{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Process Fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "by Sarah Blunt\n", "\n", "### Prerequisites\n", "This tutorial assumes knowledge of the basic `radvel` API for $\\chi^2$ likelihood fitting. As such, please complete the following before beginning this tutorial:\n", "- radvel/docs/tutorials/164922_Fitting+MCMC.ipynb\n", "- radvel/docs/tutorials/K2-24_Fitting+MCMC.ipynb\n", "\n", "This tutorial also assumes knowledge of Gaussian Processes (GPs) as applied to radial velocity (RV) timeseries modeling. Grunblatt et al. (2015) and Rajpaul et al. (2015) contain excellent introductions to this topic. Also check out \"Gaussian Processes for Machine Learning,\" by Rasmussen & Williams, a free online textbook hosted at gaussianprocesses.org.\n", "\n", "### Objectives\n", "Using the K2-131 (EPIC-228732031) dataset published in Dai et al. (2017), I will show how to:\n", "- perform a maximum a posteriori (MAP) fit using a quasi-periodic kernel GP regression to model stellar activity (with data from multiple telescopes)\n", "- do an MCMC exploration of the corresponding parameter space (with data from multiple telescopes)\n", "\n", "### Tutorial\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do some preliminary imports:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import os\n", "import radvel\n", "import radvel.likelihood\n", "from radvel.plot import orbit_plots, mcmc_plots\n", "from scipy import optimize\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read in RV data from Dai et al. (2017):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv(os.path.join(radvel.DATADIR,'k2-131.txt'), sep=' ')\n", "\n", "t = np.array(data.time)\n", "vel = np.array(data.mnvel)\n", "errvel = np.array(data.errvel)\n", "tel = np.array(data.tel)\n", "\n", "telgrps = data.groupby('tel').groups\n", "instnames = telgrps.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use a quasi-periodic covariance kernel in this fit. An element in the covariance matrix, $C_{ij}$ is defined as follows:\n", "\n", "$$\n", "C_{ij} = \\eta_1^2 exp[-\\frac{|t_i-t_j|^2}{\\eta_2^2} -\\frac{sin^2(\\pi|t_i-t_j|/\\eta_3)}{2\\eta_4^2}] \n", "$$\n", "\n", "\n", "\n", "Several other kernels are implemented in `radvel`. The code for all kernels lives in radvel/gp.py. Check out that file if you'd like to implement a new kernel." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Side Note: to see a list of all implemented kernels and examples of possible names for their associated hyperparameters..." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'SqExp': ['gp_length', 'gp_amp'], 'Per': ['gp_per', 'gp_length', 'gp_amp'], 'QuasiPer': ['gp_per', 'gp_perlength', 'gp_explength', 'gp_amp'], 'Celerite': ['gp_B', 'gp_C', 'gp_L', 'gp_Prot']}\n" ] } ], "source": [ "print(radvel.gp.KERNELS)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the GP hyperparameters we will use in our fit:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "hnames = [\n", " 'gp_amp', # eta_1; GP variability amplitude\n", " 'gp_explength', # eta_2; GP non-periodic characteristic length\n", " 'gp_per', # eta_3; GP variability period\n", " 'gp_perlength', # eta_4; GP periodic characteristic length\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define some numbers (derived from photometry) that we will use in our priors on the GP hyperparameters:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "gp_explength_mean = 9.5*np.sqrt(2.) # sqrt(2)*tau in Dai+ 2017 [days]\n", "gp_explength_unc = 1.0*np.sqrt(2.)\n", "gp_perlength_mean = np.sqrt(1./(2.*3.32)) # sqrt(1/(2*gamma)) in Dai+ 2017\n", "gp_perlength_unc = 0.019\n", "gp_per_mean = 9.64 # T_bar in Dai+ 2017 [days]\n", "gp_per_unc = 0.12\n", "\n", "Porb = 0.3693038 # orbital period [days]\n", "Porb_unc = 0.0000091 \n", "Tc = 2457582.9360 # [BJD]\n", "Tc_unc = 0.0011" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dai et al. (2017) derive the above from photometry (see sect 7.2.1). I'm currently working on implementing joint modeling of RVs & photometry and RVs & activity indicators in `radvel`, so stay tuned if you'd like to use those features!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialize `radvel.Parameters` object:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "nplanets=1\n", "params = radvel.Parameters(nplanets,basis='per tc secosw sesinw k')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set initial guesses for each fitting parameter:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "params['per1'] = radvel.Parameter(value=Porb)\n", "params['tc1'] = radvel.Parameter(value=Tc)\n", "params['sesinw1'] = radvel.Parameter(value=0.,vary=False) # fix eccentricity = 0\n", "params['secosw1'] = radvel.Parameter(value=0.,vary=False)\n", "params['k1'] = radvel.Parameter(value=6.55)\n", "params['dvdt'] = radvel.Parameter(value=0.,vary=False)\n", "params['curv'] = radvel.Parameter(value=0.,vary=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set initial guesses for GP hyperparameters:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "params['gp_amp'] = radvel.Parameter(value=25.0)\n", "params['gp_explength'] = radvel.Parameter(value=gp_explength_mean) \n", "params['gp_per'] = radvel.Parameter(value=gp_per_mean) \n", "params['gp_perlength'] = radvel.Parameter(value=gp_perlength_mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instantiate a `radvel.model.RVmodel` object, with `radvel.Parameters` object as attribute:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "gpmodel = radvel.model.RVModel(params)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialize `radvel.likelihood.GPLikelihood` objects (one for each telescope):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "jit_guesses = {'harps-n':0.5, 'pfs':5.0}\n", "\n", "likes = []\n", "def initialize(tel_suffix):\n", "\n", " # Instantiate a separate likelihood object for each instrument.\n", " # Each likelihood must use the same radvel.RVModel object.\n", " indices = telgrps[tel_suffix]\n", " like = radvel.likelihood.GPLikelihood(gpmodel, t[indices], vel[indices], \n", " errvel[indices], hnames, suffix='_'+tel_suffix, \n", " kernel_name=\"QuasiPer\"\n", " )\n", " # Add in instrument parameters\n", " like.params['gamma_'+tel_suffix] = radvel.Parameter(value=np.mean(vel[indices]), vary=False, linear=True)\n", " like.params['jit_'+tel_suffix] = radvel.Parameter(value=jit_guesses[tel_suffix], vary=True)\n", " likes.append(like)\n", "\n", "\n", "for tel in instnames:\n", " initialize(tel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instantiate a `radvel.likelihood.CompositeLikelihood` object that has both GP likelihoods as attributes:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "gplike = radvel.likelihood.CompositeLikelihood(likes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instantiate a `radvel.Posterior` object:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "gppost = radvel.posterior.Posterior(gplike)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add in priors (see Dai et al. 2017 section 7.2):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "gppost.priors += [radvel.prior.Gaussian('per1', Porb, Porb_unc)]\n", "gppost.priors += [radvel.prior.Gaussian('tc1', Tc, Tc_unc)]\n", "gppost.priors += [radvel.prior.Jeffreys('k1', 0.01, 10.)] # min and max for Jeffrey's priors estimated by Sarah\n", "gppost.priors += [radvel.prior.Jeffreys('gp_amp', 0.01, 100.)]\n", "gppost.priors += [radvel.prior.Jeffreys('jit_pfs', 0.01, 10.)]\n", "gppost.priors += [radvel.prior.Jeffreys('jit_harps-n', 0.01,10.)]\n", "gppost.priors += [radvel.prior.Gaussian('gp_explength', gp_explength_mean, gp_explength_unc)]\n", "gppost.priors += [radvel.prior.Gaussian('gp_per', gp_per_mean, gp_per_unc)]\n", "gppost.priors += [radvel.prior.Gaussian('gp_perlength', gp_perlength_mean, gp_perlength_unc)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: our prior on `'gp_perlength'` isn't equivalent to the one Dai et al. (2017) use because our formulations of the quasi-periodic kernel are slightly different. The results aren't really affected." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do a MAP fit:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parameter value vary\n", "per1 0.369302 True\n", "tc1 2.45758e+06 True\n", "secosw1 0 False\n", "sesinw1 0 False\n", "k1 6.71302 True\n", "dvdt 0 False\n", "curv 0 False\n", "gp_amp 23.3362 True\n", "gp_explength 13.3721 True\n", "gp_per 9.62823 True\n", "gp_perlength 0.381962 True\n", "gamma_harps-n -6695.13 False\n", "jit_harps-n 0.5 False\n", "gamma_pfs 1.66129 False\n", "jit_pfs 5 False\n", "\n", "Priors\n", "------\n", "Gaussian prior on per1, mu=0.3693038, sigma=9.1e-06\n", "Gaussian prior on tc1, mu=2457582.936, sigma=0.0011\n", "Jeffrey's prior on k1, min=0.01, max=10.0\n", "Jeffrey's prior on gp_amp, min=0.01, max=100.0\n", "Jeffrey's prior on jit_pfs, min=0.01, max=10.0\n", "Jeffrey's prior on jit_harps-n, min=0.01, max=10.0\n", "Gaussian prior on gp_explength, mu=13.435028842544403, sigma=1.4142135623730951\n", "Gaussian prior on gp_per, mu=9.64, sigma=0.12\n", "Gaussian prior on gp_perlength, mu=0.38807526285316646, sigma=0.019\n", "\n" ] } ], "source": [ "res = optimize.minimize(\n", " gppost.neglogprob_array, gppost.get_vary_params(), method='Nelder-Mead',\n", " options=dict(maxiter=200, maxfev=100000, xatol=1e-8)\n", ")\n", "\n", "print(gppost)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Explore the parameter space with MCMC:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "15000/15000 (100.0%) steps complete; Running 1231.70 steps/s; Mean acceptance rate = 45.7%; Min Auto Factor = 12; Max Auto Relative-Change = 0.978; Min Tz = 248.2; Max G-R = 1.012\n", "Discarding burn-in now that the chains are marginally well-mixed\n", "\n", "\n", "\n", "MCMC: WARNING: chains did not pass convergence tests. They are likely not well-mixed.\n" ] } ], "source": [ "chains = radvel.mcmc(gppost,nrun=100,ensembles=3,savename='rawchains.h5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: for reliable results, run MCMC until the chains have converged. For this example, nrun=10000 should do the trick, but that would take a minute or two, and I won't presume to take up that much of your time with this tutorial.\n", "\n", "Make some nice plots:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# try switching some of these (optional) keywords to \"True\" to see what they do!\n", "GPPlot = orbit_plots.GPMultipanelPlot(\n", " gppost,\n", " subtract_gp_mean_model=False,\n", " plot_likelihoods_separately=False, \n", " subtract_orbit_model=False\n", ") \n", "GPPlot.plot_multipanel()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Corner = mcmc_plots.CornerPlot(gppost, chains) # posterior distributions\n", "Corner.plot()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "per1 : 0.3693031 +/- 2.1e-06\n", "tc1 : 2457582.9366 +/- 0.0036\n", "k1 : 6.94 +/- 0.83\n", "gp_amp : 24.7 +/- 3.1\n", "gp_explength : 13.9 +/- 1.1\n", "gp_per : 9.71 +/- 0.24\n", "gp_perlength : 0.39 +/- 0.02\n" ] } ], "source": [ "quants = chains.quantile([0.159, 0.5, 0.841]) # median & 1sigma limits of posterior distributions\n", "\n", "for par in gppost.params.keys():\n", " if gppost.params[par].vary:\n", " med = quants[par][0.5]\n", " high = quants[par][0.841] - med\n", " low = med - quants[par][0.159]\n", " err = np.mean([high,low])\n", " err = radvel.utils.round_sig(err)\n", " med, err, errhigh = radvel.utils.sigfig(med, err)\n", " print('{} : {} +/- {}'.format(par, med, err))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare posterior characteristics with those of Dai et al. (2017):" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "per1 : 0.3693038 +/- 9.1e-06\n", "\n", "tc1 : 2457582.936 +/- 0.0011\n", "\n", "k1 : 6.6 +/- 1.5\n", "\n", "gp_amp : 26.0 +/- 6.2\n", "\n", "gp_explength : 11.6 +/- 2.3\n", "\n", "gp_per : 9.68 +/- 0.15\n", "\n", "gp_perlength : 0.35 +/- 0.02\n", "\n", "gamma_harps-n : -6695 +/- 11\n", "\n", "jit_harps-n : 2.0 +/- 1.5\n", "\n", "gamma_pfs : -1 +/- 11\n", "\n", "jit_pfs : 5.3 +/- 1.4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks for going through this tutorial! As always, if you have any questions, feature requests, or problems, please file an issue on the `radvel` GitHub repo (github.com/California-Planet-Search/radvel). " ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "Python 3", "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": "3.7.4" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 2 }