{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MCMC Introduction\n", "\n", "by Jason Wang and Henry Ngo (2018)\n", "\n", "Here, we will explain how to sample an orbit posterior using MCMC techniques. MCMC samplers take some time\n", "to fully converge on the complex posterior, but should be able to explore all posteriors in roughly the same\n", "amount of time (unlike OFTI). We will use the parallel-tempered version of the Affine-invariant sample from\n", "the `ptemcee` package, as the parallel tempering helps the walkers get out of local minima. Parallel-tempering can\n", "be disabled by setting the number of temperatures to 1, and will revert back to using the regular ensemble \n", "sampler from emcee. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in Data and Set up Sampler" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use `orbitize.driver.Driver` to streamline the processes of reading in data, setting up the two-body interaction, and setting up the MCMC sampler.\n", "\n", "When setting up the sampler, we need to decide how many temperatures and how many walkers per temperature\n", "to use. Increasing the number of temperatures further ensures your walkers will explore all of parameter space\n", "and will not get stuck in local minima. Increasing the number of walkers gives you more samples to use, and, for\n", "the Affine-invariant sampler, a minimum number is required for good convergence. Of course, the tradeoff is that\n", "more samplers means more computation time. We find 20 temperatures and 1000 walkers to be reliable for convergence. Since this is a tutorial meant to be run quickly, we use fewer walkers and temperatures here.\n", "\n", "Note that we will only use the samples from the lowest-temperature walkers. We also assume that our astrometric measurements follow a Gaussian distribution.\n", "\n", "`orbitize` can also fit for the total mass of the system and system parallax, including marginalizing over the uncertainties in those parameters." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "import numpy as np\n", "\n", "import orbitize\n", "from orbitize import driver\n", "import multiprocessing as mp\n", "\n", "filename = \"{}/GJ504.csv\".format(orbitize.DATADIR)\n", "\n", "# system parameters\n", "num_secondary_bodies = 1\n", "total_mass = 1.75 # [Msol]\n", "plx = 51.44 # [mas]\n", "mass_err = 0.05 # [Msol]\n", "plx_err = 0.12 # [mas]\n", "\n", "# MCMC parameters\n", "num_temps = 5\n", "num_walkers = 20\n", "num_threads = 2 # or a different number if you prefer, mp.cpu_count() for example\n", "\n", "\n", "my_driver = driver.Driver(\n", " filename,\n", " \"MCMC\",\n", " num_secondary_bodies,\n", " total_mass,\n", " plx,\n", " mass_err=mass_err,\n", " plx_err=plx_err,\n", " mcmc_kwargs={\n", " \"num_temps\": num_temps,\n", " \"num_walkers\": num_walkers,\n", " \"num_threads\": num_threads,\n", " },\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running the MCMC Sampler\n", "\n", "We need to pick how many steps the MCMC sampler should sample. Additionally, because the samples are correlated,\n", "we often only save every nth sample. This helps when we run a lot of samples, because saving all the samples requires\n", "too much disk space and many samples are unnecessary because they are correlated." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sblunt/Projects/orbitize/orbitize/priors.py:354: RuntimeWarning: invalid value encountered in log\n", " lnprob = -np.log((element_array*normalizer))\n", "/home/sblunt/Projects/orbitize/orbitize/priors.py:463: RuntimeWarning: invalid value encountered in log\n", " lnprob = np.log(np.sin(element_array)/normalization)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Starting Burn in\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/sblunt/Projects/orbitize/orbitize/priors.py:354: RuntimeWarning: invalid value encountered in log\n", " lnprob = -np.log((element_array*normalizer))\n", "/home/sblunt/Projects/orbitize/orbitize/priors.py:463: RuntimeWarning: invalid value encountered in log\n", " lnprob = np.log(np.sin(element_array)/normalization)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10/10 steps of burn-in complete\n", "Burn in complete. Sampling posterior now.\n", "300/300 steps completed\n", "Run complete\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "total_orbits = 6000 # number of steps x number of walkers (at lowest temperature)\n", "burn_steps = 10 # steps to burn in per walker\n", "thin = 2 # only save every 2nd step\n", "\n", "my_driver.sampler.run_sampler(total_orbits, burn_steps=burn_steps, thin=thin)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After completing the samples, the `'run_sampler'` method also creates a `'Results'` object that can be accessed\n", "with `'my_sampler.results'`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MCMC Convergence\n", "\n", "We want our walkers to be \"converged\" before they accurately sample the full posterior of our fitted parameters. Formal proofs of MCMC convergence are difficult or impossible in some cases. Many tests of convergence are necesary but not sufficient proofs of convergence. Here, we provide some convience functions to help assess convergence, but we caution they are not foolproof. A more detailed description of convergence analysis for affine-invariant samples (which are the ones used in `orbitize!`) is available [in the `emcee` docs](https://emcee.readthedocs.io/en/stable/tutorials/autocorr/). \n", "\n", "One of the primary ways we assess convergence for orbit fits for MCMC is the visual inspection of the chains. This is done by looking at some key parameters such as semi-major axis and eccentricity and plotting the value sampled for each chain as a function of step number. At the beginning, the ensemble of walkers is going to expand/contract/wiggle around to figure out where the posterior space is. Eventually, the walkers will appear to reach some \"thermal equilibrium\" beyond which the values sampled by the ensemble of walkers appear to not change with time. Below is how to use some built-in diagnostic functions for this. \n", "\n", "### Diagnostic Functions\n", "\n", "The `Sampler` object also has two convenience functions to examine and modify the walkers in order to diagnose MCMC performance. Note that in this example we have not run things for long enough with enough walkers to actually see convergence, so this is merely a demo of the API. \n", "\n", "First, we can examine 5 randomly selected walkers for two parameters: semimajor axis and eccentricity. We expect 150 steps per walker since there were 6,000 orbits requested with 20 walkers, so that's 300 orbits per walker. However, we have thinned by a factor of 2, so there are 150 saved steps." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sma_chains, ecc_chains = my_driver.sampler.examine_chains(\n", " param_list=[\"sma1\", \"ecc1\"], n_walkers=5\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This method returns one matplotlib `Figure` object for each parameter. If no `param_list` given, all parameters are returned. Here, we told it to plot 5 randomly selected walkers but we could have specified exactly which walkers with the `walker_list` keyword. The `step_range` keyword also determines which steps in the chain are plotted (when nothing is given, the default is to plot all steps). We can also have these plots automatically generate if we called `run_sampler` with `examine_chains=True`.\n", "\n", "Note that this is just a convenience function. It is possible to recreate these chains from reshaping the posterior samples and selecting the correct entries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second diagnostic tool is the `chop_chains`, which allows us to remove entries from the beginning and/or end of a chain. This updates the corresponding `Results` object stored in `sampler` (in this case, `my_driver.sampler.results`). The `burn` parameter specifies the number of steps to remove from the beginning (i.e. to add a burn-in to your chain) and the `trim` parameter specifies the number of steps to remove from the end. If only one parameter is given, it is assumed to be a `burn` value. If `trim` is not zero, the `sampler` object is also updated so that the current position (`sampler.curr_pos`) matches the new end point. This allows us to continue MCMC runs at the correct position, even if we have removed the last few steps of the chain." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's remove the first and last 25 steps, leaving 100 orbits (or steps) per walker" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Chains successfully chopped. Results object updated.\n" ] } ], "source": [ "my_driver.sampler.chop_chains(burn=25, trim=25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can examine the chains again to verify what we did. Note that the number of steps removed from either end of the chain is uniform across all walkers." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sma_chains, ecc_chains = my_driver.sampler.examine_chains(\n", " param_list=[\"sma1\", \"ecc1\"], n_walkers=5, transparency=0.5\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Autocorrelation Time Estimation\n", "\n", "We can use the `emcee` package to [estimate the autocorrelation time](https://emcee.readthedocs.io/en/stable/user/autocorr/) from our chains.\n", "\n", "The integrated autocorrelation time ($\\tau$) for each parameter is returned, with an estimate of $\\sim$ 10-15 steps needed for the chain to \"forget\" where it started. Notice an `AutocorrError` is returned since we have not run our chain long enough. Therefore, we should treat the integrated autocorrelation time as a lower bound, and run the MCMC for more steps. [Here](https://github.com/dfm/emcee/blob/main/docs/tutorials/line.ipynb) is a tutorial from `emcee` that estimates a more accurate integrated autocorrelation time when the chains are properly converged." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Exception was raised! The error message is: \n", " \n", " The chain is shorter than 50 times the integrated autocorrelation time for 8 parameter(s). Use this estimate with caution and run a longer chain!\n", "N/50 = 3;\n", "tau: [11.72814516 12.47675593 13.46492791 13.94748748 12.62859548 12.64879897\n", " 12.94860228 13.10522437]\n" ] } ], "source": [ "import emcee\n", "\n", "flatchain = my_driver.sampler.post\n", "total_samples, n_params = flatchain.shape\n", "n_steps = int(total_samples / num_walkers)\n", "chn = flatchain.reshape(num_walkers, n_steps, n_params)\n", "# For emcee, reshape to (n_steps, num_walkers, n_params)\n", "chn = np.transpose(chn, axes=(1, 0, 2))\n", "\n", "try:\n", " tau = emcee.autocorr.integrated_time(chn)\n", "except Exception as e:\n", " print(\"Exception was raised! The error message is: \\n \\n{}\".format(e))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Basics\n", "\n", "We will make some basic plots to visualize the samples in `'my_driver.sampler.results'`. Orbitize currently has two basic\n", "plotting functions which return matplotlib `Figure` objects. First, we can make a corner plot (also known as\n", "triangle plot, scatterplot matrix, or pairs plot) to visualize correlations between pairs of orbit parameters:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corner_plot_fig = (\n", " my_driver.sampler.results.plot_corner()\n", ") # Creates a corner plot and returns Figure object\n", "corner_plot_fig.savefig(\n", " \"my_corner_plot.png\"\n", ") # This is matplotlib.figure.Figure.savefig()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can plot a visualization of a selection of orbits sampled by our sampler. By default, the first epoch\n", "plotted is the year 2000 and 100 sampled orbits are displayed." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "epochs = my_driver.system.data_table[\"epoch\"]\n", "\n", "orbit_plot_fig = my_driver.sampler.results.plot_orbits(\n", " object_to_plot=1, # Plot orbits for the first (and only, in this case) companion\n", " num_orbits_to_plot=100, # Will plot 100 randomly selected orbits of this companion\n", " start_mjd=epochs[0], # Minimum MJD for colorbar (here we choose first data epoch)\n", ")\n", "orbit_plot_fig.savefig(\n", " \"my_orbit_plot.png\"\n", ") # This is matplotlib.figure.Figure.savefig()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more advanced plotting options and suggestions on what to do with the returned matplotlib Figure objects,\n", "see the dedicated Plotting tutorial.\n", "\n", "\n", "## Saving and Loading Results\n", "\n", "We will save the results in the HDF5 format. It will save two datasets: `'post'` which will contain the posterior\n", "(the chains of the lowest temperature walkers) and `'lnlike'` which has the corresponding probabilities. In addition,\n", "it saves `'sampler_name'` and the orbitize version number as attributes of the HDF5 root group, and the \n", "``orbitize.system.System`` object used to generate the orbit fit." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "hdf5_filename = \"my_posterior.hdf5\"\n", "import os\n", "\n", "# To avoid weird behaviours, delete saved file if it already exists from a previous run of this notebook\n", "if os.path.isfile(hdf5_filename):\n", " os.remove(hdf5_filename)\n", "my_driver.sampler.results.save_results(hdf5_filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Saving sampler results is a good idea when we want to analyze the results in a different script or when we want to save the output of a long MCMC run to avoid having to re-run it in the future. We can then load the saved results into a new blank results object." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from orbitize import results\n", "\n", "loaded_results = results.Results() # Create blank results object for loading\n", "loaded_results.load_results(hdf5_filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of loading results into an orbitize.results.Results object, we can also directly access the saved data using\n", "the `'h5py'` python module." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import h5py\n", "\n", "filename = \"my_posterior.hdf5\"\n", "hf = h5py.File(filename, \"r\") # Opens file for reading\n", "# Load up each dataset from hdf5 file\n", "sampler_name = str(hf.attrs[\"sampler_name\"])\n", "post = np.array(hf.get(\"post\"))\n", "lnlike = np.array(hf.get(\"lnlike\"))\n", "hf.close() # Don't forget to close the file" ] } ], "metadata": { "interpreter": { "hash": "e899b22145868d3cd465733d82c36c2ae3ac0d3591d6a0807ec2e5e577a9cf5c" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 4 }