diff --git a/metropolis.ipynb b/metropolis.ipynb new file mode 100644 index 0000000..853e574 --- /dev/null +++ b/metropolis.ipynb @@ -0,0 +1,577 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Metropolis random walk: extensive testing on toy problems" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from plotnine import *\n", + "import pandas as pd\n", + "from utils import run_replicates, ecdf_norm_plotter\n", + "\n", + "import pints\n", + "import pints.toy\n", + "import pints.plot\n", + "from pints.functionaltests.metropolis import (test_metropolis_on_banana,\n", + " test_metropolis_on_two_dim_gaussian,\n", + " test_metropolis_on_correlated_gaussian)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Two dimensional Gaussian" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "test = run_replicates(np.geomspace(2000, 20000, 8), 10, test_metropolis_on_two_dim_gaussian)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/chonlei/work/dev/pints-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": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\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": [ + "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": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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 0.02 1.06 -1.95 -0.72 -0.01 0.73 2.06 1.00 324.98 167.35\n", + "param 2 -0.06 0.96 -1.99 -0.70 -0.07 0.60 1.77 1.01 213.28 109.83\n" + ] + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 4000\n", + "n_warmup = 1000\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, sigma0=None, method=pints.MetropolisRandomWalkMCMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\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. How do they compare to MCMC eCDFs compare with the theoretical? Look pretty good." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "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(5000, 20000, 8), 10, test_metropolis_on_correlated_gaussian)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/chonlei/work/dev/pints-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": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\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": [ + "Both the ESS and KLD do not behave as well as the 2D Guassian case. It's likely that this is due to the problem being too hard for Metropolis random walk and hence the 'improved version' such as those adaptive methods." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run of results." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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 0.22 0.78 -1.38 -0.30 0.30 0.77 1.57 1.51 65.74 15.29\n", + "param 2 0.29 1.14 -2.14 -0.47 0.49 1.05 2.16 1.56 30.63 7.13\n", + "param 3 0.26 1.39 -2.63 -0.55 0.42 1.22 2.72 1.53 58.10 13.51\n", + "param 4 0.36 1.74 -3.54 -0.77 0.51 1.58 3.50 1.54 53.83 12.52\n", + "param 5 0.38 1.73 -2.97 -0.88 0.57 1.67 3.39 1.84 35.17 8.18\n", + "param 6 0.49 1.78 -3.46 -0.44 0.68 1.76 3.49 1.47 35.45 8.25\n" + ] + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 8000\n", + "n_warmup = 4000\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.MetropolisRandomWalkMCMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\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": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "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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qkGhpSCk/4q3yT5H9+/fz97//nX/+859ce+21bNmyhUGDBmkSCDHaI1DKB3xV/ilSWFjI1KlT6devHwUFBUyYMIHExERdHyhEaSJQyst8Uf5xtHv3buLi4vjiiy9o164dKSkpNG7cuEL7VIFNS0NKeZm3yz9F8vPzSUpKonnz5mzbto3p06ezfPlyTQJKewRKWcXX5R9H2dnZxMTE8M033/Dwww+TnJzMpZdeWqF9quChiUApC/i6/FPk/PnzjBgxgtGjR1OnTh0++eQTHn30UY/sWwUPLQ0pZQFflX8crV+/nhYtWjBixAiefPJJdu7cqUlAlUh7BEpVgD+Vf4qcPn2aQYMG8d5779GgQQOWLl1Khw4dPLJvFZwsTQQicj8wAQgDUo0xo0to8zgwFDBAtjHmSStjUspT/KX842j58uUkJCTw448/0rNnT0aNGkWNGjU8fhwVXCwrDYlIGJAMPABEAU+ISFSxNlcDA4C2xpimwEtWxaOUp/lD+afIsWPHiImJoUOHDlxwwQWsXbuWiRMnahJQbrGyR9Aa2GOM2QsgIh8BnYCdDm3igWRjzDEAY8wvFsajVLmVVALyZfnH0fz580lMTOTw4cMMGDCAIUOGcMEFF3j8OCp4WZkI6gH7Hd4fANoUa3MNgIh8ia18NNQYs7T4jkQkAUgAaNiwoSXBKuWMsxJQZLVwjp3N+1N7q8s/RQ4dOsTzzz/PvHnzaNGiBYsXL+bGG2+07HgqePl61lBl4GrgLuAJYJqIRBZvZIxJMcZEG2OiL7roIu9GqEKesxKQMXi1/FPEGMPMmTOJioris88+48033+Trr7/WJKDKzWkiEJGV9t/HlHPfOUADh/f17Z85OgBkGGPyjDHfA7uxJQal/IazEtCJ3DxGPdKMepERCFAvMoJRjzSztBewb98+/va3v/Hss8/SpEkTtmzZwsCBA3WROFUhrkpDl4rIrUBHe31fHDcaY74pZd+bgKtFpDG2BNAFKD4jKB1bT+B9EamLrVS01/3wlfIcZ1NBXc0Asrr8U6SwsJDJkyfTv39/jDG8++67JCYmUqmSrzv1Khi4SgRDgNewXcm/U2ybAe5xtWNjTL6IPA8sw1b/n26M2SEiw4FMY0yGfVt7EdkJFAB9jTG/lu9UlCo/V1NB+3a49g/bwDsloCK7du0iLi6OdevW0aFDB6ZOnUqjRo28cmwVGsQY47qByGvGmDe8FE+poqOjTWZmpq/DUEGm7ehVJV7114uM4Mv+9zjtLVgpLy+Pt99+m2HDhlGtWjXGjRtH165dEZHSv6xUMSKy2RgTXdI2pz0CEWlpf7nI4fXv3CgNKeWXyjoVFKyfAVRcVlYWsbGxZGVl8dhjj/Hee+9xySWXeO34KrS4Kg2Ntf9+ARANZGMbJ7gByARusTY0pTyvvFNBveXcuXMMHz6cpKQkLrroIubNm8cjjzzi1RhU6HE60mSMudsYczdwEGhpn77ZCriRP8/+USog+NtUUEfr1q2jRYsWjBo1iq5du7Jz505NAsor3Lmh7FpjzLaiN8aY7SLSxMKYlPKIspSATuTmMe4fLbw+DgBw6tQpBgwYQHJyMo0aNWL58uXcd999lh9XqSLuJIKtIpIKfGB//xSw1bqQlKq48pSAvD0OALBs2TISEhLYv38/vXr1YsSIEVSvXt2rMSjlziTk54AdQC/7r532z5TyW/5cAgL49ddfeeaZZ7j//vupVq0a69atY/z48ZoElE+40yMIA941xoyD31cVrWppVEqVQaCUgMC2PMS8efNITEzk6NGjDB48mMGDB1O1qv6XUr7jTiJYCbQDTtvfRwDLgVutCkopdwVKCQjg4MGDJCYmsmDBAlq2bMny5ctp3ry51+NQqjh3SkMXGGOKkgD219WsC0kp9/l7CQhsvYD333+fqKgolixZwpgxY9i4caMmAeU33EkEZxxvKBORVkDJ/W6lPCg9K4e2o1fRuP8i2o5eRXrWn2ct+9OCcCX54Ycf6NChAzExMTRr1ozs7GxeffVVKlfWp8Qq/+HOv8aXgLki8hO2G8ouAf5hZVBKuVr7x/GHuT8sCFeSgoICkpOTGThwICLCpEmT6Natmy4Sp/xSqf8qjTGbgOuAHkB3oIkxZrPVganQ5uoxkI68/UhId3z77bfcfvvt9OrVizvuuIMdO3bQo0cPTQLKb7nVPzXG5AHbLY5Fqd+VtvZPEW8+ErI0eXl5JCUlMXz4cKpXr86sWbN46qmndJE45fe0UKl8orTVPF2VfIrzZQmoyObNm4mJiWHr1q08/vjjvPfee1x88cU+jUkpd2lfVXldUf0/53guhv/V/x0Hg/2x5FOS3Nxc+vXrR5s2bTh8+DALFixgzpw5mgRUQCk1EYjN0yIyxP6+oYi0tj40Fazcqf93vrGeX8z6cWXNmjU0b96cpKQknn32WXbu3Ennzp19HZZSZeZOaWgSUIjtiWTDgVPAPOAmC+NSQcBZ+acs9X9/+sFf5OTJk/Tr148pU6bQuHFj/vOf/3Dvvff6Oiylys2dRNDGGNNSRLIAjDHHRKSKxXGpAOdq+mdZ6v/+ZvHixXTr1o2cnBxeeuklRowYwYUXXujrsJSqEHfGCPLs6wsZABG5CFsPQSmnXJV/AqX+7+jIkSM8/fTT/P3vf6dmzZp89dVXjBs3TpOACgru9AjeBRYAF4vIm8BjwGBLo1IBozzlH3+a8lkaYwxz5szhhRde4Pjx4wwZMoSBAwfqInEqqJSaCIwxH4rIZuBebHcWdzbGfGt5ZMrvVaT846/1f0c5OTn07NmTjIwMoqOjmT59Os2aNfN1WEp5nDuzhhoCZ4GFQAa2tYcaWh2Y8n/BVv4pYoxh2rRpREVFsXz5cpKSkvjqq680Caig5U5paBG28QHB9iD7xsAuoKmFcSk/U5Y1/wOt/ONo7969xMfHs2rVKu68805SU1O56qqrfB2WUpZypzT0h8sg+0qkPS2LSPmd8qz5D4FR/ilSUFDAu+++y6BBgwgPD2fKlCnEx8fr+kAqJJR5iQljzDci0saKYJR/clYCqlq5EhHhYX/YFijlH0fbt28nLi6OjRs38uCDDzJ58mTq16/v67CU8ppSE4GI9HZ4WwloCfxkWUTK7/jrYx8r6rfffmPUqFG8+eab1KpVi3//+9906dJFF4lTIcedHkENh9f52MYM5lkTjvIHxccD/PGxjxW1adMmYmJi2L59O08++STjx4/noosu8nVYSvmEy0Rgv5GshjGmj5fiUT5W0nhAeCUhPEzIKzC/twvEEhDA2bNnGTJkCOPGjePSSy8lIyODhx56yNdhKeVTThOBiFQ2xuSLSFtvBqR8q6TxgLxCQ2REOBdWrRyQJaAiq1evJj4+nu+++45u3boxZswYatWq5euwlPI5Vz2Cr7GNB2wRkQxgLnCmaKMxZr7FsSkvKF4GKukmMLCNB2x5vb2Xo/OMEydO8Oqrr5KSksKVV17J6tWrueuuu3wdllJ+w50xgguAX7GtPlp0P4EBNBEEuJLKQEV/ucUFwoJwJVm4cCHdu3fn0KFD9OnTh2HDhlGtWjVfh6WUX3E1Sfpi+4yh7cA2++877L+79dhKEblfRHaJyB4R6e+i3aMiYkQkugyxqwoqqQxUlOkdBeJ4wOHDh3nyySfp2LEjderUYcOGDbz11luaBJQqgaseQRhQnT//XICSLxr/wD7QnAzcBxwANolIhjFmZ7F2NYBewEZ3g1bl424ZyGB7EEwgjgcYY5g9ezYvvvgiJ0+eZNiwYfTv358qVXTldKWccZUIDhpjhldg362BPcaYvQAi8hHQCdhZrN0bwBigbwWOpUpRljJQvcgIvux/j1fj84QDBw7Qo0cPPvvsM9q0aUNaWhpNm+pKKEqVxlVpqKJ31dQD9ju8P2D/7H8HsC1X0cAYs8jVjkQkQUQyRSTz8OHDFQwrNAVzGaiwsJCpU6cSFRXFqlWrGDduHF9++aUmAaXc5KpHYOmz90SkEvAO8GxpbY0xKUAKQHR0dKllKWXjWApy9ocWyGUggD179hAfH8/nn3/OPffcw7Rp07jiiit8HZZSAcVpIjDGHK3gvnOABg7v69s/K1IDuB743H5L/yVAhoh0NMZkVvDYIa94KciZQC0D5efnM378eF577TWqVKlCSkoKcXFxujyEUuVQ5kXnymATcLWINMaWALoATxZtNMacAOoWvReRz4E+mgQ8o6RSUHGBWAYC2Lp1K7GxsWRmZtKxY0cmTZpEvXqB04tRyt9YtsauMSYfeB5YBnwLfGyM2SEiw0Wko1XHVbbegLMZQWAbF6gXGcGoR5oFVBno/PnzvP7667Rq1Yp9+/bx0UcfkZ6erklAqQqyskeAMWYxsLjYZ0OctL3LylhCRVFJyJlALQVt3LiR2NhYduzYwdNPP8348eOpU6eOr8NSKijoUzeCjKuSUCCWgs6cOUPv3r255ZZbOHnyJIsWLWLWrFmaBJTyIEt7BMp7imYIuSoJBVopaOXKlcTHx/P999/Ts2dPRo0aRc2aNX0dllJBR3sEQaCoHOQqCdSzPzsgEBw/fpy4uDjatWtH5cqVWbNmDcnJyZoElLKIJoIgUNoMoUAqCX366adERUUxY8YM+vXrR3Z2NnfccYevw1IqqGlpKIC5Uw6qFyA3if3888+8+OKLfPzxx9xwww0sXLiQVq1a+TospUKCJoIA5c4NY4EwQ8gYw4cffkivXr04ffo0b7zxBq+++qouEqeUF2kiCFDBUA768ccf6d69O0uWLOGWW24hLS2NJk2a+DospUKOjhEEoNJuGPP3m8UKCwuZPHkyTZs2Zc2aNYwfP54vvvhCk4BSPqI9ggAT6DeM7d69m/j4eNauXUu7du1ISUmhcePGvg5LqZCmPYIAE6g3jOXn55OUlETz5s3ZunUraWlpLF++XJOAUn5AewQBpLSSkL+Wg7Kzs4mNjWXz5s08/PDDJCcnc+mll/o6LKWUnfYIAoQ7JSF/SwLnzp1j8ODBREdHc+DAAT755BPmz5+vSUApP6M9ggARaCWh9evXExsby3//+1+eeeYZ3nnnHf7yl7/4OiylVAm0R+Dn0rNyaDt6VcCUhE6fPk2vXr247bbbOHv2LEuXLmXGjBmaBJTyY9oj8GPu3jTmL0lgxYoVJCQksG/fPhITExk5ciQ1atTwdVhKqVJoj8CPBcpNY8eOHeO5556jffv2VK1albVr1/Lee+9pElAqQGgi8EPulIP85aax+fPnExUVxaxZsxgwYABbtmzhtttu82lMSqmy0dKQnwmUNYQOHTrE888/z7x582jRogWLFy/mxhtv9GlMSqny0R6BH0nPyuGVj7P9uhxkjGHmzJlERUXx2WefMXLkSL7++mtNAkoFMO0R+IminkCBMU7b+HpJ6X379tGtWzeWLVtG27ZtSU1N5brrrvNJLEopz9FE4CdKGxj2ZTmosLCQSZMm0b9/fwAmTpxIjx49qFRJO5RKBQNNBH6gtKUjfFkO2rVrF7GxsXz55Ze0b9+elJQUGjVq5JNYlFLW0Es6Hytt6YgwEZ/MDsrLy2PUqFE0b96cnTt3MnPmTJYuXapJQKkgpD0CH3HnMZMR4WE+SQJZWVnExMSwZcsWHnvsMSZOnMhf//pXr8aglPIe7RH4QFEvwFUSAO8vHZGbm8uAAQO46aabOHToEPPmzWPu3LmaBJQKctoj8IHSBobB+0tHrFu3jtjYWHbv3s1zzz3H2LFjqV27tteOr5TyHe0ReJE7dwyDdweHT506xfPPP8/tt9/Ob7/9xvLly5k+fbomAaVCiPYIvMSdO4bBu/cKLFmyhG7dunHgwAF69erFiBEjqF69uuXHVUr5F00EXlB0x7Crm8W8OTD866+/8vLLLzNr1iyaNGnCl19+yS233GL5cZVS/klLQxZz945hbyQBYwxz584lKiqK2bNnM2jQILKysjQJKBXiLO0RiMj9wAQgDEg1xowutr03EAfkA4eBGGPMPitj8jZ/uWP44MGD9OzZk/T0dFq1asXy5ctp3ry55cdVSvk/y3oEIhIGJAMPAFHAEyISVaxZFhBtjLkB+ARIsioeX/CHO4aNMUyfPp0mTZqwdOlSkpKS2LBhgyYBpdTvrCwNtQb2GGP2GmN+Az4COjk2MMasNsactb/dANS3MB6v8oc7hr///nvat29PbGwszZs3Jzs7m759+1K5sg4NKaX+x8pEUA/Y7/D+gP0zZ2KBJSVtEJEEEckUkczDhw97MERrlLacdER4GGMfb25ZEigoKGDChAlcf/31bNiwgUmTJrF69WquueYaS46nlApsfnFpKCJPA9HAnSVtN8akACkA0dHRzkdd/YA7g8NW9gR27txJXFwcX331FQ888ABTp06lQYMGlhxLKRUcrEwEOYDjT6D69s/+QETaAYOAO40x5y2Mx1LurB0E1t0xnJeXx5gxY3jjjTeoUaMGs2bN4qmnnkJEPH4spVRwsTIRbAKuFpHG2BJAF+BJxwYiciMwFbjfGPOLhbFYyt2bxawaHN68eTMxMTFs3bqVLl26MGHCBC6++GKPH0cpFZwsGyMwxuQDzwPLgG+Bj40xO0RkuIh0tDd7C6gOzBWRLSKSYVU8VnHn8ZJgzeBwbm4u/fr1o3Xr1hw5coRPP/2U2bNnaxJQSpWJpWMExpjFwOJinw1xeN3OyuNbzZ3xALDmruE1a9YQFxfHnj17iI+PJykpicjISI/tXykVOvxisDjQuDseAJ5fO+jkyZP069ePKVOmcMUVV7By5Uruucc3j7BUSgUHTQRlVJbxAE/3AhYtWkT37t356aef6N27N2+88QbVqlXz2P6VUqFJ1xoqo2ELd3h9PODIkSM8/fTTPPjgg9SqVYv169czduxYTQJKKY/QRFAG6Vk5HDub57KNJ28WM8YwZ84coqKi+Pjjj3n99df55ptvaNOmTYX3rZRSRbQ05Kai2UGueHI8ICcnh549e5KRkcFNN91EWloazZo1q/B+lVKqOE0EbnBndtD4f7TwWC8gNTWVPn36kJeXx9tvv81LL71EWFhYhfetlFIl0UTghtLGBSIjwj2SBL777jvi4+NZvXo1d911F9OmTeOqq66q8H6VUsoVHSNwIT0rhxbDlrscF4gID2Nox6YVOk5BQQHjxo2jWbNmbN68mZSUFFatWqVJQCnlFdojcMKdaaKemB20fft2YmNj+frrr3nwwQeZPHky9esHzWrcSqkAoD0CJ9yZJlqR2UG//fYbw4YNo2XLluzdu5fZs2eTkZGhSUAp5XXaIyjB4PRtpU4Trci4wKZNm4iJiWH79u08+eSTTJgwgbp165ZrX0opVVHaIygmPSuHDzf86LJNeccFzp49S58+fbj55ps5duwYCxcu5MMPP9QkoJTyKe0ROCi6V8DVEnK1q4Xz+kNNy9wbWL16NXFxcezdu5du3boxZswYatWqVbGAlVLKAzQR2A1O38aHG350mQQiI8LJGtK+TPs9ceIEr776KikpKVx11VW/Tw1VSil/oaUhbEngg1KSgECZy0ELFy4kKiqK1NRU+vbtS3Z2tiYBpZTfCflE4M6YgABP3dzQ7XLQ4cOHeeKJJ+jYsSN16tRh48aNJCUl6SJxSim/FPKlobeW7XLZEwgTcXuaqDGG2bNn8+KLL3Ly5EmGDRtG//79qVKliucCVkopDwv5RODq4TKC+/cK7N+/nx49erBo0SJuvvlmUlNTadq0YnccK6WUN4R0aSg9K8fldnfKQYWFhUyZMoWmTZuyevVqxo0bx7p16zQJKKUCRkj3CIYt3OFy+4jOrpd9/r//+z/i4+NZs2YN9957LykpKVxxxRWeDFEppSwX0j0CV3cP14uMcLotPz+ft956ixtuuIEtW7aQmprKihUrNAkopQJSyPYISisL9e1wbYmfb926ldjYWDIzM+nUqROTJk3isssusyJEpZTyipDtEZRWFio+NnD+/HmGDBlCq1at2LdvHx999BELFizQJKCUCngh2yNwVRaKjAj/w/uNGzcSExPDzp07+ec//8m4ceOoU6eO1SEqpZRXhGSPoLSyUNEdxGfOnKF3797ccsstnDp1ikWLFvGvf/1Lk4BSKqiEXI8gPSuHl+Zscdmm8431WLlyJfHx8Xz//ff07NmTUaNGUbNmTe8EqZRSXhRSPYL0rBxeLiUJFJ47TVxcHO3ataNy5cqsXbuW5ORkTQJKqaAVUj2CfvO2ulxO4uzur8j9PIUZJ4/Sv39/hgwZQkSE82mkSikVDEImEaRn5XA+v7DEbQVnjnF0xVTO7lpH8+bNSUtbQqtWrbwcoVJK+UbIJIK3lu3602fGGM7sWM2xldMozMvlrqdeYPn7YwkPDy9hD0opFZxCJhH8VGxxufyTv/Dr0mTOfb+ZqvWa0C7hNT4b8oSPolNKKd+xdLBYRO4XkV0iskdE+pewvaqIzLFv3ygil1sVy2X2JSOMKeTUN5/xU1oi5w/soHa7bjzy2jRNAkqpkGVZIhCRMCAZeACIAp4QkahizWKBY8aYq4BxwBir4unb4VoqnTzIz//uz9EVU6h62XVcFpvMA48/w7+7tbXqsEop5fesLA21BvYYY/YCiMhHQCdgp0ObTsBQ++tPgIkiIsYYV5N7yuVo1jIOpD1PYaVw6vztJa657UFevf+6Mj+EXimlgo2ViaAesN/h/QGgjbM2xph8ETkB1AGOODYSkQQgAaBhw4blCuaaa66h40MPMnHiRC655JJy7UMppYJRQAwWG2NSgBSA6OjocvUWbrvtNm677TaPxqWUUsHAysHiHKCBw/v69s9KbCMilYFawK8WxqSUUqoYKxPBJuBqEWksIlWALkBGsTYZwDP2148Bq6wYH1BKKeWcZaUhe83/eWAZEAZMN8bsEJHhQKYxJgNIA2aJyB7gKLZkoZRSyossHSMwxiwGFhf7bIjD63PA/7MyBqWUUq6F1OqjSiml/kwTgVJKhThNBEopFeI0ESilVIiTQJutKSKHgX3l/Hpdit21HAL0nEODnnNoqMg5NzLGXFTShoBLBBUhIpnGmGhfx+FNes6hQc85NFh1zloaUkqpEKeJQCmlQlyoJYIUXwfgA3rOoUHPOTRYcs4hNUaglFLqz0KtR6CUUqoYTQRKKRXigjIRiMj9IrJLRPaISP8StlcVkTn27RtF5HIfhOlRbpxzbxHZKSJbRWSliDTyRZyeVNo5O7R7VESMiAT8VEN3zllEHrf/Xe8QkX97O0ZPc+PfdkMRWS0iWfZ/33/zRZyeIiLTReQXEdnuZLuIyLv2P4+tItKywgc1xgTVL2xLXn8HXAFUAbKBqGJtegJT7K+7AHN8HbcXzvluoJr9dY9QOGd7uxrAWmADEO3ruL3w93w1kAXUtr+/2Ndxe+GcU4Ae9tdRwA++jruC53wH0BLY7mT734AlgAA3Axsresxg7BG0BvYYY/YaY34DPgI6FWvTCZhpf/0JcK+IiBdj9LRSz9kYs9oYc9b+dgO2J8YFMnf+ngHeAMYA57wZnEXcOed4INkYcwzAGPOLl2P0NHfO2QA17a9rAT95MT6PM8asxfZ8Fmc6Af8yNhuASBG5tCLHDMZEUA/Y7/D+gP2zEtsYY/KBE0Adr0RnDXfO2VEstiuKQFbqOdu7zA2MMYu8GZiF3Pl7vga4RkS+FJENInK/16KzhjvnPBR4WkQOYHv+yQveCc1nyvr/vVQB8fB65Tki8jQQDdzp61isJCKVgHeAZ30cirdVxlYeugtbr2+tiDQzxhz3ZVAWewKYYYwZKyK3YHvq4fXGmEJfBxYogrFHkAM0cHhf3/5ZiW1EpDK27uSvXonOGu6cMyLSDhgEdDTGnPdSbFYp7ZxrANcDn4vID9hqqRkBPmDszt/zASDDGJNnjPke2I0tMQQqd845FvgYwBjzFXABtsXZgpVb/9/LIhgTwSbgahFpLCJVsA0GZxRrkwE8Y3/9GLDK2EdhAlSp5ywiNwJTsSWBQK8bQynnbIw5YYypa4y53BhzObZxkY7GmEzfhOsR7vzbTsfWG0BE6mIrFe31Yoye5s45/wjcCyAiTbAlgsNejdK7MoCu9tlDNwMnjDEHK7LDoCsNGWPyReR5YBm2GQfTjTE7RGQ4kGmMyQDSsHUf92AblOniu4grzs1zfguoDsy1j4v/aIzp6LOgK8jNcw4qbp7zMqC9iOwECoC+xpiA7e26ec6vANNE5GVsA8fPBvKFnYjMxpbM69rHPV4HwgGMMVOwjYP8DdgDnAWeq/AxA/jPSymllAcEY2lIKaVUGWgiUEqpEKeJQCmlQpwmAqWUCnGaCJRSKsRpIlBBQUQKRGSLwy9Xq5F2FpEoh/fD7TfbVTSGSBHpWY7vDRWRPuU85u/fFZHr7OeeJSJXlmd/KjQF3X0EKmTlGmNauNm2M/AZsBPAGDPEQzFEYlvZdpKH9ldWnYFPjDEjfHR8FaC0R6CCmoiMdngOw9sicivQEXjLfvV8pYjMEJHH7O1/EJFR9m2ZItJSRJaJyHci0t3eprrYnunwjYhsE5Gi1TBHA1fav/uWvW1fEdlkP/4wh7gGichuEVkHXOsk9r+KyAIRybb/utXZd+1r8L8E9BCR1Rb8Uaogpj0CFSwiRGSLw/tRwH+Ah4HrjDFGRCKNMcdFJAP4zBjzCUAJK5D/aIxpISLjgBlAW2zLFmwHpmBb0vphY8xJ+zIOG+z77A9cX9QzEZH22Nb5aY1t7fgMEbkDOIPtbvYW2P4PfgNsLuGc3gXWGGMeFpEwoLqItCrpu8aYxSIyBThtjHm7zH96KqRpIlDB4k+lIfuCgueANBH5DFs5yB1Fy1NsA6obY04Bp0TkvIhEYvtBPtL+Q70Q2xLAfy1hP+3tv7Ls76tjSww1gAVFz4ewJ5GS3AN0BTDGFAAnROR2N7+rlNu0NKSClv1ZE62xPXzoQWCpm18tWpm10OF10fvKwFPARUAre/L5GVuPoTgBRhljWth/XWWMSSvziShlMU0EKmiJSHWgljFmMfAy0Ny+6RS2q/LyqgX8YozJE5G7gaLnPxff7zIgxh4HIlJPRC7G9ujMziISISI1gIecHGcltseKIiJhIlKrDN9Vym1aGlLBovgYwVJgAvCpiFyA7eq8t33bR9hWq3wR2zLkZfUhsFBEtgGZwH8BjDG/iu3JYNuBJcaYvvZlkb+yj0OcBp42xnwjInOwPX/3F2xLLZekF5AiIrHYVhLtYYz5ys3vKuU2XX1UKaVCnJaGlFIqxGkiUEqpEKeJQCmlQpwmAqWUCnGaCJRSKsRpIlBKqRCniUAppULc/wfQGBMMA2rRfQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "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(2000, 10000, 8), 10, test_metropolis_on_banana)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/chonlei/work/dev/pints-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": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\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": [ + "Again, both the ESS and KLD do not behave as well. The banana is an even-harder problem than the correlated Gaussian problem. It's likely that this is due to the problem being too hard for Metropolis random walk, rather than there being an issue with the method itself." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run of results, showing that Metropolis random walk wasn't able to fully explore the banana PDF." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 10000\n", + "n_warmup = 4000\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.MetropolisRandomWalkMCMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\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(-120, 20)\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()" + ] + } + ], + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}