From 673515d8b57acd72dbe4cbeca4d4ac741cd66253 Mon Sep 17 00:00:00 2001 From: Fergus Cooper Date: Thu, 12 Aug 2021 12:59:33 +0100 Subject: [PATCH] Add MALA notebook --- .gitignore | 3 + mala_mcmc.ipynb | 1217 ++++++++++++++++++++++++++++++++++++++++++++++ requirements.txt | 1 + 3 files changed, 1221 insertions(+) create mode 100644 mala_mcmc.ipynb diff --git a/.gitignore b/.gitignore index 241de11..72256ad 100644 --- a/.gitignore +++ b/.gitignore @@ -34,3 +34,6 @@ dist/* # Temporary simulation results directory performance_data/* + +# Local PINTS installation +pints/ \ No newline at end of file diff --git a/mala_mcmc.ipynb b/mala_mcmc.ipynb new file mode 100644 index 0000000..58e68fd --- /dev/null +++ b/mala_mcmc.ipynb @@ -0,0 +1,1217 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MALA MCMC" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from utils import *\n", + "import pints\n", + "import pints.toy\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from plotnine import *\n", + "import pandas as pd\n", + "import pints.plot\n", + "from pints.functionaltests.mala_mcmc import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Two dimensional Gaussian" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "test = run_replicates(np.geomspace(1000, 5000, 8), 10,\n", + " test_mala_mcmc_on_two_dim_gaussian)\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "df.to_csv(\"experimental_data/mala_mcmc_hamiltonian_2d_gaussian.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/fergus/GitRepos/pints-team/method-merge-tests/venv/lib/python3.8/site-packages/plotnine/facets/facet.py:390: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "text/plain": "
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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ESS and KLD both trend in the correct directions." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Show example run results." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using Metropolis-Adjusted Langevin Algorithm (MALA)\n", + "Generating 4 chains.\n", + "Running in sequential mode.\n", + "Iter. Eval. Accept. Accept. Accept. Accept. Time m:s\n", + "0 4 0 0 0 0 0:00.0\n", + "1 8 0.5 0.5 0.5 0.5 0:00.0\n", + "2 12 0.667 0.667 0.667 0.667 0:00.0\n", + "3 16 0.75 0.5 0.75 0.75 0:00.0\n", + "20 84 0.81 0.857 0.762 0.905 0:00.0\n", + "40 164 0.829 0.732 0.804878 0.927 0:00.1\n", + "60 244 0.852459 0.803 0.852459 0.918 0:00.1\n", + "80 324 0.889 0.802 0.877 0.889 0:00.1\n", + "100 404 0.891 0.812 0.842 0.901 0:00.1\n", + "120 484 0.892562 0.835 0.843 0.901 0:00.2\n", + "140 564 0.887 0.837 0.858156 0.893617 0:00.2\n", + "160 644 0.894 0.826087 0.857 0.894 0:00.2\n", + "180 724 0.895 0.834 0.862 0.906 0:00.2\n", + "200 804 0.9 0.846 0.851 0.886 0:00.3\n", + "220 884 0.91 0.837 0.86 0.878 0:00.3\n", + "240 964 0.896 0.838 0.863 0.879668 0:00.3\n", + "260 1044 0.897 0.839 0.874 0.889 0:00.3\n", + "280 1124 0.89 0.843 0.879 0.893 0:00.4\n", + "300 1204 0.887 0.844 0.884 0.9 0:00.4\n", + "320 1284 0.885 0.844 0.885 0.903 0:00.4\n", + "340 1364 0.883 0.85 0.886 0.903 0:00.4\n", + "360 1444 0.875 0.848 0.881 0.906 0:00.5\n", + "380 1524 0.871 0.845 0.885 0.906 0:00.5\n", + "400 1604 0.868 0.843 0.882793 0.903 0:00.5\n", + "420 1684 0.867 0.843 0.881 0.898 0:00.5\n", + "440 1764 0.866 0.839 0.884 0.896 0:00.6\n", + "460 1844 0.866 0.844 0.885 0.894 0:00.6\n", + "480 1924 0.869 0.846 0.881 0.898 0:00.6\n", + "500 2004 0.866 0.85 0.882 0.896 0:00.7\n", + "520 2084 0.864 0.854 0.875 0.894 0:00.7\n", + "540 2164 0.865 0.856 0.874 0.896488 0:00.7\n", + "560 2244 0.87 0.855615 0.877 0.898 0:00.7\n", + "580 2324 0.869191 0.855 0.878 0.895 0:00.8\n", + "600 2404 0.872 0.855 0.877 0.894 0:00.8\n", + "620 2484 0.874 0.855 0.879 0.892 0:00.8\n", + "640 2564 0.871 0.856 0.872 0.891 0:00.8\n", + "660 2644 0.873 0.855 0.871407 0.89 0:00.9\n", + "680 2724 0.871 0.856094 0.869 0.881 0:00.9\n", + "700 2804 0.873 0.856 0.87 0.879 0:00.9\n", + "720 2884 0.875 0.857 0.87 0.877 0:00.9\n", + "740 2964 0.876 0.861 0.872 0.873 0:01.0\n", + "760 3044 0.873 0.862 0.873 0.874 0:01.0\n", + "780 3124 0.871 0.862 0.873 0.876 0:01.0\n", + "800 3204 0.871 0.861 0.876 0.878 0:01.0\n", + "820 3284 0.871 0.863581 0.877 0.877 0:01.1\n", + "840 3364 0.873 0.862069 0.875 0.876 0:01.1\n", + "860 3444 0.875 0.861 0.875 0.877 0:01.1\n", + "880 3524 0.875 0.859 0.871 0.88 0:01.2\n", + "900 3604 0.877 0.861 0.869 0.882 0:01.2\n", + "920 3684 0.876 0.862 0.872 0.879 0:01.2\n", + "940 3764 0.876 0.861 0.871 0.879 0:01.2\n", + "960 3844 0.877 0.862 0.871 0.876 0:01.3\n", + "980 3924 0.875 0.862 0.874 0.875 0:01.3\n", + "1000 4000 0.874 0.861 0.873 0.875 0:01.3\n", + "Halting: Maximum number of iterations (1000) reached.\n" + ] + }, + { + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "param mean std. 2.5% 25% 50% 75% 97.5% rhat ess ess per sec.\n", + "------- ------ ------ ------ ----- ----- ----- ------- ------ ------ --------------\n", + "param 1 0.01 1.05 -2.07 -0.67 -0.01 0.72 2.07 1.01 357.94 275.65\n", + "param 2 0.08 1.00 -1.92 -0.59 0.08 0.72 2.04 1.00 375.41 289.10\n" + ] + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 1000\n", + "n_warmup = 500\n", + "log_pdf = pints.toy.GaussianLogPDF(mean=[0, 0], sigma=[1, 1])\n", + "\n", + "# Get initial parameters\n", + "log_prior = pints.ComposedLogPrior(\n", + " pints.GaussianLogPrior(mean=0, sd=10),\n", + " pints.GaussianLogPrior(mean=0, sd=10))\n", + "x0 = log_prior.sample(n=n_chains)\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, method=pints.MALAMCMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(True)\n", + "\n", + "for sampler in controller.samplers():\n", + " sampler.set_epsilon([1.0, 1.0])\n", + "\n", + "chains = controller.run()\n", + "chains = chains[:, n_warmup:]\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.trace(chains, ref_parameters=[0, 0])\n", + "\n", + "# Show graphs\n", + "plt.show()\n", + "\n", + "results = pints.MCMCSummary(chains=chains, time=controller.time())\n", + "print(results)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The parameters are close to their true means." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "[None, None]" + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "draws = np.vstack(chains)\n", + "[ecdf_norm_plotter(draws[:, i], 1) for i in range(2)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Correlated Gaussian" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "test = run_replicates(np.geomspace(1000, 5000, 8), 10,\n", + " test_mala_mcmc_on_correlated_gaussian)\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "df.to_csv(\"experimental_data/mala_mcmc_correlated_gaussian.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/fergus/GitRepos/pints-team/method-merge-tests/venv/lib/python3.8/site-packages/plotnine/facets/facet.py:390: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run of results." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "param mean std. 2.5% 25% 50% 75% 97.5% rhat ess ess per sec.\n", + "------- ------ ------ ------ ----- ----- ----- ------- ------ ----- --------------\n", + "param 1 0.01 1.03 -1.95 -0.71 0.00 0.73 2.00 1.04 83.30 15.97\n", + "param 2 0.01 1.44 -2.70 -1.02 0.00 0.98 2.84 1.04 81.71 15.66\n", + "param 3 0.01 1.80 -3.38 -1.26 -0.00 1.28 3.59 1.04 79.93 15.32\n", + "param 4 0.01 2.04 -3.85 -1.42 -0.03 1.46 3.93 1.05 73.67 14.12\n", + "param 5 0.05 2.28 -4.44 -1.57 0.07 1.58 4.45 1.05 74.77 14.33\n", + "param 6 0.04 2.49 -4.59 -1.73 -0.06 1.82 4.95 1.05 77.69 14.89\n" + ] + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 4000\n", + "n_warmup = 500\n", + "\n", + "log_pdf = pints.toy.HighDimensionalGaussianLogPDF(dimension=6, rho=0.8)\n", + "x0 = np.random.uniform(-4, 4, size=(n_chains, 6))\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.MALAMCMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "\n", + "for sampler in controller.samplers():\n", + " sampler.set_epsilon([1.0] * 6)\n", + "\n", + "chains = controller.run()\n", + "chains = chains[:, n_warmup:]\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.pairwise(np.vstack(chains), kde=False, ref_parameters=([0] * 6))\n", + "\n", + "# Show graphs\n", + "plt.show()\n", + "\n", + "results = pints.MCMCSummary(chains=chains, time=controller.time())\n", + "print(results)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again the estimated means compare well with the theoretical. Now comparing the theoretical and empirical cdfs: again, these look fine." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "[None, None, None, None, None, None]" + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "draws = np.vstack(chains)\n", + "[ecdf_norm_plotter(draws[:, i], np.sqrt(i + 1)) for i in range(6)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Banana" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "test = run_replicates(np.geomspace(1000, 5000, 8), 10, test_mala_mcmc_on_banana)\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "df.to_csv(\"experimental_data/mala_mcmc_banana.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/fergus/GitRepos/pints-team/method-merge-tests/venv/lib/python3.8/site-packages/plotnine/facets/facet.py:390: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The banana is a hard problem with a low ESS. But the KLD is moving in the right direction." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run of results." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 1000\n", + "n_warmup = 500\n", + "\n", + "log_pdf = pints.toy.TwistedGaussianLogPDF(dimension=2, b=0.1)\n", + "log_prior = pints.MultivariateGaussianLogPrior([0, 0],\n", + " [[10, 0], [0, 10]])\n", + "x0 = log_prior.sample(n_chains)\n", + "sigma0 = np.diag(np.array([1, 3]))\n", + "\n", + "levels = np.linspace(-50, -1, 20)\n", + "x = np.linspace(-50, 50, 250)\n", + "y = np.linspace(-100, 20, 250)\n", + "X, Y = np.meshgrid(x, y)\n", + "Z = [[log_pdf([i, j]) for i in x] for j in y]\n", + "\n", + "# run model\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.MALAMCMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "\n", + "for sampler in controller.samplers():\n", + " sampler.set_epsilon([0.8] * 2)\n", + "\n", + "chains = controller.run()\n", + "chains = np.vstack(chains[:, n_warmup:])\n", + "\n", + "plt.contour(X, Y, Z, levels=levels, colors='k', alpha=0.2)\n", + "plt.scatter(chains[:, 0], chains[:, 1], alpha=0.2)\n", + "plt.xlim(-50, 50)\n", + "plt.ylim(-100, 20)\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Annulus" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "test = run_replicates(np.geomspace(1000, 5000, 8), 10,\n", + " test_mala_mcmc_on_annulus)\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "df.to_csv(\"experimental_data/mala_mcmc_annulus.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/fergus/GitRepos/pints-team/method-merge-tests/venv/lib/python3.8/site-packages/plotnine/facets/facet.py:390: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "text/plain": "
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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The draws trend closer to convergence as the number of iterations increases, although the effective sample size is low here." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 1000\n", + "n_warmup = 500\n", + "\n", + "log_pdf = pints.toy.AnnulusLogPDF()\n", + "x0 = log_pdf.sample(n_chains)\n", + "\n", + "# run model\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.MALAMCMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "\n", + "for sampler in controller.samplers():\n", + " sampler.set_epsilon([1.2] * 2)\n", + "\n", + "chains = controller.run()\n", + "chains = np.vstack(chains[:, n_warmup:])\n", + "\n", + "num_points = 100\n", + "x = np.linspace(-15, 15, num_points)\n", + "y = np.linspace(-15, 15, num_points)\n", + "X, Y = np.meshgrid(x, y)\n", + "Z = np.zeros(X.shape)\n", + "Z = np.exp([[log_pdf([i, j]) for i in x] for j in y])\n", + "plt.contour(X, Y, Z, colors='k', alpha=0.4)\n", + "plt.scatter(chains[:, 0], chains[:, 1], alpha=0.2)\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multimodal Gaussian" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "test = run_replicates(np.geomspace(1000, 5000, 8), 10,\n", + " test_mala_mcmc_on_multimodal_gaussian)\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "df.to_csv(\"experimental_data/mala_mcmc_multimodal_gaussian.csv\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/fergus/GitRepos/pints-team/method-merge-tests/venv/lib/python3.8/site-packages/plotnine/facets/facet.py:390: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# remove high values of kld to see general trend\n", + "# test1 = test.query('kld < 1')\n", + "# df1 = pd.melt(test1, id_vars=['iterations', 'replicate'])\n", + "\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the few outliers removed, the KLD appears to be moving in the correct direction as iterations increase." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "param mean std. 2.5% 25% 50% 75% 97.5% rhat ess ess per sec.\n", + "------- ------ ------ ------ ----- ----- ----- ------- ------ ------- --------------\n", + "param 1 3.71 4.31 -1.75 -0.03 2.35 8.12 11.28 4.16 1249.47 392.52\n", + "param 2 2.51 4.46 -1.73 -0.47 0.45 3.24 12.22 3.88 1157.75 363.71\n" + ] + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 2000\n", + "n_warmup = 500\n", + "\n", + "covariances = [[[1, 0], [0, 1]],\n", + " [[2, 0.8], [0.8, 3]],\n", + " [[1, -0.5], [-0.5, 1]]]\n", + "log_pdf = pints.toy.MultimodalGaussianLogPDF(modes=[[0, 0], [5, 10], [10, 0]],\n", + " covariances=covariances)\n", + "x0 = log_pdf.sample(n_chains)\n", + "\n", + "# run model\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.MALAMCMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "\n", + "for sampler in controller.samplers():\n", + " sampler.set_epsilon([2.0] * 2)\n", + "\n", + "chains = controller.run()\n", + "\n", + "pints.plot.trace(chains)\n", + "\n", + "# Show graphs\n", + "plt.show()\n", + "\n", + "results = pints.MCMCSummary(chains=chains, time=controller.time())\n", + "print(results)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Clearly this multimodal distribution requires many draws to reach convergence." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "samples = np.vstack(chains[:, n_warmup:])\n", + "\n", + "num_points = 100\n", + "x = np.linspace(-5, 15, num_points)\n", + "y = np.linspace(-5, 15, num_points)\n", + "X, Y = np.meshgrid(x, y)\n", + "Z = np.zeros(X.shape)\n", + "Z = np.exp([[log_pdf([i, j]) for i in x] for j in y])\n", + "plt.contour(X, Y, Z)\n", + "plt.scatter(samples[:,0], samples[:,1], alpha=0.05)\n", + "plt.xlim(-5, 15)\n", + "plt.ylim(-5, 15)\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Cone" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "test = run_replicates(np.geomspace(1000, 5000, 8), 10,\n", + " test_mala_mcmc_on_cone)\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "df.to_csv(\"experimental_data/mala_mcmc_cone.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/fergus/GitRepos/pints-team/method-merge-tests/venv/lib/python3.8/site-packages/plotnine/facets/facet.py:390: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again, the cone problem, with its long tails, is really hard." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now showing an example run." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running...\n", + "Using Metropolis-Adjusted Langevin Algorithm (MALA)\n", + "Generating 4 chains.\n", + "Running in sequential mode.\n", + "Iter. Eval. Accept. Accept. Accept. Accept. Time m:s\n", + "0 4 0 0 0 0 0:00.0\n", + "1 8 0.5 0.5 0.5 0.5 0:00.0\n", + "2 12 0.667 0.667 0.667 0.667 0:00.0\n", + "3 16 0.75 0.75 0.75 0.5 0:00.0\n", + "20 84 0.952381 0.952381 0.952381 0.81 0:00.0\n", + "40 164 0.976 0.927 0.976 0.902439 0:00.1\n", + "60 244 0.967 0.918 0.984 0.885 0:00.1\n", + "80 324 0.962963 0.938 0.988 0.914 0:00.1\n", + "100 404 0.960396 0.950495 0.990099 0.931 0:00.1\n", + "120 484 0.967 0.959 0.992 0.942 0:00.1\n", + "140 564 0.964539 0.964539 0.993 0.95 0:00.2\n", + "160 644 0.969 0.957 0.994 0.957 0:00.2\n", + "180 724 0.972 0.961326 0.994 0.961326 0:00.2\n", + "200 804 0.975 0.965 0.995 0.965 0:00.2\n", + "220 884 0.977 0.964 0.995 0.968 0:00.3\n", + "240 964 0.979 0.963 0.996 0.971 0:00.3\n", + "260 1044 0.981 0.966 0.996 0.973 0:00.3\n", + "280 1124 0.982 0.968 0.996 0.975089 0:00.3\n", + "300 1204 0.983 0.957 0.997 0.973 0:00.4\n", + "320 1284 0.984 0.953271 0.997 0.969 0:00.4\n", + "340 1364 0.985 0.953 0.997 0.971 0:00.4\n", + "360 1444 0.986 0.953 0.997 0.972 0:00.4\n", + "380 1524 0.987 0.955 0.995 0.974 0:00.5\n", + "400 1604 0.988 0.957606 0.995 0.975 0:00.5\n", + "420 1684 0.988 0.95962 0.995 0.976247 0:00.5\n", + "440 1764 0.989 0.961 0.993 0.977 0:00.5\n", + "460 1844 0.989154 0.963 0.993 0.978308 0:00.6\n", + "480 1924 0.989605 0.962578 0.993763 0.97921 0:00.6\n", + "500 2004 0.99002 0.964 0.994012 0.98 0:00.6\n", + "520 2084 0.99 0.965 0.994 0.981 0:00.6\n", + "540 2164 0.991 0.965 0.994 0.982 0:00.7\n", + "560 2244 0.991 0.966 0.995 0.982 0:00.7\n", + "580 2324 0.989673 0.967 0.995 0.983 0:00.7\n", + "600 2404 0.99 0.968386 0.995 0.983 0:00.7\n", + "620 2484 0.99 0.969 0.995 0.984 0:00.8\n", + "640 2564 0.991 0.966 0.995 0.984 0:00.8\n", + "660 2644 0.991 0.967 0.995 0.985 0:00.8\n", + "680 2724 0.991 0.968 0.996 0.985 0:00.8\n", + "700 2804 0.991 0.969 0.996 0.986 0:00.9\n", + "720 2884 0.992 0.969 0.996 0.986 0:00.9\n", + "740 2964 0.989 0.97 0.996 0.987 0:00.9\n", + "760 3044 0.988 0.971 0.996 0.987 0:00.9\n", + "780 3124 0.988 0.971831 0.992 0.987 0:01.0\n", + "800 3204 0.988764 0.973 0.993 0.988 0:01.0\n", + "820 3284 0.988 0.973 0.993 0.988 0:01.0\n", + "840 3364 0.983 0.974 0.993 0.988 0:01.0\n", + "860 3444 0.984 0.974 0.993 0.987 0:01.1\n", + "880 3524 0.983 0.975 0.993 0.988 0:01.1\n", + "900 3604 0.981 0.976 0.992 0.988 0:01.1\n", + "920 3684 0.982 0.976 0.992 0.988 0:01.1\n", + "940 3764 0.982 0.977 0.993 0.988 0:01.2\n", + "960 3844 0.982 0.977 0.993 0.989 0:01.2\n", + "980 3924 0.983 0.978 0.993 0.988787 0:01.2\n", + "1000 4000 0.983 0.978 0.993 0.989 0:01.2\n", + "Halting: Maximum number of iterations (1000) reached.\n", + "Done!\n", + "param mean std. 2.5% 25% 50% 75% 97.5% rhat ess ess per sec.\n", + "---------- ------ ------ ------ ----- ----- ----- ------- ------ ----- --------------\n", + "mean dim 1 -0.02 6.69 -14.62 -3.56 -0.03 3.55 15.29 1.26 31.69 25.77\n", + "mean dim 2 2.53 9.74 -23.05 -1.74 1.30 6.23 27.37 1.37 39.25 31.91\n" + ] + }, + { + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True normed mean = 8.638816024714002\n", + "Sample normed mean = 9.428918819542533\n", + "True normed var = 65.40423915068341\n", + "Sample normed var = 64.62073581991679\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "nchains = 4\n", + "log_pdf = pints.toy.ConeLogPDF(dimensions=2, beta=0.6)\n", + "x0 = log_pdf.sample(nchains)\n", + "mcmc = pints.MCMCController(log_pdf, nchains, x0, method=pints.MALAMCMC)\n", + "\n", + "# Set maximum number of iterations\n", + "mcmc.set_max_iterations(1000)\n", + "\n", + "# Disable logging\n", + "mcmc.set_log_to_screen(True)\n", + "\n", + "for sampler in mcmc.samplers():\n", + " sampler.set_epsilon([1.0] * 2)\n", + "\n", + "# Run!\n", + "print('Running...')\n", + "chains = mcmc.run()\n", + "print('Done!')\n", + "\n", + "# Check convergence and other properties of chains\n", + "results = pints.MCMCSummary(chains=chains, time=mcmc.time(),\n", + " parameter_names=['mean dim 1', 'mean dim 2'])\n", + "print(results)\n", + "\n", + "# Discard warm-up\n", + "chains = [chain[500:] for chain in chains]\n", + "stacked = np.vstack(chains)\n", + "\n", + "# overlay draws on contours\n", + "num_points = 100\n", + "x = np.linspace(-15, 15, num_points)\n", + "y = np.linspace(-15, 15, num_points)\n", + "X, Y = np.meshgrid(x, y)\n", + "Z = np.zeros(X.shape)\n", + "Z = np.exp([[log_pdf([i, j]) for i in x] for j in y])\n", + "plt.contour(X, Y, Z, colors='k', alpha=0.5)\n", + "plt.scatter(stacked[:,0], stacked[:,1], marker='.', alpha=0.2)\n", + "plt.xlim(-15, 15)\n", + "plt.ylim(-15, 15)\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()\n", + "\n", + "d = list(map(lambda x: np.linalg.norm(x), stacked))\n", + "a_mean = np.mean(d)\n", + "a_var = np.var(d)\n", + "\n", + "print(\"True normed mean = \" + str(log_pdf.mean_normed()))\n", + "print(\"Sample normed mean = \" + str(a_mean))\n", + "\n", + "print(\"True normed var = \" + str(log_pdf.var_normed()))\n", + "print(\"Sample normed var = \" + str(a_var))\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.trace(chains)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# High dimensional Gaussian" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "test = run_replicates(np.geomspace(1000, 5000, 8), 10,\n", + " test_mala_mcmc_on_high_dim_gaussian)\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "df.to_csv(\"experimental_data/mala_mcmc_high_dim_gaussian.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/fergus/GitRepos/pints-team/method-merge-tests/venv/lib/python3.8/site-packages/plotnine/facets/facet.py:390: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.9.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index b869a18..1011426 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,2 +1,3 @@ pandas plotnine +jupyter