{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Compare samplers\n", "\n", "In this notebook, we'll compare the different samplers implemented in `Bilby` on a simple linear regression problem.\n", "\n", "This is not an exhaustive set of the implemented samplers, nor of the settings available for each sampler.\n", "\n", "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-04-05T04:45:02.038943Z", "iopub.status.busy": "2024-04-05T04:45:02.038291Z", "iopub.status.idle": "2024-04-05T04:45:03.642549Z", "shell.execute_reply": "2024-04-05T04:45:03.641474Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/envs/python310/lib/python3.10/site-packages/pandas/core/computation/expressions.py:21: UserWarning: Pandas requires version '2.8.4' or newer of 'numexpr' (version '2.7.3' currently installed).\n", " from pandas.core.computation.check import NUMEXPR_INSTALLED\n" ] } ], "source": [ "import bilby\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-04-05T04:45:03.648147Z", "iopub.status.busy": "2024-04-05T04:45:03.647822Z", "iopub.status.idle": "2024-04-05T04:45:03.652326Z", "shell.execute_reply": "2024-04-05T04:45:03.651586Z" } }, "outputs": [], "source": [ "label = \"linear_regression\"\n", "outdir = \"outdir\"\n", "bilby.utils.check_directory_exists_and_if_not_mkdir(outdir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define our model\n", "\n", "Here our model is a simple linear fit to some quantity $y = m x + c$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-04-05T04:45:03.657680Z", "iopub.status.busy": "2024-04-05T04:45:03.657462Z", "iopub.status.idle": "2024-04-05T04:45:03.662084Z", "shell.execute_reply": "2024-04-05T04:45:03.661340Z" } }, "outputs": [], "source": [ "def model(x, m, c):\n", " return x * m + c" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate data\n", "\n", "We simulate observational data.\n", "We assume some uncertainty in the observations and so perturb the observations from the truth." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-04-05T04:45:03.667277Z", "iopub.status.busy": "2024-04-05T04:45:03.666861Z", "iopub.status.idle": "2024-04-05T04:45:03.863881Z", "shell.execute_reply": "2024-04-05T04:45:03.861855Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "injection_parameters = dict(m=0.5, c=0.2)\n", "\n", "sampling_frequency = 10\n", "time_duration = 10\n", "time = np.arange(0, time_duration, 1 / sampling_frequency)\n", "N = len(time)\n", "sigma = np.random.normal(1, 0.01, N)\n", "data = model(time, **injection_parameters) + np.random.normal(0, sigma, N)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(time, data, \"x\", label=\"Data\")\n", "ax.plot(time, model(time, **injection_parameters), \"--r\", label=\"Truth\")\n", "ax.set_xlim(0, 10)\n", "ax.set_ylim(-2, 8)\n", "ax.set_xlabel(\"x\")\n", "ax.set_ylabel(\"y\")\n", "ax.legend()\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the likelihood and prior\n", "\n", "For any Bayesian calculation we need a likelihood and a prior.\n", "\n", "In this case, we take a `GausianLikelihood` as we assume the uncertainty on the data is normally distributed.\n", "\n", "For both of our parameters we take uniform priors." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-04-05T04:45:03.872809Z", "iopub.status.busy": "2024-04-05T04:45:03.872060Z", "iopub.status.idle": "2024-04-05T04:45:03.884886Z", "shell.execute_reply": "2024-04-05T04:45:03.883374Z" } }, "outputs": [], "source": [ "likelihood = bilby.likelihood.GaussianLikelihood(time, data, model, sigma)\n", "\n", "priors = bilby.core.prior.PriorDict()\n", "priors[\"m\"] = bilby.core.prior.Uniform(0, 5, \"m\")\n", "priors[\"c\"] = bilby.core.prior.Uniform(-2, 2, \"c\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the samplers and compare the inferred posteriors\n", "\n", "We'll use four of the implemented samplers.\n", "\n", "For each one we specify a set of parameters.\n", "\n", "`Bilby`/the underlying samplers produce quite a lot of output while the samplers are running so we will suppress as many of these as possible.\n", "\n", "After running the analysis, we print a final summary for each of the samplers." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-04-05T04:45:03.891236Z", "iopub.status.busy": "2024-04-05T04:45:03.890901Z", "iopub.status.idle": "2024-04-05T04:45:03.898820Z", "shell.execute_reply": "2024-04-05T04:45:03.897161Z" } }, "outputs": [], "source": [ "samplers = dict(\n", " bilby_mcmc=dict(\n", " nsamples=1000,\n", " L1steps=20,\n", " ntemps=10,\n", " printdt=10,\n", " ),\n", " dynesty=dict(npoints=500, sample=\"acceptance-walk\", naccept=20),\n", " pymultinest=dict(nlive=500),\n", " nestle=dict(nlive=500),\n", " emcee=dict(nwalkers=20, iterations=500),\n", " ptemcee=dict(ntemps=10, nwalkers=20, nsamples=1000),\n", ")\n", "\n", "results = dict()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-04-05T04:45:03.906012Z", "iopub.status.busy": "2024-04-05T04:45:03.905761Z", "iopub.status.idle": "2024-04-05T04:49:38.990988Z", "shell.execute_reply": "2024-04-05T04:49:38.990004Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " *****************************************************\n", " MultiNest v3.10\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Jul 2015\n", "\n", " no. of live points = 500\n", " dimensionality = 2\n", " *****************************************************\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " analysing data from /tmp/tmpb7zr1wrl/.txt ln(ev)= -146.69688830340621 +/- 0.10858889035030130 \n", " Total Likelihood Evaluations: 5488\n", " Sampling finished. Exiting MultiNest\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "bilby.core.utils.logger.setLevel(\"ERROR\")\n", "\n", "for sampler in samplers:\n", " result = bilby.core.sampler.run_sampler(\n", " likelihood,\n", " priors=priors,\n", " sampler=sampler,\n", " label=sampler,\n", " resume=False,\n", " clean=True,\n", " verbose=False,\n", " **samplers[sampler]\n", " )\n", " results[sampler] = result" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-04-05T04:49:38.998110Z", "iopub.status.busy": "2024-04-05T04:49:38.997855Z", "iopub.status.idle": "2024-04-05T04:49:39.003760Z", "shell.execute_reply": "2024-04-05T04:49:39.003025Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "========================================\n", "bilby_mcmc\n", "========================================\n", "nsamples: 2605\n", "ln_noise_evidence: nan\n", "ln_evidence: -143.726 +/- 0.028\n", "ln_bayes_factor: nan +/- 0.028\n", "\n", "========================================\n", "dynesty\n", "========================================\n", "nsamples: 1341\n", "ln_noise_evidence: nan\n", "ln_evidence: -146.578 +/- 0.135\n", "ln_bayes_factor: nan +/- 0.135\n", "\n", "========================================\n", "pymultinest\n", "========================================\n", "nsamples: 1760\n", "ln_noise_evidence: nan\n", "ln_evidence: -146.697 +/- 0.109\n", "ln_bayes_factor: nan +/- 0.109\n", "\n", "========================================\n", "nestle\n", "========================================\n", "nsamples: 4424\n", "ln_noise_evidence: nan\n", "ln_evidence: -146.806 +/- 0.109\n", "ln_bayes_factor: nan +/- 0.109\n", "\n", "========================================\n", "emcee\n", "========================================\n", "nsamples: 8620\n", "ln_noise_evidence: nan\n", "ln_evidence: nan +/- nan\n", "ln_bayes_factor: nan +/- nan\n", "\n", "========================================\n", "ptemcee\n", "========================================\n", "nsamples: 1020\n", "ln_noise_evidence: nan\n", "ln_evidence: -150.976 +/- 19.113\n", "ln_bayes_factor: nan +/- 19.113\n", "\n", "========================================\n" ] } ], "source": [ "print(\"=\" * 40)\n", "for sampler in results:\n", " print(sampler)\n", " print(\"=\" * 40)\n", " print(results[sampler])\n", " print(\"=\" * 40)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make comparison plots\n", "\n", "We will make two standard comparison plots.\n", "\n", "In the first we plot the one- and two-dimensional marginal posterior distributions in a \"corner\" plot.\n", "\n", "In the second, we show the inferred model that we are fitting along with the uncertainty by taking random draws from the posterior distribution.\n", "This kind of posterior predicitive plot is useful to identify model misspecification." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2024-04-05T04:49:39.010657Z", "iopub.status.busy": "2024-04-05T04:49:39.010420Z", "iopub.status.idle": "2024-04-05T04:49:40.558444Z", "shell.execute_reply": "2024-04-05T04:49:40.557591Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = bilby.core.result.plot_multiple(\n", " list(results.values()), labels=list(results.keys()), save=False\n", ")\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2024-04-05T04:49:40.569490Z", "iopub.status.busy": "2024-04-05T04:49:40.568653Z", "iopub.status.idle": "2024-04-05T04:49:43.712675Z", "shell.execute_reply": "2024-04-05T04:49:43.711884Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 8))\n", "ax.plot(time, data, \"x\", label=\"Data\", color=\"r\")\n", "ax.plot(\n", " time, model(time, **injection_parameters), linestyle=\"--\", color=\"k\", label=\"Truth\"\n", ")\n", "\n", "for jj, sampler in enumerate(samplers):\n", " result = results[sampler]\n", " samples = result.posterior[result.search_parameter_keys].sample(500)\n", " for ii in range(len(samples)):\n", " parameters = dict(samples.iloc[ii])\n", " plt.plot(time, model(time, **parameters), color=f\"C{jj}\", alpha=0.01)\n", " plt.axhline(-10, color=f\"C{jj}\", label=sampler.replace(\"_\", \" \"))\n", "ax.set_xlim(0, 10)\n", "ax.set_ylim(-2, 8)\n", "ax.set_xlabel(\"Time\")\n", "ax.set_ylabel(\"y\")\n", "ax.legend(loc=\"upper left\")\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 4 }