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yiyuezhuo/bayesian_optimization4.ipynb

Created August 14, 2021 15:22
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bayesian_optimization4
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bayesian_optimization4.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "5b664967-eee6-428e-8d62-89808a4ec321",
"metadata": {},
"source": [
"http://krasserm.github.io/2018/03/21/bayesian-optimization/\n",
"\n",
"Expected improvement:\n",
"\n",
"$$\n",
"Z = \\begin{cases}\n",
"\\frac{\\mu(x)-f(x^+)-\\xi}{\\sigma(x)} & \\text{if} \\, \\sigma(x) > 0 \\\\\n",
"0 & \\text{if} \\, \\sigma(x) = 0\n",
"\\end{cases}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b126eaa3-df6e-4eb3-8203-73ba53486bc6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 0.000292 seconds (1.35 k allocations: 101.391 KiB, 1064.24% compilation time)\n"
]
}
],
"source": [
"@time begin\n",
" using AbstractGPs\n",
" using KernelFunctions\n",
" using Plots\n",
" using Optim\n",
" using Distributions\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "715d383c-5def-4597-ac85-d4001dfd44fa",
"metadata": {},
"outputs": [],
"source": [
"lower = [-1.]\n",
"upper = [2.]\n",
"noise = 0.2\n",
"\n",
"function f(X; noise=noise)\n",
" x = X[1]\n",
" -sin(3*x) - x^2 + 0.7*x + noise * randn()\n",
"end\n",
"\n",
"X_init = [-0.9, 1.1]\n",
"X_f_init = ColVecs(reshape(X_init, 1, length(X_init)))\n",
"Y_init = f.(X_init)\n",
"\n",
"# Dense grid of points within bounds\n",
"X = range(lower[1], upper[1], step=0.01)\n",
"X_f = ColVecs(reshape(X, 1, length(X)))\n",
"\n",
"# Noise-free objective function values at X \n",
"Y = f.(X_f, noise=0)\n",
";\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "fb013a72-b603-47d2-97ee-a643eb154189",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(X, Y, color=\"yellow\", linestyle=:dash, linewidth=2, label=\"Noise-free objective\")\n",
"scatter!(X, f.(X_f), markershape=:x, color=\"blue\", alpha=0.1, label=\"Noisy samples\")\n",
"scatter!(X_init[:], Y_init[:], markershape=:x, color=\"black\", markersize=5, label=\"Initial samples\")\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ed5beb95-4fd4-4424-b77f-11ab465aac45",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"expected_improvement (generic function with 1 method)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function expected_improvement(X, max_sample_mu, gp; xi=0.01)\n",
" # X is a vector containing a test point\n",
" X_f = ColVecs(reshape(X, :, 1))\n",
" \n",
" m_gp = marginals(gp(X_f, 1e-9))\n",
" mu, sigma = mean.(m_gp)[1], std.(m_gp)[1]\n",
" \n",
" if sigma > 0\n",
" imp = mu - max_sample_mu - xi\n",
" Z = imp / sigma\n",
" return imp * cdf(Normal(), Z) + sigma * pdf(Normal(), Z)\n",
" end\n",
" return 0\n",
"end\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "07579712-1dfb-405d-8baf-0fb7ca0b52c2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"propose_location (generic function with 1 method)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function propose_location(acquisition, X_sample::ColVecs, gp, lower, upper; n_restarts=25)\n",
" # acquisition take expected_improvement usually\n",
" \n",
" min_val = +Inf # surrogate value\n",
" min_x = nothing\n",
" \n",
" mg = marginals(gp(X_sample, 1e-9))\n",
" max_sample_mu = maximum(mean.(mg))\n",
" \n",
" opt_f(X) = -acquisition(X, max_sample_mu, gp)\n",
" \n",
" for i in 1:n_restarts\n",
" x0 = rand(length(upper)) .* (upper - lower) + lower\n",
" res = optimize(opt_f, lower, upper, x0, Fminbox(LBFGS()))\n",
" if minimum(res) < min_val\n",
" min_val = minimum(res)\n",
" min_x = Optim.minimizer(res)\n",
" end\n",
" end\n",
" \n",
" return min_x\n",
"end\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "6835ef85-5c9a-4025-915f-4bdbf4d0723a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"plot_acquisition (generic function with 1 method)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function plot_approximation(gp, X, Y, X_sample, Y_sample, X_next; show_legend)\n",
" # plot surrogate function, X, Y are true function input and output\n",
" X_f = ColVecs(reshape(X, 1, :))\n",
" \n",
" mg = marginals(gp(X_f, 1e-9))\n",
" mu, sigma = mean.(mg), std.(mg)\n",
" \n",
" plt = plot(legend=show_legend, legendfontsize=4)\n",
" plot!(X, Y, color=\"yellow\", linestyle=:dash, linewidth=2, label=\"Noise-free objective\")\n",
" plot!(X, mu, ribbon=sigma*3, color=\"blue\", label=\"Surrogate function\")\n",
" scatter!(X_sample.X[:], Y_sample, markershape=:x, color=\"black\", markersize=5, label=\"Noisy sample\")\n",
" vline!(X_next, label=\"\")\n",
" \n",
" return plt\n",
"end\n",
"\n",
"function plot_acquisition(gp, X, ei, X_next; show_legend)\n",
" mg = marginals(gp(X_sample, 1e-9))\n",
" max_sample_mu = maximum(mean.(mg))\n",
" \n",
" ei_X = [ei([x], max_sample_mu, gp) for x in X]\n",
" \n",
" plt = plot(legend=show_legend, legendfontsize=4)\n",
" plot!(X, ei_X, label=\"Acquisition function\")\n",
" vline!(X_next, label=\"Next sampling location\")\n",
" \n",
" return plt\n",
"end\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7a4889cd-1723-4cfe-b269-ee42d9901f86",
"metadata": {},
"outputs": [
{
"data": {
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