{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ksachdeva/rethinking-tensorflow-probability/blob/master/notebooks/07_ulysses_compass.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 7. Ulysses' Compass" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Install packages that are not installed in colab\n", "try:\n", " import google.colab\n", " %pip install -q watermark\n", " %pip install git+https://github.com/ksachdeva/rethinking-tensorflow-probability.git\n", "except:\n", " pass" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%load_ext watermark" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Core\n", "from io import StringIO\n", "import numpy as np\n", "import arviz as az\n", "import pandas as pd\n", "import xarray as xr\n", "import tensorflow as tf\n", "import tensorflow_probability as tfp\n", "import statsmodels.formula.api as smf\n", "\n", "# visualization\n", "import matplotlib.pyplot as plt\n", "\n", "from rethinking.data import RethinkingDataset\n", "from rethinking.data import dataframe_to_tensors\n", "from rethinking.mcmc import sample_posterior\n", "\n", "# aliases\n", "tfd = tfp.distributions\n", "tfb = tfp.bijectors\n", "Root = tfd.JointDistributionCoroutine.Root\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "numpy : 1.21.5\n", "tensorflow : 2.7.0\n", "tensorflow_probability: 0.15.0\n", "arviz : 0.11.4\n", "scipy : 1.7.3\n", "pandas : 1.3.5\n", "\n" ] } ], "source": [ "%watermark -p numpy,tensorflow,tensorflow_probability,arviz,scipy,pandas" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# config of various plotting libraries\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.1 The problem with parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.1.1 More parameters(almost) always improve fit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.1\n", "\n", "\n", "Below is a dataset for average brain volumes and body masses for 7 hominin species" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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speciesbrainmass
0afarensis43837.0
1africanus45235.5
2habilis61234.5
3boisei52141.5
4rudolfensis75255.5
5ergaster87161.0
6sapiens135053.5
\n", "
" ], "text/plain": [ " species brain mass\n", "0 afarensis 438 37.0\n", "1 africanus 452 35.5\n", "2 habilis 612 34.5\n", "3 boisei 521 41.5\n", "4 rudolfensis 752 55.5\n", "5 ergaster 871 61.0\n", "6 sapiens 1350 53.5" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sppnames = [\n", " \"afarensis\",\n", " \"africanus\",\n", " \"habilis\",\n", " \"boisei\",\n", " \"rudolfensis\",\n", " \"ergaster\",\n", " \"sapiens\",\n", "]\n", "brainvolcc = np.array([438, 452, 612, 521, 752, 871, 1350])\n", "masskg = np.array([37.0, 35.5, 34.5, 41.5, 55.5, 61.0, 53.5])\n", "d = pd.DataFrame({\"species\": sppnames, \"brain\": brainvolcc, \"mass\": masskg})\n", "\n", "d\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 279, "width": 424 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Reproducing the figure in the book (there is no code fragment for this in R in the book)\n", "plt.scatter(d.mass, d.brain, facecolors=\"none\", edgecolors=\"b\")\n", "plt.gca().set(\n", " xlim=(30, 70), xlabel=\"body mass (kg)\", ylim=(400, 1400), ylabel=\"brain volume (cc)\"\n", ")\n", "\n", "for i in range(d.shape[0]):\n", " plt.annotate(d.species[i], (d.mass[i], d.brain[i]))\n", "\n", "plt.tight_layout();\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.2\n", "\n", "\n", "Author talks about linear vs polynomial regression. He is of the opinion that most of the time polynomial regression is not a good idea (at least when used blindly). But why ?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "d[\"mass_std\"] = (d.mass - d.mass.mean()) / d.mass.std()\n", "d[\"brain_std\"] = d.brain / d.brain.max()\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "tdf = dataframe_to_tensors(\"Brain\", d, [\"mass_std\", \"brain_std\"])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note - brain is not standardized as such because you can not have -ive brain" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.3\n", "\n", "Simplest model is the linear one and this is what we will start with" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def model_7_1(mass_std):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.5, scale=1.0, name=\"alpha\"), sample_shape=1)\n", " )\n", " beta = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=10.0, name=\"beta\"), sample_shape=1)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " mu = alpha[..., tf.newaxis] + beta[..., tf.newaxis] * mass_std\n", " scale = sigma[..., tf.newaxis]\n", "\n", " brain_std = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=tf.exp(scale)), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "jdc_7_1 = model_7_1(tdf.mass_std)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "NUMBER_OF_CHAINS = 2\n", "\n", "init_state = [\n", " 0.5 * tf.ones([NUMBER_OF_CHAINS]),\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", "]\n", "\n", "bijectors = [\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " tfb.Identity(),\n", "]\n", "\n", "jdc = jdc_7_1\n", "observed_data = (tdf.brain_std,)\n", "\n", "posterior_7_1, trace_7_1 = sample_posterior(\n", " jdc,\n", " observed_data=observed_data,\n", " params=[\"alpha\", \"beta\", \"sigma\"],\n", " num_samples=5000,\n", " burnin=1000,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", ")\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_5.5%hdi_94.5%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha0.5250.1070.3600.6770.0020.0012517.02288.01.0
beta0.1690.1170.0040.3500.0020.0022983.02796.01.0
sigma-1.3940.353-1.940-0.9160.0120.010640.0278.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", "alpha 0.525 0.107 0.360 0.677 0.002 0.001 2517.0 \n", "beta 0.169 0.117 0.004 0.350 0.002 0.002 2983.0 \n", "sigma -1.394 0.353 -1.940 -0.916 0.012 0.010 640.0 \n", "\n", " ess_tail r_hat \n", "alpha 2288.0 1.0 \n", "beta 2796.0 1.0 \n", "sigma 278.0 1.0 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace_7_1, hdi_prob=0.89)\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 425, "width": 856 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_trace(trace_7_1)\n", "plt.tight_layout();\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 7.4\n", "\n", "OLS and Bayesian anti-essentialism. \n", "\n", "Use OLS for the above model. Author has used R's lm package so here we are using statsmodel (..sort of python counterpart to R's lm package) to do oridinary least square.\n", "\n", "The OLS from the non bayesian statistics is going to provide the point estimates (which would to some extent correspond to the mean (mu) if flat priors are used). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note - In the text book you would see\n", "\n", "```\n", "m7.1_OLS <- lm( brain_std ~ mass_std , data=d ) \n", "post <- extract.samples( m7.1_OLS )\n", "```\n", "\n", "extract.samples( m7.1_OLS ) is in the source file https://github.com/rmcelreath/rethinking/blob/master/R/map-quap-class.r\n", "\n", "Below I have replicated the code for extract.samples for (non-bayesian OLS) using statsmodel & tensorflow probabilty" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(Intercept 0.528677\n", " mass_std 0.167118\n", " dtype: float64,\n", " Intercept mass_std\n", " Intercept 4.980017e-03 3.981467e-19\n", " mass_std 3.981467e-19 5.810020e-03)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use statsmodel OLS\n", "m_7_1_OLS = smf.ols(\"brain_std ~ mass_std\", data=d).fit()\n", "\n", "m_7_1_OLS.params, m_7_1_OLS.cov_params()\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Get the mean of the two parameters (intercept & coefficient for mass_std)\n", "# and create the mu tensor\n", "mu = tf.constant(m_7_1_OLS.params, dtype=tf.float32)\n", "# Get the variance-covariance matrix and create the cov tensor\n", "cov = tf.constant(m_7_1_OLS.cov_params(), dtype=tf.float32)\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# we can build a multivariate normal distribution using the mu & cov obtained\n", "# from the non bayesian land\n", "mvn = tfd.MultivariateNormalTriL(loc=mu, scale_tril=tf.linalg.cholesky(cov))\n", "\n", "posterior = mvn.sample(10000)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.5\n", "\n", "\n", "Variance explained or $R^2$ is defined as:\n", "\n", "$R^2$ = 1 - $\\frac{var(residuals)}{var(outcome)}$" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5317600743696216" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We will have to simulate (compute) our posterior brain_std from the samples\n", "sample_alpha = posterior_7_1[\"alpha\"]\n", "sample_beta = posterior_7_1[\"beta\"]\n", "sample_sigma = posterior_7_1[\"sigma\"]\n", "\n", "ds, samples = jdc_7_1.sample_distributions(\n", " value=[sample_alpha, sample_beta, sample_sigma, None]\n", ")\n", "\n", "sample_brain_std = ds[-1].distribution.sample()\n", "\n", "# get the mean\n", "brain_std_mean = tf.reduce_mean(sample_brain_std, axis=1) # <--note usage of axis 1\n", "\n", "r = brain_std_mean - d.brain_std.values\n", "\n", "# compute the variance expained (R square)\n", "resid_var = np.var(r, ddof=1)\n", "outcome_var = np.var(d.brain_std.values, ddof=1)\n", "1 - resid_var / outcome_var\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.6\n", "\n", "$R^2$ is bad, the author says ! ... here is resuable function that will used multiple times later" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def RX_is_bad(jdc, posterior, scale=None):\n", "\n", " sample_alpha = posterior[\"alpha\"]\n", " sample_beta = posterior[\"beta\"]\n", "\n", " if scale is None:\n", " sample_sigma = posterior[\"sigma\"]\n", " else:\n", " sample_sigma = 0.001 # model number 6\n", "\n", " ds, samples = jdc.sample_distributions(\n", " value=[sample_alpha, sample_beta, sample_sigma, None]\n", " )\n", "\n", " sample_brain_std = ds[-1].distribution.sample()\n", "\n", " # get the mean\n", " brain_std_mean = tf.reduce_mean(sample_brain_std, axis=1) # <--note usage of axis 1\n", "\n", " r = brain_std_mean - d.brain_std.values\n", "\n", " # compute the variance expained (R square)\n", " resid_var = np.var(r, ddof=1)\n", " outcome_var = np.var(d.brain_std.values, ddof=1)\n", " 1 - resid_var / outcome_var\n", "\n", " return 1 - resid_var / outcome_var\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.7\n", "\n", "Building some more models to compare to m7.1\n", "\n", "This one is a poymomial of second degree" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def model_7_2(mass_std):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.5, scale=1.0, name=\"alpha\"), sample_shape=1)\n", " )\n", " beta = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=10.0, name=\"beta\"), sample_shape=2)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " beta1 = tf.squeeze(tf.gather(beta, [0], axis=-1))\n", " beta2 = tf.squeeze(tf.gather(beta, [1], axis=-1))\n", "\n", " mu = (\n", " alpha[..., tf.newaxis]\n", " + beta1[..., tf.newaxis] * mass_std\n", " + beta2[..., tf.newaxis] * (mass_std ** 2)\n", " )\n", "\n", " scale = sigma[..., tf.newaxis]\n", "\n", " brain_std = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=tf.exp(scale)), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# will use this method for various models\n", "def compute_brain_body_posterior_for_simulation(beta_degree, jdc):\n", "\n", " if beta_degree == 1:\n", " init_state = [\n", " 0.5 * tf.ones([NUMBER_OF_CHAINS]),\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " ]\n", " else:\n", " init_state = [\n", " 0.5 * tf.ones([NUMBER_OF_CHAINS]),\n", " tf.zeros([NUMBER_OF_CHAINS, beta_degree]),\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " ]\n", "\n", " bijectors = [\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " ]\n", "\n", " observed_data = (tdf.brain_std,)\n", "\n", " posterior, trace = sample_posterior(\n", " jdc,\n", " observed_data=observed_data,\n", " params=[\"alpha\", \"beta\", \"sigma\"],\n", " num_samples=4000,\n", " burnin=1000,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", " )\n", "\n", " return posterior, trace\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.8\n", "\n", "Models of 3rd, 4th and 5th degrees" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def model_7_3(mass_std):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.5, scale=1.0, name=\"alpha\"), sample_shape=1)\n", " )\n", " beta = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=10.0, name=\"beta\"), sample_shape=3)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " beta1 = tf.squeeze(tf.gather(beta, [0], axis=-1))\n", " beta2 = tf.squeeze(tf.gather(beta, [1], axis=-1))\n", " beta3 = tf.squeeze(tf.gather(beta, [2], axis=-1))\n", "\n", " mu = (\n", " alpha[..., tf.newaxis]\n", " + beta1[..., tf.newaxis] * mass_std\n", " + beta2[..., tf.newaxis] * (mass_std ** 2)\n", " + beta3[..., tf.newaxis] * (mass_std ** 3)\n", " )\n", "\n", " scale = sigma[..., tf.newaxis]\n", "\n", " brain_std = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=tf.exp(scale)), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n", "\n", "\n", "def model_7_4(mass_std):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.5, scale=1.0, name=\"alpha\"), sample_shape=1)\n", " )\n", " beta = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=10.0, name=\"beta\"), sample_shape=4)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " beta1 = tf.squeeze(tf.gather(beta, [0], axis=-1))\n", " beta2 = tf.squeeze(tf.gather(beta, [1], axis=-1))\n", " beta3 = tf.squeeze(tf.gather(beta, [2], axis=-1))\n", " beta4 = tf.squeeze(tf.gather(beta, [3], axis=-1))\n", "\n", " mu = (\n", " alpha[..., tf.newaxis]\n", " + beta1[..., tf.newaxis] * mass_std\n", " + beta2[..., tf.newaxis] * (mass_std ** 2)\n", " + beta3[..., tf.newaxis] * (mass_std ** 3)\n", " + beta4[..., tf.newaxis] * (mass_std ** 4)\n", " )\n", "\n", " scale = sigma[..., tf.newaxis]\n", "\n", " brain_std = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=tf.exp(scale)), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n", "\n", "\n", "def model_7_5(mass_std):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.5, scale=1.0, name=\"alpha\"), sample_shape=1)\n", " )\n", " beta = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=10.0, name=\"beta\"), sample_shape=5)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " beta1 = tf.squeeze(tf.gather(beta, [0], axis=-1))\n", " beta2 = tf.squeeze(tf.gather(beta, [1], axis=-1))\n", " beta3 = tf.squeeze(tf.gather(beta, [2], axis=-1))\n", " beta4 = tf.squeeze(tf.gather(beta, [3], axis=-1))\n", " beta5 = tf.squeeze(tf.gather(beta, [4], axis=-1))\n", "\n", " mu = (\n", " alpha[..., tf.newaxis]\n", " + beta1[..., tf.newaxis] * mass_std\n", " + beta2[..., tf.newaxis] * (mass_std ** 2)\n", " + beta3[..., tf.newaxis] * (mass_std ** 3)\n", " + beta4[..., tf.newaxis] * (mass_std ** 4)\n", " + beta5[..., tf.newaxis] * (mass_std ** 5)\n", " )\n", "\n", " scale = sigma[..., tf.newaxis]\n", "\n", " brain_std = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=tf.exp(scale)), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.9\n", "\n", "This one is of degree 6 but the standard deviation has been replaced with constant 0.001. The author mentions that otherwise it will not work and will be explained with the help of plot later" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def model_7_6(mass_std):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.5, scale=1.0, name=\"alpha\"), sample_shape=1)\n", " )\n", " beta = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=10.0, name=\"beta\"), sample_shape=6)\n", " )\n", "\n", " beta1 = tf.squeeze(tf.gather(beta, [0], axis=-1))\n", " beta2 = tf.squeeze(tf.gather(beta, [1], axis=-1))\n", " beta3 = tf.squeeze(tf.gather(beta, [2], axis=-1))\n", " beta4 = tf.squeeze(tf.gather(beta, [3], axis=-1))\n", " beta5 = tf.squeeze(tf.gather(beta, [4], axis=-1))\n", " beta6 = tf.squeeze(tf.gather(beta, [5], axis=-1))\n", "\n", " mu = (\n", " alpha[..., tf.newaxis]\n", " + beta1[..., tf.newaxis] * mass_std\n", " + beta2[..., tf.newaxis] * (mass_std ** 2)\n", " + beta3[..., tf.newaxis] * (mass_std ** 3)\n", " + beta4[..., tf.newaxis] * (mass_std ** 4)\n", " + beta5[..., tf.newaxis] * (mass_std ** 5)\n", " + beta6[..., tf.newaxis] * (mass_std ** 6)\n", " )\n", "\n", " brain_std = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=0.001), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# for this method we need to compute the posterior differently as the model is different in terms of params\n", "def compute_posterior_for_76_simulation(jdc_7_6):\n", "\n", " init_state = [0.5 * tf.ones([NUMBER_OF_CHAINS]), tf.zeros([NUMBER_OF_CHAINS, 6])]\n", "\n", " bijectors = [tfb.Identity(), tfb.Identity()]\n", "\n", " observed_data = (tdf.brain_std,)\n", "\n", " posterior_7_6, trace_7_6 = sample_posterior(\n", " jdc_7_6,\n", " observed_data=observed_data,\n", " params=[\"alpha\", \"beta\"],\n", " num_samples=4000,\n", " burnin=1000,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", " )\n", "\n", " return posterior_7_6, trace_7_6\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.10" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:5 out of the last 5 calls to triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "WARNING:tensorflow:6 out of the last 6 calls to triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" ] } ], "source": [ "jdc_7_1 = model_7_1(tdf.mass_std)\n", "jdc_7_2 = model_7_2(tdf.mass_std)\n", "jdc_7_3 = model_7_3(tdf.mass_std)\n", "jdc_7_4 = model_7_4(tdf.mass_std)\n", "jdc_7_5 = model_7_5(tdf.mass_std)\n", "jdc_7_6 = model_7_6(tdf.mass_std)\n", "\n", "posterior_7_1, trace_7_1 = compute_brain_body_posterior_for_simulation(1, jdc_7_1)\n", "posterior_7_2, trace_7_2 = compute_brain_body_posterior_for_simulation(2, jdc_7_2)\n", "posterior_7_3, trace_7_3 = compute_brain_body_posterior_for_simulation(3, jdc_7_3)\n", "posterior_7_4, trace_7_4 = compute_brain_body_posterior_for_simulation(4, jdc_7_4)\n", "posterior_7_5, trace_7_5 = compute_brain_body_posterior_for_simulation(5, jdc_7_5)\n", "\n", "posterior_7_6, trace_7_6 = compute_posterior_for_76_simulation(jdc_7_6)\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 425, "width": 856 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_trace(trace_7_4)\n", "plt.tight_layout();\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "mass_seq = np.linspace(d.mass_std.min(), d.mass_std.max(), num=100)\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def plot_model_mean(model_name, jdc, posterior, jdc_mass_seq):\n", " if not \"sigma\" in posterior:\n", " scale = 0.001 # model number 6\n", " else:\n", " scale = None\n", "\n", " plt.title(\n", " \"{}: R^2 = {:0.2f}\".format(model_name, RX_is_bad(jdc, posterior, scale).item())\n", " )\n", "\n", " sample_alpha = posterior[\"alpha\"]\n", " sample_beta = posterior[\"beta\"]\n", "\n", " if scale is None:\n", " sample_sigma = posterior[\"sigma\"]\n", " else:\n", " sample_sigma = 0.001 # model number 6\n", "\n", " # jdc_mass_seq is the new joint distribution model\n", " # that uses mass_seq as the data\n", " #\n", " # Note - we are using posteriors from\n", " # the trace of jdc that we built earlier\n", "\n", " ds, samples = jdc_mass_seq.sample_distributions(\n", " value=[sample_alpha, sample_beta, sample_sigma, None]\n", " )\n", "\n", " # we get mu from the loc parameter of underlying\n", " # distribution which is Normal\n", " mu = ds[-1].distribution.loc\n", "\n", " mu_mean = tf.reduce_mean(mu, 1)\n", " mu_ci = tfp.stats.percentile(mu[0], (4.5, 95.5), 0)\n", "\n", " plt.scatter(d.mass_std, d.brain_std, facecolors=\"b\", edgecolors=\"b\")\n", " plt.plot(mass_seq, mu_mean[0], \"k\")\n", "\n", " plt.fill_between(mass_seq, mu_ci[0], mu_ci[1], color=\"k\", alpha=0.2)\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 374 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "jdc_7_1_mass_seq = model_7_1(mass_seq)\n", "plot_model_mean(\"m7.1\", jdc_7_1, posterior_7_1, jdc_7_1_mass_seq)\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 374 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Book does not provide the code snippet for other models but has corresponding figures so I am\n", "# doing that as well\n", "jdc_7_2_mass_seq = model_7_2(mass_seq)\n", "plot_model_mean(\"m7.2\", jdc_7_2, posterior_7_2, jdc_7_2_mass_seq)\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 383 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "jdc_7_3_mass_seq = model_7_3(mass_seq)\n", "plot_model_mean(\"m7.3\", jdc_7_3, posterior_7_3, jdc_7_3_mass_seq)\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 389 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "jdc_7_4_mass_seq = model_7_4(mass_seq)\n", "plot_model_mean(\"m7.4\", jdc_7_4, posterior_7_4, jdc_7_4_mass_seq)\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 383 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "jdc_7_5_mass_seq = model_7_5(mass_seq)\n", "plot_model_mean(\"m7.5\", jdc_7_5, posterior_7_5, jdc_7_5_mass_seq)\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 263, "width": 374 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "jdc_7_6_mass_seq = model_7_6(mass_seq)\n", "plot_model_mean(\"m7.6\", jdc_7_6, posterior_7_6, jdc_7_6_mass_seq)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.1.2 Too few parameters hurts,too" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.11" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "i = 1\n", "d_minus_i = d.drop(i)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.2 Entropy and accuracy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.2.1 Firing the weatherperson" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.2.2 Information and uncertainity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.12" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6108643020548935" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = np.array([0.3, 0.7])\n", "-np.sum(p * np.log(p))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.2.3 From entropy to accuracy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.2.4 Estimating divergence" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.13" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 4000, 7)\n" ] }, { "data": { "text/plain": [ "array([ 0.32352063, 0.34587306, 0.27082717, 0.347144 , 0.20226179,\n", " 0.13173887, -0.70158786], dtype=float32)" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def compute_log_likelihood(jdc, posterior, trace, scale=None):\n", "\n", " sample_alpha = posterior[\"alpha\"]\n", " sample_beta = posterior[\"beta\"]\n", "\n", " if scale is None:\n", " sample_sigma = posterior[\"sigma\"]\n", " else:\n", " sample_sigma = 0.001 # model number 6\n", "\n", " ds, samples = jdc.sample_distributions(\n", " value=[sample_alpha, sample_beta, sample_sigma, None]\n", " )\n", "\n", " log_likelihood_total = ds[-1].distribution.log_prob(tdf.brain_std).numpy()\n", "\n", " # we are inserting the log likelihood in the trace\n", " # as well though not required for this exercise\n", " sample_stats = trace.sample_stats\n", " coords = [sample_stats.coords[\"chain\"], sample_stats.coords[\"draw\"], np.arange(7)]\n", " sample_stats[\"log_likelihood\"] = xr.DataArray(\n", " log_likelihood_total,\n", " coords=coords,\n", " dims=[\"chain\", \"draw\", \"log_likelihood_dim_0\"],\n", " )\n", "\n", " print(log_likelihood_total.shape)\n", "\n", " return log_likelihood_total\n", "\n", "\n", "def lppd_fn(jdc, posterior, trace, scale=None):\n", " ll = compute_log_likelihood(jdc, posterior, trace, scale)\n", " ll = tf.math.reduce_logsumexp(ll, 0) - tf.math.log(\n", " tf.cast(ll.shape[0], dtype=tf.float32)\n", " )\n", " return np.mean(ll, 0)\n", "\n", "\n", "lppd_fn(jdc_7_1, posterior_7_1, trace_7_1)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overthinking" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.14\n", "\n", "This is simply an implementation of lppd_fn which I have done in 7.13 already" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scoring the right data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.15" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "ite = (\n", " (jdc_7_1, posterior_7_1, trace_7_1),\n", " (jdc_7_2, posterior_7_2, trace_7_2),\n", " (jdc_7_3, posterior_7_3, trace_7_3),\n", " (jdc_7_4, posterior_7_4, trace_7_4),\n", " (jdc_7_5, posterior_7_5, trace_7_5),\n", ")\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 4000, 7)\n", "(2, 4000, 7)\n", "(2, 4000, 7)\n", "(2, 4000, 7)\n", "(2, 4000, 7)\n" ] }, { "data": { "text/plain": [ "[0.9197777, 0.31048858, -0.11487264, -0.7160148, 0.50250417]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[np.sum(lppd_fn(m[0], m[1], m[2])) for m in ite]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overthinking" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.16 - 7.18 [TODO]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.3 Golem Taming: Regularization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.4 Predicting predictive accuracy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overthinking: WAIC calculations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.19" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Unnamed: 0 speed dist\n", "0 1 4 2\n", "1 2 4 10\n", "2 3 7 4\n", "3 4 7 22\n", "4 5 8 16" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# There is no CSV file for cars dataset in author's repo\n", "# hence I have inlined the data. In R this dataset much be bundled in\n", "# and this is why his code snippets do not need the csv file\n", "\n", "cars_data = \"\"\"\n", "\"\",\"speed\",\"dist\"\n", "\"1\",4,2\n", "\"2\",4,10\n", "\"3\",7,4\n", "\"4\",7,22\n", "\"5\",8,16\n", "\"6\",9,10\n", "\"7\",10,18\n", "\"8\",10,26\n", "\"9\",10,34\n", "\"10\",11,17\n", "\"11\",11,28\n", "\"12\",12,14\n", "\"13\",12,20\n", "\"14\",12,24\n", "\"15\",12,28\n", "\"16\",13,26\n", "\"17\",13,34\n", "\"18\",13,34\n", "\"19\",13,46\n", "\"20\",14,26\n", "\"21\",14,36\n", "\"22\",14,60\n", "\"23\",14,80\n", "\"24\",15,20\n", "\"25\",15,26\n", "\"26\",15,54\n", "\"27\",16,32\n", "\"28\",16,40\n", "\"29\",17,32\n", "\"30\",17,40\n", "\"31\",17,50\n", "\"32\",18,42\n", "\"33\",18,56\n", "\"34\",18,76\n", "\"35\",18,84\n", "\"36\",19,36\n", "\"37\",19,46\n", "\"38\",19,68\n", "\"39\",20,32\n", "\"40\",20,48\n", "\"41\",20,52\n", "\"42\",20,56\n", "\"43\",20,64\n", "\"44\",22,66\n", "\"45\",23,54\n", "\"46\",24,70\n", "\"47\",24,92\n", "\"48\",24,93\n", "\"49\",24,120\n", "\"50\",25,85\n", "\"\"\"\n", "\n", "buffer = StringIO(cars_data)\n", "d = pd.read_csv(buffer, sep=\",\")\n", "\n", "d.head()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "# Note -\n", "#\n", "# In first edition, the book used Uniform for sigma and in the second\n", "# edition it is using Exponential;\n", "#\n", "# If I use exponential the chains do not converge; the traces are seriously bad.\n", "# In order to make it work, I have spent time trying to find an ideal number of\n", "# samples & burin. The configuration that has the most impact is the initialization\n", "# state. For the sigma if I use the init state of 60 then the chains converge sometimes ..\n", "# I have observed that even after this setting the convergence is not systematic. After running\n", "# it few times I see that it has R_hat of 2 and that skews the results\n", "#\n", "# Edition 1 model (i.e. using Uniform for scale) is very stable\n", "#\n", "#\n", "# I have ran the model in R (using rehinking & rstan) as well and there I am able to\n", "# work with the model definition as it is in Edition 2\n", "\n", "USE_EDITION_2_SPEC = True\n", "\n", "\n", "def cars_model(speed):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=100.0, name=\"alpha\"), sample_shape=1)\n", " )\n", " beta = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=10.0, name=\"beta\"), sample_shape=1)\n", " )\n", "\n", " if USE_EDITION_2_SPEC:\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Exponential(rate=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", " else:\n", " sigma = yield Root(\n", " tfd.Sample(\n", " tfd.Uniform(low=0.0, high=30.0, name=\"sigma\"), sample_shape=1\n", " )\n", " )\n", "\n", " mu = alpha[..., tf.newaxis] + beta[..., tf.newaxis] * speed\n", " scale = sigma[..., tf.newaxis]\n", "\n", " brain_std = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=scale), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "jdc_cars = cars_model(tf.cast(d.speed.values, dtype=tf.float32))\n", "\n", "if USE_EDITION_2_SPEC:\n", "\n", " init_state = [\n", " tf.ones([NUMBER_OF_CHAINS]),\n", " tf.ones([NUMBER_OF_CHAINS]),\n", " 60.0\n", " * tf.ones(\n", " [NUMBER_OF_CHAINS]\n", " ), # <--- this makes it work (somewhat, not systematic !)\n", " ]\n", "\n", " bijectors = [\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " tfb.Exp(),\n", " ]\n", "else:\n", "\n", " init_state = [\n", " tf.ones([NUMBER_OF_CHAINS]),\n", " tf.ones([NUMBER_OF_CHAINS]),\n", " tf.ones([NUMBER_OF_CHAINS]),\n", " ]\n", "\n", " bijectors = [\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " ]\n", "\n", "observed_data = (tf.cast(d.dist.values, dtype=tf.float32),)\n", "\n", "# here I am increasing the sampling size\n", "# to see if that helps\n", "posterior_cars, trace_cars = sample_posterior(\n", " jdc_cars,\n", " observed_data=observed_data,\n", " params=[\"alpha\", \"beta\", \"sigma\"],\n", " num_samples=5000,\n", " burnin=2000,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", ")\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_5.5%hdi_94.5%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha2.8511.2690.6364.4120.7380.5973.011.01.77
beta2.7390.1432.5032.9590.0320.02320.0280.01.09
sigma14.8441.22412.75616.6190.0710.050296.0453.01.01
\n", "
" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", "alpha 2.851 1.269 0.636 4.412 0.738 0.597 3.0 \n", "beta 2.739 0.143 2.503 2.959 0.032 0.023 20.0 \n", "sigma 14.844 1.224 12.756 16.619 0.071 0.050 296.0 \n", "\n", " ess_tail r_hat \n", "alpha 11.0 1.77 \n", "beta 280.0 1.09 \n", "sigma 453.0 1.01 " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace_cars, hdi_prob=0.89)\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 425, "width": 856 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_trace(trace_cars)\n", "plt.tight_layout();\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.20" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(50, 2000)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_samples = 2000\n", "\n", "\n", "def logprob_fn(s):\n", " mu = posterior_cars[\"alpha\"][0][s] + posterior_cars[\"beta\"][0][s] * d.speed.values\n", " sigma = posterior_cars[\"sigma\"][0][s]\n", " scale = sigma\n", "\n", " return tfd.Normal(\n", " loc=tf.cast(mu, dtype=tf.float32), scale=tf.cast(scale, dtype=tf.float32)\n", " ).log_prob(d.dist.values)\n", "\n", "\n", "logprob = np.array(list(map(logprob_fn, np.arange(n_samples)))).T\n", "\n", "logprob.shape\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.21" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "n_cases = d.shape[0]\n", "lppd = tf.math.reduce_logsumexp(logprob, 1) - tf.math.log(\n", " tf.cast(n_samples, dtype=tf.float32)\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.22" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "pWAIC = np.var(logprob, 1)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.23" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "427.8090515136719" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "-2 * (np.sum(lppd) - np.sum(pWAIC))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.24" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "15.927941691103648" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "waic_vec = -2 * (lppd - pWAIC)\n", "np.sqrt(n_cases * np.var(waic_vec))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.4.3 Comparing CV, PSIS, and WAIC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.5 Model comparison" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.25\n", "\n", "\n", "Here we need to first redefine models from the previous chapters i.e. m6_6,m6_7,m6_8 and compute the log likelihoods as well and only then we will compute the WAIC" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_5.5%hdi_94.5%
h09.8942.1436.42112.93
h113.6092.6968.78217.34
treatment0.5000.5030.0001.00
fungus0.3500.4790.0001.00
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" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5%\n", "h0 9.894 2.143 6.421 12.93\n", "h1 13.609 2.696 8.782 17.34\n", "treatment 0.500 0.503 0.000 1.00\n", "fungus 0.350 0.479 0.000 1.00" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "_SEED = 71\n", "\n", "# Note - even after providing SeedStream and generated seeds\n", "# it still does not respect it\n", "def simulate():\n", " seed = tfp.util.SeedStream(_SEED, salt=\"sim_heights\")\n", "\n", " # number of plants\n", " N = 100\n", "\n", " # simulate initial heights\n", " h0 = tfd.Normal(loc=10.0, scale=2.0).sample(N, seed=seed())\n", "\n", " # assign treatments and simulate fungus and growth\n", " treatment = tf.repeat([0.0, 1.0], repeats=N // 2)\n", "\n", " fungus = tfd.Binomial(total_count=1.0, probs=(0.5 - treatment * 0.4)).sample(\n", " seed=seed()\n", " )\n", "\n", " h1 = h0 + tfd.Normal(loc=5.0 - 3.0 * fungus, scale=1.0).sample(seed=seed())\n", "\n", " # compose a clean data frame\n", " d = {\"h0\": h0, \"h1\": h1, \"treatment\": treatment, \"fungus\": fungus}\n", "\n", " return d\n", "\n", "\n", "d_dict = simulate()\n", "\n", "az.summary(d_dict, kind=\"stats\", hdi_prob=0.89)\n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "d = pd.DataFrame.from_dict(d_dict)\n", "tdf = dataframe_to_tensors(\"SimulatedTreatment\", d, [\"h0\", \"h1\", \"treatment\", \"fungus\"])\n" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_5.5%hdi_94.5%mcse_meanmcse_sdess_bulkess_tailr_hat
p1.3560.0191.3281.3860.0010.0001319.01390.01.0
sigma1.9070.1361.6902.1100.0040.0031247.01514.01.0
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" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", "p 1.356 0.019 1.328 1.386 0.001 0.000 1319.0 \n", "sigma 1.907 0.136 1.690 2.110 0.004 0.003 1247.0 \n", "\n", " ess_tail r_hat \n", "p 1390.0 1.0 \n", "sigma 1514.0 1.0 " ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def model_6_6(h0):\n", " def _generator():\n", " p = yield Root(\n", " tfd.Sample(tfd.LogNormal(loc=0.0, scale=0.25, name=\"p\"), sample_shape=1)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Exponential(rate=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " mu = tf.squeeze(h0[tf.newaxis, ...] * p[..., tf.newaxis])\n", " scale = sigma[..., tf.newaxis]\n", "\n", " h1 = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=scale, name=\"h1\"), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n", "\n", "\n", "jdc_6_6 = model_6_6(tdf.h0)\n", "\n", "NUM_CHAINS_FOR_6_6 = 2\n", "\n", "init_state = [tf.ones([NUM_CHAINS_FOR_6_6]), tf.ones([NUM_CHAINS_FOR_6_6])]\n", "\n", "bijectors = [tfb.Exp(), tfb.Exp()]\n", "\n", "posterior_6_6, trace_6_6 = sample_posterior(\n", " jdc_6_6,\n", " observed_data=(tdf.h1,),\n", " num_chains=NUM_CHAINS_FOR_6_6,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", " num_samples=2000,\n", " burnin=1000,\n", " params=[\"p\", \"sigma\"],\n", ")\n", "\n", "az.summary(trace_6_6, hdi_prob=0.89)\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_5.5%hdi_94.5%mcse_meanmcse_sdess_bulkess_tailr_hat
a1.4560.0291.4091.5000.0010.001980.01103.01.0
bt-0.0130.033-0.0720.0320.0010.0011160.0940.01.0
bf-0.2780.035-0.334-0.2240.0010.0011188.01560.01.0
sigma1.3940.1001.2421.5490.0050.003479.0986.01.0
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" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", "a 1.456 0.029 1.409 1.500 0.001 0.001 980.0 \n", "bt -0.013 0.033 -0.072 0.032 0.001 0.001 1160.0 \n", "bf -0.278 0.035 -0.334 -0.224 0.001 0.001 1188.0 \n", "sigma 1.394 0.100 1.242 1.549 0.005 0.003 479.0 \n", "\n", " ess_tail r_hat \n", "a 1103.0 1.0 \n", "bt 940.0 1.0 \n", "bf 1560.0 1.0 \n", "sigma 986.0 1.0 " ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def model_6_7(h0, treatment, fungus):\n", " def _generator():\n", " a = yield Root(\n", " tfd.Sample(tfd.LogNormal(loc=0.0, scale=0.2, name=\"a\"), sample_shape=1)\n", " )\n", " bt = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.5, name=\"bt\"), sample_shape=1)\n", " )\n", " bf = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.5, name=\"bf\"), sample_shape=1)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Exponential(rate=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " p = (\n", " a[..., tf.newaxis]\n", " + bt[..., tf.newaxis] * treatment\n", " + bf[..., tf.newaxis] * fungus\n", " )\n", "\n", " mu = h0 * p\n", " scale = sigma[..., tf.newaxis]\n", "\n", " h1 = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=scale, name=\"h1\"), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n", "\n", "\n", "jdc_6_7 = model_6_7(tdf.h0, tdf.treatment, tdf.fungus)\n", "\n", "NUM_CHAINS_FOR_6_7 = 2\n", "\n", "init_state = [\n", " tf.ones([NUM_CHAINS_FOR_6_7]),\n", " tf.zeros([NUM_CHAINS_FOR_6_7]),\n", " tf.zeros([NUM_CHAINS_FOR_6_7]),\n", " tf.ones([NUM_CHAINS_FOR_6_7]),\n", "]\n", "\n", "bijectors = [tfb.Exp(), tfb.Identity(), tfb.Identity(), tfb.Exp()]\n", "\n", "posterior_6_7, trace_6_7 = sample_posterior(\n", " jdc_6_7,\n", " observed_data=(tdf.h1,),\n", " num_chains=NUM_CHAINS_FOR_6_7,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", " num_samples=2000,\n", " burnin=1000,\n", " params=[\"a\", \"bt\", \"bf\", \"sigma\"],\n", ")\n", "\n", "az.summary(trace_6_7, hdi_prob=0.89)\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_5.5%hdi_94.5%mcse_meanmcse_sdess_bulkess_tailr_hat
a1.2870.0251.2491.3290.0000.0002770.01598.01.00
bt0.1340.0360.0790.1910.0010.0003857.01246.01.00
sigma1.7910.1281.5981.9970.0040.003959.01210.01.01
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" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", "a 1.287 0.025 1.249 1.329 0.000 0.000 2770.0 \n", "bt 0.134 0.036 0.079 0.191 0.001 0.000 3857.0 \n", "sigma 1.791 0.128 1.598 1.997 0.004 0.003 959.0 \n", "\n", " ess_tail r_hat \n", "a 1598.0 1.00 \n", "bt 1246.0 1.00 \n", "sigma 1210.0 1.01 " ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def model_6_8(h0, treatment):\n", " def _generator():\n", " a = yield Root(\n", " tfd.Sample(tfd.LogNormal(loc=0.0, scale=0.2, name=\"a\"), sample_shape=1)\n", " )\n", " bt = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.5, name=\"bt\"), sample_shape=1)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Exponential(rate=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " p = a[..., tf.newaxis] + bt[..., tf.newaxis] * treatment\n", "\n", " mu = h0 * p\n", " scale = sigma[..., tf.newaxis]\n", "\n", " h1 = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=scale, name=\"h1\"), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n", "\n", "\n", "jdc_6_8 = model_6_8(tdf.h0, tdf.treatment)\n", "\n", "NUM_CHAINS_FOR_6_8 = 2\n", "\n", "init_state = [\n", " tf.ones([NUM_CHAINS_FOR_6_8]),\n", " tf.zeros([NUM_CHAINS_FOR_6_8]),\n", " tf.ones([NUM_CHAINS_FOR_6_8]),\n", "]\n", "\n", "bijectors = [tfb.Exp(), tfb.Identity(), tfb.Exp()]\n", "\n", "posterior_6_8, trace_6_8 = sample_posterior(\n", " jdc_6_8,\n", " observed_data=(tdf.h1,),\n", " num_chains=NUM_CHAINS_FOR_6_8,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", " num_samples=2000,\n", " burnin=1000,\n", " params=[\"a\", \"bt\", \"sigma\"],\n", ")\n", "\n", "az.summary(trace_6_8, hdi_prob=0.89)\n" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "# compute the log likelihoods\n", "def compute_log_likelihood_6_7(jdc, posterior, trace):\n", "\n", " sample_a = posterior[\"a\"]\n", " sample_bt = posterior[\"bt\"]\n", " sample_bf = posterior[\"bf\"]\n", " sample_sigma = posterior[\"sigma\"]\n", "\n", " ds, samples = jdc.sample_distributions(\n", " value=[sample_a, sample_bt, sample_bf, sample_sigma, None]\n", " )\n", "\n", " log_likelihood_total = ds[-1].distribution.log_prob(tdf.h1).numpy()\n", "\n", " # we are inserting the log likelihood in the trace\n", " # as well though not required for this exercise\n", " sample_stats = trace.sample_stats\n", " coords = [sample_stats.coords[\"chain\"], sample_stats.coords[\"draw\"], np.arange(100)]\n", "\n", " sample_stats[\"log_likelihood\"] = xr.DataArray(\n", " log_likelihood_total,\n", " coords=coords,\n", " dims=[\"chain\", \"draw\", \"log_likelihood_dim_0\"],\n", " )\n", "\n", " return log_likelihood_total\n", "\n", "\n", "ll_6_7 = compute_log_likelihood_6_7(jdc_6_7, posterior_6_7, trace_6_7)\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ksachdeva/rethinkingtfp/lib/python3.7/site-packages/arviz/stats/stats.py:1460: UserWarning: For one or more samples the posterior variance of the log predictive densities exceeds 0.4. This could be indication of WAIC starting to fail. \n", "See http://arxiv.org/abs/1507.04544 for details\n", " \"For one or more samples the posterior variance of the log predictive \"\n" ] }, { "data": { "text/plain": [ "Computed from 4000 by 100 log-likelihood matrix\n", "\n", " Estimate SE\n", "deviance_waic 353.73 15.13\n", "p_waic 3.72 -\n", "\n", "There has been a warning during the calculation. Please check the results." ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# WAIC for model_6_7\n", "WAIC_m6_7 = az.waic(trace_6_7, pointwise=True, scale=\"deviance\")\n", "WAIC_m6_7\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.26" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "# likelihoods for rest of the 6_X models\n", "def compute_log_likelihood_6_6(jdc, posterior, trace):\n", "\n", " sample_p = posterior[\"p\"]\n", " sample_sigma = posterior[\"sigma\"]\n", "\n", " ds, samples = jdc.sample_distributions(value=[sample_p, sample_sigma, None])\n", "\n", " log_likelihood_total = ds[-1].distribution.log_prob(tdf.h1).numpy()\n", "\n", " # we are inserting the log likelihood in the trace\n", " # as well though not required for this exercise\n", " sample_stats = trace.sample_stats\n", " coords = [sample_stats.coords[\"chain\"], sample_stats.coords[\"draw\"], np.arange(100)]\n", "\n", " sample_stats[\"log_likelihood\"] = xr.DataArray(\n", " log_likelihood_total,\n", " coords=coords,\n", " dims=[\"chain\", \"draw\", \"log_likelihood_dim_0\"],\n", " )\n", "\n", " return log_likelihood_total\n", "\n", "\n", "ll_6_6 = compute_log_likelihood_6_6(jdc_6_6, posterior_6_6, trace_6_6)\n" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "def compute_log_likelihood_6_8(jdc, posterior, trace):\n", "\n", " sample_a = posterior[\"a\"]\n", " sample_bt = posterior[\"bt\"]\n", " sample_sigma = posterior[\"sigma\"]\n", "\n", " ds, samples = jdc.sample_distributions(\n", " value=[sample_a, sample_bt, sample_sigma, None]\n", " )\n", "\n", " log_likelihood_total = ds[-1].distribution.log_prob(tdf.h1).numpy()\n", "\n", " # we are inserting the log likelihood in the trace\n", " # as well though not required for this exercise\n", " sample_stats = trace.sample_stats\n", " coords = [sample_stats.coords[\"chain\"], sample_stats.coords[\"draw\"], np.arange(100)]\n", "\n", " sample_stats[\"log_likelihood\"] = xr.DataArray(\n", " log_likelihood_total,\n", " coords=coords,\n", " dims=[\"chain\", \"draw\", \"log_likelihood_dim_0\"],\n", " )\n", "\n", " return log_likelihood_total\n", "\n", "\n", "ll_6_8 = compute_log_likelihood_6_8(jdc_6_8, posterior_6_8, trace_6_8)\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ksachdeva/rethinkingtfp/lib/python3.7/site-packages/arviz/stats/stats.py:1460: UserWarning: For one or more samples the posterior variance of the log predictive densities exceeds 0.4. This could be indication of WAIC starting to fail. \n", "See http://arxiv.org/abs/1507.04544 for details\n", " \"For one or more samples the posterior variance of the log predictive \"\n" ] }, { "data": { "text/html": [ "
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rankwaicp_waicd_waicweightsedsewarningwaic_scale
m6.70353.7312313.7169880.0000009.824056e-0115.1256570.000000Truedeviance
m6.81403.3790882.69488949.6478562.950585e-1312.16266211.418949Falsedeviance
m6.62414.3138261.61901960.5825941.759435e-0211.50500613.110276Falsedeviance
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" ], "text/plain": [ " rank waic p_waic d_waic weight se \\\n", "m6.7 0 353.731231 3.716988 0.000000 9.824056e-01 15.125657 \n", "m6.8 1 403.379088 2.694889 49.647856 2.950585e-13 12.162662 \n", "m6.6 2 414.313826 1.619019 60.582594 1.759435e-02 11.505006 \n", "\n", " dse warning waic_scale \n", "m6.7 0.000000 True deviance \n", "m6.8 11.418949 False deviance \n", "m6.6 13.110276 False deviance " ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "compare_df = az.compare(\n", " {\"m6.6\": trace_6_6, \"m6.7\": trace_6_7, \"m6.8\": trace_6_8},\n", " ic=\"waic\",\n", " scale=\"deviance\",\n", ")\n", "\n", "compare_df\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.27 " ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ksachdeva/rethinkingtfp/lib/python3.7/site-packages/arviz/stats/stats.py:1460: UserWarning: For one or more samples the posterior variance of the log predictive densities exceeds 0.4. This could be indication of WAIC starting to fail. \n", "See http://arxiv.org/abs/1507.04544 for details\n", " \"For one or more samples the posterior variance of the log predictive \"\n" ] }, { "data": { "text/plain": [ "array(11.4189489)" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WAIC_m6_7 = az.waic(trace_6_7, pointwise=True, scale=\"deviance\")\n", "WAIC_m6_8 = az.waic(trace_6_8, pointwise=True, scale=\"deviance\")\n", "\n", "# pointwise values are stored in the waic_i attribute.\n", "diff_m_6_7_m_6_8 = WAIC_m6_7.waic_i - WAIC_m6_8.waic_i\n", "\n", "n = len(diff_m_6_7_m_6_8)\n", "\n", "np.sqrt(n * np.var(diff_m_6_7_m_6_8)).values\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.28" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([12.96, 67.04])" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "40.0 + np.array([-1, 1]) * 10.4 * 2.6\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.29" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 213, "width": 387 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_compare(compare_df);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.30" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(7.27708329)" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "WAIC_m6_6 = az.waic(trace_6_6, pointwise=True, scale=\"deviance\")\n", "\n", "diff_m6_6_m6_8 = WAIC_m6_6.waic_i - WAIC_m6_8.waic_i\n", "\n", "n = WAIC_m6_6.n_data_points\n", "\n", "np.sqrt(n * np.var(diff_m6_6_m6_8)).values\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.31" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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m6.6m6.7m6.8
m6.60.00000013.1102767.277083
m6.713.1102760.00000011.418949
m6.87.27708311.4189490.000000
\n", "
" ], "text/plain": [ " m6.6 m6.7 m6.8\n", "m6.6 0.000000 13.110276 7.277083\n", "m6.7 13.110276 0.000000 11.418949\n", "m6.8 7.277083 11.418949 0.000000" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dSE = lambda waic1, waic2: np.sqrt(\n", " n * np.var(waic1.waic_i.values - waic2.waic_i.values)\n", ")\n", "data = {\"m6.6\": WAIC_m6_6, \"m6.7\": WAIC_m6_7, \"m6.8\": WAIC_m6_8}\n", "pd.DataFrame(\n", " {\n", " row: {col: dSE(row_val, col_val) for col, col_val in data.items()}\n", " for row, row_val in data.items()\n", " }\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.5.2 Outliers and other illusions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.32" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "d = RethinkingDataset.WaffleDivorce.get_dataset()\n", "d[\"A\"] = d.MedianAgeMarriage.pipe(lambda x: (x - x.mean()) / x.std())\n", "d[\"D\"] = d.Divorce.pipe(lambda x: (x - x.mean()) / x.std())\n", "d[\"M\"] = d.Marriage.pipe(lambda x: (x - x.mean()) / x.std())\n" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "tdf = dataframe_to_tensors(\"Waffle\", d, [\"A\", \"D\", \"M\"])\n" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "def model_5_1(A):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.2, name=\"alpha\"), sample_shape=1)\n", " )\n", " betaA = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.5, name=\"betaA\"), sample_shape=1)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Exponential(rate=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " mu = alpha[..., tf.newaxis] + betaA[..., tf.newaxis] * A\n", " scale = sigma[..., tf.newaxis]\n", "\n", " D = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=scale), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n", "\n", "\n", "def model_5_2(M):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.2, name=\"alpha\"), sample_shape=1)\n", " )\n", " betaM = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.5, name=\"betaM\"), sample_shape=1)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Exponential(rate=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " mu = alpha[..., tf.newaxis] + betaM[..., tf.newaxis] * M\n", " scale = sigma[..., tf.newaxis]\n", "\n", " D = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=scale), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n", "\n", "\n", "def model_5_3(A, M):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.2, name=\"alpha\"), sample_shape=1)\n", " )\n", " betaA = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.5, name=\"betaA\"), sample_shape=1)\n", " )\n", " betaM = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.5, name=\"betaM\"), sample_shape=1)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Exponential(rate=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " mu = (\n", " alpha[..., tf.newaxis]\n", " + betaA[..., tf.newaxis] * A\n", " + betaM[..., tf.newaxis] * M\n", " )\n", " scale = sigma[..., tf.newaxis]\n", "\n", " D = yield tfd.Independent(\n", " tfd.Normal(loc=mu, scale=scale), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n", "\n", "\n", "jdc_5_1 = model_5_1(tdf.A)\n", "jdc_5_2 = model_5_2(tdf.M)\n", "jdc_5_3 = model_5_3(tdf.A, tdf.M)\n", "\n", "\n", "def compute_posterior_5_1_and_2(jdc):\n", " init_state = [\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " tf.ones([NUMBER_OF_CHAINS]),\n", " ]\n", "\n", " bijectors = [\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " tfb.Exp(),\n", " ]\n", "\n", " observed_data = (tdf.D,)\n", "\n", " # here I am increasing the sampling size\n", " # to see if that helps\n", " posterior, trace = sample_posterior(\n", " jdc,\n", " observed_data=observed_data,\n", " params=[\"alpha\", \"beta\", \"sigma\"],\n", " num_samples=1000,\n", " burnin=500,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", " )\n", "\n", " return posterior, trace\n", "\n", "\n", "def compute_posterior_5_3():\n", " init_state = [\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " tf.ones([NUMBER_OF_CHAINS]),\n", " ]\n", "\n", " bijectors = [\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " tfb.Exp(),\n", " ]\n", "\n", " observed_data = (tdf.D,)\n", "\n", " # here I am increasing the sampling size\n", " # to see if that helps\n", " posterior, trace = sample_posterior(\n", " jdc_5_3,\n", " observed_data=observed_data,\n", " params=[\"alpha\", \"betaA\", \"betaM\", \"sigma\"],\n", " num_samples=1000,\n", " burnin=500,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", " )\n", "\n", " return posterior, trace\n", "\n", "\n", "posterior_5_1, trace_5_1 = compute_posterior_5_1_and_2(jdc_5_1)\n", "posterior_5_2, trace_5_2 = compute_posterior_5_1_and_2(jdc_5_2)\n", "posterior_5_3, trace_5_3 = compute_posterior_5_3()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.33" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "def compute_log_likelihood_m5_1_2(jdc, posterior, trace):\n", " sample_alpha = posterior[\"alpha\"]\n", " sample_beta = posterior[\"beta\"]\n", " sample_sigma = posterior[\"sigma\"]\n", "\n", " ds, samples = jdc.sample_distributions(\n", " value=[sample_alpha, sample_beta, sample_sigma, None]\n", " )\n", "\n", " log_likelihood_total = ds[-1].distribution.log_prob(tdf.D).numpy()\n", "\n", " # we are inserting the log likelihood in the trace\n", " # as well though not required for this exercise\n", " sample_stats = trace.sample_stats\n", " coords = [sample_stats.coords[\"chain\"], sample_stats.coords[\"draw\"], np.arange(50)]\n", " sample_stats[\"log_likelihood\"] = xr.DataArray(\n", " log_likelihood_total,\n", " coords=coords,\n", " dims=[\"chain\", \"draw\", \"log_likelihood_dim_0\"],\n", " )\n", "\n", " return log_likelihood_total\n", "\n", "\n", "def compute_log_likelihood_m5_3(jdc, posterior, trace):\n", " sample_alpha = posterior[\"alpha\"]\n", " sample_betaA = posterior[\"betaA\"]\n", " sample_betaM = posterior[\"betaM\"]\n", " sample_sigma = posterior[\"sigma\"]\n", "\n", " ds, samples = jdc.sample_distributions(\n", " value=[sample_alpha, sample_betaA, sample_betaM, sample_sigma, None]\n", " )\n", "\n", " log_likelihood_total = ds[-1].distribution.log_prob(tdf.D).numpy()\n", "\n", " # we are inserting the log likelihood in the trace\n", " # as well though not required for this exercise\n", " sample_stats = trace.sample_stats\n", " coords = [sample_stats.coords[\"chain\"], sample_stats.coords[\"draw\"], np.arange(50)]\n", " sample_stats[\"log_likelihood\"] = xr.DataArray(\n", " log_likelihood_total,\n", " coords=coords,\n", " dims=[\"chain\", \"draw\", \"log_likelihood_dim_0\"],\n", " )\n", "\n", " return log_likelihood_total\n" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "ll_5_1 = compute_log_likelihood_m5_1_2(jdc_5_1, posterior_5_1, trace_5_1)\n", "ll_5_2 = compute_log_likelihood_m5_1_2(jdc_5_2, posterior_5_2, trace_5_2)\n", "ll_5_3 = compute_log_likelihood_m5_3(jdc_5_3, posterior_5_3, trace_5_3)\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ksachdeva/rethinkingtfp/lib/python3.7/site-packages/arviz/stats/stats.py:695: UserWarning: Estimated shape parameter of Pareto distribution is greater than 0.7 for one or more samples. You should consider using a more robust model, this is because importance sampling is less likely to work well if the marginal posterior and LOO posterior are very different. This is more likely to happen with a non-robust model and highly influential observations.\n", " \"Estimated shape parameter of Pareto distribution is greater than 0.7 for \"\n" ] }, { "data": { "text/html": [ "
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rankloop_lood_looweightsedsewarningloo_scale
m5.10125.8302733.6992840.0000008.949020e-0112.8338260.000000Truedeviance
m5.31127.5869294.8000501.7566574.368451e-1612.7704360.794393Falsedeviance
m5.22139.4219293.06028413.5916571.050980e-0110.0638709.220103Falsedeviance
\n", "
" ], "text/plain": [ " rank loo p_loo d_loo weight se \\\n", "m5.1 0 125.830273 3.699284 0.000000 8.949020e-01 12.833826 \n", "m5.3 1 127.586929 4.800050 1.756657 4.368451e-16 12.770436 \n", "m5.2 2 139.421929 3.060284 13.591657 1.050980e-01 10.063870 \n", "\n", " dse warning loo_scale \n", "m5.1 0.000000 True deviance \n", "m5.3 0.794393 False deviance \n", "m5.2 9.220103 False deviance " ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.compare({\"m5.1\": trace_5_1, \"m5.2\": trace_5_2, \"m5.3\": trace_5_3}, scale=\"deviance\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.34" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ksachdeva/rethinkingtfp/lib/python3.7/site-packages/arviz/stats/stats.py:1460: UserWarning: For one or more samples the posterior variance of the log predictive densities exceeds 0.4. This could be indication of WAIC starting to fail. \n", "See http://arxiv.org/abs/1507.04544 for details\n", " \"For one or more samples the posterior variance of the log predictive \"\n" ] }, { "data": { "text/plain": [ "[Text(0.5, 0, 'PSIS Pareto k'), Text(0, 0.5, 'WAIC penalty')]" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fj4gD65SmJEmSpAZTrwDim8DuwGeABRHxfxHxpoiIOqUvSZIkqQHUJYBIKX0UeDnwXuA+4G+AX5K1Snw2Il5ej3wkSZIkda+6DaJOKa1PKV2TUjoJOAqYCgwCLgEWRcTPI+K0euUnSZIkqet1yixMKaVHylolzgOWAWcAv4mIhRHx8YgY2Bl5S5IkSeo8nTaNax4g/D3wUWB/IIAHgb2By4HHIuKYzspfkiRJUv3VPYCIiGMj4tvAM8C3gXHA94HxKaXxZK0SnwCGAVfVO39JkiRJnadPPRKJiN2B/wd8EJhA1trwKFkAcW1KaXXp3JTSWuDyiDgAeF898pckSZLUNeoSQJC1NgwGtgA3AlNTSjN2cs3TQP865S9JkiSpC9QrgFgDfAX4Xkrp2YLXTAV+Uqf8JUmSJHWBegUQB6WUtrblgrxb0+qdnihJkiSpYdRrEPUfIuLvWzshIt4VEbfVKT9JkiRJ3aBeAcQk4OCdnHMQcHKd8pMkSZLUDTptHYgqBgCbuzA/SZIkSXVWrzEQAKnazogI4EDgjcCTdcxPkiRJUhdrdwtERGyNiC0RsSXfdUnp5/IPWavDE8AxwE87XmRJkiRJ3aUjLRB3sK3V4bXAEmBRlfO2AM8D08hWpJYkSZLUpNodQKSUJpX+HRFbgR+mlD5fj0JJkiRJakz1GgMxElhVp7QkSZIkNai6BBAppcX1SEeSJElSY2tXABERn21nfiml9O/tvFaSJElSN2tvC8Ql7bwuAQYQkiRJUpNqbwAxua6lkCRJktQU2hVApJRur3dBJEmSJDW+di8kJ0mSJGnXYwAhSZIkqbC6BRARMTwivhkR8yPipYjYUuWzuV75SZIkSep6dVkHIiL2B+4B9gX+DOwGLAY2AIfk+TwAvFCP/CRJkiR1j3q1QHwW2A84LaV0dL7vhymlcWQBxO+AAcBZdcpPkiRJUjeoVwDxBuCWlNIfKg+klJ4CziELIC6tU36SJEmSukG9Aoj9yLoulWwhCxgASCmtBX4PvKVO+UmSJEnqBvUKIFYD/cp+XgnsX3HOC8DL6pSfJEmSpG5QrwBiMXBA2c8PAqdExO4AEdELOBV4qqMZRcTbIuLrEXFnRKyOiBQRP25nWiMi4gcR8UxEbIiIRRFxRUQMaeWaV0TEzyLiuYhYHxGPR8SlETGg1jWSJElST1GvAGIaMDki+uY/Xwu8HLg7Iv4LmAkcDlxfh7w+A/wDcAzwdHsTiYhRwGzgPLIZpL4GPAFcBPwxIvaucs0JwL3AmcAfgCvJWl8+C/w+InZrb3kkSZKkZlCXaVyBq8m6LQ0DlqaUfhwRE4CPAkfl5/wU+GId8voYWUvGfOBkYHo705kK7ANcmFL6emlnRHw1z+OLwIfK9vcGfgjsDrwlpfSrfH8v4GfA2fl1l7WzPJIkSVLDq0sLREppXkrpP1NKS8v2fQwYDpwEDE8p/W1KaX0d8pqe55fam0be+nAqsAj4ZsXhzwHrgHMjYmDZ/pOBw4A7SsFDXp6twL/kP34oIqK95ZIkSZIaXd1Woq4mpfTXlNKslNKyzsynHSbn21vzAKBFSmkNWZer3YETyw6dkm9vqUwspfQEMBc4iGzdC0mSJKlHqlcXpmZzaL6dW+P4PLIWirFk4zuKXjM2/yxoLfOImF3j0LjWrpMkSZK6W90CiIgYCrwXeCUwBOhd5bSUUppSrzw7YM98+0KN46X9e3XwGkmSJKlHqUsAERHjgBlk6zy0Ngag3eMWepKU0oRq+/OWifFdXBxJkiSpsHqNgfgy2YxG/0k2BqBvSqlXlU+1VonuUGot2LPG8dL+VR28RpIkSepR6tWF6TXAb1JKn6pTep3t8Xw7tsbxMfm2fLxDe66RJEmSepR6tUAE8Jc6pdUVSmtHnJqv49AiIgYDE4EXgT+VHbot355WmVhEHEIWWCwmW4xOkiRJ6pHqFUDMZtssRQ0jIvpGxLh83YcWKaUFwK3AwcBHKi67FBgIXJdSWle2/3bgUeC1EXFGWR69yLpuAXy7I+tTSJIkSY2uXl2YPg/8LiImpZRm1CnNqiLiTODM/Mf98u1JEXFN/u/lKaWP5//en6zSv5gsWCh3AXA3cFVETMnPO4FsjYi5wKfLT04pbYmI88haIm6IiBuAJcAU4DiytSO+1uEblCRJkhpYvQKIA4BfArdGxE/IWiRWVTsxpfSjDuZ1DPDuin2HsG0Bt8XAx9mJlNKCiDiOLPg5DXgjsBS4Erg0pbSyyjWzIuJ4slaKU4HBeX6fBy5LKW1ozw1JkiRJzSLq0eMmIraSTdFaPoVrZcJBtg5Eo8zE1HAiYvb48ePHz55da505SZIkqeMmTJjAnDlz5tRaXqA19WqBOK9O6UiSJElqYHUJIFJK19YjHUmSJEmNrV6zMEmSJEnaBdSrCxMAEfEy4GzgMGBgSun8sv0jgYdTSi/VM09JkiRJXaduAUREvA+4CuhPPmAaOD8/vC/wR+ADwNX1ylOSJElS16pLF6aIeD3wXbL1E94KfKv8eErpEeDPbFu/QZIkSVITqlcLxL+SraFwckppdUQcW+Wch4CT6pSfJEmSpG5Qr0HUxwG/TimtbuWcp9i2crQkSZKkJlSvAKIfsG4n5+wFbKlTfpIkSZK6Qb0CiEXAzlaxOwF4vE75SZIkSeoG9Qogfgm8JiLOqXYwIs4DjgJurFN+kiRJkrpBvQZRXw68E/hJRLwN2BMgIv4BeA1wFjAP+Hqd8pMkSZLUDeoSQKSUVkbEycCPgPJWiKvy7Z3A36aUdjZOQpIkSVIDq9tCcimlJcCkiDiKbLrWvYEXgD+llGbXKx9JkiRJ3aduAURJSukhsjUfJEmSJPUwdQ8gIqIvcBjZOIgXgEdTSpvqnY8kSZKkrlevWZiIiL0j4nvAKuB+YEa+XRUR34uIYfXKS5IkSVL3qEsLRETsC8wEDiFrdbgHeJZs5eljgPcBkyNiYkppWT3ylCRJktT16tUC8R9kwcMVwEEppckppf+XUpoMHARcmR//Yp3ykyRJktQN6jUG4k3AnSmlf6o8kFJaDXwsIo4D3lyn/CRJkiR1g3q1QAwG7trJOXcCg+qUnyRJkqRuUK8A4jFg+E7OGQ48Xqf8JEmSJHWDegUQVwLvyBeR20FEHAO8nWyMhCRJkqQmVa8xEAuB3wP3RMSPgDuAZcC+wMnAucDNwKKIeG35hSmlO+pUBkmSJEmdrF4BxAwgAQGcTzZta0nk2zPyT6XedSqDJEmSpE5WrwDi82QBhCRJkqQerC4BRErpknqkI0mSJKmx1WsQtSRJkqRdgAGEJEmSpMIMICRJkiQVZgAhSZIkqTADCEmSJEmFGUBIkiRJKswAQpIkSVJhHQogImKfiDgwImquJh0RffJzXtaRvCRJkiR1v3YHEBGxDzAf+EFKaUsrp24BrgbmRcSw9uYnSZIkqft1pAXifcDuwEWtnZRSSvk5g4H3dyA/SZIkSd2sIwHE6cDslNKfd3ZiSukvwCzgbzqQnyRJkqRu1pEA4hVkQUFR9wHjOpCfJEmSpG7WkQBiD+CFNpz/Alk3JkmSJElNqiMBxAvAPm04/2XA6g7kJ0mSJKmbdSSAmAtMasP5k4DHO5Bfi4gYERE/iIhnImJDRCyKiCsiYkjB6ydFRCrwOaDiutbO/VM97k2SJElqZH06cO0twCURcW5K6brWToyIvwPGAq2eV0REjALuJmv9+CXwGPBKspmeTouIiSml53eSzCLg0hrHjgTOAh5JKT1Z5fhi4Joq+5/aaeElSZKkJteRAOKbwMXAtyOiH9l6EKn8hIgI4Dzg68AqYGoH8iuZShY8XJhS+npZXl8FPgZ8EfhQawmklBYBl1Q7FhE/yf/5vRqXL0opVb1WkiRJ6una3YUppbQCeBfQF/gusDgifhQR/5F/riV70/+9/JxzU0orO1LYvPXh1Dzdb1Yc/hywDjg3Iga2M/1hwFuBl4Aftb+kkiRJUs/UkRYIUkq/jojXA98h66L0LqDUChH59nHggymlOzqSV25yvr01pbS1oixrImImWYBxIjCtHem/G9gN+FFKaVWNc/aKiPcC+5ENJJ+dUnL8gyRJknYJHQogAFJKt0fEYcDJwKuB4fmhpcBdwO2VXZs64NB8O7fG8XlkAcRY2hdAlFbK/k4r5xwNXF2+IyIeJGthebhIJhExu8Yh18mQJElSQ+twAAGQBwgz8k9n2jPf1lp/orR/r7YmHBEnkwUoj6SU7q5x2leBG8kCmPVkFf5/Bd4G3BYRx6SUnm5r3pIkSVKzqEsA0UN8IN9+t9YJKaWLK3bdB5wTETcAZwMfJxvI3aqU0oRq+/OWifGFSitJkiR1g3YHEBHx2vZc18GxEKUWhj1rHC/tX9WWRCNiKFkA8BLtm2r22/n17XomkiRJUrPoSAvEDLYNmC4qdTDP0kJ0Y2scH5Nva42RqKU0ePraVgZPt+av+bZdsz9JkqSeZ+6yNcycv5y16zczqH8fJo4exth9B3d3saQO60hl/g7aHkB01PR8e2pE9CqfiSkiBgMTgReBts6KVBo8XbP70k6cmG+faOf1kiSph5g5fzlXTpvHPQtX7HDslSOHctGUMUwcPawbSibVR7sDiJTSpDqWo2ieCyLiVrKZlj5CtkBdyaVkLQDfSSmtK+2MiHH5tY9VSzMiXgMcRuuDp4mIo4BHU0qbquz/Yv7jj9t8U5Ikqce4/t4lfPKmh9maYGC/3px+5HD23WM3lq3ewM0PL+WehSs49+pZXHbWUbz9+AO6u7hSu3TpIOqI6JNS2tzBZC4A7gauiogpwKPACWRrRMwFPl1x/qOl7Gukt9PB07l/At4cEXcCTwIbyGZhOg3oTbZg3k9qXy5JknqymfOXtwQPF0waxQWTRzNot21VrUvOOJyp0+czdcYCPnHTQ+w/ZIAtEWpK7V6Jui0iYlRE/CdZxbtDUkoLgOOAa8gCh4uBUcCVwIkppefbUK4hZFOwFhk8/QvgduAIsjETFwITgJuBt6SUPlDH9S4kSVKTuXLavJbg4V9OG7dd8AAwaLc+/Mtp47hg0ii2Jrhq2rxuKqnUMZ3WAhERfclmJno/MImsBWBLPdJOKT0JnFfw3FotD6SUVgIDCqbzC7IgQpIkaTtzl63hnoUrGNivNxdMHt3quR+eNIpr717ErIUrmLtsjQOr1XTq3gIREYdGxJeBp4H/JutatAS4BBhZ7/wkSZK628z5ywE4/cjhO7Q8VBrcvy+nHTF8u+ukZlKXFoiI6AecQzae4NVkrQ0b8+3/Au+0e48kSeqp1q7Phnjuu8duhc4vnVe6TmomHQogIuIVZEHDu4AhZAHDbLLxCT8BlgMvGDxIkqSebFD/rEq1bPWGQueXzitdJzWTdndhioi7gIfJBhNvBL4KHJlSOj6l9M2U0o6TH0uSJPVApdmUbn54KWs3tN6qsGb9Jm55ZOl210nNpCNjIF5FtpDcl4ARKaV/Tin9uT7FkiRJah5j9x3MK0cOZd3GLUydPr/Vc781YwHrNm7hhJFDHUCtptSRAGJ+fv0ngD9HxL9GxMvrUyxJkqTmctGUMfQKmDpjAZff8hhr1m+39ixr1m/i8lseY+qMBfQKuHDKmG4qqdQxHVmJemxETAI+CJxJ1hLxhYj4PfBD4Jd1KJ8kSVJTmDh6GF8660g+edPDTJ2xgGvvXsRpR2xbifqWR5aybuMWegVcdtZRdl9S0+rQyJ2U0gxgRkQMBd5DtubDacAbgFVkXZx271AJJUmSmsQ7jj+QEUN256pp85i1cAU3znlqu+MnjBzKhVPGGDyoqdVl6H8+YPqrwFcj4jVkMzOdTTYr0/+LiKOAq4HrHFwtSZJ6somjhzFx9DDmLlvDzPnLWbt+M4P692Hi6GGOeVCPUPe5w1JKdwJ3RsRHgXcD5wNHAF8j6+Zki4QkSerxxu472IBBPVJHpnHt29rxlNKqlNKVKaUjgYnAj4Ct7c1PkiRJUvfryCxMKyPi5oj454gY39qJKaU/ppTeAzhLkyRJktTEOtKFqQ/ZYOlTASJiJTADmAZMSynNrbwgpbS6A/lJkiRJ6mYdCSD2IuuadEr+OQ44C3grQEQ8TR5MkAUUSztUUkmSJEndriPrQKxnW4BARAwGTmZbQHEk2SDqv8+PPw78IaV0YQfLLEmSJKmb1G0WppTSGuDX+YeIGAZMJgsmTgXGAYcCBhCSJElSk+rIIOqdOQA4MP/s04n5SJIkSeoidWuBiIhxbOu+NAkYQraQ3LPAr4Dp+UeSJElSk2p3ABERB7EtYJgMDCcLGJ4D/kA2I9P0lNLjHS+mJEmSpEbQkRaIJ/Lt88Ad5C0MKaW/dLhUkiRJkhpSR8ZARL59CJgN3Ac81uESSZIkSWpYHWmB+FtgClkXpi8CCVgbEXeStUbcllK6v+NFlCRJktQoOrIOxE+Bn0LLeIjXsW0A9RuBFBGrgNvZFlD8uYPllSRJktSN6jILU0ppMXB1/iEiDmNb68TJwFvy/X9NKe1XjzwlSZIkdb26TeNaLqX0KPBoRPwceD3wMbKVqV/WGflJkiRJ6hp1DSAiYm+2rT49BRhdOkQ2RuKheuYnSZIkqWt1KICIiEFkXZRKAcMRZMFCaYamBcA04DayMRDLO5KfJEmSpO7VkYXk/ghMAHqzLWBYyraAYVpK6ckOl1CSJElSw+hIC8QJwEqyFaenkbUwuA6EJEmS1IN1JIA4Drg/pZTqVRhJkiRJja0j60DMqWdBJEmSJDW+Xt1dAEmSJEnNwwBCkiRJUmEGEJIkSZIKM4CQJEmSVJgBhCRJkqTCDCAkSZIkFWYAIUmSJKkwAwhJkiRJhRlASJIkSSrMAEKSJElSYQYQkiRJkgprygAiIkZExA8i4pmI2BARiyLiiogY0oY0ZkREauXTv8Z1r4iIn0XEcxGxPiIej4hLI2JA/e5QkiRJakx9ursAbRURo4C7gX2AXwKPAa8ELgJOi4iJKaXn25DkpTX2b66S9wnAbUBf4AbgSeAU4LPAlIiYklLa0Ia8JUmSpKbSdAEEMJUseLgwpfT10s6I+CrwMeCLwIeKJpZSuqTIeRHRG/ghsDvwlpTSr/L9vYCfAWfn+V9WNG9JkiSp2TRVF6a89eFUYBHwzYrDnwPWAedGxMBOyP5k4DDgjlLwAJBS2gr8S/7jhyIiOiFvSZIkqSE0VQABTM63t+YV9xYppTXATLIWghOLJhgR74iIT0TEP0XE6RGxW41TT8m3t1QeSCk9AcwFDgIOKZq3JEmS1GyarQvTofl2bo3j88haKMYC0wqm+dOKn5+LiI+klG5oR95j88+C1jKMiNk1Do1r7TpJkiSpuzVbC8Se+faFGsdL+/cqkNYvgTcDI4ABZJX3L+XXXh8Rp3Vi3pIkSVJTarYWiLpJKX2tYtfjwKci4hng62TBxA7dleqU94Rq+/OWifGdkackSZJUD83WAlF6y79njeOl/as6kMf3yaZwPSYiBndx3pIkSVJDa7YA4vF8O7bG8TH5ttY4hZ1KKa0H1uQ/ls/m1Ol5S5IkSY2u2QKI6fn21Hz9hRZ5a8FE4EXgT+3NICIOBYaQBRHLyw7dlm8rx0YQEYeQBRaLgSfam7ckSZLU6JoqgEgpLQBuBQ4GPlJx+FKyFoPrUkrrSjsjYlxEbDe7UUSMjIihlelHxMvIFosD+GlKqXw16tuBR4HXRsQZZdf0Av4z//HbKaXUnnuTJEmSmkEzDqK+ALgbuCoippBV6k8gWyNiLvDpivMfzbflC7ydDHw7Iu4iazFYARwIvJFsLMN9bFscDoCU0paIOI+sJeKGiLgBWAJMAY4jW4OicmC2JEmS1KM0XQCRUloQEccBnyfrTvRGYClwJXBpSmllgWRmk63/MAE4FtiDrMvSw8DPgO+klDZWyXtWRBxP1tpxKjCYrNvS54HLUkobOnh7kiRJUkNrugACIKX0JHBewXOjyr6Hgfe0M++/AOe051pJkiSp2TXVGAhJkiRJ3csAQpIkSVJhBhCSJEmSCjOAkCRJklSYAYQkSZKkwgwgJEmSJBVmACFJkiSpMAMISZIkSYUZQEiSJEkqzABCkiRJUmEGEJIkSZIKM4CQJEmSVJgBhCRJkqTCDCAkSZIkFWYAIUmSJKkwAwhJkiRJhRlASJIkSSrMAEKSJElSYQYQkiRJkgozgJAkSZJUmAGEJEmSpMIMICRJkiQVZgAhSZIkqTADCEmSJEmFGUBIkiRJKswAQpIkSVJhBhCSJEmSCjOAkCRJklSYAYQkSZKkwgwgJEmSJBVmACFJkiSpMAMISZIkSYUZQEiSJEkqzABCkiRJUmEGEJIkSZIKM4CQJEmSVJgBhCRJkqTCDCAkSZIkFWYAIUmSJKkwAwhJkiRJhRlASJIkSSrMAEKSJElSYX26uwDtEREjgM8DpwF7A0uBXwCXppRWFrh+IHAm8DfAeOAAYCvwOPAT4OsppY1VrkutJDsrpXRim25EknYBc5etYeb85axdv5lB/fswcfQwxu47uLuLJUlqp6YLICJiFHA3sA/wS+Ax4JXARcBpETExpfT8TpJ5DfBjYAUwnSz4GAKcAXwZOCsipqSU1le5djFwTZX9T7X5ZiSpB5s5fzlXTpvHPQtX7HDslSOHctGUMUwcPawbSiZJ6oimCyCAqWTBw4Uppa+XdkbEV4GPAV8EPrSTNJ4F3gX8b3lLQ0R8HJgBvAr4CPCVKtcuSild0oHyS1KPd/29S/jkTQ+zNcHAfr05/cjh7LvHbixbvYGbH17KPQtXcO7Vs7jsrKN4+/EHdHdxJUlt0FQBRN76cCqwCPhmxeHPAR8Azo2Ii1NK62qlk1J6AHigyv41EfEV4L+BSVQPICRJrZg5f3lL8HDBpFFcMHk0g3bb9r+bS844nKnT5zN1xgI+cdND7D9kgC0RktREmiqAACbn21tTSlvLD+SV/5lkAcaJwLR25rEp326ucXyviHgvsB/wAjA7pfSntmQQEbNrHBrXlnQkqRFdOW1eS/DwL6ft+Gdt0G59WvZPnbGAq6bNM4CQpCbSbLMwHZpv59Y4Pi/fju1AHu/Nt7fUOH40cDVZV6lvAH+MiAci4sgO5ClJPcLcZWu4Z+EKBvbrzQWTR7d67ocnjWJgv97MWriCucvWdFEJJUkd1WwBxJ759oUax0v792pP4hHxD2QzOz0A/KDKKV8FJgIvAwYDxwM3kAUVt0XE/kXySSlNqPYhGxAuSU1r5vzlAJx+5PDtui1VM7h/X047Yvh210mSGl+zBRCdJiLOAq4gG2B9dkppU+U5KaWLU0p3p5SWp5TWppTuSymdA9wIDAM+3qWFlqQGs3Z91vtz3z12K3R+6bzSdZKkxtdsYyBKLQx71jhe2r+qLYlGxJnAT4HngMkppSfaWK5vA2cDr23jdZLUowzqn/1vZdnqDYXOL51Xuk7t41obkrpSs/3Ffjzf1hrjMCbf1hojsYOIOAf4H7KWh1NSSvN2ckk1f823A9txrST1GKXB0Dc/vJRLzji81W5Ma9Zv4pZHlm53ndrGtTYkdYdm68I0Pd+eGhHblT0iBpONT3gRKDQrUkT8HdnK088AJ7czeIBs1ieAtrZcSFKPMnbfwbxy5FDWbdzC1OnzWz33WzMWsG7jFk4YOdS35e1w/b1LOPfqWS2D1t82YQQfmTyKt00YwcB+vVvW2vjZvU92d1El9TBN1QKRUloQEbeSTdX6EeDrZYcvJWsB+E75GhARMS6/drsByhHxbrKB0ovJui0tbi3viDgKeLRybES+/4v5jz9uz31JUk9y0ZQxnHv1LKbOWABksy0N7t+35fia9Zv41owFTJ2xgF4BF04ZUyuphtQI3YVca0NSd2qqACJ3AXA3cFVETAEeBU4gWyNiLvDpivMfzbdR2hERk8mCh15krRrnRUTFZaxKKV1R9vM/AW+OiDuBJ4ENZOs2nAb0Br5H1pohSbu0iaOH8aWzjuSTNz3M1BkLuPbuRZx2xLaVqG95ZCnrNm6hV8BlZx3VNBXbRuou5FobkrpT0wUQeSvEccDnySrvbwSWAlcCl6aUVhZI5iC2dd96b41zFpPNylTyC2AP4CjgFKA/8DxwM/C9lNKv2nQjktSDveP4AxkxZHeumjaPWQtXcOOcp7Y7fsLIoVzYRP3zr793Scsb/4H9enP6kdsCopsfXtrSXeiys47i7ccf0KllaetaG9fevahlrQ27ikmqh6YLIABSSk8C5xU8d4emhZTSNcA1bczzF2RBhNS0GqHrhXYdE0cPY+LoYU3/vWu07kLtWWvjxjlPMXP+8qZ67pIaV1MGEJLappG6XmjXM3bfwU1dcW207kKutSGpuzXbLEyS2siZWqT2a2t3oYH9erd0F+osrrUhqbsZQEg9WGXXi1mffh1fPudo/vkN4/jyOUcz69Ov44JJo9ia4BM3PdTSNUJSpj3dhcqv6wzla22s3dB6q4JrbUjqDAYQUg9W2fWisgJU6npRCiKumtbepVCknqkRuwu51oak7mYAIfVQjdj1Qmo2jdpd6KIpY+gV2ZiLy295jDXrt1uiiDXrN3H5LY817VobkhqbHSKlHsqZWnquZp/VqJmUdxe65IzDW/1d6sruQj11rQ1JzcEAQuqhGrHrhTrG2bS6Xqm70D0LVzB1+vyqszCVdHV3oZ621oak5mEAIfVQjdr1or129bfujbSQ2a7moiljOPfqWUydsQDIuvwN7t+35fia9Zv41owF3dJdqKestSGpuTRmTUFShzVq14u28q174y1ktqtphu5Czb7WhqTmYgAh9VCN3PWiKN+6ZxptIbNdkd2FJGkbAwipB2vkrhc741v3TFtn07r27kUts2k1UjDYE9hdSJIyBhBSD9YMXS9q8a17xtm0Go/dhSTt6gwgpB6uGbte+NZ9G2fTkiQ1GgMIaRfQbF0vfOu+TU+bTUuS1Pz8P4y0C2mWrhe+dd+mp8ymJUnqOXp1dwEkqZJv3bcpzaa1buMWpk6f3+q5jTqbliSpZzGAkNRwyt+6r93QeqvCrvDW/aIpY+gV2WDxy295jDXrN213fM36TVx+y2MNOZuWJKnn6Xmv6yQ1vZ6whkU9NfNsWpKknscAQlJDauY1LDpDM86mJUnqmSKl1N1lUC4iZo8fP3787Nmzu7soUkOoXIm6tbfuPXkl6kqVs2ntv9cAnl71UsPPriVJahwTJkxgzpw5c1JKE9p6rS0QkhqWb92rK82mNXP+cq6cNo97Fq7Y4ZxXjhzKRbvgs5EkdT4DCEkNrdnWsOgqla0zpx+5rXXm5oeXcs/CFZx79axdrnVGktT5DCCkTmKFt76aZQ2LzlT6Tv35mdXcOPspEnDBpFFcMHn0dutDXHLG4UydPp+pMxbwiZseYv8hA2yJkCTVjQGEVGd2K1G9tfadum/xSh58ctV236lBu/Vpmblq6owFXDVtnt85SVLduA6EVEfX37uEc6+exT0LVzCwX2/eNmEEH5k8irdNGMHAfr1bupX87N4nu7uoahKV36lTX7EvAH16Bbvv5Dv14UmjGNivN7MWrmDusjVdXXRJUg9lC4RUJzPnL2/pk263EtVDte/U/973JLf+ZRlnHrv/Tr9Tg/v35bQjhnPjnKeYOX95m7qA2QVPklSLAYRUJ1dOm9dS0au28JndShpTI1aUS2W6+s6FbE3wzuMPaPnurF2frcy97x67FfpO7bvHbttdtzN2wSumEb83ktRVDCCkOpi7bE1LF5MLJo9u9dwPTxrFtXcvaulWYqWjezRiRblWmX5675M8sXwdF00Zw6D+2Z/tZas3tBxv7TtVOq90XWuc2WnnGvF7I0ldzTEQUh3MnL8cgNOPHL5dt6VqSt1Kyq9T12rEsSqVZTr6gD0BOGjv3bcr05q8JeHmh5eydkP271rfqTXrN3HLI0sBdlqprewuNevTr+PL5xzNP79hHF8+52hmffp1XDBpFFsTfOKmh3bJ724jfm8kqTvYAiG1omg3hfJuJUW0tVuJ6qcRx6pUK9MP71rIg0++wJuOGs6HJ41uKdMVf5jLofsN5vFn1zB1+vyWLkzVvlPfmrGAdRu3cMLIoTtt6dpVu+AV/R1vxO+NJHUXAwipirZ2U6jWraQ1belWovpqxIpytTKVf6cqy9QL6BXZvyHrwlT+nVqzfhPfmrEgOzfgwiljWs1/V+yC19bf8Ub83khSd7ELk1ShPd0UShWF8m4ltbSlW4nqq60V5a6YArVWmap9p0plevTZNVz0ujEtQcQJX/wDv3zgaQDunv88J/7HtJbg4bKzjirUfQl2nS54bf0db8TvjSR1J19/SmXa201h7L6DeeXIodyzcMV23UqqaUu3kp6mu2euaU9FuT1ToNajTNW+U+Vl2qN/X6573wlcNW0es8reov/+0WUAnDByKBcWHNC7K3XBa8/veCkQaKTvjSR1JwMIqUxHuilcNGUM5149a7tuJYP79225tq3dSnqSRpm5pr0V5f+ZtZg//GUZg/v34azxIzj18P26pEzVvlPllfejRuzJhIOGMGvhCgI4e/wIDt9/jzYHZrtSF7zK3/FqQW3l7/ir8+/mrhBgSVIRzffXX+okHe0HPnH0ML501pF88qaHmTpjAdfevYjTjtg2DeYtjyxl3cYthbuV9BSNNDVoWyrK37l9Ad+94wkA5j23jnnPrQPglj9ngcQ/TB7NB08e1allqvadGjYoq5z+4dFlfPv2Bdt9p9r7/Mq7S11yxuGtvmVv5i545b/j4w8awtu/88eaQe37XzOypSvS+IOGALtGgCVJRfjXTcrVo3vLO44/kBFDdm/pVnLjnKe2u64t3Up6gkabuaZoRfninz3AjXOebvn55Xv2Z/he/Vm+diOLn3+RNes386WbH2P+c2v5r3OO7tQyVX6n1q14EYAHn3oBgBF7DWDyuH045sC92l2Gyu5SZx67f82uZs3cBa/0Oz5u+B584Ef3tRrU3rdoBcceMITZS1YCCej5AZYkFWUAIeXq1Q984uhhTBw9rC79/Yum0d1jC2ppa5ewT/38Yd42fkSn3UORsSrfuX3BdsHDsQfsxc8/MrHl52Wr1/PhH89mzpJV/O/spxi9z6AOtUQUKVPpO/WJGx/ip/c+Sb/evdi4ZSsAT616iev+tJjr/rS4Q93BLpoyhnd9P+suVeoyVW7CQUPYf6/+/OrBpU3bBa/0uzpn8UoSOw9q5yxZCcDuffs4xkmSyhhASLlSd4O75i+nf59521Viq1XQd9ZNYey+g9tdgZg5fzlfuvlRHnl69Q7HyiuJ19+7hG9OX8CS/K10rfNKagUa7Q1AKq/bf68BPL3qJRYtX8f8v67lnoUr6Nc7WsYMVMvnr2s2tAwCXvz8i3zl93NbvYciWrufs8fvz70LVzB1xgIeemoVF596KMceOKTl2q/fNr/l370CPv6GQ7dLe989+nPTBRM5a+pM5ixZxTemz+9wV6ai42d+ms8KtHHL1rp3B3tq5fbfoT69glEvG0QEzH9uLbMXr2T2Ygiatwte6Xe1FDwUCWpL1znGSZK2iZRSd5dBuYiYPX78+PGzZ8/u0nyLVB676g333GVr+Pn9T/PY0qziPG74YN567IhOy2vm/OUsen4df356NfOeW8MLL+046HG3Pr3YsHnrDvt7BWxNcOvHXluX51W65tcPPcPsxauqnlPKM4C9B/Vj+dqNO5wzbFA/1q7fzPrNW1v6xu8/ZEDNQcyD+/dpWd24XGuV99YGRddS6zmW9OkVbN6aePWYvdlvjwHc/PDSNvfvb61c4/YbTAIef3bHqTWHDerHq0btzV/XbOSPTzzfsv/ys2vnu3TVS5x02W0AfPfcCR0eWF05VqTa+JmSam/O127Y3PLmvFfAde87oXAlf+b85Zx79Sy2Jjjj6JfzzKqXuG/xyqrnRsCP25B2I7n1z8/ygeuyv6+zPjWFfffoX/Pcav99i/w36uh4FEnqKhMmTGDOnDlzUkoT2nqtLRC7sCIz4wBdMnvOzPnL+fdf/4XHKip30x//K9+a8QSH7jeYz77pFXXLqy2V31Kld9BufZgybh/69unFLx94mk1bsuD7gSWrWoKD9sw21JbybM3j/QQtwcO4/QbzmjEvY+WLG7n54aUsX7uRXgGTD30Z0x//K/9640Mt15S/tf7TEyuYvXhlS/Bw3EFDOOGQoTt9m11ZiRo3fI+WLiHlBvTtzUubtlV6K4OHPQb0YXUesAVw0qi9uXPeck44eG8+OmVMm8dHtDZY+1cPPtPy3erXOzjjmP3ZtHkrMxcsZ/najSxfu5FfPbi0Ja3d+vTiB+85vtX8hu81gIOG7s7iFS9y05ynOhxA7Gz8TCnQ64yFzKp1NasWBP/i/qebepG0p1e91PLva+9e1GpXpOv+tHiH6xzjJEkZA4hdVJGZcd71/VnAjhXPes+ec/29S/jEjQ+3VED79ApG7zMIyLpObN6aePzZNbzr+7P4z1beCLf1vttq7YbN/OqhZ5g09mUtwQPQUrl9auWLbZ5tqLw8/fv2Yv2mHd/QBzD+oCE8+swLvFhxfL89duOWf3xty8/lle7b5/6Vkw7Zu+WNevlb65nzl/OtvCvG+AP3Ys6SVcxZspKPvX4sE0cPq1l5rxwUPf6gIXzgR/eR8nKmsvTKg4dK/fv0agkeDhw6gCUrXuLOedkA11I3k7ZUiFsbrD1z/nJunL2tord5a+Ktx+7fktYDT67ky797nLvmb2t5OCKfCnVn9h7Uj8UrXqzagtMetcbP7L/XAD5w3exOWSm61uxj1brgNfsq1OXjlYp0Rap2XT3HOElSs2rKACIiRgCfB04D9gaWAr8ALk0pVW93r57OUOCzwJnAcOB54Bbgsymlp2pcU5e8u1ORmXE+ddPD/OrBZwA44+jh/MdZR3XK7Dkz5y/nEzdtCx7Of/VI/vH1Y1vyWrthM1f8YS7fv3MhCfjXGzuWV63gYfQ+A1nw3Lod3qJXSilrFQngP88+ikXPr2PqjAV84dd/4fFla9o02xCw3X+H3zy0lMX5WIbzXz2S97/2EK69exFTZyzg/iUr+e7fH8dnf/EIz7ywviXdZ1dv2K4iV1npfvjpF1rOPfPY/VvKVPnG+fJbHtuukl6r8l553du/80e2pmyWomdeWN+y/8Kf3N/y/QE4cv89ePjp1S3njdpnEH9+Juum9uSKlzj9iP24+ZFngR1nrilSaW1tsPaV0+a19HmvvB+AYw4Ywo/PP7HlGQBVu4ZV83x+3uA6T9dZWXn/4cyFQOcsZNaIi+t1llJwOuGgIdy/ZOVOp1s+9sAhzF68suo4p46McZKkZteruwvQVhExCpgNnAfcA3wNeAK4CPhjROxdMJ29gT/m1y3I07knT3d2RBzSWXl3t8rKVmWlYdBufXh29bZK6rLVG6qe8y+njeOCSaPYmuCqafPaXZbSMJwLJo3iM296xXZ5DdqtD5/5m1e0VP4SHctra4Lhe2b9nocN6gdA397BXgP6tVQy31mghWPcfoN5+/EH8OFJoxjYrzePPrtmp8+08nmV/3c489j9W4KHMfsM4jNvegX77tF/u2uu/MNcnnlhPb1i+7KUKoDlPjxpFAP69mbths30ju3Pq/bGuXQfpUp6eTql/bf++dntriulM6BPL555Yf126ZV3FQE49oAhDOzXm2deWM+Avr1bgofSuIT7l9SOvUuV1lr32tr6HZXHat1n6V53yx/W4udfZFnZ70A1S1e91PLf7KzxI1o9t6M6c6XoXWkV6lLQ+NjS1Xz33OM4YeRQ1m3cwo1znmLqjAXcOOeplhmUvnPuhJaxWHZJkqTtNV0AAUwF9gEuTCmdmVL6RErpFLLK/KHAFwum8x/AWOCrKaUpeTpnkgUD++T5dFbe3abIYmmlc3bv24vda1S2SlqrkBUtC8DufXu12jXjw5NGsXu/3gAdymtA394szSuxpbfMrxk9jPsWr2x5JgfvvXvLdbv1yX5F+pT9pvTr3YtHn13D3GVrGNy/L6/KKxf9ekeh7iWl51X+3+Hn92+bNnTSoftUvebhfEamyree1Spyg/v3Zey+WTewvQdtX+Gr9sa5ViW9fP9NeX/v0nWl88YOH7zd/rnL1jB78crtAp0f/WkxI4bsnpd/UMv+E0YOpW+v4NmyBbqqBQmtVVpbe4Neeay1YGRw/7686ej9W37+8I9bn8zgI/8zJ7+uT11Xpq6mM1eK3pVWoS5Nmbtu4xbmLFnJ9R88iVs/9lo+9+ZXcPHrx/K5N7+CWz/2Wq7/4Encv2SV07FKUg1NFUDkLQCnAouAb1Yc/hywDjg3IgbuJJ1BwLn5+ZdUHP4GsBh4Q3krRL3y7m5FuiuUznnjUS/n9Fbe/MLO3w4XKUspr9a6Twzu37elLB3J69D9Bm23Bdi4NRtXUHom5eMbxu2XVRwOf/meLfvG5OMzSmm+tDGr1I7Zd3DhLiAlpTxLbzoBVr64sdVrSisRl9SqyO3WJwu4tuZNPKXzar1xrlVJL+1fU3Fd6bz+eT6l/aXnMnRg1sIzcthAegU8ngd9T63c1jrx37OWsCnvUzZmn4FV84fWK62tvUGvdqy1YKT8vDlLVnHW1JksrWhNWbrqpZYpXAH+YSdBYz2ULza3dkPrb/7bupBZZ6bdiC6aMoZekXVlu/yWxxi+Z3/OmziSj04Zw3kTRzJ8z/4t3dmcjlWSqmuqAAKYnG9vTSltN5o0pbQGmAnsDpy4k3ROBAYAM/PrytPZCvyuIr965t2tinRXKD+nSHeF9nZpKD+/SPeJ8nPam1epUl3aAqxct2m79MsrqdXOHzKw73Zplq4v7d+ZapXZctUqcuXnlVpiSmpV5DZszgYxr1i3cbvzar1xrlVJL+0fXHFd6bz1eT6l/aXn0iuyJog9B/Thuved0NJl7Pl12wKkzVsT++VTafbr3btq/jurtLb2Br3asdaCkdKxo0dkAeOcJas46bLbOPny6Zw1dSYnXz6dky67rSV4OGfCiA6vAVFE+ZvzqdPnt3puWxcy68y0G9HE0cP40llHtgQRJ/7HNC7+2YNcfstjXPyzBznxP6a1BA/Nut6FJHW2ZgsgSis6za1xvNQ5fmwnpFOvvImI2dU+QO05BeukSHeF8nOKdFdob5eG8vOLdJ8oP6e9eZUq1aUtwLz8zXgp/fIKw4t560JpCzCgX5+WNNes38S859Zm+/sWK1O1yuy4vBtQQNWKXPk1d5W1vgzcrXfVitya9ZuYuywr19YExx08pOW8am+ca1XSy/eX+vmXriudN3fpmu32l57182uzMj/+7FpGvWwgL+XrGPTNxxmUAoc9B2SBV+k5VlbYdlZpbe0NeuWx1oKR8mP/dc7RfPL0cS1B0+IVLzJnyaqWMQ+D+/fhk6eP47/OOXqH8nSWyjfna9Zv2qH87X1z3plpN6J3HH8g173vhFbHQFz3vhNcy0GSami2TqylfiQv1Dhe2r9XJ6RTr7y7VXmF6pIzDq/a5aZ0zm8feiZbNYrab7k70qWh/PzfPvRMzfKU8rn5kW3z9Lc3r8efXbvdtlfAxrzLUumZDN+zf8uCbaWuRaXt4S/fg7vzCvzE0cP41owFbNySNUjdPX95VoFupRtT+fMqz/Otx47gWzOeaJkFqnyKSaDlmle8fA/+8sy27k7rNmzh8lse22Eqyiv/MG+7aVRfvue2BbNKb5zvWbiCqdPn8y+njatZSS/ff+rh++1wXenn0uxKU6fP58xjs3EEW1I2eHzths1c8N9zWLdxS8t5pfnyz716VkvXpo1btm6Xf9GVfavdT61jQM1gpPIZjN13MB88eRS3/vlZbprzFGvWb2Zw/z6cNX5Ep495qKb05vyTNz2809mD2vrmvDPTblROxypJ7ddsAUSPUGvFv7wVYnxn5t1aZavaOUCr3RU60qWhPJ8XN22tWZ5SPi/mb7A7mtfwPfuz9IX1LdvS+gXrNm7hit/PpV+fXi1TvW5O2Rvz0riIUS/Lph+dcNCQlkW1ekU2/uHxZ9e0eg+l+yg9rwTb/Xc4dL/B262SXKrIjRiyO+s2bmHvgf14vGysRL+8XOUVviG79+XOectbKuWQtWr86sGljBiyLdC4KK+8T52xgD898TxzlqzarpJeq/Jefh3A+18zkvsWreCZ/DmW0is5bPgg7lu0qqXLT2kWqdJiW68atfd26y/0692Ly295rM2V1spylQdUF00Zw7u+v+1YZTCys0Dl1MP365aAoZrOXMhsV10kzelYJantmi2AKL3l37PG8dL+VZ2QTr3y7natVbYgq1CVupdA1v9+zfpNNRdb6kiXhoumjOFdV88ipazyuXHzVi563ZiWvNas38SVf5jH9+/K5sEPOpbXuVfPYmm+jkJpW772QymfcqXgYcjufVvWNvjzMy+0zDR02VlHsf+QATt9ptWeV/k1Hz91LB/40eyW8pS6M5WCgfKxA5C1nPTv24tBu/Vh+dqNO1T4Rg4byBfOPKJlgbvKN8vHHDCEOUtWtlTujz1wCDPnL+emOU/XrLxXvqke2K83xxyQzalfKncpPYB7F62i0rEHDmH6Y8/x+f/7y3aBDsCd85dzZ1kXraKV1p29Qe/bpxcb85Ww+/QKbprzNDPnL2/Kt+ud+ebct/KSpCIipbTzsxpERJwPfA/4bkrpg1WO/45spqTXpZSmtZLO64Dfkw2IfkOV498BPgCcn1K6up557+T+Zo8fP3787NmtTx9ZD5UrUVfrrlCahbO0EnVrXRrqvRL1qJdlMx0t+Gu2EjXQsnhbd61EXamyclvkmVY+r8prxg0fzOzFq1rNN4DzXzOSh556gVl5K1G5g/benQsmjeIdxx/Ysm/m/OUtb5YrDe7fp+pKyq1V3ltLr5Y+vaLlv2W5Q4YN5N/PPIKXDd6tw5XW1sp1WL7mxGPP7jgFcE99uy5JUi0TJkxgzpw5c2r1jGlNswUQo4D5ZFOpjiqfDSkiBpOtCh3APimlda2kMwh4DtgKDC+fiSkiepEtLHdwnscT9cx7J/fXZQEEtF7ZKlWogJ2eU49K18z5y/nCr//Co1Uqd5BNp/pvb3pF3fJqa+UX4KChu3P8yKEc/vI9alZuizzTyntoS3kq02jrm+Ja57f3jXPldfvvNYCnV73EouXrWLZ6PVsTPP7smpbBx+UOGro7F0zePtCpl9bux7frkiTtQgEEbPem/8KU0tfL9n8V+BjwnZTSh8r2jwNIKT1WkU6pleGrKaWLy/ZfCFwJ/C6ldFpH8m7HvXVpAFFSpELVVZWuucvW8PP7n24ZtDxu+GDeeuyITstr5vzlLHp+HcteWE+/vr3YuGkr++7Rn9136w0Eu/ft3a77bc/zqlUZ7wkVXSvtkiQ1ll0tgBgF3E22IvQvgUeBE8jWaZgLvCql9HzZ+QkgpRQV6eydpzMWuA24BzgMeAtZ68SrUkoLOpJ3O+6tWwIISZIk7Vo6EkA02zoQ5JX644BryCrvFwOjyFoNTixagc/POwm4Chidp3MC8ENgQmXwUM+8JUmSpGbVbLMwAZBSehI4r+C50cqxFcBF+afueUuSJEk9TdO1QEiSJEnqPgYQkiRJkgozgJAkSZJUmAGEJEmSpMIMICRJkiQVZgAhSZIkqTADCEmSJEmFGUBIkiRJKixSSt1dBuUi4vkBAwYMPeyww7q7KJIkSerBHn30UV566aUVKaW923qtAUQDiYiFwB7Aom4uSiMZl28f69ZSNA+fV9v4vNrG59U2Pq+28XkV57NqG59XdQcDq1NKI9t6oQGEGlpEzAZIKU3o7rI0A59X2/i82sbn1TY+r7bxeRXns2obn1f9OQZCkiRJUmEGEJIkSZIKM4CQJEmSVJgBhCRJkqTCDCAkSZIkFeYsTJIkSZIKswVCkiRJUmEGEJIkSZIKM4CQJEmSVJgBhCRJkqTCDCAkSZIkFWYAIUmSJKkwAwhJkiRJhRlAqKFExKsi4rcRsSIiXoqIhyLiHyOidxvTeV9EfCciZkXEixGRIuILnVXuzhQRIyLiBxHxTERsiIhFEXFFRAxpYzpD8+sW5ek8k6c7orPK3tXq8awi4vUR8ZWImBYRz+ffnbs6s9zdpaPPKyIGRsTfRcT/RMRjEbEuItZExH0RcXFE9Ovse+hKdfp+/XP+N25RRKyNiNUR8XBEfLUn/S5C/f52VaT52ojY0sx/02up0/drRv5san36d+Y9dKV6fr8iYnz+d+ypPK1lEXF7RPx9Z5S9J3AhOTWMiHgLcCOwHrgeWAG8GTgUuCGldE4b0loF7AmszNMZBXwxpfSZOhe7U0XEKOBuYB/gl8BjwCuBycDjwMSU0vMF0tk7T2cscBtwLzAOeAvwHHBSSumJzriHrlLHZ/ULsueyHpgPHAHMTCm9unNK3j3q8bwi4jTgZrLfselkz2sIcAawX57+lJTS+k66jS5Tx+/XfGAt8CCwDOgLHAucDKwGJqWU7u+Me+hK9XpeFWkOBh4ChgGDaMK/6bXU8fs1g+y7dGmNU76QUtpcjzJ3p3p+vyLiH4AryeoLvwGeBoaS/e1/KqX0zrrfQE+QUvLjp9s/wB5kFdkNwHFl+/uT/ZFIwDvbkN5pwEH5v9+TX/+F7r7PdjyX3+Vl/2jF/q/m+79dMJ3v5Od/pWL/hfn+W7r7XhvoWZ0EHA70Bg7Or72ru++vEZ8XcAzwd0C/iv2Dgdl5Ohd39702yvPKz+9fY//783R+29332kjPq+LaH5AFq59q1r/pnf28gBlZ1a7776lJntepwNY8vcFVjvft7ntt1E+3F8CPn5QSwHvzX/prqxw7JT92ezvTbsoAgqzVJAELgV4VxwaTvcVcBwzcSTqDgBfz8wdXHOsFLMrzOaS777m7n1WVdHtkANFZz6sinb/N8/i/7r7fJnlee+Z5zOvu+23E50XWKpiAdzXr3/SueF67QgBR5+f1YH7u3t19X832cQyEGsUp+faWKsfuIKsAvyoiduu6InW7yfn21pTS1vIDKaU1wExgd+DEnaRzIjCArBvOmop0Sm9eyvNrRvV6VruKrnhem/Jt03eXoGue15vz7UMdSKNR1PV5RcQ+wPeAX6SUflzPgjaIun+/IuIdEfGJiPiniDi9h/2/sy7PKyKOAI4CbgVWRMTkiPh4Pn5rSkRYR26FD0eN4tB8O7fyQMr6ay4E+gCHdGWhulnNZ5Kbl2/HdlE6jWxXuMd66orn9d58W+2lQLOp+/OKiPMj4pKI+HJE/A64FlgMfKL9xWwY9X5e3yOrr3yoI4VqYJ3x+/hT4EvAV4DfAksi4m3tK17DqdfzOj7fPkfWcnMb8F/Al4E/AA9ExOj2F7NnM4BQo9gz375Q43hp/16dX5SGUa9nsis8213hHuupU59XPijxNOABsn7rza4zntf5wOeAi8n6Yc8GXpdSmtfqVc2hbs8rIt5LNij/gpTSso4XrSHV8/v1S7LWrBFkLc/jyAKJvYDr84kPml29ntc++fZ9ZN1V/yZPeyzwY+BI4Dc9bTa5ejGAUN3kU6i1Nn1c5acnNkVLu7SIOAu4AngWODultKn1K3ZNKaUTU0pBNqPQqfnu2RHxhm4sVkOJiIPJvkv/m1L6WfeWpjmklL6WUvp1SunplNL6lNLjKaVPkQWqvciCCWVKdeDeZJO0/DaltDoP4v8euI8smDi7uwrYyPp0dwHUoywgm/qyqGfK/l16Y7BntRPL9q9qY5maWb2eya7wbHeFe6ynTnleEXEmWdeJ54DJqcmnBi7Tad+vlE01+fuIuJdsKsrrIuKglNJLbS5l46jX8/oB8BJwQR3K1Mi64u/X94GvAcdExODK8XBNpl7Pq3T82ZTSH8sPpJRSRPwSOI5setiftL2YPZsBhOompTSlA5c/TvaLOpasKb9FRPQBRpINxuwpFZIiHs+3tfpxjsm3tfqB1judRrYr3GM91f15RcQ5wP+QtTyc0kO64pR0+vcrpbQqIv4InEk2jfB97U2rAdTreY0nqwz+NSKqHf90RHwa+GVK6cy2FrKBdMX3a31ErCFbp2Ug0MwBRL3/37iqxvGV+XZAsWLtWgwg1ChuI5tP/jR2jPRfSzajwh0ppQ1dXbBuND3fnhoRvcpnm8gXVJpINjvVn3aSzp/I3uJNrHzzlM8yUeo+Mb3axU2iXs9qV1HX5xURf0c2CPhpelbLQ0lXfb/2z7fNPnNVvZ7Xj8j+9lcaQ/b/hQfIXjjd39ECd7NO/35FxKFkwcMaYHkHytoI6vn/xnXAwRExMKW0ruL4Efl2YR3K3OM4BkKN4gayP2rvjIjjSjsjoj/whfzHb5VfEBG7R8S4iDiw64rZdVJKC8imlzsY+EjF4UvJ3iJdV/5HL38e4yrSWQtcl59/SUU6/5Cn/7tmrvTV61ntKur5vCLi3WQVvSXAa5v5e1RLvZ5XRBwYEftWyyMiPkg2K8yTwMP1K33Xq+PfrgtTSudXfoAf5qf8Jt/3zU67mS5Qx+/XyIgYWpl+RLyMbc/sp6nJV6Ku4/frReBqsgVrvxBlzVwRcSTZeiObyeonqhApW0hD6nZ5/+kbyMZR/JRsxdEzyKZsuwF4eyr7wkbEJLI3EbenlCZVpHU+8Or8x9FkbyQeYtubqsdSSpd1zp3UT0SMIluJex+y2TUeBU4gmwd7LvCqvA916fwEkA/OLE9n7zydsWStPfcAh5EtzvRcns6Czr6fzlTHZ/VqshlyIFuE72yyZ3Rz6ZyU0ns66z66Sj2eV0RMJpvusBdZf/Unq2S1KqV0RefcRdep0/M6E/hf4I/AfGAZsDfZfPVHki2A9aaU0u2df0edq16/jzXSfg9ZhfiLKaXP1L3w3aBO36/3AN8G7iLr7rsCOBB4I1lXsPuA16eUVnX6DXWyOv693wO4HTgGmEW2hsS+wFlkXZf+MaV0ZSffTnOqx2p0fvzU60NW0f8tWd/Dl8jexH0M6F3l3Elkq1HOqHLsmvxYrc8O1zTqBziA7H+WS4GNZHPFXwEMqXJuosYqpMBQ4Mr8+o15ej8ARnT3PTbSs2LbKrc1P919n43yvIo8K2BRd99nAz2vA8nmmJ9FFjxsIutS8mC+/4DuvsdGel6tpFv63vWIlajr+P06kuz/fQ8Dz+ffrxXAncBHgX7dfY+N9LzKjg0CvkgWeGwgGxNxK3Bqd99jI39sgZAkSZJUmGMgJEmSJBVmACFJkiSpMAMISZIkSYUZQEiSJEkqzABCkiRJUmEGEJIkSZIKM4CQJEmSVJgBhCRJkqTCDCAkSZIkFWYAIUmSJKkwAwhJkiRJhRlASJLU4CIiRcSM7i6HJIEBhCT1CHkFs/yzJSKWR8RtEfG3Vc7vHRHvj4jbI2JFRGyKiOci4qGI+H5EnFFx/qRaldiI2CsiPh8RD0TE2ojYEBFPR8SfIuIrEXFswXs4uMp9bI6IZRHxm4g4vd0PqBNExCV5GSd1d1kkqSv16e4CSJLq6tJ82xcYB7wFmBwRx6WU/gmy4AH4NXAasAr4DfAU0A84HPjb/Npf7SyziHg5MBM4GHgC+G9gOTAEmAD8I/AScH8b7uEF4Ir83/2Bo4E3Am+MiItSSle1IS1JUp0ZQEhSD5JSuqT854iYAvwe+MeIuCqltAj4f2TBw4PAySmlFyqu2R04oWCWnycLHn4AnJ9SShVpDQeGt/E2VlW5j/PyPP4jIr6fUnqxjWlKkurELkyS1IOllKYBjwEBHJ/vflW+vaYyeMiveTGlNL1gFqW0vl4ZPORpLU0pzWljsau5BlgHDCRrJSEi3hMRN0bEExHxUkSsjoiZEfGuaglExIy8y1G/iPhsRDyed7e6puycERHxjTzNDRHxfET8KiKOr0hrEfC5/Mfp5d2uKs4bHhHfjIhFEbExIv4aETdFxIQ6PBMi4p8jYmt+30PrkaYk7YwtEJLU80W+LVVun8+3Y+uQdnlaD9QhvdZU3se3gD8DdwBLgb3JujpdFxGHppT+rUY6N5IFUzcDvwCeA4iI8cCtwFDgd8BNwDDgTOCuiHhrSum3eRpX5PtPBq4FFu1Q2IiRwF3Ay4HbgJ8ABwDnAH8TEWenlH7dpiewLe1eeRk+mpfz71JK69uTliS1lQGEJPVgEfE64FCySve9+e6bgH8FPhQRg4GfA7NTSovbkcX1wKuB70fEcWQV8PtTSs+3flmbnQfsTtYK8ed83xEppQXlJ0VEP7LA4BMR8e2U0tNV0joov3Z52XV9gJ8Bg4DJKaXby469nOzZXR0RB6eUNqSUroiIvcgCiGtSSjOq5PNtsuDhMymlL5alN5Us6Lk2Ig5KKa1ty4OIiP5kY03OAr4BXJRS2tqWNCSpI+zCJEk9SD4z0CUR8cWIuAG4hezN/RWlACGldD/wLmBZvr0RWJR31/l5RLy5DVl+E/gS2aDtfyYbb7E8IhZGxPci4uh23MZeZfdxWUT8Frg6P/aplNJL+X0sqLwwpbQxL1MfYEqN9P+tPHjI/Q0wiqwr1u3lB1JKzwCXA/u1kuZ2ImIEcCqwJL+2PL27yVojhpIFAYXl3ZT+ALwV+NeU0kcNHiR1NVsgJKlnKfXLT2QzLN0JXJ1S+nH5SSmln0XEz4HJZC0Ix+bbM4EzI+JHwHuqjWuoSCcBn4qIy4E3ACcC48kGYZ8PnBcRH04pfa8N97Bn2X1sAVaQtSp8o6wLERFxIFlLyhTgQGBARTr710j/nir7Tsq3B0XEJVWOj8m3hwG/rXK8Umnq2jtTSpuqHL+NLHg7FvhRgfQA9iWb8eoQ4F0ppf8peJ0k1ZUBhCT1ICml2PlZLeduIutydCu0TO96NtlsR39P1rXpFwXTWkXWnen6PK2BwCeAzwBfj4hfpZSWFSza4pTSwa2dEBGHkAUCQ8iCpFvJpn/dQjYr1LuB3Wpc/myVfXvn23N2UrZBOzlesme+XVrjeGn/XgXTg6wFZA+yKXfvasN1klRXdmGSJAGQUtqSUvoZ8LV81ykdSGtdPoj5LrKK/MQ6FLHcP5FV+t+XUpqUUrowpfRv+fSvv9tJ2aq1qpRmo3pLSila+Vxa5dpqSuntV+P48IrziniQLDDaH7gjD6IkqcsZQEiSKq3Jt4VbM7oorXKj8+2NVY6d3I70/pRvX9OGa7bk295VjpUWznt1PkC70uR826YpbvOuaO8kG5x9R0TUYyYtSWoTAwhJ2sVExP+LiNfnU4FWHtsPeH/+4x0F0vrniDi8xrFXk1WUNwN/7ECRq1mUbydV5PkGsrEXbfVLYAHwkYh4Y7UTIuKkfJG9ktJMUwdWnptSeopsQPnBZKtxl6dzAtlq3yvJuom1SUrpBuBtZFPM3l7r+UtSZ3EMhCTtek4ALgKejYi7gIX5/pFksxENIKtQ31Agrb8DLo+Ix8je4i9l22Jvp5C1PFycz2RUT1PJpnb933y2qWeAI8hW2P4Z8I62JJZS2hQRZ5F1f/pNRNxNtq7Fi2RrNxxPNnh5eL4PYDqwFfhSRBxBFhCQUvpCfvxDZIOe/ysiTgXuY9s6EFuB81JKpRaaNkkp/Soi3kIWgMyIiNellB5sT1qS1FYGEJK06/kKMA94HXAU2exJ/cneqM8A/gf4n53NwJQ7jyzoOIWsNWA/sqDhabKpSr+VUqr7gN+U0kMRMRn4Qp5/H7IxAmeRzT7VpgCiLM2jycZXvIns3raSBUX3k80Mtbzs/Ecj4t3Ax4ELyJ4heZlIKT2Rr43xGbIF7iYBq8mm1v1iSqm0Lke7pJR+l7eW/B/Zathv6GiaklREFPv/gyRJkiQ5BkKSJElSGxhASJIkSSrMAEKSJElSYQYQkiRJkgozgJAkSZJUmAGEJEmSpMIMICRJkiQVZgAhSZIkqTADCEmSJEmFGUBIkiRJKswAQpIkSVJhBhCSJEmSCjOAkCRJklSYAYQkSZKkwgwgJEmSJBVmACFJkiSpMAMISZIkSYX9f0pfG2z6E2IGAAAAAElFTkSuQmCC", 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" ] }, "metadata": { "image/png": { "height": 261, "width": 392 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "PSIS_m5_3 = az.loo(trace_5_3, pointwise=True, scale=\"deviance\")\n", "WAIC_m5_3 = az.waic(trace_5_3, pointwise=True, scale=\"deviance\")\n", "\n", "penalty = (\n", " trace_5_3.sample_stats.log_likelihood.stack(sample=(\"chain\", \"draw\"))\n", " .var(dim=\"sample\")\n", " .values\n", ")\n", "plt.plot(PSIS_m5_3.pareto_k.values, penalty, \"o\", mfc=\"none\")\n", "plt.gca().set(xlabel=\"PSIS Pareto k\", ylabel=\"WAIC penalty\");\n" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 221, "width": 490 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# reproduce figure 7.11\n", "\n", "v = tf.cast(tf.linspace(-4, 4, 100), dtype=tf.float32)\n", "\n", "g = tfd.Normal(loc=0.0, scale=1.0)\n", "t = tfd.StudentT(df=2, loc=0.0, scale=1.0)\n", "\n", "fig, (ax, lax) = plt.subplots(1, 2, figsize=[8, 3.5])\n", "\n", "ax.plot(v, g.prob(v), color=\"b\")\n", "ax.plot(v, t.prob(v), color=\"k\")\n", "\n", "lax.plot(v, -g.log_prob(v), color=\"b\")\n", "lax.plot(v, -t.log_prob(v), color=\"k\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Code 7.35" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:@custom_gradient grad_fn has 'variables' in signature, but no ResourceVariables were used on the forward pass.\n", "WARNING:tensorflow:@custom_gradient grad_fn has 'variables' in signature, but no ResourceVariables were used on the forward pass.\n", "WARNING:tensorflow:@custom_gradient grad_fn has 'variables' in signature, but no ResourceVariables were used on the forward pass.\n", "WARNING:tensorflow:@custom_gradient grad_fn has 'variables' in signature, but no ResourceVariables were used on the forward pass.\n", "WARNING:tensorflow:@custom_gradient grad_fn has 'variables' in signature, but no ResourceVariables were used on the forward pass.\n" ] } ], "source": [ "def model_5_3t(A, M):\n", " def _generator():\n", " alpha = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.2, name=\"alpha\"), sample_shape=1)\n", " )\n", " betaA = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.5, name=\"betaA\"), sample_shape=1)\n", " )\n", " betaM = yield Root(\n", " tfd.Sample(tfd.Normal(loc=0.0, scale=0.5, name=\"betaM\"), sample_shape=1)\n", " )\n", " sigma = yield Root(\n", " tfd.Sample(tfd.Exponential(rate=1.0, name=\"sigma\"), sample_shape=1)\n", " )\n", "\n", " mu = (\n", " alpha[..., tf.newaxis]\n", " + betaA[..., tf.newaxis] * A\n", " + betaM[..., tf.newaxis] * M\n", " )\n", " scale = sigma[..., tf.newaxis]\n", "\n", " D = yield tfd.Independent(\n", " tfd.StudentT(df=2.0, loc=mu, scale=scale), reinterpreted_batch_ndims=1\n", " )\n", "\n", " return tfd.JointDistributionCoroutine(_generator, validate_args=False)\n", "\n", "\n", "jdc_5_3t = model_5_3t(tdf.A, tdf.M)\n", "\n", "\n", "def compute_posterior_5_3t():\n", " init_state = [\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " tf.zeros([NUMBER_OF_CHAINS]),\n", " tf.ones([NUMBER_OF_CHAINS]),\n", " ]\n", "\n", " bijectors = [\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " tfb.Identity(),\n", " tfb.Exp(),\n", " ]\n", "\n", " observed_data = (tdf.D,)\n", "\n", " # here I am increasing the sampling size\n", " # to see if that helps\n", " posterior, trace = sample_posterior(\n", " jdc_5_3t,\n", " observed_data=observed_data,\n", " params=[\"alpha\", \"betaA\", \"betaM\", \"sigma\"],\n", " num_samples=1000,\n", " burnin=500,\n", " init_state=init_state,\n", " bijectors=bijectors,\n", " )\n", "\n", " return posterior, trace\n", "\n", "\n", "posterior_5_3t, trace_5_3t = compute_posterior_5_3t()\n", "\n", "\n", "def compute_log_likelihood_m5_3t(jdc, posterior, trace):\n", " sample_alpha = posterior[\"alpha\"]\n", " sample_betaA = posterior[\"betaA\"]\n", " sample_betaM = posterior[\"betaM\"]\n", " sample_sigma = posterior[\"sigma\"]\n", "\n", " ds, samples = jdc.sample_distributions(\n", " value=[sample_alpha, sample_betaA, sample_betaM, sample_sigma, None]\n", " )\n", "\n", " log_likelihood_total = ds[-1].distribution.log_prob(tdf.D).numpy()\n", "\n", " # we are inserting the log likelihood in the trace\n", " # as well though not required for this exercise\n", " sample_stats = trace.sample_stats\n", " coords = [sample_stats.coords[\"chain\"], sample_stats.coords[\"draw\"], np.arange(50)]\n", " sample_stats[\"log_likelihood\"] = xr.DataArray(\n", " log_likelihood_total,\n", " coords=coords,\n", " dims=[\"chain\", \"draw\", \"log_likelihood_dim_0\"],\n", " )\n", "\n", " return log_likelihood_total\n" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "ll = compute_log_likelihood_m5_3t(jdc_5_3t, posterior_5_3t, trace_5_3t)\n" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Computed from 2000 by 50 log-likelihood matrix\n", "\n", " Estimate SE\n", "deviance_loo 127.59 12.77\n", "p_loo 4.80 -\n", "------\n", "\n", "Pareto k diagnostic values:\n", " Count Pct.\n", "(-Inf, 0.5] (good) 49 98.0%\n", " (0.5, 0.7] (ok) 1 2.0%\n", " (0.7, 1] (bad) 0 0.0%\n", " (1, Inf) (very bad) 0 0.0%" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.loo(trace_5_3, pointwise=True, scale=\"deviance\")\n" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rankloop_lood_looweightsedsewarningloo_scale
m5.30127.5869294.8000500.0000000.78999312.7704360.000000Falsedeviance
m5.3t1131.7550015.3931624.1680720.21000711.4024515.788939Falsedeviance
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" ], "text/plain": [ " rank loo p_loo d_loo weight se dse \\\n", "m5.3 0 127.586929 4.800050 0.000000 0.789993 12.770436 0.000000 \n", "m5.3t 1 131.755001 5.393162 4.168072 0.210007 11.402451 5.788939 \n", "\n", " warning loo_scale \n", "m5.3 False deviance \n", "m5.3t False deviance " ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.compare({\"m5.3\": trace_5_3, \"m5.3t\": trace_5_3t}, scale=\"deviance\")\n" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_5.5%hdi_94.5%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha-0.0080.100-0.1520.1570.0050.004378.0625.01.00
betaA-0.6060.157-0.842-0.3450.0060.004769.0285.01.00
betaM-0.0670.154-0.3290.1570.0060.007608.0247.01.01
sigma0.8200.0830.6890.9350.0030.002892.0910.01.00
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" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", "alpha -0.008 0.100 -0.152 0.157 0.005 0.004 378.0 \n", "betaA -0.606 0.157 -0.842 -0.345 0.006 0.004 769.0 \n", "betaM -0.067 0.154 -0.329 0.157 0.006 0.007 608.0 \n", "sigma 0.820 0.083 0.689 0.935 0.003 0.002 892.0 \n", "\n", " ess_tail r_hat \n", "alpha 625.0 1.00 \n", "betaA 285.0 1.00 \n", "betaM 247.0 1.01 \n", "sigma 910.0 1.00 " ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace_5_3, hdi_prob=0.89)\n" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_5.5%hdi_94.5%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha0.0140.091-0.1290.1580.0060.004210.0313.01.00
betaA-0.6920.140-0.907-0.4670.0050.004758.0412.01.00
betaM0.0500.183-0.2460.3130.0040.0071392.0208.01.01
sigma0.5770.0880.4480.7190.0020.0011767.0488.01.00
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" ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", "alpha 0.014 0.091 -0.129 0.158 0.006 0.004 210.0 \n", "betaA -0.692 0.140 -0.907 -0.467 0.005 0.004 758.0 \n", "betaM 0.050 0.183 -0.246 0.313 0.004 0.007 1392.0 \n", "sigma 0.577 0.088 0.448 0.719 0.002 0.001 1767.0 \n", "\n", " ess_tail r_hat \n", "alpha 313.0 1.00 \n", "betaA 412.0 1.00 \n", "betaM 208.0 1.01 \n", "sigma 488.0 1.00 " ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace_5_3t, hdi_prob=0.89)\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.7.12" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }