{
 "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": "2025-03-20T14:24:50.056061Z",
     "iopub.status.busy": "2025-03-20T14:24:50.055604Z",
     "iopub.status.idle": "2025-03-20T14:24:51.279253Z",
     "shell.execute_reply": "2025-03-20T14:24:51.278726Z"
    }
   },
   "outputs": [],
   "source": [
    "import bilby\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from bilby.core.utils.random import seed, rng\n",
    "\n",
    "# Sets seed of bilby's generator \"rng\" to \"123\" to ensure reproducibility\n",
    "seed(123)\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-20T14:24:51.281234Z",
     "iopub.status.busy": "2025-03-20T14:24:51.280972Z",
     "iopub.status.idle": "2025-03-20T14:24:51.283798Z",
     "shell.execute_reply": "2025-03-20T14:24:51.283407Z"
    }
   },
   "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": "2025-03-20T14:24:51.285237Z",
     "iopub.status.busy": "2025-03-20T14:24:51.285057Z",
     "iopub.status.idle": "2025-03-20T14:24:51.287594Z",
     "shell.execute_reply": "2025-03-20T14:24:51.287165Z"
    }
   },
   "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": "2025-03-20T14:24:51.289039Z",
     "iopub.status.busy": "2025-03-20T14:24:51.288883Z",
     "iopub.status.idle": "2025-03-20T14:24:51.377154Z",
     "shell.execute_reply": "2025-03-20T14:24:51.376675Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "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 = rng.normal(1, 0.01, N)\n",
    "data = model(time, **injection_parameters) + rng.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": "2025-03-20T14:24:51.403688Z",
     "iopub.status.busy": "2025-03-20T14:24:51.403511Z",
     "iopub.status.idle": "2025-03-20T14:24:51.406408Z",
     "shell.execute_reply": "2025-03-20T14:24:51.405993Z"
    }
   },
   "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": "2025-03-20T14:24:51.407953Z",
     "iopub.status.busy": "2025-03-20T14:24:51.407790Z",
     "iopub.status.idle": "2025-03-20T14:24:51.411021Z",
     "shell.execute_reply": "2025-03-20T14:24:51.410612Z"
    }
   },
   "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": "2025-03-20T14:24:51.412420Z",
     "iopub.status.busy": "2025-03-20T14:24:51.412263Z",
     "iopub.status.idle": "2025-03-20T14:26:48.605835Z",
     "shell.execute_reply": "2025-03-20T14:26:48.605278Z"
    }
   },
   "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/tmpdz58fuj3/.txt\n",
      " ln(ev)=  -143.88524933027543      +/-  0.10769872643533863     \n",
      " Total Likelihood Evaluations:         5373\n",
      " Sampling finished. Exiting MultiNest\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": "2025-03-20T14:26:48.607917Z",
     "iopub.status.busy": "2025-03-20T14:26:48.607595Z",
     "iopub.status.idle": "2025-03-20T14:26:48.611043Z",
     "shell.execute_reply": "2025-03-20T14:26:48.610557Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "========================================\n",
      "bilby_mcmc\n",
      "========================================\n",
      "nsamples: 1904\n",
      "ln_noise_evidence:    nan\n",
      "ln_evidence: -141.011 +/-  0.032\n",
      "ln_bayes_factor:    nan +/-  0.032\n",
      "\n",
      "========================================\n",
      "dynesty\n",
      "========================================\n",
      "nsamples: 1352\n",
      "ln_noise_evidence:    nan\n",
      "ln_evidence: -143.889 +/-  0.135\n",
      "ln_bayes_factor:    nan +/-  0.135\n",
      "\n",
      "========================================\n",
      "pymultinest\n",
      "========================================\n",
      "nsamples: 1747\n",
      "ln_noise_evidence:    nan\n",
      "ln_evidence: -143.885 +/-  0.108\n",
      "ln_bayes_factor:    nan +/-  0.108\n",
      "\n",
      "========================================\n",
      "nestle\n",
      "========================================\n",
      "nsamples: 4272\n",
      "ln_noise_evidence:    nan\n",
      "ln_evidence: -143.770 +/-  0.107\n",
      "ln_bayes_factor:    nan +/-  0.107\n",
      "\n",
      "========================================\n",
      "emcee\n",
      "========================================\n",
      "nsamples: 8740\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: -147.570 +/- 20.015\n",
      "ln_bayes_factor:    nan +/- 20.015\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": "2025-03-20T14:26:48.612846Z",
     "iopub.status.busy": "2025-03-20T14:26:48.612446Z",
     "iopub.status.idle": "2025-03-20T14:26:50.483946Z",
     "shell.execute_reply": "2025-03-20T14:26:50.483435Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 550x550 with 4 Axes>"
      ]
     },
     "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": "2025-03-20T14:26:50.485715Z",
     "iopub.status.busy": "2025-03-20T14:26:50.485396Z",
     "iopub.status.idle": "2025-03-20T14:26:52.408775Z",
     "shell.execute_reply": "2025-03-20T14:26:52.408250Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "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": "3.11.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}