,j)\n", " K_rbf = cov_RBF(X,X,alpha=np.array([1,params_rbf[i]]))\n", " plt.imshow(K_rbf)\n", " plt.colorbar()\n", " plt.gca().set_title(rf'RBF Cov. Matrix ($\\ell={params_rbf[i]}$)')\n", " \n", " plt.subplot(K,2,j+1)\n", " # Assume a GP with zero mean\n", " mu=np.zeros((1,K_rbf.shape[0]))[0,:]\n", " for s in range(num_samples):\n", " # nugget is a small white noise addition to the diagonal elements to ensure positive definiteness\n", " nugget = 1e-5*np.eye(K_rbf.shape[0])\n", " sample = np.random.multivariate_normal(mean=mu, cov=K_rbf+nugget)\n", " plt.plot(sample)\n", " plt.gca().set_title(rf'GP Samples from RBF ($\\ell={params_rbf[i]}$)')\n", " j+=2\n", " \n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Example: GP models for regression\n", "### No-core shell model $\\hbar\\omega$ dependence" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# import some NCSM data from\n", "# Phys. Rev. C 97, 034328 (2018)\n", "(E,Nmax,hw)=np.loadtxt('data/Li6E_NNLOopt_Nmax10.txt',unpack=True)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(nrows=1,ncols=1)\n", "ax.set_ylabel(r'$E$ (MeV)');\n", "ax.set_xlabel(r'$\\hbar\\omega$ (MeV)');\n", "ax.set_title(r'NCSM results for Li-6 energy with NNLOopt at $N_\\mathrm{max}=10$')\n", "ax.scatter(hw,E,s=10);" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# We will test our GP by training on every third data point and validate on the rest.\n", "xt = hw[::3, np.newaxis]\n", "yt = E[::3, np.newaxis]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Using GP regression functionality from sklearn\n", "import sklearn.gaussian_process as gp_sklearn\n", "# construct an RBF kernel with an initial guess for the hyperparameters\n", "kernel_RBF = gp_sklearn.kernels.ConstantKernel(5.0) * gp_sklearn.kernels.RBF(length_scale=10.0)\n", "# set up the GP regressor\n", "# - use the kernel function that we just defined\n", "# - training data normalized to mean=0, std=1 with `normalize_y=True` \n", "# - use a single start point (the initial guess) when optimizing the hyperparameters (see below)\n", "# - add a fixed white noise\n", "nugget = 1e-6\n", "gpr_sklearn = gp_sklearn.GaussianProcessRegressor(kernel=kernel_RBF, \\\n", " normalize_y=True, n_restarts_optimizer=0, alpha=nugget)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "k1 : 2.24**2\n", "k1__constant_value : 5.0\n", "k1__constant_value_bounds : (1e-05, 100000.0)\n", "k2 : RBF(length_scale=10)\n", "k2__length_scale : 10.0\n", "k2__length_scale_bounds : (1e-05, 100000.0)\n" ] } ], "source": [ "# print the initial guess and bounds for GP regressor hyperparameters\n", "params = kernel_RBF.get_params()\n", "for key in sorted(params): print(f\"{key} : {params[key]}\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " l = 15.329\n", " sigma_f = 1.384\n", "sigma_nu = 1e-06\n" ] } ], "source": [ "# Fit kernel hyperparameters\n", "gpr_sklearn.fit(xt, yt)\n", "\n", "# Extract and print the optimum values\n", "sigma_f_opt = np.sqrt(gpr_sklearn.kernel_.k1.get_params()['constant_value'])\n", "l_opt = gpr_sklearn.kernel_.k2.get_params()['length_scale'] \n", "print(f' l = {l_opt:.3f}')\n", "print(f' sigma_f = {sigma_f_opt:.3f}')\n", "print(f'sigma_nu = {nugget}')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Utility function for plotting a GP prediction with credible interval\n", "import scipy.stats as stats\n", "\n", "def GPplot(X_new, mu_new, cov_new, ax=None, credibility=0.95):\n", " \"\"\"\n", " Plot predictions of the GP regression model.\n", "\n", " Args:\n", " X_new: New input locations. List-like of length N_new.\n", " mu_new: GP regressor mean predictions. Array of shape (N_new,1).\n", " cov_new: GP regressor mean predictions. Array of shape (N_new, N_new).\n", " ax: Axes handle for plot. Will be created and returned if None. (default None)\n", " credibility: probability mass to include in the posterior prediction (float<1, default=0.95)\n", " \n", " Returns:\n", " Axes handle\n", " \"\"\"\n", " assert credibility < 1.\n", " assert credibility > 0.\n", " # Determine the width of the band\n", " bandwidth_factor = stats.norm.interval(credibility)[1]\n", " \n", " X_new = np.array(X_new).reshape(-1,1)\n", " \n", " credible_range_distance = bandwidth_factor * np.sqrt(np.diag(cov_new)).flatten()\n", "\n", " if ax is None:\n", " fig, ax = plt.subplots(1,1)\n", " ax.fill_between(X_new.flatten(), mu_new.flatten() + credible_range_distance, \\\n", " mu_new.flatten() - credible_range_distance, alpha=0.1)\n", " ax.plot(X_new, mu_new, label='Mean')\n", " \n", " return ax" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(8,6))\n", "# Compute posterior mean and covariance at points `xp`\n", "xp = hw[:, np.newaxis]\n", "mu_opt, cov_opt = gpr_sklearn.predict(xp, return_cov=True)\n", "GPplot(xp, mu_opt, cov_opt, ax=ax)\n", "# Add all available data\n", "#ax.scatter(hw,(E-mE)/sE,s=30,label='test');\n", "ax.scatter(hw,E,s=30,label='test');\n", "ax.scatter(xt,yt,s=50, marker='x', label='train');\n", "ax.set(xlabel=r'$\\hbar\\omega$ (MeV)',ylabel=r'${e}$ (a.u.)')\n", "ax.set_title(r'GP versus NCSM (scaled energies)')\n", "ax.legend();" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation result: Ratio true/predict in [0.9930,1.0303]\n" ] } ], "source": [ "# We will print the largest ratios (predict-true)/predict for the validation data.\n", "ratio_min=1.\n", "ratio_max=1.\n", "\n", "for i,yi in enumerate(mu_opt.flatten()):\n", " ratio_min=min(ratio_min,np.abs(E[i]/yi))\n", " ratio_max=max(ratio_max,np.abs(E[i]/yi))\n", "\n", "print(f'Validation result: Ratio true/predict in [{ratio_min:6.4f},{ratio_max:6.4f}]')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.17" }, "latex_envs": { "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 0 } }, "nbformat": 4, "nbformat_minor": 4 }