{ "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': ['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]))\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 4037.94 steps/s; Mean acceptance rate = 39.5%; Min Tz = 56.3; Max G-R = 1.058 \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": {}, "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 : 0.3693027 +/- 1.3e-06\n", "tc1 : 2457582.9373 +/- 0.0074\n", "k1 : 7.19 +/- 0.45\n", "gp_amp : 24.6 +/- 1.4\n", "gp_explength : 14.0 +/- 0.8\n", "gp_per : 9.85 +/- 0.34\n", "gp_perlength : 0.4 +/- 0.02\n", "gamma_harps-n : -6680 +/- 77\n", "jit_harps-n : 0.0106 +/- 0.0004\n", "gamma_pfs : -6.98 +/- 0.42\n", "jit_pfs : 4.68 +/- 0.27\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). " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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" }, "pycharm": { "stem_cell": { "cell_type": "raw", "source": [], "metadata": { "collapsed": false } } } }, "nbformat": 4, "nbformat_minor": 2 }