{ "cells": [ { "cell_type": "markdown", "id": "50176287", "metadata": {}, "source": [ "# 2D parameter estimation using MCMC\n", "\n", "This example will cover:\n", "\n", " - Use MCMC to infer kernel paramaters\n", " - Finding sample with highest log-prob from the mcmc chain\n", " - Visualising results of sampling\n", " - Making predictions\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "ba0576fc", "metadata": {}, "outputs": [], "source": [ "from gptide import cov\n", "from gptide import GPtideScipy\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import corner\n", "import arviz as az\n", "\n", "from scipy import stats\n", "from gptide import stats as gpstats\n" ] }, { "cell_type": "markdown", "id": "4040e87d", "metadata": {}, "source": [ "## Generate some data" ] }, { "cell_type": "code", "execution_count": 2, "id": "0b153f56", "metadata": {}, "outputs": [], "source": [ "####\n", "# These are our kernel input parameters\n", "np.random.seed(1)\n", "noise = 0.5\n", "η = 10\n", "ℓ_x = 900\n", "ℓ_y = 1800\n", "\n", "dx = 200.\n", "dy = 400.\n", "\n", "def kernel_2d(x, xpr, params):\n", " \"\"\"\n", " 2D kernel\n", " \n", " Inputs:\n", " x: matrices input points [N,3]\n", " xpr: matrices output points [M,3]\n", " params: tuple length 3\n", " eta: standard deviation\n", " lx: x length scale\n", " ly: y length scale\n", " \n", " \"\"\"\n", " eta, lx, ly = params\n", " \n", " # Build the covariance matrix\n", " C = cov.matern32(x[:,1,None], xpr.T[:,1,None].T, ly) \n", " C *= cov.matern32(x[:,0,None], xpr.T[:,0,None].T, lx)\n", " C *= eta**2 \n", " \n", " return C\n", "\n", "covfunc = kernel_2d\n", "\n", "###\n", "# Domain size parameters\n", "N = 10\n", "\n", "covparams = (η, ℓ_x, ℓ_y)\n", "\n", "# Input data points\n", "xd = np.arange(0,dx*N,dx)[:,None]-dx/2\n", "yd = np.arange(0,dy*N,dy)[:,None]-dy/2\n", "\n", "# Make a grid\n", "Xg, Yg = np.meshgrid(xd, yd)\n", "\n", "# Vectorise grid and stack\n", "Xv = Xg.ravel()\n", "Yv = Yg.ravel()\n", "X = np.hstack([Xv[:,None], Yv[:,None]])\n", "\n", "GP = GPtideScipy(X, X.copy(), noise, covfunc, covparams)\n", "\n", "# Use the .prior() method to obtain some samples\n", "zd = GP.prior(samples=1)\n", "zg = zd.reshape(Xg.shape)" ] }, { "cell_type": "code", "execution_count": 3, "id": "47b443ae", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.scatter(Xg, Yg, c=zg)\n", "plt.ylabel('y')\n", "plt.xlabel('x')\n", "plt.title('Noisy Matern 3/2')\n", "plt.colorbar(label='some data')\n", "plt.gca().set_aspect('equal')" ] }, { "cell_type": "markdown", "id": "2542bb6f", "metadata": {}, "source": [ "## Inference" ] }, { "cell_type": "markdown", "id": "0197a84e", "metadata": {}, "source": [ "We now use the `gptide.mcmc` function do the parameter estimation. This uses the `emcee.EnsembleSampler` class.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "bbd4da06", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10, 900, 1800)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from gptide import mcmc\n", "n = len(xd)\n", "covparams" ] }, { "cell_type": "code", "execution_count": 5, "id": "561a3727", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running burn-in...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████| 30/30 [00:17<00:00, 1.68it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running production...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████| 100/100 [01:02<00:00, 1.60it/s]\n" ] } ], "source": [ "# Initial guess of the noise and covariance parameters (these can matter)\n", "\n", "noise_prior = [gpstats.truncnorm(0.4, 0.25, 1e-15, 1)] # noise - true value 0.5\n", "covparams_priors = [gpstats.truncnorm(8, 3, 2, 14), # eta - true value 10\n", " gpstats.truncnorm(600, 200, 1e-15, 1e4), # ℓ_x - true value 900\n", " gpstats.truncnorm(1400, 250, 1e-15, 1e4) # ℓ_y - true value 1800\n", " ]\n", "\n", "meanparams_priors = []\n", "\n", "# There is no mean function in this case\n", "meanfunc = None\n", "\n", "priors = noise_prior+covparams_priors+meanparams_priors \n", "ncovparams = len(noise_prior) + len(covparams_priors)\n", "\n", "samples, log_prob, priors_out, sampler = mcmc.mcmc( X, \n", " zd, \n", " covfunc, \n", " meanfunc, \n", " priors,\n", " ncovparams,\n", " nwarmup=30,\n", " niter=100,\n", " verbose=False)\n", "\n" ] }, { "cell_type": "markdown", "id": "574d215f", "metadata": {}, "source": [ "## Find sample with highest log prob" ] }, { "cell_type": "code", "execution_count": 6, "id": "fbbf0982", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Noise (true): 0.50, Noise (mcmc): 0.29\n", "η (true): 10.00, η (mcmc): 8.34\n", "ℓ_x (true): 900.00, ℓ_x (mcmc): 705.59\n", "ℓ_y (true): 1800.00, ℓ_y (mcmc): 1692.21\n" ] } ], "source": [ "i = np.argmax(log_prob)\n", "MAP = samples[i, :]\n", "\n", "print('Noise (true): {:3.2f}, Noise (mcmc): {:3.2f}'.format(noise, MAP[0]))\n", "print('η (true): {:3.2f}, η (mcmc): {:3.2f}'.format(covparams[0], MAP[1]))\n", "print('ℓ_x (true): {:3.2f}, ℓ_x (mcmc): {:3.2f}'.format(covparams[1], MAP[2]))\n", "print('ℓ_y (true): {:3.2f}, ℓ_y (mcmc): {:3.2f}'.format(covparams[2], MAP[3])) \n" ] }, { "cell_type": "code", "execution_count": 7, "id": "bfffd521", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Noise (true): 0.50, Noise (mcmc): 0.29\n", "η (true): 10.00, η (mcmc): 8.34\n", "ℓ_x (true): 900.00, ℓ_x (mcmc): 705.59\n", "ℓ_y (true): 1800.00, ℓ_y (mcmc): 1692.21\n" ] } ], "source": [ "i = np.argmax(log_prob)\n", "MAP = samples[i, :]\n", "\n", "print('Noise (true): {:3.2f}, Noise (mcmc): {:3.2f}'.format(noise, MAP[0]))\n", "print('η (true): {:3.2f}, η (mcmc): {:3.2f}'.format(covparams[0], MAP[1]))\n", "print('ℓ_x (true): {:3.2f}, ℓ_x (mcmc): {:3.2f}'.format(covparams[1], MAP[2]))\n", "print('ℓ_y (true): {:3.2f}, ℓ_y (mcmc): {:3.2f}'.format(covparams[2], MAP[3])) \n" ] }, { "cell_type": "markdown", "id": "cc667624", "metadata": {}, "source": [ "## Posterior density plot" ] }, { "cell_type": "code", "execution_count": 8, "id": "aba4faee", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "labels = ['σ','η','ℓ_x', 'ℓ_y']\n", "def convert_to_az(d, labels):\n", " output = {}\n", " for ii, ll in enumerate(labels):\n", " output.update({ll:d[:,ii]})\n", " return az.convert_to_dataset(output)\n", "\n", "priors_out_az = convert_to_az(priors_out, labels)\n", "samples_az = convert_to_az(samples, labels)\n", "\n", "axs = az.plot_density( [samples_az[labels], \n", " priors_out_az[labels]],\n", " shade=0.1,\n", " grid=(1, 5),\n", " textsize=12,\n", " figsize=(12,3),\n", " data_labels=('posterior','prior'),\n", " hdi_prob=0.995)\n" ] }, { "cell_type": "markdown", "id": "214eb8bc", "metadata": {}, "source": [ "## Posterior corner plot" ] }, { "cell_type": "code", "execution_count": 9, "id": "d54ec867", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = corner.corner(samples, \n", " show_titles=True,\n", " labels=labels,\n", " plot_datapoints=True,\n", " quantiles=[0.16, 0.5, 0.84])" ] }, { "cell_type": "markdown", "id": "02c3f8cd", "metadata": {}, "source": [ "## Condition and make predictions" ] }, { "cell_type": "code", "execution_count": 10, "id": "f5968a01", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 8))\n", "plt.ylabel('y')\n", "plt.xlabel('x')\n", "\n", "# xo = np.arange(0,dx*N,dx/3)[:,None]\n", "xdo = np.arange(-dx*0.5*N, dx*1.2*N, dx/4)[:,None]\n", "ydo = np.arange(-dy*0.2*N, dy*1.2*N, dy/4)[:,None]\n", "\n", "# Make a grid\n", "Xgo, Ygo = np.meshgrid(xdo, ydo)\n", "\n", "# Vectorise grid and stack\n", "Xvo = Xgo.ravel()\n", "Yvo = Ygo.ravel()\n", "Xo = np.hstack([Xvo[:,None], Yvo[:,None]])\n", " \n", "OI = GPtideScipy(X, Xo, 0, covfunc, MAP[1:], \n", " P=1, mean_func=None)\n", "out_map = OI.conditional(zd)\n", "\n", "plt.scatter(Xgo, Ygo, c=out_map, alpha=1)\n", "plt.scatter(Xg, Yg, c=zg, s=100, edgecolors='k')\n", "\n", "plt.grid()\n", "plt.gca().set_aspect('equal')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "id": "946bc665", "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": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }