{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(GP-MeansAndCovs)=\n", "# Mean and Covariance Functions\n", "\n", ":::{post} Mar 22, 2022\n", ":tags: gaussian process\n", ":category: intermediate, reference\n", ":author: Bill Engels, Oriol Abril Pla\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:42.01056Z", "start_time": "2017-09-18T00:02:41.245299Z" }, "papermill": { "duration": 5.306978, "end_time": "2020-12-22T18:36:31.587812", "exception": false, "start_time": "2020-12-22T18:36:26.280834", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import aesara\n", "import aesara.tensor as at\n", "import arviz as az\n", "import matplotlib.cm as cmap\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm\n", "import scipy.stats as stats" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "papermill": { "duration": 0.047175, "end_time": "2020-12-22T18:36:31.674100", "exception": false, "start_time": "2020-12-22T18:36:31.626925", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "RANDOM_SEED = 8927\n", "\n", "rng = np.random.default_rng(RANDOM_SEED)\n", "az.style.use(\"arviz-darkgrid\")\n", "plt.rcParams[\"figure.figsize\"] = (10, 4)" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.037844, "end_time": "2020-12-22T18:36:31.751886", "exception": false, "start_time": "2020-12-22T18:36:31.714042", "status": "completed" }, "tags": [] }, "source": [ "A large set of mean and covariance functions are available in PyMC. It is relatively easy to define custom mean and covariance functions. Since PyMC uses Aesara, their gradients do not need to be defined by the user. \n", "\n", "## Mean functions\n", "\n", "The following mean functions are available in PyMC.\n", "\n", "- {class}`pymc.gp.mean.Zero`\n", "- {class}`pymc.gp.mean.Constant`\n", "- {class}`pymc.gp.mean.Linear`\n", "\n", "All follow a similar usage pattern. First, the mean function is specified. Then it can be evaluated over some inputs. The first two mean functions are very simple. Regardless of the inputs, `gp.mean.Zero` returns a vector of zeros with the same length as the number of input values.\n", "\n", "### Zero" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:05:07.845415Z", "start_time": "2017-09-18T00:05:07.816687Z" }, "papermill": { "duration": 1.075408, "end_time": "2020-12-22T18:36:32.865469", "exception": false, "start_time": "2020-12-22T18:36:31.790061", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0. 0. 0. 0. 0.]\n" ] } ], "source": [ "zero_func = pm.gp.mean.Zero()\n", "\n", "X = np.linspace(0, 1, 5)[:, None]\n", "print(zero_func(X).eval())" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.040891, "end_time": "2020-12-22T18:36:32.947028", "exception": false, "start_time": "2020-12-22T18:36:32.906137", "status": "completed" }, "tags": [] }, "source": [ "The default mean functions for all GP implementations in PyMC is `Zero`.\n", "\n", "### Constant\n", "\n", "`gp.mean.Constant` returns a vector whose value is provided." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:05:09.813946Z", "start_time": "2017-09-18T00:05:09.779518Z" }, "papermill": { "duration": 2.12553, "end_time": "2020-12-22T18:36:35.113789", "exception": false, "start_time": "2020-12-22T18:36:32.988259", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[25.2 25.2 25.2 25.2 25.2]\n" ] } ], "source": [ "const_func = pm.gp.mean.Constant(25.2)\n", "\n", "print(const_func(X).eval())" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.039627, "end_time": "2020-12-22T18:36:35.195057", "exception": false, "start_time": "2020-12-22T18:36:35.155430", "status": "completed" }, "tags": [] }, "source": [ "As long as the shape matches the input it will receive, `gp.mean.Constant` can also accept a Aesara tensor or vector of PyMC random variables." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:05:11.97429Z", "start_time": "2017-09-18T00:05:11.939523Z" }, "papermill": { "duration": 1.408839, "end_time": "2020-12-22T18:36:36.644770", "exception": false, "start_time": "2020-12-22T18:36:35.235931", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1. 1. 1. 1. 1.]\n" ] } ], "source": [ "const_func_vec = pm.gp.mean.Constant(at.ones(5))\n", "\n", "print(const_func_vec(X).eval())" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.04127, "end_time": "2020-12-22T18:36:36.726017", "exception": false, "start_time": "2020-12-22T18:36:36.684747", "status": "completed" }, "tags": [] }, "source": [ "### Linear\n", "\n", "`gp.mean.Linear` is a takes as input a matrix of coefficients and a vector of intercepts (or a slope and scalar intercept in one dimension)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:05:14.707255Z", "start_time": "2017-09-18T00:05:14.62575Z" }, "papermill": { "duration": 0.073879, "end_time": "2020-12-22T18:36:36.839351", "exception": false, "start_time": "2020-12-22T18:36:36.765472", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 1.03424803 -2.25903687 0.78030931 0.9880038 -3.45565466]\n" ] } ], "source": [ "beta = rng.normal(size=3)\n", "b = 0.0\n", "\n", "lin_func = pm.gp.mean.Linear(coeffs=beta, intercept=b)\n", "\n", "X = rng.normal(size=(5, 3))\n", "print(lin_func(X).eval())" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.03931, "end_time": "2020-12-22T18:36:36.918672", "exception": false, "start_time": "2020-12-22T18:36:36.879362", "status": "completed" }, "tags": [] }, "source": [ "## Defining a custom mean function\n", "\n", "To define a custom mean function, subclass `gp.mean.Mean`, and provide `__call__` and `__init__` methods. For example, the code for the `Constant` mean function is\n", "\n", "```python\n", "import theano.tensor as tt\n", "\n", "class Constant(pm.gp.mean.Mean):\n", " \n", " def __init__(self, c=0):\n", " Mean.__init__(self)\n", " self.c = c \n", "\n", " def __call__(self, X): \n", " return tt.alloc(1.0, X.shape[0]) * self.c\n", "\n", "```\n", "\n", "Remember that Aesara must be used instead of NumPy." ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.039306, "end_time": "2020-12-22T18:36:36.998649", "exception": false, "start_time": "2020-12-22T18:36:36.959343", "status": "completed" }, "tags": [] }, "source": [ "## Covariance functions\n", "\n", "PyMC contains a much larger suite of {mod}`built-in covariance functions `. The following shows functions drawn from a GP prior with a given covariance function, and demonstrates how composite covariance functions can be constructed with Python operators in a straightforward manner. Our goal was for our API to follow kernel algebra (see Ch.4 of {cite:t}`rasmussen2003gaussian`) as closely as possible. See the main documentation page for an overview on their usage in PyMC." ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.039789, "end_time": "2020-12-22T18:36:37.078199", "exception": false, "start_time": "2020-12-22T18:36:37.038410", "status": "completed" }, "tags": [] }, "source": [ "### Exponentiated Quadratic\n", "\n", "$$\n", "k(x, x') = \\mathrm{exp}\\left[ -\\frac{(x - x')^2}{2 \\ell^2} \\right]\n", "$$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:48.08335Z", "start_time": "2017-09-18T00:02:47.649571Z" }, "papermill": { "duration": 7.505078, "end_time": "2020-12-22T18:36:44.626679", "exception": false, "start_time": "2020-12-22T18:36:37.121601", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lengthscale = 0.2\n", "eta = 2.0\n", "cov = eta**2 * pm.gp.cov.ExpQuad(1, lengthscale)\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(\n", " pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=K.shape[0]), draws=3, random_seed=rng\n", " ).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.042546, "end_time": "2020-12-22T18:36:44.712169", "exception": false, "start_time": "2020-12-22T18:36:44.669623", "status": "completed" }, "tags": [] }, "source": [ "### Two (and higher) Dimensional Inputs\n", "\n", "#### Both dimensions active\n", "\n", "It is easy to define kernels with higher dimensional inputs. Notice that the ```ls``` (lengthscale) parameter is an array of length 2. Lists of PyMC random variables can be used for automatic relevance determination (ARD)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:48.452193Z", "start_time": "2017-09-18T00:02:48.085342Z" }, "papermill": { "duration": 3.19044, "end_time": "2020-12-22T18:36:47.946218", "exception": false, "start_time": "2020-12-22T18:36:44.755778", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x1 = np.linspace(0, 1, 10)\n", "x2 = np.arange(1, 4)\n", "# Cartesian product\n", "X2 = np.dstack(np.meshgrid(x1, x2)).reshape(-1, 2)\n", "\n", "ls = np.array([0.2, 1.0])\n", "cov = pm.gp.cov.ExpQuad(input_dim=2, ls=ls)\n", "\n", "m = plt.imshow(cov(X2).eval(), cmap=\"inferno\", interpolation=\"none\")\n", "plt.colorbar(m);" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.043142, "end_time": "2020-12-22T18:36:48.032797", "exception": false, "start_time": "2020-12-22T18:36:47.989655", "status": "completed" }, "tags": [] }, "source": [ "#### One dimension active" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:48.797628Z", "start_time": "2017-09-18T00:02:48.454837Z" }, "papermill": { "duration": 0.673374, "end_time": "2020-12-22T18:36:48.749451", "exception": false, "start_time": "2020-12-22T18:36:48.076077", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls = 0.2\n", "cov = pm.gp.cov.ExpQuad(input_dim=2, ls=ls, active_dims=[0])\n", "\n", "m = plt.imshow(cov(X2).eval(), cmap=\"inferno\", interpolation=\"none\")\n", "plt.colorbar(m);" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-01-16T15:54:27.61052", "start_time": "2017-01-16T15:54:27.607345" }, "papermill": { "duration": 0.045376, "end_time": "2020-12-22T18:36:48.840086", "exception": false, "start_time": "2020-12-22T18:36:48.794710", "status": "completed" }, "tags": [] }, "source": [ "#### Product of covariances over different dimensions\n", "\n", "Note that this is equivalent to using a two dimensional `ExpQuad` with separate lengthscale parameters for each dimension." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:49.180865Z", "start_time": "2017-09-18T00:02:48.803617Z" }, "papermill": { "duration": 1.600894, "end_time": "2020-12-22T18:36:50.486049", "exception": false, "start_time": "2020-12-22T18:36:48.885155", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls1 = 0.2\n", "ls2 = 1.0\n", "cov1 = pm.gp.cov.ExpQuad(2, ls1, active_dims=[0])\n", "cov2 = pm.gp.cov.ExpQuad(2, ls2, active_dims=[1])\n", "cov = cov1 * cov2\n", "\n", "m = plt.imshow(cov(X2).eval(), cmap=\"inferno\", interpolation=\"none\")\n", "plt.colorbar(m);" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-01-25T18:43:14.006448", "start_time": "2017-01-25T18:43:14.003695" }, "papermill": { "duration": 0.046821, "end_time": "2020-12-22T18:36:50.579012", "exception": false, "start_time": "2020-12-22T18:36:50.532191", "status": "completed" }, "tags": [] }, "source": [ "### White Noise\n", "\n", "$$\n", "k(x, x') = \\sigma^2 \\mathrm{I}_{xx}\n", "$$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:49.555483Z", "start_time": "2017-09-18T00:02:49.186642Z" }, "papermill": { "duration": 0.99526, "end_time": "2020-12-22T18:36:51.620630", "exception": false, "start_time": "2020-12-22T18:36:50.625370", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sigma = 2.0\n", "cov = pm.gp.cov.WhiteNoise(sigma)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.05125, "end_time": "2020-12-22T18:36:51.723154", "exception": false, "start_time": "2020-12-22T18:36:51.671904", "status": "completed" }, "tags": [] }, "source": [ "### Constant\n", "\n", "$$\n", "k(x, x') = c\n", "$$" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:49.970346Z", "start_time": "2017-09-18T00:02:49.557189Z" }, "papermill": { "duration": 1.931356, "end_time": "2020-12-22T18:36:53.705539", "exception": false, "start_time": "2020-12-22T18:36:51.774183", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = 2.0\n", "cov = pm.gp.cov.Constant(c)\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.051694, "end_time": "2020-12-22T18:36:53.810105", "exception": false, "start_time": "2020-12-22T18:36:53.758411", "status": "completed" }, "tags": [] }, "source": [ "### Rational Quadratic\n", "\n", "$$\n", "k(x, x') = \\left(1 + \\frac{(x - x')^2}{2\\alpha\\ell^2} \\right)^{-\\alpha}\n", "$$" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:50.383983Z", "start_time": "2017-09-18T00:02:49.985945Z" }, "papermill": { "duration": 2.381363, "end_time": "2020-12-22T18:36:56.245016", "exception": false, "start_time": "2020-12-22T18:36:53.863653", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alpha = 0.1\n", "ls = 0.2\n", "tau = 2.0\n", "cov = tau * pm.gp.cov.RatQuad(1, ls, alpha)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.055808, "end_time": "2020-12-22T18:36:56.357806", "exception": false, "start_time": "2020-12-22T18:36:56.301998", "status": "completed" }, "tags": [] }, "source": [ "### Exponential\n", "\n", "$$\n", "k(x, x') = \\mathrm{exp}\\left[ -\\frac{||x - x'||}{2\\ell^2} \\right]\n", "$$" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:50.770815Z", "start_time": "2017-09-18T00:02:50.385789Z" }, "papermill": { "duration": 1.343198, "end_time": "2020-12-22T18:36:57.756310", "exception": false, "start_time": "2020-12-22T18:36:56.413112", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inverse_lengthscale = 5\n", "cov = pm.gp.cov.Exponential(1, ls_inv=inverse_lengthscale)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.058891, "end_time": "2020-12-22T18:36:57.874371", "exception": false, "start_time": "2020-12-22T18:36:57.815480", "status": "completed" }, "tags": [] }, "source": [ "### Matern 5/2\n", "\n", "$$\n", "k(x, x') = \\left(1 + \\frac{\\sqrt{5(x - x')^2}}{\\ell} +\n", " \\frac{5(x-x')^2}{3\\ell^2}\\right)\n", " \\mathrm{exp}\\left[ - \\frac{\\sqrt{5(x - x')^2}}{\\ell} \\right]\n", "$$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:51.178581Z", "start_time": "2017-09-18T00:02:50.772671Z" }, "papermill": { "duration": 2.417182, "end_time": "2020-12-22T18:37:00.350538", "exception": false, "start_time": "2020-12-22T18:36:57.933356", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls = 0.2\n", "tau = 2.0\n", "cov = tau * pm.gp.cov.Matern52(1, ls)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.061663, "end_time": "2020-12-22T18:37:00.473343", "exception": false, "start_time": "2020-12-22T18:37:00.411680", "status": "completed" }, "tags": [] }, "source": [ "### Matern 3/2\n", "\n", "$$\n", "k(x, x') = \\left(1 + \\frac{\\sqrt{3(x - x')^2}}{\\ell}\\right)\n", " \\mathrm{exp}\\left[ - \\frac{\\sqrt{3(x - x')^2}}{\\ell} \\right]\n", "$$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:51.585335Z", "start_time": "2017-09-18T00:02:51.180672Z" }, "papermill": { "duration": 0.494084, "end_time": "2020-12-22T18:37:01.028428", "exception": false, "start_time": "2020-12-22T18:37:00.534344", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls = 0.2\n", "tau = 2.0\n", "cov = tau * pm.gp.cov.Matern32(1, ls)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.064186, "end_time": "2020-12-22T18:37:01.159126", "exception": false, "start_time": "2020-12-22T18:37:01.094940", "status": "completed" }, "tags": [] }, "source": [ "### Matern 1/2\n", "\n", "$$k(x, x') = \\mathrm{exp}\\left[ -\\frac{(x - x')^2}{\\ell} \\right]$$" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "papermill": { "duration": 0.477568, "end_time": "2020-12-22T18:37:01.701402", "exception": false, "start_time": "2020-12-22T18:37:01.223834", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls = 0.2\n", "tau = 2.0\n", "cov = tau * pm.gp.cov.Matern12(1, ls)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.068504, "end_time": "2020-12-22T18:37:01.837835", "exception": false, "start_time": "2020-12-22T18:37:01.769331", "status": "completed" }, "tags": [] }, "source": [ "### Cosine\n", "\n", "$$\n", "k(x, x') = \\mathrm{cos}\\left( 2 \\pi \\frac{||x - x'||}{ \\ell^2} \\right)\n", "$$" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:52.283608Z", "start_time": "2017-09-18T00:02:51.83472Z" }, "papermill": { "duration": 1.457975, "end_time": "2020-12-22T18:37:03.365039", "exception": false, "start_time": "2020-12-22T18:37:01.907064", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "period = 0.5\n", "cov = pm.gp.cov.Cosine(1, period)\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-4)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.077444, "end_time": "2020-12-22T18:37:03.548722", "exception": false, "start_time": "2020-12-22T18:37:03.471278", "status": "completed" }, "tags": [] }, "source": [ "### Linear\n", "\n", "$$\n", "k(x, x') = (x - c)(x' - c)\n", "$$" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:53.047568Z", "start_time": "2017-09-18T00:02:52.743629Z" }, "papermill": { "duration": 1.524742, "end_time": "2020-12-22T18:37:05.145867", "exception": false, "start_time": "2020-12-22T18:37:03.621125", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = 1.0\n", "tau = 2.0\n", "cov = tau * pm.gp.cov.Linear(1, c)\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.073236, "end_time": "2020-12-22T18:37:05.293217", "exception": false, "start_time": "2020-12-22T18:37:05.219981", "status": "completed" }, "tags": [] }, "source": [ "### Polynomial\n", "\n", "$$\n", "k(x, x') = [(x - c)(x' - c) + \\mathrm{offset}]^{d}\n", "$$" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:54.231474Z", "start_time": "2017-09-18T00:02:53.867141Z" }, "papermill": { "duration": 1.371418, "end_time": "2020-12-22T18:37:06.738888", "exception": false, "start_time": "2020-12-22T18:37:05.367470", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = 1.0\n", "d = 3\n", "offset = 1.0\n", "tau = 0.1\n", "cov = tau * pm.gp.cov.Polynomial(1, c=c, d=d, offset=offset)\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.07702, "end_time": "2020-12-22T18:37:06.892733", "exception": false, "start_time": "2020-12-22T18:37:06.815713", "status": "completed" }, "tags": [] }, "source": [ "### Multiplication with a precomputed covariance matrix\n", "\n", "A covariance function ```cov``` can be multiplied with numpy matrix, ```K_cos```, as long as the shapes are appropriate." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:56.39906Z", "start_time": "2017-09-18T00:02:55.884808Z" }, "papermill": { "duration": 1.546032, "end_time": "2020-12-22T18:37:08.514887", "exception": false, "start_time": "2020-12-22T18:37:06.968855", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# first evaluate a covariance function into a matrix\n", "period = 0.2\n", "cov_cos = pm.gp.cov.Cosine(1, period)\n", "K_cos = cov_cos(X).eval()\n", "\n", "# now multiply it with a covariance *function*\n", "cov = pm.gp.cov.Matern32(1, 0.5) * K_cos\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.078461, "end_time": "2020-12-22T18:37:08.672218", "exception": false, "start_time": "2020-12-22T18:37:08.593757", "status": "completed" }, "tags": [] }, "source": [ "### Applying an arbitrary warping function on the inputs\n", "\n", "If $k(x, x')$ is a valid covariance function, then so is $k(w(x), w(x'))$.\n", "\n", "The first argument of the warping function must be the input ```X```. The remaining arguments can be anything else, including random variables." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:58.178027Z", "start_time": "2017-09-18T00:02:57.402447Z" }, "papermill": { "duration": 6.061177, "end_time": "2020-12-22T18:37:14.812998", "exception": false, "start_time": "2020-12-22T18:37:08.751821", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def warp_func(x, a, b, c):\n", " return 1.0 + x + (a * at.tanh(b * (x - c)))\n", "\n", "\n", "a = 1.0\n", "b = 5.0\n", "c = 1.0\n", "\n", "cov_exp = pm.gp.cov.ExpQuad(1, 0.2)\n", "cov = pm.gp.cov.WarpedInput(1, warp_func=warp_func, args=(a, b, c), cov_func=cov_exp)\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "X = np.linspace(0, 2, 400)[:, None]\n", "wf = warp_func(X.flatten(), a, b, c).eval()\n", "\n", "plt.plot(X, wf)\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"warp_func(X)\")\n", "plt.title(\"The warping function used\")\n", "\n", "K = cov(X).eval()\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.085228, "end_time": "2020-12-22T18:37:14.983640", "exception": false, "start_time": "2020-12-22T18:37:14.898412", "status": "completed" }, "tags": [] }, "source": [ "### Constructing `Periodic` using `WarpedInput`\n", "\n", "The `WarpedInput` kernel can be used to create the `Periodic` covariance. This covariance models functions that are periodic, but are not an exact sine wave (like the `Cosine` kernel is).\n", "\n", "The periodic kernel is given by\n", "\n", "$$\n", "k(x, x') = \\exp\\left( -\\frac{2 \\sin^{2}(\\pi |x - x'|\\frac{1}{T})}{\\ell^2} \\right)\n", "$$\n", "\n", "Where T is the period, and $\\ell$ is the lengthscale. It can be derived by warping the input of an `ExpQuad` kernel with the function $\\mathbf{u}(x) = (\\sin(2\\pi x \\frac{1}{T})\\,, \\cos(2 \\pi x \\frac{1}{T}))$. Here we use the `WarpedInput` kernel to construct it.\n", "\n", "The input `X`, which is defined at the top of this page, is 2 \"seconds\" long. We use a period of $0.5$, which means that functions\n", "drawn from this GP prior will repeat 4 times over 2 seconds." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:02:59.214842Z", "start_time": "2017-09-18T00:02:58.553184Z" }, "papermill": { "duration": 3.628528, "end_time": "2020-12-22T18:37:18.698932", "exception": false, "start_time": "2020-12-22T18:37:15.070404", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def mapping(x, T):\n", " c = 2.0 * np.pi * (1.0 / T)\n", " u = at.concatenate((at.sin(c * x), at.cos(c * x)), 1)\n", " return u\n", "\n", "\n", "T = 0.6\n", "ls = 0.4\n", "# note that the input of the covariance function taking\n", "# the inputs is 2 dimensional\n", "cov_exp = pm.gp.cov.ExpQuad(2, ls)\n", "cov = pm.gp.cov.WarpedInput(1, cov_func=cov_exp, warp_func=mapping, args=(T,))\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "K = cov(X).eval()\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.089186, "end_time": "2020-12-22T18:37:18.877629", "exception": false, "start_time": "2020-12-22T18:37:18.788443", "status": "completed" }, "tags": [] }, "source": [ "### Periodic\n", "\n", "There is no need to construct the periodic covariance this way every time. A more efficient implementation of this covariance function is built in." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:03:00.122133Z", "start_time": "2017-09-18T00:02:59.707804Z" }, "papermill": { "duration": 2.454314, "end_time": "2020-12-22T18:37:21.420790", "exception": false, "start_time": "2020-12-22T18:37:18.966476", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "period = 0.6\n", "ls = 0.4\n", "cov = pm.gp.cov.Periodic(1, period=period, ls=ls)\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "K = cov(X).eval()\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "for p in np.arange(0, 2, period):\n", " plt.axvline(p, color=\"black\")\n", "plt.axhline(0, color=\"black\")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.090578, "end_time": "2020-12-22T18:37:21.604122", "exception": false, "start_time": "2020-12-22T18:37:21.513544", "status": "completed" }, "tags": [] }, "source": [ "### Circular\n", "\n", "Circular kernel is similar to Periodic one but has an additional nuisance parameter $\\tau$\n", "\n", "In {cite:t}`padonou2015polar`, the Weinland function is used to solve the problem and ensures positive definite kernel on the circular domain (and not only).\n", "\n", "$$\n", "W_c(t) = \\left(1 + \\tau \\frac{t}{c}\\right)\\left(1-\\frac{t}{c}\\right)_+^\\tau\n", "$$\n", "where $c$ is maximum value for $t$ and $\\tau\\ge 4$ is some positive number \n", "\n", "The kernel itself for geodesic distance (arc length) on a circle looks like\n", "\n", "$$\n", "k_g(x, y) = W_\\pi(\\text{dist}_{\\mathit{geo}}(x, y))\n", "$$\n", "\n", "Briefly, you can think\n", "\n", "* $t$ is time, it runs from $0$ to $24$ and then goes back to $0$\n", "* $c$ is maximum distance between any timestamps, here it would be $12$\n", "* $\\tau$ controls for correlation strength, larger $\\tau$ leads to less smooth functions" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "papermill": { "duration": 4.35163, "end_time": "2020-12-22T18:37:26.047326", "exception": false, "start_time": "2020-12-22T18:37:21.695696", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "period = 0.6\n", "tau = 4\n", "cov = pm.gp.cov.Circular(1, period=period, tau=tau)\n", "\n", "K = cov(X).eval()\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "for p in np.arange(0, 2, period):\n", " plt.axvline(p, color=\"black\")\n", "plt.axhline(0, color=\"black\")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.094257, "end_time": "2020-12-22T18:37:26.237410", "exception": false, "start_time": "2020-12-22T18:37:26.143153", "status": "completed" }, "tags": [] }, "source": [ "We can see the effect of $\\tau$, it adds more non-smooth patterns" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "papermill": { "duration": 0.613972, "end_time": "2020-12-22T18:37:26.946669", "exception": false, "start_time": "2020-12-22T18:37:26.332697", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "period = 0.6\n", "tau = 40\n", "cov = pm.gp.cov.Circular(1, period=period, tau=tau)\n", "\n", "K = cov(X).eval()\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "for p in np.arange(0, 2, period):\n", " plt.axvline(p, color=\"black\")\n", "plt.axhline(0, color=\"black\")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.099739, "end_time": "2020-12-22T18:37:27.146953", "exception": false, "start_time": "2020-12-22T18:37:27.047214", "status": "completed" }, "tags": [] }, "source": [ "### Gibbs\n", "\n", "The Gibbs covariance function applies a positive definite warping function to the lengthscale. Similarly to ```WarpedInput```, the lengthscale warping function can be specified with parameters that are either fixed or random variables." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2017-09-18T00:03:01.759179Z", "start_time": "2017-09-18T00:03:00.967786Z" }, "papermill": { "duration": 4.779819, "end_time": "2020-12-22T18:37:32.026714", "exception": false, "start_time": "2020-12-22T18:37:27.246895", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def tanh_func(x, ls1, ls2, w, x0):\n", " \"\"\"\n", " ls1: left saturation value\n", " ls2: right saturation value\n", " w: transition width\n", " x0: transition location.\n", " \"\"\"\n", " return (ls1 + ls2) / 2.0 - (ls1 - ls2) / 2.0 * at.tanh((x - x0) / w)\n", "\n", "\n", "ls1 = 0.05\n", "ls2 = 0.6\n", "w = 0.3\n", "x0 = 1.0\n", "cov = pm.gp.cov.Gibbs(1, tanh_func, args=(ls1, ls2, w, x0))\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "wf = tanh_func(X, ls1, ls2, w, x0).eval()\n", "plt.plot(X, wf)\n", "plt.ylabel(\"lengthscale\")\n", "plt.xlabel(\"X\")\n", "plt.title(\"Lengthscale as a function of X\")\n", "\n", "K = cov(X).eval()\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.106362, "end_time": "2020-12-22T18:37:32.238582", "exception": false, "start_time": "2020-12-22T18:37:32.132220", "status": "completed" }, "tags": [] }, "source": [ "### Scaled Covariance\n", "\n", "One can construct a new kernel or covariance function by multiplying some base kernel by a nonnegative function $\\phi(x)$,\n", "\n", "$$\n", "k_{\\mathrm{scaled}}(x, x') = \\phi(x) k_{\\mathrm{base}}(x, x') \\phi(x') \\,.\n", "$$\n", "\n", "This is useful for specifying covariance functions whose amplitude changes across the domain." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "papermill": { "duration": 6.455011, "end_time": "2020-12-22T18:37:38.798884", "exception": false, "start_time": "2020-12-22T18:37:32.343873", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def logistic(x, a, x0, c, d):\n", " # a is the slope, x0 is the location\n", " return d * pm.math.invlogit(a * (x - x0)) + c\n", "\n", "\n", "a = 2.0\n", "x0 = 5.0\n", "c = 0.1\n", "d = 2.0\n", "\n", "cov_base = pm.gp.cov.ExpQuad(1, 0.2)\n", "cov = pm.gp.cov.ScaledCov(1, scaling_func=logistic, args=(a, x0, c, d), cov_func=cov_base)\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-5)\n", "\n", "X = np.linspace(0, 10, 400)[:, None]\n", "lfunc = logistic(X.flatten(), a, b, c, d).eval()\n", "\n", "plt.plot(X, lfunc)\n", "plt.xlabel(\"X\")\n", "plt.ylabel(r\"$\\phi(x)$\")\n", "plt.title(\"The scaling function\")\n", "\n", "K = cov(X).eval()\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.109017, "end_time": "2020-12-22T18:37:39.017681", "exception": false, "start_time": "2020-12-22T18:37:38.908664", "status": "completed" }, "tags": [] }, "source": [ "### Constructing a Changepoint kernel using `ScaledCov`\n", "\n", "The `ScaledCov` kernel can be used to create the `Changepoint` covariance. This covariance models \n", "a process that gradually transitions from one type of behavior to another.\n", "\n", "The changepoint kernel is given by\n", "\n", "$$\n", "k(x, x') = \\phi(x)k_{1}(x, x')\\phi(x) + (1 - \\phi(x))k_{2}(x, x')(1 - \\phi(x'))\n", "$$\n", "\n", "where $\\phi(x)$ is the logistic function." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "papermill": { "duration": 2.436655, "end_time": "2020-12-22T18:37:41.563496", "exception": false, "start_time": "2020-12-22T18:37:39.126841", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def logistic(x, a, x0):\n", " # a is the slope, x0 is the location\n", " return pm.math.invlogit(a * (x - x0))\n", "\n", "\n", "a = 2.0\n", "x0 = 5.0\n", "\n", "cov1 = pm.gp.cov.ScaledCov(\n", " 1, scaling_func=logistic, args=(-a, x0), cov_func=pm.gp.cov.ExpQuad(1, 0.2)\n", ")\n", "cov2 = pm.gp.cov.ScaledCov(\n", " 1, scaling_func=logistic, args=(a, x0), cov_func=pm.gp.cov.Cosine(1, 0.5)\n", ")\n", "cov = cov1 + cov2\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-5)\n", "\n", "X = np.linspace(0, 10, 400)\n", "plt.fill_between(\n", " X,\n", " np.zeros(400),\n", " logistic(X, -a, x0).eval(),\n", " label=\"ExpQuad region\",\n", " color=\"slateblue\",\n", " alpha=0.4,\n", ")\n", "plt.fill_between(\n", " X, np.zeros(400), logistic(X, a, x0).eval(), label=\"Cosine region\", color=\"firebrick\", alpha=0.4\n", ")\n", "plt.legend()\n", "plt.xlabel(\"X\")\n", "plt.ylabel(r\"$\\phi(x)$\")\n", "plt.title(\"The two scaling functions\")\n", "\n", "K = cov(X[:, None]).eval()\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.123091, "end_time": "2020-12-22T18:37:41.801550", "exception": false, "start_time": "2020-12-22T18:37:41.678459", "status": "completed" }, "tags": [] }, "source": [ "### Combination of two or more Covariance functions\n", "\n", "You can combine different covariance functions to model complex data.\n", "\n", "In particular, you can perform the following operations on any covaraince functions:\n", "\n", "- Add other covariance function with equal or broadcastable dimensions with first covariance function\n", "- Multiply with a scalar or a covariance function with equal or broadcastable dimensions with first covariance function\n", "- Exponentiate with a scalar." ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.114783, "end_time": "2020-12-22T18:37:42.043753", "exception": false, "start_time": "2020-12-22T18:37:41.928970", "status": "completed" }, "tags": [] }, "source": [ "#### Addition" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "papermill": { "duration": 0.565388, "end_time": "2020-12-22T18:37:42.722540", "exception": false, "start_time": "2020-12-22T18:37:42.157152", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls_1 = 0.1\n", "tau_1 = 2.0\n", "ls_2 = 0.5\n", "tau_2 = 1.0\n", "cov_1 = tau_1 * pm.gp.cov.ExpQuad(1, ls=ls_1)\n", "cov_2 = tau_2 * pm.gp.cov.ExpQuad(1, ls=ls_2)\n", "\n", "cov = cov_1 + cov_2\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.11646, "end_time": "2020-12-22T18:37:42.956319", "exception": false, "start_time": "2020-12-22T18:37:42.839859", "status": "completed" }, "tags": [] }, "source": [ "#### Multiplication" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "papermill": { "duration": 0.554047, "end_time": "2020-12-22T18:37:43.627013", "exception": false, "start_time": "2020-12-22T18:37:43.072966", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls_1 = 0.1\n", "tau_1 = 2.0\n", "ls_2 = 0.5\n", "tau_2 = 1.0\n", "cov_1 = tau_1 * pm.gp.cov.ExpQuad(1, ls=ls_1)\n", "cov_2 = tau_2 * pm.gp.cov.ExpQuad(1, ls=ls_2)\n", "\n", "cov = cov_1 * cov_2\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.125568, "end_time": "2020-12-22T18:37:43.873379", "exception": false, "start_time": "2020-12-22T18:37:43.747811", "status": "completed" }, "tags": [] }, "source": [ "#### Exponentiation" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "papermill": { "duration": 0.525416, "end_time": "2020-12-22T18:37:44.521691", "exception": false, "start_time": "2020-12-22T18:37:43.996275", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ls_1 = 0.1\n", "tau_1 = 2.0\n", "power = 2\n", "cov_1 = tau_1 * pm.gp.cov.ExpQuad(1, ls=ls_1)\n", "\n", "cov = cov_1**power\n", "# Add white noise to stabilise\n", "cov += pm.gp.cov.WhiteNoise(1e-6)\n", "\n", "X = np.linspace(0, 2, 200)[:, None]\n", "K = cov(X).eval()\n", "\n", "plt.plot(\n", " X,\n", " pm.draw(pm.MvNormal.dist(mu=np.zeros(len(K)), cov=K, shape=len(K)), draws=3, random_seed=rng).T,\n", ")\n", "plt.title(\"Samples from the GP prior\")\n", "plt.ylabel(\"y\")\n", "plt.xlabel(\"X\");" ] }, { "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.124028, "end_time": "2020-12-22T18:37:44.770709", "exception": false, "start_time": "2020-12-22T18:37:44.646681", "status": "completed" }, "tags": [] }, "source": [ "### Defining a custom covariance function\n", "\n", "Covariance function objects in PyMC need to implement the `__init__`, `diag`, and `full` methods, and subclass `gp.cov.Covariance`. `diag` returns only the diagonal of the covariance matrix, and `full` returns the full covariance matrix. The `full` method has two inputs `X` and `Xs`. `full(X)` returns the square covariance matrix, and `full(X, Xs)` returns the cross-covariances between the two sets of inputs.\n", "\n", "For example, here is the implementation of the `WhiteNoise` covariance function:\n", "\n", "```python\n", "class WhiteNoise(pm.gp.cov.Covariance):\n", " def __init__(self, sigma):\n", " super(WhiteNoise, self).__init__(1, None)\n", " self.sigma = sigma\n", "\n", " def diag(self, X):\n", " return tt.alloc(tt.square(self.sigma), X.shape[0])\n", "\n", " def full(self, X, Xs=None):\n", " if Xs is None:\n", " return tt.diag(self.diag(X))\n", " else:\n", " return tt.alloc(0.0, X.shape[0], Xs.shape[0])\n", "```\n", "\n", "If we have forgotten an important covariance or mean function, please feel free to submit a pull request!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "* Authored by Bill Engels\n", "* Updated to v4 by Oriol Abril Pla in Nov 2022 ([pymc-examples#301](https://github.com/pymc-devs/pymc-examples/pull/301))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "papermill": { "duration": 0.212109, "end_time": "2020-12-22T18:37:55.023502", "exception": false, "start_time": "2020-12-22T18:37:54.811393", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Sat Nov 05 2022\n", "\n", "Python implementation: CPython\n", "Python version : 3.9.10\n", "IPython version : 8.5.0\n", "\n", "aeppl : 0.0.38\n", "xarray: 2022.11.0\n", "\n", "numpy : 1.21.6\n", "arviz : 0.13.0\n", "scipy : 1.9.3\n", "pymc : 4.3.0\n", "matplotlib: 3.6.2\n", "aesara : 2.8.7\n", "\n", "Watermark: 2.3.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p aeppl,xarray" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.9.10" }, "papermill": { "duration": 93.784947, "end_time": "2020-12-22T18:37:55.263675", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2020-12-22T18:36:21.478728", "version": "2.1.0" } }, "nbformat": 4, "nbformat_minor": 4 }