{ "cells": [ { "cell_type": "markdown", "source": [ "# Parametric Heteroscedastic Model\n", "\n", "*You are seeing the\n", "notebook output generated by\n", "[Literate.jl](https://github.com/fredrikekre/Literate.jl) from the\n", "[Julia source file](https://github.com/JuliaGaussianProcesses/AbstractGPs.jl/blob/master/examples/3-parametric-heteroscedastic/script.jl).\n", "The rendered HTML can be viewed [in the docs](https://juliagaussianprocesses.github.io/AbstractGPs.jl/dev/examples/3-parametric-heteroscedastic/).*" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "This example is a small extension of the standard GP regression problem, in which the\n", "observation noise variance is a function of the input.\n", "It is assumed to be a simple quadratic form, with a single unknown\n", "scaling parameter, in addition to the usual lengthscale and variance parameters\n", "of the GP.\n", "A point estimate of all parameters is obtained using type-II maximum likelihood,\n", "as per usual." ], "metadata": {} }, { "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "Random.TaskLocalRNG()" }, "metadata": {}, "execution_count": 1 } ], "cell_type": "code", "source": [ "using AbstractGPs\n", "using AbstractGPsMakie\n", "using CairoMakie\n", "using KernelFunctions\n", "using Optim\n", "using ParameterHandling\n", "using Zygote\n", "\n", "using LinearAlgebra\n", "using Random\n", "Random.seed!(42) # setting the seed for reproducibility of this notebook" ], "metadata": {}, "execution_count": 1 }, { "cell_type": "markdown", "source": [ "In this example we work with a simple GP with a Gaussian kernel and heteroscedastic observation variance." ], "metadata": {} }, { "outputs": [], "cell_type": "code", "source": [ "observation_variance(θ, x::AbstractVector{<:Real}) = Diagonal(0.01 .+ θ.σ² .* x .^ 2)\n", "function build_gpx(θ, x::AbstractVector{<:Real})\n", " Σ = observation_variance(θ, x)\n", " return GP(0, θ.s * with_lengthscale(SEKernel(), θ.l))(x, Σ)\n", "end;" ], "metadata": {}, "execution_count": 2 }, { "cell_type": "markdown", "source": [ "We specify the following hyperparameters:" ], "metadata": {} }, { "outputs": [], "cell_type": "code", "source": [ "const flat_θ, unflatten = ParameterHandling.value_flatten((\n", " s=positive(1.0), l=positive(3.0), σ²=positive(0.1)\n", "));\n", "θ = unflatten(flat_θ);" ], "metadata": {}, "execution_count": 3 }, { "cell_type": "markdown", "source": [ "We generate some observations:" ], "metadata": {} }, { "outputs": [], "cell_type": "code", "source": [ "const x = 0.0:0.1:10.0\n", "const y = rand(build_gpx(θ, x));" ], "metadata": {}, "execution_count": 4 }, { "cell_type": "markdown", "source": [ "We specify the objective function:" ], "metadata": {} }, { "outputs": [], "cell_type": "code", "source": [ "function objective(flat_θ)\n", " θ = unflatten(flat_θ)\n", " fx = build_gpx(θ, x)\n", " return -logpdf(fx, y)\n", "end;" ], "metadata": {}, "execution_count": 5 }, { "cell_type": "markdown", "source": [ "We use L-BFGS for optimising the objective function.\n", "It is a first-order method and hence requires computing the gradient of the objective function.\n", "We do not derive and implement the gradient function manually here but instead use reverse-mode automatic differentiation with Zygote.\n", "When computing gradients with Zygote, the objective function is evaluated as well.\n", "We can exploit this and [avoid re-evaluating the objective function](https://julianlsolvers.github.io/Optim.jl/stable/#user/tipsandtricks/#avoid-repeating-computations) in such cases." ], "metadata": {} }, { "outputs": [], "cell_type": "code", "source": [ "function objective_and_gradient(F, G, flat_θ)\n", " if G !== nothing\n", " val_grad = Zygote.withgradient(objective, flat_θ)\n", " copyto!(G, only(val_grad.grad))\n", " if F !== nothing\n", " return val_grad.val\n", " end\n", " end\n", " if F !== nothing\n", " return objective(flat_θ)\n", " end\n", " return nothing\n", "end;" ], "metadata": {}, "execution_count": 6 }, { "cell_type": "markdown", "source": [ "We optimise the hyperparameters using initializations close to the values that the observations were generated with." ], "metadata": {} }, { "outputs": [ { "output_type": "execute_result", "data": { "text/plain": " * Status: success\n\n * Candidate solution\n Final objective value: 1.643111e+02\n\n * Found with\n Algorithm: L-BFGS\n\n * Convergence measures\n |x - x'| = 0.00e+00 ≤ 0.0e+00\n |x - x'|/|x'| = 0.00e+00 ≤ 0.0e+00\n |f(x) - f(x')| = 0.00e+00 ≤ 0.0e+00\n |f(x) - f(x')|/|f(x')| = 0.00e+00 ≤ 0.0e+00\n |g(x)| = 1.19e-08 ≰ 1.0e-08\n\n * Work counters\n Seconds run: 0 (vs limit Inf)\n Iterations: 21\n f(x) calls: 40\n ∇f(x) calls: 21\n" }, "metadata": {}, "execution_count": 7 } ], "cell_type": "code", "source": [ "flat_θ_init = flat_θ + 0.01 * randn(length(flat_θ))\n", "result = optimize(\n", " Optim.only_fg!(objective_and_gradient),\n", " flat_θ_init,\n", " LBFGS(;\n", " alphaguess=Optim.LineSearches.InitialStatic(; scaled=true),\n", " linesearch=Optim.LineSearches.BackTracking(),\n", " ),\n", " Optim.Options(; show_every=100),\n", ")" ], "metadata": {}, "execution_count": 7 }, { "cell_type": "markdown", "source": [ "The optimal model parameters are:" ], "metadata": {} }, { "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "(s = 0.7303854876516814, l = 1.206838052261522, σ² = 0.08611131547261335)" }, "metadata": {}, "execution_count": 8 } ], "cell_type": "code", "source": [ "θ_final = unflatten(result.minimizer)" ], "metadata": {}, "execution_count": 8 }, { "cell_type": "markdown", "source": [ "We compute the posterior GP with these optimal model parameters:" ], "metadata": {} }, { "outputs": [], "cell_type": "code", "source": [ "fx_final = build_gpx(θ_final, x)\n", "f_post = posterior(fx_final, y);" ], "metadata": {}, "execution_count": 9 }, { "cell_type": "markdown", "source": [ "We visualize the results with [AbstractGPsMakie](https://github.com/JuliaGaussianProcesses/AbstractGPsMakie.jl):" ], "metadata": {} }, { "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "Figure()", "image/png": "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", "text/html": [ "<img width=600 height=450 style='object-fit: contain; height: auto;' src=\"data:image/png;base64, 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\"/>" ] }, "metadata": {}, "execution_count": 10 } ], "cell_type": "code", "source": [ "using CairoMakie.Makie.ColorSchemes: Set1_4\n", "\n", "with_theme(\n", " Theme(;\n", " palette=(color=Set1_4,),\n", " patchcolor=(Set1_4[2], 0.2),\n", " Axis=(limits=((0, 10), nothing),),\n", " ),\n", ") do\n", " plot(\n", " x,\n", " f_post(x, observation_variance(θ_final, x));\n", " bandscale=3,\n", " label=\"posterior + noise\",\n", " color=(:orange, 0.3),\n", " )\n", " plot!(x, f_post; bandscale=3, label=\"posterior\")\n", " gpsample!(x, f_post; samples=10, color=Set1_4[3])\n", " scatter!(x, y; label=\"y\")\n", " axislegend()\n", " current_figure()\n", "end" ], "metadata": {}, "execution_count": 10 }, { "cell_type": "markdown", "source": [ "<hr />\n", "<h6>Package and system information</h6>\n", "<details>\n", "<summary>Package information (click to expand)</summary>\n", "<pre>\n", "Status `~/work/AbstractGPs.jl/AbstractGPs.jl/examples/3-parametric-heteroscedastic/Project.toml`\n", " [99985d1d] AbstractGPs v0.5.23 `/home/runner/work/AbstractGPs.jl/AbstractGPs.jl#28319c5`\n", " [7834405d] AbstractGPsMakie v0.2.8\n", "⌅ [13f3f980] CairoMakie v0.11.11\n", " [ec8451be] KernelFunctions v0.10.65\n", " [98b081ad] Literate v2.20.1\n", " [429524aa] Optim v1.11.0\n", " [2412ca09] ParameterHandling v0.5.0\n", "⌅ [e88e6eb3] Zygote v0.6.75\n", " [37e2e46d] LinearAlgebra v1.11.0\n", " [9a3f8284] Random v1.11.0\n", "Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated`\n", "</pre>\n", "To reproduce this notebook's package environment, you can\n", "<a href=\"./Manifest.toml\">\n", "download the full Manifest.toml</a>.\n", "</details>\n", "<details>\n", "<summary>System information (click to expand)</summary>\n", "<pre>\n", "Julia Version 1.11.4\n", "Commit 8561cc3d68d (2025-03-10 11:36 UTC)\n", "Build Info:\n", " Official https://julialang.org/ release\n", "Platform Info:\n", " OS: Linux (x86_64-linux-gnu)\n", " CPU: 4 × AMD EPYC 7763 64-Core Processor\n", " WORD_SIZE: 64\n", " LLVM: libLLVM-16.0.6 (ORCJIT, znver3)\n", "Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)\n", "Environment:\n", " JULIA_DEBUG = Documenter\n", " JULIA_LOAD_PATH = :/home/runner/.julia/packages/JuliaGPsDocs/7M86H/src\n", "</pre>\n", "</details>" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "---\n", "\n", "*This notebook was generated using [Literate.jl](https://github.com/fredrikekre/Literate.jl).*" ], "metadata": {} } ], "nbformat_minor": 3, "metadata": { "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.11.4" }, "kernelspec": { "name": "julia-1.11", "display_name": "Julia 1.11.4", "language": "julia" } }, "nbformat": 4 }