{ "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": "2024-12-07T00:33:27.552211Z", "iopub.status.busy": "2024-12-07T00:33:27.551593Z", "iopub.status.idle": "2024-12-07T00:33:29.017450Z", "shell.execute_reply": "2024-12-07T00:33:29.016699Z" } }, "outputs": [], "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": "2024-12-07T00:33:29.022100Z", "iopub.status.busy": "2024-12-07T00:33:29.021771Z", "iopub.status.idle": "2024-12-07T00:33:29.025973Z", "shell.execute_reply": "2024-12-07T00:33:29.025369Z" } }, "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": "2024-12-07T00:33:29.030004Z", "iopub.status.busy": "2024-12-07T00:33:29.029798Z", "iopub.status.idle": "2024-12-07T00:33:29.033482Z", "shell.execute_reply": "2024-12-07T00:33:29.032860Z" } }, "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": "2024-12-07T00:33:29.036671Z", "iopub.status.busy": "2024-12-07T00:33:29.036436Z", "iopub.status.idle": "2024-12-07T00:33:29.147269Z", "shell.execute_reply": "2024-12-07T00:33:29.146649Z" } }, "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": "2024-12-07T00:33:29.193663Z", "iopub.status.busy": "2024-12-07T00:33:29.193415Z", "iopub.status.idle": "2024-12-07T00:33:29.199873Z", "shell.execute_reply": "2024-12-07T00:33:29.198763Z" } }, "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": "2024-12-07T00:33:29.202916Z", "iopub.status.busy": "2024-12-07T00:33:29.202440Z", "iopub.status.idle": "2024-12-07T00:33:29.208396Z", "shell.execute_reply": "2024-12-07T00:33:29.207711Z" } }, "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": "2024-12-07T00:33:29.210847Z", "iopub.status.busy": "2024-12-07T00:33:29.210609Z", "iopub.status.idle": "2024-12-07T00:36:51.181432Z", "shell.execute_reply": "2024-12-07T00:36:51.180563Z" } }, "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/tmpeq29wkc2/.txt ln(ev)= -143.49681532532364 +/- 0.10702651449081943 \n", " Total Likelihood Evaluations: 5711\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": "2024-12-07T00:36:51.186125Z", "iopub.status.busy": "2024-12-07T00:36:51.185890Z", "iopub.status.idle": "2024-12-07T00:36:51.191606Z", "shell.execute_reply": "2024-12-07T00:36:51.190990Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "========================================\n", "bilby_mcmc\n", "========================================\n", "nsamples: 2060\n", "ln_noise_evidence: nan\n", "ln_evidence: -140.696 +/- 0.026\n", "ln_bayes_factor: nan +/- 0.026\n", "\n", "========================================\n", "dynesty\n", "========================================\n", "nsamples: 1335\n", "ln_noise_evidence: nan\n", "ln_evidence: -143.578 +/- 0.136\n", "ln_bayes_factor: nan +/- 0.136\n", "\n", "========================================\n", "pymultinest\n", "========================================\n", "nsamples: 1764\n", "ln_noise_evidence: nan\n", "ln_evidence: -143.497 +/- 0.107\n", "ln_bayes_factor: nan +/- 0.107\n", "\n", "========================================\n", "nestle\n", "========================================\n", "nsamples: 4316\n", "ln_noise_evidence: nan\n", "ln_evidence: -143.527 +/- 0.107\n", "ln_bayes_factor: nan +/- 0.107\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: -147.334 +/- 18.867\n", "ln_bayes_factor: nan +/- 18.867\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": "2024-12-07T00:36:51.195950Z", "iopub.status.busy": "2024-12-07T00:36:51.195748Z", "iopub.status.idle": "2024-12-07T00:36:52.734153Z", "shell.execute_reply": "2024-12-07T00:36:52.733389Z" } }, "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": "2024-12-07T00:36:52.741174Z", "iopub.status.busy": "2024-12-07T00:36:52.740911Z", "iopub.status.idle": "2024-12-07T00:36:55.370809Z", "shell.execute_reply": "2024-12-07T00:36:55.370118Z" } }, "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 4 }