{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "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": [ "%pylab inline\n", "import radvel\n", "\n", "import corner\n", "import copy\n", "\n", "from scipy import optimize\n", "rc('savefig',dpi=120)\n", "\n", "# Convenient function for plotting fits\n", "def plot_results(like):\n", " fig = gcf()\n", " errorbar(\n", " like.x, like.model(t)+like.residuals(), \n", " yerr=like.yerr, fmt='o'\n", " )\n", " plot(ti, like.model(ti))\n", " xlabel('Time')\n", " ylabel('RV')\n", " draw()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Intialize Keplerian model parameters\n", "====================================" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "params = radvel.Parameters(1,basis='per tc secosw sesinw k')\n", "params['k1'] = radvel.Parameter(value=1)\n", "params['per1'] = radvel.Parameter(value=1)\n", "params['secosw1'] = radvel.Parameter(value=0.1)\n", "params['sesinw1'] = radvel.Parameter(value=+0.2)\n", "params['tc1'] = radvel.Parameter(value=0.)\n", "rv_mod = radvel.RVModel(params)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate Synthetic Data\n", "=======================" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.random.random_sample(40)\n", "t = t * 4 - 2\n", "t = np.sort(t)\n", "ti = np.linspace(-2,2,400)\n", "errvel = 0.3\n", "jitter = 0.3\n", "syn_rv = rv_mod(t) + randn(t.size)*np.sqrt(errvel**2 + jitter**2)\n", "errorbar(t,syn_rv,yerr=errvel,fmt='.',label='Synthetic Data')\n", "plot(ti,rv_mod(ti),label='Underlying Model')\n", "xlabel('Time')\n", "ylabel('RV')\n", "legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate a likelihood\n", "=====================" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "like_syn = radvel.likelihood.RVLikelihood(rv_mod,t,syn_rv,zeros(t.size)+errvel)\n", "like_syn.params['gamma'] = radvel.Parameter(value=0)\n", "like_syn.params['jit'] = radvel.Parameter(value=errvel)\n", "\n", "truths = copy.deepcopy(like_syn.params) # Store away model parameters for later reference\n", "like_syn.params.update(dict(k1=radvel.Parameter(value=3),\n", " secosw1=radvel.Parameter(value=0.1),\n", " sesinw1=radvel.Parameter(value=0.1),\n", " tc1=radvel.Parameter(value=0.1))) # perturb the starting guess\n", "\n", "like_syn.params['jit'].vary = False # Don't vary jitter\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform a maximum likelihood fit\n", "===============================" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " final_simplex: (array([[ 1.00452474, -0.00432128, 0.02449722, 0.28533913, 0.75348667,\n", " -0.00452295, -0.00456698, -0.00372179],\n", " [ 1.00452281, -0.00433196, 0.02455586, 0.28526886, 0.75344523,\n", " -0.00452045, -0.00456486, -0.00371933],\n", " [ 1.00451542, -0.00433525, 0.0244743 , 0.28537709, 0.75348442,\n", " -0.00452409, -0.00456805, -0.00372277],\n", " [ 1.00451273, -0.00434012, 0.02454559, 0.2852866 , 0.75349464,\n", " -0.00452104, -0.00456539, -0.00371977],\n", " [ 1.00451794, -0.00431553, 0.02446108, 0.28538326, 0.7534722 ,\n", " -0.00452447, -0.00456823, -0.00372323],\n", " [ 1.00451704, -0.0043242 , 0.0245374 , 0.28528857, 0.7534873 ,\n", " -0.00452123, -0.00456545, -0.00372006],\n", " [ 1.00451902, -0.00432717, 0.02446776, 0.28538103, 0.75350936,\n", " -0.00452433, -0.00456822, -0.00372305],\n", " [ 1.00452768, -0.00432897, 0.02453505, 0.28529422, 0.75348492,\n", " -0.00452138, -0.00456568, -0.00372025],\n", " [ 1.0045161 , -0.00433138, 0.02455954, 0.28526367, 0.75351732,\n", " -0.00452038, -0.00456476, -0.00371916]]), array([15.64826341, 15.64826344, 15.64826344, 15.64826348, 15.64826348,\n", " 15.6482635 , 15.64826351, 15.64826353, 15.64826355]))\n", " fun: 15.648263409998044\n", " message: 'Optimization terminated successfully.'\n", " nfev: 658\n", " nit: 427\n", " status: 0\n", " success: True\n", " x: array([ 1.00452474, -0.00432128, 0.02449722, 0.28533913, 0.75348667,\n", " -0.00452295, -0.00456698, -0.00372179])\n", "parameter value vary\n", "per1 1.00453 True\n", "tc1 -0.00431323 True\n", "secosw1 0.0244774 True\n", "sesinw1 0.28536 True\n", "k1 0.753486 True\n", "dvdt -0.00452374 True\n", "curv -0.00456763 True\n", "gamma -0.00372263 True\n", "jit 0.3 False\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_results(like_syn) # Plot initial model\n", "res = optimize.minimize(like_syn.neglogprob_array, like_syn.get_vary_params(), method='Nelder-Mead' )\n", "#res = optimize.minimize(like_syn.neglogprob_array, like_syn.get_vary_params(), method='L-BFGS-B' )\n", "print(res)\n", "print(like_syn)\n", "plot_results(like_syn) # plot best fit model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instantiate a posterior object\n", "===============================" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parameter value vary\n", "per1 1 True\n", "tc1 -0.00431323 True\n", "secosw1 0.0244774 True\n", "sesinw1 0.28536 True\n", "k1 1 True\n", "dvdt -0.00452374 True\n", "curv -0.00456763 True\n", "gamma -0.00372263 True\n", "jit 0.3 True\n", "\n", "Priors\n", "------\n", "e1 constrained to be < 0.99\n", "Gaussian prior on jit, mu=0.3, sigma=0.1\n", "Gaussian prior on per1, mu=1, sigma=0.1\n", "Gaussian prior on tc1, mu=0, sigma=0.1\n", "secondary eclipse constraint: 0.5 +/- 0.01\n", "\n" ] } ], "source": [ "post = radvel.posterior.Posterior(like_syn)\n", "post.params['per1'] = radvel.Parameter(value=1)\n", "post.params['k1'] = radvel.Parameter(value=1)\n", "post.params['jit'].vary = True\n", "post.priors += [radvel.prior.EccentricityPrior( 1 )]\n", "post.priors += [radvel.prior.Gaussian( 'jit', errvel, 0.1)]\n", "post.priors += [radvel.prior.Gaussian( 'per1', 1, 0.1)]\n", "post.priors += [radvel.prior.Gaussian( 'tc1', 0, 0.1)]\n", "\n", "post.priors += [radvel.prior.SecondaryEclipsePrior(1, 0.5, 0.01)]\n", "\n", "print(post)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform maximum likelihood fit on posterior\n", "=========================================" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['per1', 'tc1', 'secosw1', 'sesinw1', 'k1', 'dvdt', 'curv', 'gamma'] ['per1', 'tc1', 'secosw1', 'sesinw1', 'k1', 'dvdt', 'curv', 'gamma', 'jit'] [ 1. -0.00431323 0.02447736 0.28536035 1. -0.00452374\n", " -0.00456763 -0.00372263 0.3 ]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(post.vparams_order, post.list_vary_params(), post.get_vary_params())\n", "res = optimize.minimize(post.neglogprob_array, post.get_vary_params(), method='Nelder-Mead' )\n", "plot_results(post.likelihood)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use mcmc to sample the posterior distribution\n", "========================\n", "\n", "1. use `emcee` package to run MCMC\n", "1. corner plot visualizes parameters and correlations\n", "1. Blue lines show the synthetic model parameters" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8000/160000 (5.0%) steps complete; Running 33079.15 steps/s; Mean acceptance rate = 48.0%; Min Tz = 4261.1; Max G-R = 1.006 \n", "Discarding burn-in now that the chains are marginally well-mixed\n", "\n", "120000/160000 (75.0%) steps complete; Running 23540.20 steps/s; Mean acceptance rate = 39.4%; Min Tz = 4719.6; Max G-R = 1.006 \n", "Chains are well-mixed after 120000 steps! MCMC completed in 5.2 seconds\n", "\n", "\n" ] } ], "source": [ "df = radvel.mcmc(post,nwalkers=20,nrun=1000,savename='rawchain.h5')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = [k for k in post.params.keys() if post.params[k].vary]\n", "\n", "\n", "\n", "fig = corner.corner(\n", " df[labels],\n", " labels=labels,\n", " truths=[truths[k].value for k in labels ],\n", " quantiles=[0.15,0.85],\n", " plot_datapoints=False,\n", " smooth=True,\n", " bins=20\n", " )" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([5.0000e+00, 1.5000e+01, 5.5000e+01, 3.0100e+02, 1.2470e+03,\n", " 4.5690e+03, 1.3967e+04, 3.3281e+04, 4.3512e+04, 1.5048e+04]),\n", " array([-26.27244419, -24.14723594, -22.02202769, -19.89681943,\n", " -17.77161118, -15.64640293, -13.52119468, -11.39598642,\n", " -9.27077817, -7.14556992, -5.02036167]),\n", " )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist(df.lnprobability)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": 1 }