{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling: Emcee Hammer MCMC\n", "\n", "This example shows you how to perform Bayesian inference on a time series, using [emcee hammer MCMC](https://pints.readthedocs.io/en/latest/mcmc_samplers/emcee_hammer_mcmc.html) as introduced in [1].\n", "\n", "It follows on from the [first sampling example](./sampling-first-example.ipynb).\n", "\n", "[1] \"emcee: The MCMC Hammer\", Daniel Foreman-Mackey, David W. Hogg,\n", " Dustin Lang, Jonathan Goodman, 2013, arXiv, \n", " https://arxiv.org/pdf/1202.3665.pdf" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running...\n", "Using Emcee Hammer MCMC\n", "Generating 3 chains.\n", "Running in sequential mode.\n", "Iter. Eval. Time m:s\n", "0 3 0:00.0\n", "1 4 0:00.0\n", "2 5 0:00.0\n", "3 6 0:00.0\n", "500 503 0:00.1\n", "1000 1003 0:00.2\n", "1500 1503 0:00.3\n", "2000 2003 0:00.4\n", "2500 2503 0:00.5\n", "3000 3003 0:00.6\n", "3500 3503 0:00.7\n", "4000 4003 0:00.8\n", "4500 4503 0:01.0\n", "5000 5003 0:01.1\n", "5500 5503 0:01.2\n", "6000 6002 0:01.3\n", "Halting: Maximum number of iterations (6000) reached.\n", "Done!\n" ] } ], "source": [ "import pints\n", "import pints.toy as toy\n", "import pints.plot\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Load a forward model\n", "model = toy.LogisticModel()\n", "\n", "# Create some toy data\n", "real_parameters = [0.015, 500]\n", "times = np.linspace(0, 1000, 1000)\n", "org_values = model.simulate(real_parameters, times)\n", "\n", "# Add noise\n", "noise = 10\n", "values = org_values + np.random.normal(0, noise, org_values.shape)\n", "real_parameters = np.array(real_parameters + [noise])\n", "\n", "# Get properties of the noise sample\n", "noise_sample_mean = np.mean(values - org_values)\n", "noise_sample_std = np.std(values - org_values)\n", "\n", "# Create an object with links to the model and time series\n", "problem = pints.SingleOutputProblem(model, times, values)\n", "\n", "# Create a log-likelihood function (adds an extra parameter!)\n", "log_likelihood = pints.GaussianLogLikelihood(problem)\n", "\n", "# Create a uniform prior over both the parameters and the new noise variable\n", "log_prior = pints.UniformLogPrior(\n", " [0.01, 400, noise * 0.1],\n", " [0.02, 600, noise * 100],\n", ")\n", "\n", "# Create a posterior log-likelihood (log(likelihood * prior))\n", "log_posterior = pints.LogPosterior(log_likelihood, log_prior)\n", "\n", "# Choose starting points for 3 mcmc chains\n", "num_chains = 3\n", "xs = [real_parameters * (1 + 0.1 * np.random.rand()) for i in range(num_chains)]\n", "\n", "# Create mcmc routine\n", "mcmc = pints.MCMCController(\n", " log_posterior, num_chains, xs, method=pints.EmceeHammerMCMC)\n", "\n", "# Add stopping criterion\n", "mcmc.set_max_iterations(6000)\n", "\n", "# Set up modest logging\n", "mcmc.set_log_to_screen(True)\n", "mcmc.set_log_interval(500)\n", "\n", "# Run!\n", "print('Running...')\n", "chains = mcmc.run()\n", "print('Done!')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R-hat:\n", "[1.006296082719662, 1.0000371934135943, 1.000374761610463]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib64/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n", "/usr/lib64/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n", "/usr/lib64/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check convergence using rhat criterion\n", "print('R-hat:')\n", "print(pints.rhat_all_params(chains))\n", "\n", "# Show traces and histograms\n", "pints.plot.trace(chains)\n", "\n", "# Discard warm up\n", "chains = chains[:, 500:, :]\n", "\n", "# Apply thinning\n", "chains = chains[:, ::10]\n", "\n", "# Look at distribution in chain 0\n", "pints.plot.pairwise(chains[0], kde=True)\n", "\n", "# Show graphs\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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }