{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Mini-batch ADVI on hierarchical regression model\n", "Unlike Gaussian mixture models, (hierarchical) regression models have independent variables. These variables affect the likelihood function, but are not random variables. When using mini-batch, we should take care of that. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc3 as pm \n", "import pandas as pd\n", "\n", "data = pd.read_csv('../data/radon.csv')\n", "\n", "county_names = data.county.unique()\n", "county_idx = data['county_code'].values\n", "n_counties = len(data.county.unique())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, 'log_radon_t' is a dependent variable, while 'floor_t' and 'county_idx_t' determine independent variable. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "import theano.tensor as tt\n", "\n", "log_radon_t = tt.vector()\n", "log_radon_t.tag.test_value = np.zeros(1)\n", "floor_t = tt.vector()\n", "floor_t.tag.test_value = np.zeros(1)\n", "county_idx_t = tt.ivector()\n", "county_idx_t.tag.test_value = np.zeros(1, dtype='int32')\n", "\n", "minibatch_tensors = [log_radon_t, floor_t, county_idx_t]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Applied interval-transform to sigma_alpha and added transformed sigma_alpha_interval to model.\n", "Applied interval-transform to sigma_beta and added transformed sigma_beta_interval to model.\n", "Applied interval-transform to eps and added transformed eps_interval to model.\n" ] } ], "source": [ "with pm.Model() as hierarchical_model:\n", " # Hyperpriors for group nodes\n", " mu_a = pm.Normal('mu_alpha', mu=0., sd=100**2)\n", " sigma_a = pm.Uniform('sigma_alpha', lower=0, upper=100)\n", " mu_b = pm.Normal('mu_beta', mu=0., sd=100**2)\n", " sigma_b = pm.Uniform('sigma_beta', lower=0, upper=100)\n", " \n", " # Intercept for each county, distributed around group mean mu_a\n", " # Above we just set mu and sd to a fixed value while here we\n", " # plug in a common group distribution for all a and b (which are\n", " # vectors of length n_counties).\n", " a = pm.Normal('alpha', mu=mu_a, sd=sigma_a, shape=n_counties)\n", " # Intercept for each county, distributed around group mean mu_a\n", " b = pm.Normal('beta', mu=mu_b, sd=sigma_b, shape=n_counties)\n", " \n", " # Model error\n", " eps = pm.Uniform('eps', lower=0, upper=100)\n", " \n", " # Model prediction of radon level\n", " # a[county_idx] translates to a[0, 0, 0, 1, 1, ...],\n", " # we thus link multiple household measures of a county\n", " # to its coefficients.\n", " radon_est = a[county_idx_t] + b[county_idx_t] * floor_t\n", " \n", " # Data likelihood\n", " radon_like = pm.Normal('radon_like', mu=radon_est, sd=eps, observed=log_radon_t)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Random variable 'radon_like', associated with 'log_radon_t', should be given to the function for ADVI to denote that as observations in the likelihood term. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "minibatch_RVs = [radon_like]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the other hand, 'minibatches' should include the three variables above. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def minibatch_gen(data):\n", " rng = np.random.RandomState(0)\n", " \n", " while True:\n", " ixs = rng.randint(len(data), size=100)\n", " yield data.log_radon.values[ixs],\\\n", " data.floor.values[ixs],\\\n", " data.county_code.values.astype('int32')[ixs]\n", "\n", "minibatches = minibatch_gen(data)\n", "\n", "total_size = len(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, run ADVI with mini-batch. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 0 [0%]: ELBO = -3899.32\n", "Iteration 4000 [10%]: Average ELBO = -2568.57\n", "Iteration 8000 [20%]: Average ELBO = -1183.57\n", "Iteration 12000 [30%]: Average ELBO = -1116.86\n", "Iteration 16000 [40%]: Average ELBO = -1113.43\n", "Iteration 20000 [50%]: Average ELBO = -1112.3\n", "Iteration 24000 [60%]: Average ELBO = -1110.48\n", "Iteration 28000 [70%]: Average ELBO = -1110.03\n", "Iteration 32000 [80%]: Average ELBO = -1112.24\n", "Iteration 36000 [90%]: Average ELBO = -1113.54\n", "Finished [100%]: Average ELBO = -1112.83\n" ] } ], "source": [ "means, sds, elbos = pm.variational.advi_minibatch(\n", " model=hierarchical_model, n=40000, minibatch_tensors=minibatch_tensors, \n", " minibatch_RVs=minibatch_RVs, minibatches=minibatches, \n", " total_size=total_size, learning_rate=1e-2, epsilon=1.0\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the trace of ELBO and compare the result with MCMC. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf4AAAFXCAYAAABDfCwDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "plt.plot(elbos)\n", "plt.ylim(-5000, 0);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Applied interval-transform to sigma_alpha and added transformed sigma_alpha_interval to model.\n", "Applied interval-transform to sigma_beta and added transformed sigma_beta_interval to model.\n", "Applied interval-transform to eps and added transformed eps_interval to model.\n" ] } ], "source": [ "# Inference button (TM)!\n", "with pm.Model():\n", " # Hyperpriors for group nodes\n", " mu_a = pm.Normal('mu_alpha', mu=0., sd=100**2)\n", " sigma_a = pm.Uniform('sigma_alpha', lower=0, upper=100)\n", " mu_b = pm.Normal('mu_beta', mu=0., sd=100**2)\n", " sigma_b = pm.Uniform('sigma_beta', lower=0, upper=100)\n", " \n", " # Intercept for each county, distributed around group mean mu_a\n", " # Above we just set mu and sd to a fixed value while here we\n", " # plug in a common group distribution for all a and b (which are\n", " # vectors of length n_counties).\n", " a = pm.Normal('alpha', mu=mu_a, sd=sigma_a, shape=n_counties)\n", " # Intercept for each county, distributed around group mean mu_a\n", " b = pm.Normal('beta', mu=mu_b, sd=sigma_b, shape=n_counties)\n", " \n", " # Model error\n", " eps = pm.Uniform('eps', lower=0, upper=100)\n", " \n", " # Model prediction of radon level\n", " # a[county_idx] translates to a[0, 0, 0, 1, 1, ...],\n", " # we thus link multiple household measures of a county\n", " # to its coefficients.\n", " radon_est = a[county_idx] + b[county_idx] * data.floor.values\n", " \n", " # Data likelihood\n", " radon_like = pm.Normal(\n", " 'radon_like', mu=radon_est, sd=eps, observed=data.log_radon.values)\n", " \n", " #start = pm.find_MAP()\n", " step = pm.NUTS(scaling=means)\n", " hierarchical_trace = pm.sample(2000, step, start=means, progressbar=False)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1QAAAUGCAYAAACW9/CbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJRgrL4YAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy import stats\n", "import seaborn as sns\n", "varnames = means.keys()\n", "fig, axs = plt.subplots(nrows=len(varnames), figsize=(12, 18))\n", "for var, ax in zip(varnames, axs):\n", " mu_arr = means[var]\n", " sigma_arr = sds[var]\n", " ax.set_title(var)\n", " for i, (mu, sigma) in enumerate(zip(mu_arr.flatten(), sigma_arr.flatten())):\n", " sd3 = (-4*sigma + mu, 4*sigma + mu)\n", " x = np.linspace(sd3[0], sd3[1], 300)\n", " y = stats.norm(mu, sigma).pdf(x)\n", " ax.plot(x, y)\n", " if hierarchical_trace[var].ndim > 1:\n", " t = hierarchical_trace[var][i]\n", " else:\n", " t = hierarchical_trace[var]\n", " sns.distplot(t, kde=False, norm_hist=True, ax=ax)\n", "fig.tight_layout()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 1 }