{ "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": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/bjfulton/anaconda3/lib/python3.6/site-packages/emcee-2.2.1-py3.6.egg/emcee/ptsampler.py:36: DeprecationWarning: invalid escape sequence \\e\n", "/Users/bjfulton/anaconda3/lib/python3.6/site-packages/astropy/extern/bundled/six.py:60: ResourceWarning: unclosed file <_io.TextIOWrapper name='/Users/bjfulton/anaconda3/lib/python3.6/site-packages/astropy/extern/bundled/six.py' mode='r' encoding='utf-8'>\n", " class X(object):\n", "/Users/bjfulton/anaconda3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n", "/Users/bjfulton/anaconda3/lib/python3.6/importlib/_bootstrap.py:219: ImportWarning: can't resolve package from __spec__ or __package__, falling back on __name__ and __path__\n", " return f(*args, **kwds)\n", "/Users/bjfulton/anaconda3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import os\n", "import radvel\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': ['1_logA', '1_logB', '1_logC', '1_logD']}\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]))\n", " like.params['jit_'+tel_suffix] = radvel.Parameter(value=jit_guesses[tel_suffix]) \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": "stderr", "output_type": "stream", "text": [ "/Users/bjfulton/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:3: OptimizeWarning: Unknown solver options: xatol\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "parameter value vary\n", "per1 0.369302 True\n", "tc1 7582.94 True\n", "secosw1 0 False\n", "sesinw1 0 False\n", "k1 6.74824 True\n", "dvdt 0 False\n", "curv 0 False\n", "gp_amp 23.0453 True\n", "gp_explength 13.3689 True\n", "gp_per 9.6254 True\n", "gp_perlength 0.381483 True\n", "gamma_harps-n -6694.18 True\n", "jit_harps-n 0.01 True\n", "gamma_pfs -7.27619 True\n", "jit_pfs 4.4742 True\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='Powell',\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 3681.45 steps/s; Mean acceptance rate = 39.6%; Min Tz = 54.7; Max G-R = 1.060 \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)" ] }, { "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": {}, "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": {}, "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 : 0.369303 +/- 1e-06\n", "tc1 : 2457582.9369 +/- 0.0065\n", "k1 : 7.16 +/- 0.44\n", "gp_amp : 24.5 +/- 1.3\n", "gp_explength : 14.06 +/- 0.85\n", "gp_per : 9.8 +/- 0.29\n", "gp_perlength : 0.399 +/- 0.019\n", "gamma_harps-n : -6679 +/- 77\n", "jit_harps-n : 0.01063 +/- 0.00049\n", "gamma_pfs : -6.76 +/- 0.46\n", "jit_pfs : 4.76 +/- 0.24\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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }