{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Custom Models and Likelihoods\n", "\n", "By fitting a basic lightcurve model with a radial velocity model, we demonstrate how to build custom models and likelihoods in RadVel versions 1.40 and later. Note that this is different from previous versions, now that parameters are stored in a ``radvel.Vector`` object.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform some preliminary imports:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from scipy import optimize\n", "\n", "import corner\n", "\n", "import radvel\n", "import radvel.likelihood\n", "\n", "import batman\n", "\n", "matplotlib.rcParams['font.size'] = 14" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We begin by generating artifical transit data using the [`batman`](https://www.cfa.harvard.edu/~lkreidberg/batman/index.html) package, described in Kreidberg (2015):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "x_trans = np.sort(np.random.uniform(low=2456296,high=2456307,size=170))\n", "yerr_trans = 4e-3 #assuming we know the Gaussian uncertainty\n", "\n", "p = batman.TransitParams()\n", "p.t0 = 2456301.6\n", "p.per = 200.31\n", "p.rp = .121\n", "p.a = 14.3\n", "p.inc = 89.0\n", "p.ecc = 0.0\n", "p.w = 0\n", "p.limb_dark = 'uniform'\n", "p.u = []\n", "\n", "m = batman.TransitModel(p, x_trans)\n", "y_trans = m.light_curve(p)\n", "y_trans += yerr_trans * np.random.randn(len(y_trans))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now generate corresponding simulated radial velocities using `radvel`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "x_rv = np.sort(np.random.uniform(low=2456200,high=2457140,size=83))\n", "yerr_rv = 10 #assuming we know the Gaussian uncertainty\n", "\n", "synth_params = radvel.Parameters(1,basis='per tc e w k')\n", "synth_params['per1'] = radvel.Parameter(value = 200.31)\n", "synth_params['tc1'] = radvel.Parameter(value = 2456301.6)\n", "synth_params['e1'] = radvel.Parameter(value = 0.0)\n", "synth_params['w1'] = radvel.Parameter(value = 0.0)\n", "synth_params['k1'] = radvel.Parameter(value = 39.1)\n", "\n", "synth_params['dvdt'] = radvel.Parameter(value=0)\n", "synth_params['curv'] = radvel.Parameter(value=0)\n", "\n", "synth_model = radvel.RVModel(params=synth_params)\n", "y_rv = synth_model(x_rv)\n", "y_rv += yerr_rv * np.random.randn(len(y_rv)) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we prepare for the analyis of our data. We can begin by defining the parameters that will be used in our models:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "params = radvel.Parameters(num_planets=1)\n", "params['tc'] = radvel.Parameter(value=2456300)\n", "params['per'] = radvel.Parameter(value=200)\n", "params['a'] = radvel.Parameter(value=10)\n", "params['rp'] = radvel.Parameter(value=0.08)\n", "params['inc'] = radvel.Parameter(value=90)\n", "params['e'] = radvel.Parameter(value=0.0, vary=False, linear=False) #for simplicity, we assume a circular orbit\n", "params['w'] = radvel.Parameter(value=0.0, vary=False, linear=False)\n", "params['k'] = radvel.Parameter(value=30)\n", "\n", "params['jit_trans'] = radvel.Parameter(value=0.01)\n", "params['gamma_trans'] = radvel.Parameter(value=0, vary=False) #Unless you construct your own likelihood, \n", " #you must provide both a gamma and jitter term.\n", " #Here we fix gamma at 0 because it doesn't contribute\n", " #to the transit likelihood\n", "params['jit_rv'] = radvel.Parameter(value=1.0)\n", "params['gamma_rv'] = radvel.Parameter(value=0.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we need to set up a dictionary that tells RadVel how to construct a `radvel.Vector` object from the `radvel.Parameters` object. Using these indices, the model is then able to quickly read parameter values from the vector. Each index corresponds to a row in the vector, and every parameter used needs to be assigned a unique index." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "indices = {\n", " 'tc': 0,\n", " 'per': 1,\n", " 'rp': 2,\n", " 'a': 3,\n", " 'inc': 4,\n", " 'e': 5,\n", " 'w': 6,\n", " 'k': 7,\n", " 'dvdt': 8,\n", " 'curv': 9,\n", " 'jit_trans': 10,\n", " 'gamma_trans':11,\n", " 'jit_rv': 12,\n", " 'gamma_rv': 13\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the indices defined above, we will now provide a function that defines the lightcurve signal as a function of time and parameters:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def lightcurve_calc(t, params, vector):\n", " \n", " pars = batman.TransitParams()\n", " pars.t0 = vector.vector[0][0]\n", " pars.per = vector.vector[1][0]\n", " pars.rp = vector.vector[2][0]\n", " pars.a = vector.vector[3][0]\n", " pars.inc = vector.vector[4][0]\n", " pars.ecc = vector.vector[5][0]\n", " pars.w = vector.vector[6][0]\n", " pars.limb_dark = \"uniform\" \n", " pars.u = []\n", "\n", " m = batman.TransitModel(pars, t)\n", "\n", " flux = m.light_curve(pars)\n", " return flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now need to use the same indices to define the radial velocities as a function of the time and parameters. We cannot use the default vector construction because there are shared parameters between the transit model and the radial velocity model; they need to pull values from the same vector." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def rv_calc(t, params, vector):\n", " \n", " per = vector.vector[1][0]\n", " tp = radvel.orbit.timetrans_to_timeperi(tc=vector.vector[0][0], per=vector.vector[1][0], \n", " ecc=vector.vector[5][0], omega=vector.vector[6][0])\n", " e = vector.vector[5][0]\n", " w = vector.vector[6][0]\n", " k = vector.vector[7][0]\n", " orbel_synth = np.array([per, tp, e, w, k])\n", " vel = radvel.kepler.rv_drive(t, orbel_synth)\n", " \n", " return vel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the functions that define our models, we can now construct `radvel.GeneralRVModel` objects. For the first model, we must override the default vector construction by calling `radvel.GeneralRVModel.vector.indices` and `radvel.GeneralRVModel.vector.dict_to_vector()`. For any additional models, we must set the vector equal to the initial model's vector, that way they are functions of the same parameters." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "mod_trans = radvel.GeneralRVModel(params, forward_model=lightcurve_calc)\n", "mod_trans.vector.indices = indices\n", "mod_trans.vector.dict_to_vector()\n", "\n", "mod_rv = radvel.GeneralRVModel(params, forward_model=rv_calc)\n", "mod_rv.vector = mod_trans.vector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot the data and initial models. When using custom parameters and models, built in plotting functions will rarely work." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t_trans = np.linspace(2456296, 2456307, 1000)\n", "plt.figure(figsize=(12,6))\n", "plt.scatter(x_trans, y_trans, c='black')\n", "plt.plot(t_trans, mod_trans(t_trans), c='blue')\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Relative Flux')\n", "plt.title('Initial Transit Model and Data')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t_rv = np.linspace(2456200, 2457140, 1000)\n", "plt.figure(figsize=(12,6))\n", "plt.scatter(x_rv, y_rv, c='black')\n", "plt.plot(t_rv, mod_rv(t_rv), c='blue')\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Radial Velocity')\n", "plt.title('Initial RV Model and Data')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the models are ready, we need to set up our likelihood objects. Because we will be using a composite likelihood later on, it is easiest to use the `radvel.RVLikelihood` object. However, building off the generic `radvel.Likelihood` class is an option, allowing you to define your own methods and attributes. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "errors_trans = np.zeros(len(x_trans))\n", "errors_trans.fill(yerr_trans)\n", "like_trans = radvel.RVLikelihood(mod_trans, x_trans, y_trans, errors_trans, suffix='_trans')\n", "\n", "errors_rv = np.zeros(len(x_rv))\n", "errors_rv.fill(yerr_rv)\n", "like_rv = radvel.RVLikelihood(mod_rv, x_rv, y_rv, errors_rv, suffix='_rv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have our individual likelihoods ready, we need to construct a composite likelihood:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "like = radvel.CompositeLikelihood([like_trans, like_rv])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are ready to initialize the `radvel.Posterior` object. Note that most built in priors may be used on custom parameters." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "post = radvel.posterior.Posterior(like)\n", "post.priors += [radvel.prior.HardBounds('rp',0,1)] #priors are useful to keep params in physically possible boundaries\n", "post.priors += [radvel.prior.HardBounds('a',5,30)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maximize the likelihood, print the updated posterior object, and plot the newly fitted model:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parameter value vary\n", "tc 2.4563e+06 True\n", "per 201.298 True\n", "a 14.4753 True\n", "rp 0.120218 True\n", "inc 90.3734 True\n", "e 0 False\n", "w 0 False\n", "k 38.9104 True\n", "jit_trans -0.000685805 True\n", "gamma_trans 0 False\n", "jit_rv 3.06048 True\n", "gamma_rv 0.0414629 True\n", "\n", "Priors\n", "------\n", "Bounded prior on rp, min=0, max=1\n", "Bounded prior on a, min=5, max=30\n", "\n" ] } ], "source": [ "res = optimize.minimize(\n", " post.neglogprob_array,\n", " post.get_vary_params(),\n", " method='Powell',\n", " )\n", "\n", "print(post)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "plt.scatter(x_trans, y_trans, c='black')\n", "plt.plot(t_trans, post.likelihood.like_list[0].model(t_trans), c='blue')\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Relative Flux')\n", "plt.title('Maximized Transit Model and Data')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "plt.scatter(x_rv, y_rv, c='black')\n", "plt.plot(t_rv, post.likelihood.like_list[1].model(t_rv), c='blue')\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Radial Velocity')\n", "plt.title('Maximized RV Model and Data')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets use Markov-Chain Monte Carlo (MCMC) to estimate the parameter uncertainties. In this example we will run 500 steps for the sake of speed but in practice you should let it run at least 10000 steps and ~50 walkers." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "20000/200000 (10.0%) steps complete; Running 25557.02 steps/s; Mean acceptance rate = 36.4%; Min Auto Factor = 18; Max Auto Relative-Change = inf; Min Tz = 1644.4; Max G-R = 1.017\n", "Discarding burn-in now that the chains are marginally well-mixed\n", "\n", "200000/200000 (100.0%) steps complete; Running 25959.06 steps/s; Mean acceptance rate = 20.7%; Min Auto Factor = 16; Max Auto Relative-Change = 0.138; Min Tz = 456.3; Max G-R = 1.068\n", "\n", "MCMC: WARNING: chains did not pass convergence tests. They are likely not well-mixed.\n" ] } ], "source": [ "df = radvel.mcmc(post,nwalkers=50,nrun=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a quick look at the parameter values and uncertainties. Additionally, we need to update the posterior for future plotting and other purposes." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tc : 2456301.618 +/- 0.083\n", "per : 201.31 +/- 0.24\n", "rp : 0.121 +/- 0.053\n", "a : 14.0 +/- 1.9\n", "inc : 91 +/- 300\n", "k : 39.0 +/- 2.8\n", "jit_trans : -0.0008 +/- 0.0039\n", "jit_rv : 3 +/- 5\n", "gamma_rv : 0.04 +/- 0.18\n" ] } ], "source": [ "quants = df.quantile([0.159, 0.5, 0.841]) # median & 1sigma limits of posterior distributions\n", "\n", "par_array = []\n", "for par in post.name_vary_params():\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", " par_array.append(med) \n", " med, err, errhigh = radvel.utils.sigfig(med, err)\n", " print('{} : {} +/- {}'.format(par, med, err))\n", "post.set_vary_params(par_array)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make a corner plot to display the posterior distributions:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = corner.corner(df[post.name_vary_params()], labels=post.name_vary_params(), label_kwargs={\"fontsize\": 14},\n", " plot_datapoints=False, bins=30, quantiles=[0.16, 0.5, 0.84],\n", " show_titles=True, title_kwargs={\"fontsize\": 14}, smooth=True\n", " )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can plot our MCMC model and data." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "plt.scatter(x_trans, y_trans, c='black')\n", "plt.plot(t_trans, post.likelihood.like_list[0].model(t_trans), c='blue')\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Relative Flux')\n", "plt.title('Final Transit Model and Data')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "plt.scatter(x_rv, y_rv, c='black')\n", "plt.plot(t_rv, post.likelihood.like_list[1].model(t_rv), c='blue')\n", "plt.xlabel('Time (days)')\n", "plt.ylabel('Radial Velocity')\n", "plt.title('Final RV Model and Data')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "radvel", "language": "python", "name": "radvel" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.18" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 4 }