{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook demonstrates the sparse GP approximations implemented in the `GaussianProcesses.jl`.\n", "We will simulate a dataset, fit if first using\n", "the exact representation, then fit it using sparse GPs.\n", "For each approximation, this will show the tradeoffs involved,\n", "and the performance gains." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# imports and set up plots\n", "using Distributions\n", "using LinearAlgebra: diag\n", "using Random\n", "using GaussianProcesses\n", "import Statistics\n", "\n", "import PyPlot; plt=PyPlot\n", "using LaTeXStrings\n", "cbbPalette = [\"#E69F00\", \"#56B4E9\", \"#009E73\", \n", " \"#F0E442\", \"#0072B2\", \"#D55E00\", \n", " \"#CC79A7\"];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulated data\n", "\n", "We start by simulating some arbitrary data, with large noise\n", "and a fairly large sample size (n=5,000) so the\n", "effects of the approximations are clear." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "\"\"\" The true function we will be simulating from. \"\"\"\n", "function fstar(x::Float64)\n", " return abs(x-5)*cos(2*x)\n", "end\n", "\n", "σy = 10.0\n", "n=5000\n", "\n", "Random.seed!(1) # for reproducibility\n", "Xdistr = Beta(7,7)\n", "ϵdistr = Normal(0,σy)\n", "x = rand(Xdistr, n)*10\n", "X = Matrix(x')\n", "Y = fstar.(x) .+ rand(ϵdistr,n)\n", ";" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject
)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xx = range(0, stop=10, length=200)\n", "plt.plot(x, Y, \".\", color=cbbPalette[1], label=\"simulated data\", alpha=0.1)\n", "plt.plot(xx, fstar.(xx), color=cbbPalette[2], label=L\"f^\\star(X)\", linewidth=2)\n", "plt.xlabel(L\"X\")\n", "plt.ylabel(L\"Y\")\n", "plt.title(\"Simulated Data\")\n", "plt.legend(loc=\"lower center\", fontsize=\"small\")\n", ";" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exact GP inference" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 1.618708 seconds (40 allocations: 572.320 MiB, 14.35% gc time)\n" ] }, { "data": { "text/plain": [ "GP Exact object:\n", " Dim = 1\n", " Number of observations = 5000\n", " Mean function:\n", " Type: MeanConst, Params: [0.56185]\n", " Kernel:\n", " Type: SEIso{Float64}, Params: [-1.20397, 1.60944]\n", " Input observations = \n", "[4.92176 5.27531 … 3.48002 5.43604]\n", " Output observations = [-19.283, -6.07098, 3.33402, 12.6241, -14.5596, 20.8922, -7.86136, -3.41118, -0.686436, 9.39745 … 0.160936, 10.2597, -6.34116, 0.669071, -3.28242, 4.95583, 0.739365, 2.82739, 12.3229, 11.3255]\n", " Variance of observation noise = 100.00000000000004\n", " Marginal Log-Likelihood = -18640.795" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k = SEIso(log(0.3), log(5.0))\n", "GPE(X, Y, MeanConst(mean(Y)), k, log(σy)) # warm-up\n", "# time the second run (so the time doesn't include compilation):\n", "@time gp_full = GPE(X, Y, MeanConst(mean(Y)), k, log(σy))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.161568 seconds (79 allocations: 15.880 MiB)\n" ] } ], "source": [ "# extract predictions\n", "predict_f(gp_full, xx; full_cov=true) # warm-up\n", "@time μ_exact, Σ_exact = predict_f(gp_full, xx; full_cov=true)\n", ";" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject
)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xx = range(0, stop=10, length=200)\n", "plt.plot(x,Y, \".\", color=\"black\", markeredgecolor=\"None\", alpha=0.1, label=\"simulated data\")\n", "plt.plot(xx, fstar.(xx), color=cbbPalette[2], label=L\"f^\\star(X)\", linewidth=2)\n", "plt.plot(xx, μ_exact, color=cbbPalette[3], label=L\"$f(x) \\mid Y, \\hat\\theta$\")\n", "plt.fill_between(xx, μ_exact.-sqrt.(diag(Σ_exact)), μ_exact.+sqrt.(diag(Σ_exact)), \n", " color=cbbPalette[3], alpha=0.5)\n", "plt.xlabel(L\"X\")\n", "plt.ylabel(L\"Y\")\n", "plt.title(\"Exact GP\")\n", "plt.legend(loc=\"lower center\", fontsize=\"small\")\n", "plt.ylim(-7.5,7.5)\n", ";" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sparse Gaussian Process approximations implemented rely on the concept of inducing points, which we denote $X_u$ (an $p \\times m$ matrix of inducing points, where the dimensionality $p=1$ in this example).\n", "See the following article for a helpful introduction, from which we also use the naming conventions for the approximations:\n", "\n", "Quiñonero-Candela, Joaquin, and Carl Edward Rasmussen. \"A unifying view of sparse approximate Gaussian process regression.\" *Journal of Machine Learning Research* 6, no. Dec (2005): 1939-1959.\n", "\n", "The inducing points can be randomly chosen from the data, or laid out on a grid, or even optimized as part of fitting the hyperparameters [Note: this feature is not yet available in GaussianProcesses.jl].\n", "For illustration in this notebook, we will use quantiles of the covariate $x$:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1×12 Array{Float64,2}:\n", " 3.82567 4.06404 4.25939 4.4478 … 5.33994 5.53788 5.73281 7.64571" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Xu = Matrix(quantile(x, [0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.98])')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will reuse the same inducing points for all methods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sparse approximations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Subset of Regressors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first demonstrate the subset of regressors method, the simplest and quickest approximation offered in the package.\n", "The shortcut function `SoR(X, Xu, Y, m, k, logNoise)`\n", "creates a Gaussian process object " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.002714 seconds (68 allocations: 2.032 MiB)\n" ] } ], "source": [ "gp_SOR = GaussianProcesses.SoR(X, Xu, Y, MeanConst(mean(Y)), k, log(σy));\n", "@time gp_SOR = GaussianProcesses.SoR(X, Xu, Y, MeanConst(mean(Y)), k, log(σy));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we see a more than 500-fold speed-up, and similarly reduced memory footprint. Generating predictions (below) is also immensely faster.\n", "But is the approximation any good?\n", "We show the prediction alongside the exact solution for comparison." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.000266 seconds (37 allocations: 492.828 KiB)\n" ] } ], "source": [ "predict_f(gp_SOR, xx; full_cov=true)\n", "@time predict_f(gp_SOR, xx; full_cov=true);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject
)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "function plot_approximation(gp_exact, gp_approx, approx_label)\n", " μ_exact, Σ_exact = predict_f(gp_full, xx; full_cov=true)\n", " μapprox, Σapprox = predict_f(gp_approx, xx; full_cov=true)\n", " plt.plot(x,Y, \".\", color=\"black\", markeredgecolor=\"None\", alpha=0.1, label=\"simulated data\")\n", " plt.plot(xx, fstar.(xx), color=cbbPalette[2], label=L\"f^\\star(X)\", linewidth=2)\n", " plt.plot(xx, μ_exact, color=cbbPalette[3], label=L\"$f(x) \\mid Y, \\hat\\theta$\")\n", " plt.fill_between(xx, μ_exact.-sqrt.(diag(Σ_exact)), μ_exact.+sqrt.(diag(Σ_exact)), \n", " color=cbbPalette[3], alpha=0.3)\n", " plt.plot(xx, μapprox, color=cbbPalette[6], label=L\"$f(x) \\mid Y, \\hat\\theta$\"*approx_label)\n", " y_err = sqrt.(diag(Σapprox))\n", " plt.fill_between(xx, μapprox.-y_err, μapprox.+y_err, \n", " color=cbbPalette[6], alpha=0.5)\n", " plt.xlabel(L\"X\")\n", " plt.ylabel(L\"Y\")\n", " plt.plot(vec(Xu), fill(0.0, length(Xu)).-5, linestyle=\"None\",\n", " marker=6, markersize=12, color=\"black\", label=L\"inducing points $X_\\mathbf{u}$\")\n", " plt.legend(loc=\"upper center\", fontsize=\"small\")\n", " plt.ylim(-10, 10)\n", "end\n", "plot_approximation(gp_full, gp_SOR, \"SoR\")\n", "plt.title(\"Subset of Regressors\")\n", ";" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The locations of the inducing points are shown with black triangles (their y-coordinate is arbitrary).\n", "The approximation is seen as the difference between the exact (green) mean prediction and credible envelop, and the predictions from SoR (orange).\n", "We can readily see that the approximation is reasonably good near the inducing points,\n", "but degrades quickly away from them.\n", "Most worryingly, the extrapolation behaviour is dangerous: the posterior variance is vastly underestimated (it goes to zero), which would lead to very misleading inference results.\n", "This is in line with the academic literature, like the Q&R 2005 article cited above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Deterministic Training Conditionals\n", "\n", "We move on to the next approximation, “Deterministic Training Conditionals”, \n", "which does not approximate the prior variance as zero away from inducing points,\n", "and therefore should lead to better inference." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.003959 seconds (70 allocations: 2.033 MiB)\n" ] } ], "source": [ "gp_DTC = GaussianProcesses.DTC(X, Xu, Y, MeanConst(mean(Y)), k, log(σy));\n", "@time gp_DTC = GaussianProcesses.DTC(X, Xu, Y, MeanConst(mean(Y)), k, log(σy));" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.002262 seconds (61 allocations: 2.064 MiB)\n" ] } ], "source": [ "μDTCgp, ΣDTCgp = predict_f(gp_DTC, xx; full_cov=true)\n", "@time predict_f(gp_DTC, xx; full_cov=true);" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject
)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_approximation(gp_full, gp_DTC, \"DTC\")\n", "plt.title(\"Deterministic Training Conditionals\")\n", ";" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is just as fast as SoR, but has *conservative* predictive variance away from the inducing points, which reflects the information removed by the sparse approximation, and which is safer for inference.\n", "The mean prediction is in fact mathematically the same as in SoR, so there is no improvement there.\n", "For these reasons, in general DTC should be preferred over SoR." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fully Independent Training Conditionals\n", "\n", "The Fully Independent Training Conditionals (FITC) sparse approximation goes one step further, and adds a diagonal correction to the sparse covariance approximation of SoR and DTC (see Q&R 2005 for details)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.017552 seconds (10.09 k allocations: 3.902 MiB, 60.36% gc time)\n" ] } ], "source": [ "gp_FITC = GaussianProcesses.FITC(X, Xu, Y, MeanConst(mean(Y)), k, log(σy));\n", "@time gp_FITC = GaussianProcesses.FITC(X, Xu, Y, MeanConst(mean(Y)), k, log(σy));" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.002084 seconds (63 allocations: 2.064 MiB)\n" ] } ], "source": [ "predict_f(gp_FITC, xx; full_cov=true)\n", "@time predict_f(gp_FITC, xx; full_cov=true);" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject
)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_approximation(gp_full, gp_FITC, \"FITC\")\n", "plt.title(\"Fully Independent Training Conditionals\")\n", ";" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As anticipated in Q&R 2005, the improvement over DTC is actually fairly minimal.\n", "However, the computational time is significantly higher (though still much lower than the exact GP).\n", "Consequently, for most applications, DTC may be preferable to FITC." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Full Scale Approximation\n", "\n", "The Full Scale Approximation (FSA) using the sparse approximation for long-range covariances, but is exact within smaller local blocks.\n", "The blocks need to be chosen in addition to the inducing points.\n", "In this notebook, we will create as many blocks as there are inducing points,\n", "and assign each observation to the block with the nearest inducing points." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.260956 seconds (593 allocations: 156.025 MiB, 43.57% gc time)\n" ] } ], "source": [ "inearest = [argmin(abs.(xi.-Xu[1,:])) for xi in x]\n", "blockindices = [findall(isequal(i), inearest) for i in 1:size(Xu,2)]\n", "\n", "GaussianProcesses.FSA(X, Xu, blockindices, Y, MeanConst(mean(Y)), k, log(σy));\n", "@time gp_FSA = GaussianProcesses.FSA(X, Xu, blockindices, Y, MeanConst(mean(Y)), k, log(σy));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For predictions, we also need to provide the block indices." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.126982 seconds (616 allocations: 92.226 MiB, 6.72% gc time)\n" ] } ], "source": [ "iprednearest = [argmin(abs.(xi.-Xu[1,:])) for xi in xx]\n", "blockindpred = [findall(isequal(i), iprednearest) \n", " for i in 1:size(Xu,2)]\n", "\n", "predict_f(gp_FSA, xx, blockindpred; full_cov=true)\n", "@time predict_f(gp_FSA, xx, blockindpred; full_cov=true);" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject
)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "function plot_approximation(gp_exact, gp_approx, approx_label, blockindpred)\n", " μ_exact, Σ_exact = predict_f(gp_full, xx; full_cov=true)\n", " μapprox, Σapprox = predict_f(gp_approx, xx, blockindpred; full_cov=true)\n", " plt.plot(x,Y, \".\", color=\"black\", markeredgecolor=\"None\", alpha=0.1, label=\"simulated data\")\n", " plt.plot(xx, fstar.(xx), color=cbbPalette[2], label=L\"f^\\star(X)\", linewidth=2)\n", " plt.plot(xx, μ_exact, color=cbbPalette[3], label=L\"$f(x) \\mid Y, \\hat\\theta$\")\n", " plt.fill_between(xx, μ_exact.-sqrt.(diag(Σ_exact)), μ_exact.+sqrt.(diag(Σ_exact)), \n", " color=cbbPalette[3], alpha=0.3)\n", " plt.plot(xx, μapprox, color=cbbPalette[6], label=L\"$f(x) \\mid Y, \\hat\\theta$\"*approx_label)\n", " y_err = sqrt.(diag(Σapprox))\n", " plt.fill_between(xx, μapprox.-y_err, μapprox.+y_err, \n", " color=cbbPalette[6], alpha=0.5)\n", " plt.xlabel(L\"X\")\n", " plt.ylabel(L\"Y\")\n", " plt.plot(vec(Xu), fill(0.0, length(Xu)).-5, linestyle=\"None\",\n", " marker=6, markersize=12, color=\"black\", label=L\"inducing points $X_\\mathbf{u}$\")\n", " plt.legend(loc=\"top left\", fontsize=\"small\")\n", " plt.ylim(-10, 10)\n", "end\n", "# from StatsBase.jl:\n", "midpoints(v::AbstractVector) = [Statistics.middle(v[i - 1], v[i]) for i in 2:length(v)]\n", "plt.axvline.(midpoints(vec(Xu)), alpha=0.9, color=cbbPalette[7], zorder=-1)\n", "plot_approximation(gp_full, gp_FSA, \"FSA\", blockindpred)\n", ";" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also show the dividing lines between blocks.\n", "As you can see, the approximation is much improved compared to the previous approaches.\n", "It is only at the dividing lines between blocks (shown as pink vertical lines) that information does not travel, and so we can see jumps in the predictions if the block division is also far away from an inducing points.\n", "The downside is that we pay the computational cost of the full inference within blocks,\n", "so the speed-up compared to the full analytic solution is less impressive." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Under the hood\n", "\n", "When we use the shortcut functions shown\n", "in this notebook — `SoR`, `DTC`, `FITC` and `FSA` — a\n", "Gaussian process object is created with a special\n", "`CovarianceStrategy` structure, which stores the sparse approximation choice and parameters.\n", "Julia's multiple dispatch mechanism is then used in relevant GP methods to\n", "adapt the GP functionality according to which covariance strategy is used.\n", "It is therefore relatively straightforward for users to implement new approximations \n", "by creating a custom `CovarianceStrategy` structure, and implementing\n", "the methods that are affected by the approximation." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "GaussianProcesses.SubsetOfRegsStrategy{Array{Float64,2}}([3.82567 4.06404 … 5.73281 7.64571])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gp_SOR = GaussianProcesses.SoR(X, Xu, Y, MeanConst(mean(Y)), k, log(σy));\n", "gp_SOR.covstrat" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Julia 1.1", "language": "julia", "name": "julia-1.1" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.1.0" }, "toc": { "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }