From beea97beecfe17f5654b55cdd621b9bdc67bd0d1 Mon Sep 17 00:00:00 2001 From: Matthew Carbone Date: Fri, 20 Oct 2023 16:32:32 -0400 Subject: [PATCH] Update and test gpax_GPBO notebook --- examples/gpax_GPBO.ipynb | 965 ++++++++++++++++----------------------- 1 file changed, 406 insertions(+), 559 deletions(-) diff --git a/examples/gpax_GPBO.ipynb b/examples/gpax_GPBO.ipynb index e61174f..42e76da 100644 --- a/examples/gpax_GPBO.ipynb +++ b/examples/gpax_GPBO.ipynb @@ -1,564 +1,411 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "view-in-github" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fBXRVrQFPaK4" + }, + "source": [ + "# Gaussian process-based Bayesian optimization\n", + "\n", + "*Prepared by Maxim Ziatdinov (2022). Last updated in October 2023.*" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TMCrTM8HPfuX" + }, + "source": [ + "As described in earlier examples, Gaussian process (GP) is a powerful tool for reconstructing an unknown function from sparse measurements in the probabilistic fashion. In addition to providing a \"one-off\" reconstruction, the GP's posterior predictive mean and uncertainty can be used to derive an acquisition function for selecting the next point to measure in the optimization problems. In the fully Bayesian regime, the next measurement point is selected according to\n", + "\n", + "$$ x_{next}= \\underset{x}{\\arg\\max}\\frac{1}{L}βˆ‘_{i=1}^LΞ±(πœ‡_*^i,π“₯_*^i)\\qquad (1) $$\n", + "\n", + "where $L$ is the total number of Hamiltonian Monte Carlo samples, $πœ‡_*^i$ is a posterior predictive mean, and $π“₯_*^i$ is a posterior predictive variance for *i*-th sample. Perhaps the simplest acquisition function is an upper confidence bound (UCB) defined as\n", + "\n", + "$$ Ξ±_{UCB}^i= πœ‡_*^i\\pm\\sqrt{𝛽\\space π“₯_*^i}\\qquad (2) $$\n", + "\n", + "where the square root of $π“₯_*$ is a standard deviation (β€˜uncertainty’). The coefficient $𝛽$ determines an exploitation-exploration trade-off. The '$+$' sign corresponds to the maximization problems, whereas the '$-$' sign is for the minimization problems. In the variational inference regime, $L=1$, and the next point is selected as $x_{next}=\\arg\\max_xΞ±(πœ‡_*,π“₯_*)$.\n", + "\n", + "For the analytical acquisition function such as UCB, one may alternatively first derive mean and variance of the sampled predictions (```y_sampled``` in GPax code examples) and then use them to compute the acqusition function.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HdtH0tCPQ2de" + }, + "source": [ + "## Install & Import" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "86iUwKxLO7qE" + }, + "source": [ + "Install the latest GPax package from PyPI (this is best practice, as it installs the latest, deployed and tested version)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { "colab": { - "name": "gpax_GPBO.ipynb", - "provenance": [], - "authorship_tag": "ABX9TyPMvxYQ4tezQyb1Ol39/kHB", - "include_colab_link": true - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" + "base_uri": "https://localhost:8080/" }, - "language_info": { - "name": "python" - } + "id": "VQ1rLUzqha2i", + "outputId": "44157aab-4e21-4966-ec79-ccf85cd4bbaa" + }, + "outputs": [], + "source": [ + "!pip install gpax" + ] }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "view-in-github", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "source": [ - "# Gaussian process-based Bayesian optimization\n", - "\n", - "*Prepared by Maxim Ziatdinov (2022). Last updated in May 2023.*" - ], - "metadata": { - "id": "fBXRVrQFPaK4" - } - }, - { - "cell_type": "markdown", - "source": [ - "As described in earlier examples, Gaussian process (GP) is a powerful tool for reconstructing an unknown function from sparse measurements in the probabilistic fashion. In addition to providing a \"one-off\" reconstruction, the GP's posterior predictive mean and uncertainty can be used to derive an acquisition function for selecting the next point to measure in the optimization problems. In the fully Bayesian regime, the next measurement point is selected according to\n", - "\n", - "$$ x_{next}= \\underset{x}{\\arg\\max}\\frac{1}{L}βˆ‘_{i=1}^LΞ±(πœ‡_*^i,π“₯_*^i)\\qquad (1) $$\n", - "\n", - "where $L$ is the total number of Hamiltonian Monte Carlo samples, $πœ‡_*^i$ is a posterior predictive mean, and $π“₯_*^i$ is a posterior predictive variance for *i*-th sample. Perhaps the simplest acquisition function is an upper confidence bound (UCB) defined as\n", - "\n", - "$$ Ξ±_{UCB}^i= πœ‡_*^i\\pm\\sqrt{𝛽\\space π“₯_*^i}\\qquad (2) $$\n", - "\n", - "where the square root of $π“₯_*$ is a standard deviation (β€˜uncertainty’). The coefficient $𝛽$ determines an exploitation-exploration trade-off. The '$+$' sign corresponds to the maximization problems, whereas the '$-$' sign is for the minimization problems. In the variational inference regime, $L=1$, and the next point is selected as $x_{next}=\\arg\\max_xΞ±(πœ‡_*,π“₯_*)$.\n", - "\n", - "For the analytical acquisition function such as UCB, one may alternatively first derive mean and variance of the sampled predictions (```y_sampled``` in GPax code examples) and then use them to compute the acqusition function.\n" - ], - "metadata": { - "id": "TMCrTM8HPfuX" - } - }, - { - "cell_type": "markdown", - "source": [ - "Install GPax:" - ], - "metadata": { - "id": "Wqrzmd3kWqRH" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "xshPHkB-fjwq" - }, - "outputs": [], - "source": [ - "!pip install git+https://github.com/ziatdinovmax/gpax" - ] - }, - { - "cell_type": "markdown", - "source": [ - "Imports:" - ], - "metadata": { - "id": "jBeWjOp2mzQ9" - } - }, - { - "cell_type": "code", - "source": [ - "import gpax\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "import numpyro\n", - "\n", - "gpax.utils.enable_x64()" - ], - "metadata": { - "id": "6RelAzzsf705" - }, - "execution_count": 9, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Let's define a function to be minimized and a function that emulates a noisy measurement:" - ], - "metadata": { - "id": "GAejc4usmzxi" - } - }, - { - "cell_type": "code", - "source": [ - "def func(x, y=1.2):\n", - " out = (\n", - " -20 * np.exp(-0.2 * np.sqrt(0.5 * (x**2 + y**2)))\n", - " - np.exp(0.5 * (np.cos(2 * np.pi * x) + np.cos(2 * np.pi * y)))\n", - " + np.e + 20\n", - " )\n", - " return out\n", - "\n", - "def measure(x, noise=0.1):\n", - " return func(x) + noise * np.random.randn(len(x))" - ], - "metadata": { - "id": "SS6wrbVHfp-N" - }, - "execution_count": 10, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Next, we generate a few noisy observations of our function. We also plot the true function (\"ground truth\") to confirm the location of the minimum at $x=0$ but we are not going to use it anywhere." - ], - "metadata": { - "id": "W_lOdSM2m0WN" - } - }, - { - "cell_type": "code", - "source": [ - "np.random.seed(42)\n", - "\n", - "X_bounds = np.array([-2, 2])\n", - "X = np.random.uniform(X_bounds[0], X_bounds[1], size=(8,))\n", - "X = np.append(X, X_bounds)\n", - "X = np.sort(X)\n", - "y = measure(X)\n", - "\n", - "X_unmeasured = np.linspace(X_bounds[0], X_bounds[1], 200)\n", - "ground_truth = measure(X_unmeasured, noise=0)\n", - "\n", - "\n", - "_, ax = plt.subplots(dpi=100, figsize=(7, 5.5))\n", - "ax.set_xlabel(\"$X$\", fontsize=16)\n", - "ax.set_ylabel(\"$y$\", fontsize=16)\n", - "ax.scatter(X, y, marker='x', c='k', s=64, zorder=1, label=\"Observations\", alpha=1.0)\n", - "ax.plot(X_unmeasured, ground_truth, label='Ground truth')\n", - "ax.legend(loc='best');" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 513 - }, - "id": "YU0DxM5UhSpd", - "outputId": "c1366b4c-cced-4461-a899-3191b505e916" - }, - "execution_count": 11, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "The Gaussian process class in GPax uses a weakly informative $LogNormal(0,1)$ prior distribution for all kernel parameters and model noise by default. If we have prior knowledge that the noise level is low, we may choose a more appropriate prior distibution for the noise, such as" - ], - "metadata": { - "id": "eMqeLGCqmxrP" - } - }, - { - "cell_type": "code", - "source": [ - "noise_prior = numpyro.distributions.HalfNormal(0.01)" - ], - "metadata": { - "id": "oY9iayqblwhT" - }, - "execution_count": 12, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Next we define a single step that takes measured data, trains a GP model, and uses it to compute an Upper Confidence Bound (UCB) acquisition function for deriving the next measurment point (which will be done inside the main loop)." - ], - "metadata": { - "id": "mIPjp5qDmyUi" - } - }, - { - "cell_type": "code", - "source": [ - "def step(X_measured, y_measured, X_unmeasured):\n", - " # Get random number generator keys for training and prediction\n", - " rng_key1, rng_key2 = gpax.utils.get_keys()\n", - " # Initialize GP model\n", - " gp_model = gpax.ExactGP(1, kernel='RBF', noise_prior_dist=noise_prior)\n", - " # Run HMC to obtain posterior samples for the GP model parameters\n", - " gp_model.fit(rng_key1, X_measured, y_measured)\n", - " # Get predictions (we don't need this step for optimization - only for visualization purposes)\n", - " y_pred, y_sampled = gp_model.predict(rng_key2, X_unmeasured, noiseless=True)\n", - " # Compute acquisition function\n", - " obj = gpax.acquisition.UCB(\n", - " rng_key2, gp_model, X_unmeasured, beta=4,\n", - " maximize=False, noiseless=True)\n", - " return obj, (y_pred, y_sampled)" - ], - "metadata": { - "id": "6uCDIAs2glWO" - }, - "execution_count": 13, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Finally, we run the Bayesian optimization for 7 steps to find the minimum of the unknown (to the algorithm) function:" - ], - "metadata": { - "id": "VysFg03bm1tM" - } - }, - { - "cell_type": "code", - "source": [ - "num_steps = 7\n", - "\n", - "for e in range(num_steps):\n", - " print(\"\\nStep {}/{}\".format(e+1, num_steps))\n", - " # Compute acquisition function\n", - " acq, (y_pred, y_sampled) = step(X, y, X_unmeasured)\n", - " # Get the next point to evaluate\n", - " idx = acq.argmax()\n", - " next_point = X_unmeasured[idx:idx+1]\n", - " # Measure the point\n", - " next_point_value = measure(next_point)\n", - " # Update measured data\n", - " X = np.append(X, X_unmeasured[idx:idx+1])\n", - " y = np.append(y, next_point_value)\n", - "\n", - " # Plot observed points, mean prediction, and acqusition function\n", - " lower_b = y_pred - y_sampled.std(axis=(0,1))\n", - " upper_b = y_pred + y_sampled.std(axis=(0,1))\n", - " fig, (ax1, ax2) = plt.subplots(2, 1, dpi=100, figsize=(7.5, 14))\n", - " ax1.scatter(X[:-1], y[:-1], marker='x', c='k', label=\"Observations\", s=64)\n", - " ax1.plot(X_unmeasured, y_pred, lw=2, c='b', label='Posterior mean')\n", - " ax1.fill_between(X_unmeasured, lower_b, upper_b, color='r', alpha=0.3, label=\"Model uncertainty\")\n", - " ax2.plot(X_unmeasured, acq, lw=2, c='orangered', label='Acquisition function')\n", - " ax2.scatter(X_unmeasured[idx], acq[idx], s=90, c='orangered', label='Next point to measure')\n", - " for ax in fig.axes:\n", - " ax.set_xlabel(\"$X$\", fontsize=16)\n", - " ax.set_ylabel(\"$y$\", fontsize=16)\n", - " ax.legend(loc='best', fontsize=10)\n", - " plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "CHyDySkNf4wZ", - "outputId": "9af6f46b-bf83-4e62-dfb4-e22e02042efd" - }, - "execution_count": 14, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Step 1/7\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "sample: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4000/4000 [00:06<00:00, 594.88it/s, 7 steps of size 3.98e-01. acc. prob=0.96] \n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - " mean std median 5.0% 95.0% n_eff r_hat\n", - "k_length[0] 0.76 0.15 0.74 0.54 0.94 470.72 1.00\n", - " k_scale 12.88 5.87 11.61 5.43 20.58 1199.93 1.00\n", - " noise 0.01 0.01 0.01 0.00 0.02 558.75 1.00\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Step 2/7\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "sample: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4000/4000 [00:03<00:00, 1065.65it/s, 15 steps of size 3.27e-01. acc. prob=0.93]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - " mean std median 5.0% 95.0% n_eff r_hat\n", - "k_length[0] 1.08 0.41 0.95 0.45 1.79 353.09 1.00\n", - " k_scale 11.76 5.91 10.53 4.61 19.10 671.04 1.00\n", - " noise 0.02 0.01 0.02 0.01 0.04 479.63 1.00\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Step 3/7\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "sample: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4000/4000 [00:04<00:00, 991.73it/s, 3 steps of size 4.88e-01. acc. prob=0.94] \n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - " mean std median 5.0% 95.0% n_eff r_hat\n", - "k_length[0] 0.53 0.06 0.53 0.44 0.63 979.11 1.00\n", - " k_scale 14.22 6.07 12.96 6.43 22.51 1339.20 1.00\n", - " noise 0.01 0.01 0.01 0.00 0.02 1429.83 1.00\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Step 4/7\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "sample: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4000/4000 [00:04<00:00, 997.82it/s, 7 steps of size 4.52e-01. acc. prob=0.96] \n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - " mean std median 5.0% 95.0% n_eff r_hat\n", - "k_length[0] 0.51 0.05 0.51 0.43 0.61 995.34 1.00\n", - " k_scale 14.25 6.05 13.04 6.11 22.16 1270.28 1.00\n", - " noise 0.01 0.01 0.01 0.00 0.02 1330.58 1.00\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Step 5/7\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "sample: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4000/4000 [00:04<00:00, 959.90it/s, 7 steps of size 4.74e-01. acc. prob=0.95] \n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - " mean std median 5.0% 95.0% n_eff r_hat\n", - "k_length[0] 0.49 0.05 0.49 0.41 0.57 1038.09 1.00\n", - " k_scale 14.10 5.75 12.85 6.14 21.57 1341.46 1.00\n", - " noise 0.01 0.01 0.01 0.00 0.02 1294.16 1.00\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Step 6/7\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "sample: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4000/4000 [00:03<00:00, 1041.61it/s, 7 steps of size 5.33e-01. acc. prob=0.95]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - " mean std median 5.0% 95.0% n_eff r_hat\n", - "k_length[0] 0.48 0.04 0.49 0.43 0.55 1452.11 1.00\n", - " k_scale 14.16 5.81 12.89 5.72 21.49 1015.06 1.00\n", - " noise 0.01 0.00 0.01 0.00 0.01 1807.34 1.00\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - "Step 7/7\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "sample: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4000/4000 [00:03<00:00, 1080.97it/s, 7 steps of size 6.77e-01. acc. prob=0.91]\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\n", - " mean std median 5.0% 95.0% n_eff r_hat\n", - "k_length[0] 0.48 0.04 0.48 0.42 0.54 1240.54 1.00\n", - " k_scale 14.39 5.91 13.06 6.22 21.58 1141.66 1.00\n", - " noise 0.01 0.00 0.01 0.00 0.01 1550.50 1.00\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - } - ] + { + "cell_type": "markdown", + "metadata": { + "id": "vygoK7MTjJWB" + }, + "source": [ + "Import needed packages:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " # For use on Google Colab\n", + " import gpax\n", + "\n", + "except ImportError:\n", + " # For use locally (where you're using the local version of gpax)\n", + " print(\"Assuming notebook is being run locally, attempting to import local gpax module\")\n", + " import sys\n", + " sys.path.append(\"..\")\n", + " import gpax" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "KtGDc11Ehh7r" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import numpyro\n", + "import matplotlib.pyplot as plt\n", + "\n", + "gpax.utils.enable_x64() # enable double precision" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Enable some pretty plotting." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib as mpl" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpl.rcParams['mathtext.fontset'] = 'stix'\n", + "mpl.rcParams['font.family'] = 'STIXGeneral'\n", + "mpl.rcParams['text.usetex'] = False\n", + "plt.rc('xtick', labelsize=12)\n", + "plt.rc('ytick', labelsize=12)\n", + "plt.rc('axes', labelsize=12)\n", + "mpl.rcParams['figure.dpi'] = 200" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sequential Gaussian process-based Bayesian optimization" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GAejc4usmzxi" + }, + "source": [ + "Let's define a function to be minimized and a function that emulates a noisy measurement:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "SS6wrbVHfp-N" + }, + "outputs": [], + "source": [ + "def func(x, y=1.2):\n", + " out = (\n", + " -20 * np.exp(-0.2 * np.sqrt(0.5 * (x**2 + y**2)))\n", + " - np.exp(0.5 * (np.cos(2 * np.pi * x) + np.cos(2 * np.pi * y)))\n", + " + np.e + 20\n", + " )\n", + " return out\n", + "\n", + "def measure(x, noise=0.1):\n", + " return func(x) + noise * np.random.randn(len(x))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "W_lOdSM2m0WN" + }, + "source": [ + "Next, we generate a few noisy observations of our function. We also plot the true function (\"ground truth\") to confirm the location of the minimum at $x=0$ but we are not going to use it anywhere." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 513 }, - { - "cell_type": "markdown", - "source": [ - "As one can see, the algorithm quickly converged onto the true minimum. Note that in real experiments, it's practical to update the ```X_unmeasured``` at each step by removing the just measured point from it." - ], - "metadata": { - "id": "v00xD07hanP8" - } - } - ] -} \ No newline at end of file + "id": "YU0DxM5UhSpd", + "outputId": "c1366b4c-cced-4461-a899-3191b505e916" + }, + "outputs": [], + "source": [ + "np.random.seed(42)\n", + "\n", + "X_bounds = np.array([-2, 2])\n", + "X = np.random.uniform(X_bounds[0], X_bounds[1], size=(8,))\n", + "X = np.append(X, X_bounds)\n", + "X = np.sort(X)\n", + "y = measure(X)\n", + "\n", + "X_unmeasured = np.linspace(X_bounds[0], X_bounds[1], 200)\n", + "ground_truth = measure(X_unmeasured, noise=0)\n", + "\n", + "\n", + "_, ax = plt.subplots(figsize=(4, 2))\n", + "ax.set_xlabel(\"$X$\", fontsize=16)\n", + "ax.set_ylabel(\"$y$\", fontsize=16)\n", + "ax.scatter(X, y, marker='x', c='k', s=64, zorder=1, label=\"Observations\", alpha=1.0)\n", + "ax.plot(X_unmeasured, ground_truth, label='Ground truth')\n", + "ax.legend(loc='best');" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eMqeLGCqmxrP" + }, + "source": [ + "The Gaussian process class in GPax uses a weakly informative $LogNormal(0,1)$ prior distribution for all kernel parameters and model noise by default. If we have prior knowledge that the noise level is low, we may choose a more appropriate prior distibution for the noise, such as" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "oY9iayqblwhT" + }, + "outputs": [], + "source": [ + "noise_prior = numpyro.distributions.HalfNormal(0.01)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "mIPjp5qDmyUi" + }, + "source": [ + "Next we define a single step that takes measured data, trains a GP model, and uses it to compute an Upper Confidence Bound (UCB) acquisition function for deriving the next measurment point (which will be done inside the main loop)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "6uCDIAs2glWO" + }, + "outputs": [], + "source": [ + "def step(X_measured, y_measured, X_unmeasured):\n", + " \n", + " # Get random number generator keys for training and prediction\n", + " rng_key1, rng_key2 = gpax.utils.get_keys()\n", + " \n", + " # Initialize GP model\n", + " gp_model = gpax.ExactGP(1, kernel='RBF', noise_prior_dist=noise_prior)\n", + " \n", + " # Run HMC to obtain posterior samples for the GP model parameters\n", + " gp_model.fit(rng_key1, X_measured, y_measured)\n", + " \n", + " # Get predictions (we don't need this step for optimization -\n", + " # only for visualization purposes)\n", + " y_pred, y_sampled = gp_model.predict(\n", + " rng_key2,\n", + " X_unmeasured,\n", + " noiseless=True\n", + " )\n", + " \n", + " # Compute acquisition function\n", + " obj = gpax.acquisition.UCB(\n", + " rng_key2,\n", + " gp_model,\n", + " X_unmeasured,\n", + " beta=4,\n", + " maximize=False,\n", + " noiseless=True\n", + " )\n", + "\n", + " return obj, (y_pred, y_sampled)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VysFg03bm1tM" + }, + "source": [ + "Finally, we run the Bayesian optimization for 7 steps to find the minimum of the unknown (to the algorithm) function:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "num_steps = 7\n", + "\n", + "fig, axs = plt.subplots(num_steps, 2, figsize=(5, 8), sharex=True)\n", + "\n", + "axs[0, 0].set_title(\"Data & GP\")\n", + "axs[0, 1].set_title(\"Acquisition Function\")\n", + "\n", + "for e in range(num_steps):\n", + " ax = axs[e]\n", + "\n", + " print(f\"\\nStep {e+1}/{num_steps}\")\n", + "\n", + " # Compute acquisition function\n", + " acq, (y_pred, y_sampled) = step(X, y, X_unmeasured)\n", + "\n", + " # Get the next point to evaluate\n", + " idx = acq.argmax()\n", + " next_point = X_unmeasured[idx:idx+1]\n", + "\n", + " # Measure the point\n", + " next_point_value = measure(next_point)\n", + "\n", + " # Update measured data\n", + " X = np.append(X, X_unmeasured[idx:idx+1])\n", + " y = np.append(y, next_point_value)\n", + "\n", + " # Plot observed points, mean prediction, and acqusition function\n", + " lower_b = y_pred - y_sampled.std(axis=(0,1))\n", + " upper_b = y_pred + y_sampled.std(axis=(0,1))\n", + "\n", + " ax1 = ax[0]\n", + " ax2 = ax[1]\n", + " \n", + " ax1.scatter(X[:-1], y[:-1], marker='x', c='k', label=\"Observations\", s=64)\n", + " ax1.plot(X_unmeasured, y_pred, lw=1, c='b', label='Posterior mean')\n", + " ax1.fill_between(\n", + " X_unmeasured,\n", + " lower_b,\n", + " upper_b,\n", + " color='blue',\n", + " alpha=0.3,\n", + " linewidth=0,\n", + " label=\"Model uncertainty\", \n", + " )\n", + " \n", + " ax2.plot(X_unmeasured, acq, lw=2, c='orangered', label='Acquisition function')\n", + " ax2.scatter(\n", + " X_unmeasured[idx],\n", + " acq[idx],\n", + " s=30,\n", + " marker=\"o\",\n", + " color=\"black\",\n", + " label='Next point to measure',\n", + " zorder=3,\n", + " )\n", + " ax1.text(\n", + " 0.02, 0.02, f\"{e+1}/{num_steps}\", ha=\"left\", va=\"bottom\", transform=ax1.transAxes\n", + " )\n", + "\n", + "plt.subplots_adjust(wspace=0.3)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "v00xD07hanP8" + }, + "source": [ + "As one can see, the algorithm quickly converged onto the true minimum. Note that in real experiments, it's practical to update the ```X_unmeasured``` at each step by removing the just measured point from it." + ] + } + ], + "metadata": { + "colab": { + "authorship_tag": "ABX9TyPMvxYQ4tezQyb1Ol39/kHB", + "include_colab_link": true, + "name": "gpax_GPBO.ipynb", + "provenance": [] + }, + "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": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}