{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 20. Implementation of hierarchical models\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "nbsphinx": "hidden", "tags": [] }, "outputs": [], "source": [ "# Colab setup ------------------\n", "import os, shutil, sys, subprocess, urllib.request\n", "if \"google.colab\" in sys.modules:\n", " cmd = \"pip install --upgrade iqplot colorcet datashader bebi103 arviz cmdstanpy watermark\"\n", " process = subprocess.Popen(cmd.split(), stdout=subprocess.PIPE, stderr=subprocess.PIPE)\n", " stdout, stderr = process.communicate()\n", " from cmdstanpy.install_cmdstan import latest_version\n", " cmdstan_version = latest_version()\n", " cmdstan_url = f\"https://github.com/stan-dev/cmdstan/releases/download/v{cmdstan_version}/\"\n", " fname = f\"colab-cmdstan-{cmdstan_version}.tgz\"\n", " urllib.request.urlretrieve(cmdstan_url + fname, fname)\n", " shutil.unpack_archive(fname)\n", " os.environ[\"CMDSTAN\"] = f\"./cmdstan-{cmdstan_version}\"\n", " data_path = \"https://s3.amazonaws.com/bebi103.caltech.edu/data/\"\n", "else:\n", " data_path = \"../data/\"\n", "# ------------------------------" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
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\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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In this lesson, we will dig a bit deeper and address some of the challenges in sampling out of hierarchical models." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hierarchical model structure\n", "\n", "To think about the structure of hierarchical models, we will consider the following experimental design. We are measuring fluorescent intensity of a reporter of gene expression in *E. coli* cells. One Monday, we prepare four batches of *E. coli* and grow them up on plates. From each plate, we select colonies. We then mount a slide with a selection from a given colony and use fluorescence microscopy to determine the fluorescence level of individual cells. We do a similar experiment on Wednesday, and then another on Thursday. We model the measured fluorescence values as Normally distributed.\n", "\n", "There is a hierarchical structure here, depicted below.\n", "\n", "
\n", "\n", "![hierarchical model](hierarchical_model.png)\n", "\n", "
\n", "\n", "- Level 0: This level has the hyperparameters $\\theta$ and $\\sigma$, the location and scale parameters of fluorescence intensity typical of an *E. coli* cell expressing the fluorescent gene of interest. These are the parameters we ultimately wish to get estimates for.\n", "- Level 1 corresponds to the day the experiment was performed. There will be variability from day to day, and the location and scale parameters for a given day are conditioned on the hyperparameters, but can vary from the parameters of other days.\n", "- Level 2 corresponds to which batch of cells were used on a given day.\n", "- Level 3 corresponds to the colony of cells chosen from the batch.\n", "\n", "The colony-level information then informs the data. In the above diagram, I have indicated how many individual cells are measured in each microscope experiment.\n", "\n", "The structure here shows the conditioning. The measured data are parametrized by the colony-level information, which is itself parametrized by the batch-level information, which is itself parametrized by the day-level information, which is finally parametrized by the hyperparameters at the root of the hierarchy.\n", "\n", "To keep track of all the hyperparameters, it is easiest to define arrays for the hyperparameters at each level. In this example, we have\n", "\n", "\\begin{align}\n", "&\\text{Level 0 parameter: }\\phantom{\\text{s}} \\theta \\\\[1em]\n", "&\\text{Level 1 parameters: } \\theta_1 \\equiv (\\theta_1^1, \\theta_1^2, \\theta_1^3) \\\\[1em]\n", "&\\text{Level 2 parameters: } \\theta_2 \\equiv (\\theta_2^1, \\theta_2^2, \\theta_2^3, \\ldots \\theta_2^8) \\\\[1em]\n", "&\\text{Level 3 parameters: } \\theta_3 \\equiv (\\theta_3^1, \\theta_3^2, \\theta_3^3, \\ldots \\theta_3^{17}).\n", "\\end{align}\n", "\n", "To complete the formalization of the specification, we need arrays that tell us which upon which hyperparameter each parameter is conditioned. Level 1 is special because it is conditioned only by $\\theta$. The respective elements in the level 2 parameters are conditioned by the following level 1 conditioners.\n", "\n", "\\begin{align}\n", "&\\text{level 1 hyperparameter conditioners: } (\\theta_1^1, \\theta_1^1, \\theta_1^1, \\theta_1^1, \\theta_1^2, \\theta_1^2, \\theta_1^2, \\theta_1^3).\n", "\\end{align}\n", "\n", "To avoid all of the subscripting and superscripting, we can write this as\n", "\n", "\\begin{align}\n", "\\text{index 1: } (1, 1, 1, 1, 2, 2, 2, 3),\n", "\\end{align}\n", "\n", "with level 3's conditioners in level 2 being\n", "\n", "\\begin{align}\n", "\\text{index 2: } (1, 1, 1, 2, 2, 3, 4, 4, 4, 5, 5, 6, 7, 8, 8, 8, 8),\n", "\\end{align}\n", "\n", "and finally the data conditioned by level 3's parameters,\n", "\n", "\\begin{align}\n", "\\text{index 3: } (&1, 1, 1, 1, 1, 2, 2, 3, 4, 4, 5, 5, 6, 6, 7, 7, 7,\\\\\n", "&8, 8, 8, 8, 9, 9, 10, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12,\\\\\n", "&13, 13, 13, 13, 13, 13, 14, 15, 15, 15, 16, 16, 17).\n", "\\end{align}\n", "\n", "\n", "We define that there are $J_1$ parameters in level 1, $J_2$ in level 2, and generically $J_k$ in level $k$. In this case,\n", "\n", "\\begin{align}\n", "&J_1 = 3,\\\\[1em]\n", "&J_2 = 8,\\\\[1em]\n", "&J_3 = 17.\\\\[1em]\n", "\\end{align}\n", "\n", "To have a concrete model in mind, we will assume that all colonies have the same scale parameter, but differing location parameters. We assume further that all hyperparameters are conditioned on those at a level above via a Normal relationship, and we assume the same variance $\\tau$ for relationships all the way down the hierarchy. That is $\\tau$ applies for conditioning level 3 on level 2, level 2 on level 1, and level 1 on level 0. We consider a hyperprior for $\\theta$ to be a Normal distribution centered on 10 arbitrary fluorescence units with a standard deviation of 3, and $\\sigma$ to have a Half-Normal prior. Our statistical model is then defined as follows, with a weakly informative hyperprior on $\\tau$.\n", "\n", "\\begin{align}\n", "&\\theta \\sim \\text{Norm}(10, 3) \\\\[1em]\n", "&\\tau \\sim \\text{HalfNorm}(5) \\\\[1em]\n", "&\\theta_1 \\sim \\text{Norm}(\\theta, \\tau) \\\\[1em]\n", "&\\theta_2 \\sim \\text{Norm}(\\theta_1, \\tau) \\\\[1em]\n", "&\\theta_3 \\sim \\text{Norm}(\\theta_2, \\tau) \\\\[1em]\n", "&\\sigma \\sim \\text{HalfNorm}(5) \\\\[1em]\n", "&y \\sim \\text{Norm}(\\theta_3, \\sigma).\n", "\\end{align}\n", "\n", "Here, we have defined the measurements as $y$, and we have implied that the appropriate conditioning on which specific hyperparameters (as given by index 1, index 2, and index 3 defined above) is considered.\n", "\n", "This method of organization is useful to keep conditioning straight in hierarchical models. As we will see momentarily, it is also convenient for implementing a hierarchical model in Stan." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Coding up the hierarchical model in Stan\n", "\n", "Provided we can define arrays for index 1, index 2, and index 3, coding the model up in Stan is surprisingly straightforward. To start, we will use a centered parametrization for clarity. (We will see the problems this causes with sampling momentarily.) Here is a Stan code for the hierarchical model.\n", "\n", "```stan\n", "data {\n", " // Total number of data points\n", " int N;\n", " \n", " // Number of entries in each level of the hierarchy\n", " int J_1;\n", " int J_2;\n", " int J_3;\n", " \n", " //Index arrays to keep track of hierarchical structure\n", " array[J_2] int index_1;\n", " array[J_3] int index_2;\n", " array[N] int index_3;\n", " \n", " // The measurements\n", " array[N] real y;\n", "}\n", "\n", "\n", "parameters {\n", " // Hyperparameters level 0\n", " real theta;\n", "\n", " // How hyperparameters vary\n", " real tau;\n", "\n", " // Hyperparameters level 1\n", " vector[J_1] theta_1;\n", "\n", " // Hyperparameters level 2\n", " vector[J_2] theta_2;\n", "\n", " // Parameters\n", " vector[J_3] theta_3;\n", " real sigma;\n", "}\n", "\n", "\n", "model {\n", " theta ~ normal(10, 3);\n", " sigma ~ normal(0, 5);\n", " tau ~ normal(0, 5);\n", "\n", " theta_1 ~ normal(theta, tau);\n", " theta_2 ~ normal(theta_1[index_1], tau); \n", " theta_3 ~ normal(theta_2[index_2], tau);\n", "\n", " y ~ normal(theta_3[index_3], sigma);\n", "}\n", "```\n", "\n", "Be sure to carefully read the Stan code. Importantly, note that `theta_1`,`theta_2`, and `theta_3` are vector valued. Note also that we use indexing to specify which parameters correspond to which day, batch, and colony. In studying the code and the model above, you should be able to see how the hierarchical model is built in Stan." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A quick aside: generating a data set\n", "\n", "I will now generate a tidy data frame containing a data set to analyze with this hierarchical model. These are fabricated data, hence the weird loading with a string (for compactness so we don't have a big code cell)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " day batch colony y\n", "0 monday 1 1 11.40\n", "1 monday 1 1 10.54\n", "2 monday 1 1 12.17\n", "3 monday 1 1 12.41\n", "4 monday 1 1 9.97" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_str = \"\".join(\n", " [\n", " \"day,batch,colony,y\\nm,1,1,11.40\\nm,1,1,10.54\\n\",\n", " \"m,1,1,12.17\\nm,1,1,12.41\\nm,1,1,9.97\\nm,1,2,10.76\\n\",\n", " \"m,1,2,9.16\\nm,1,3,9.50\\nm,2,1,9.34\\nm,2,1,10.14\\n\",\n", " \"m,2,2,10.72\\nm,2,2,10.63\\nm,3,1,11.37\\nm,3,1,10.51\\n\",\n", " \"m,4,1,11.06\\nm,4,1,10.68\\nm,4,1,12.58\\nm,4,2,11.21\\n\",\n", " \"m,4,2,11.07\\nm,4,2,10.74\\nm,4,2,11.68\\nm,4,3,10.65\\n\",\n", " \"m,4,3,9.06\\nw,1,1,10.40\\nw,1,2,10.75\\nw,1,2,11.42\\n\",\n", " \"w,1,2,10.42\\nw,1,2,9.18\\nw,1,2,10.69\\nw,1,2,9.37\\n\",\n", " \"w,1,2,11.32\\nw,2,1,9.90\\nw,2,1,10.53\\nw,2,1,10.76\\n\",\n", " \"w,3,1,11.08\\nw,3,1,9.27\\nw,3,1,12.01\\nw,3,1,12.20\\n\",\n", " \"w,3,1,11.23\\nw,3,1,10.96\\nr,1,1,9.73\\nr,1,2,11.25\\n\",\n", " \"r,1,2,9.99\\nr,1,2,10.12\\nr,1,3,9.65\\nr,1,3,10.18\\nr,1,4,12.70\\n\",\n", " ]\n", ")\n", "\n", "data_str = (\n", " data_str.replace(\"m\", \"monday\").replace(\"w\", \"wednesday\").replace(\"r\", \"thursday\")\n", ")\n", "df = pd.read_csv(io.StringIO(data_str))\n", "\n", "# Take a look\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data are tidy with each row corresponding to a measurement with the appropriate metadata present to determine which day, batch, and colony the measurement was from. Let's take a quick graphical look at the data set. We will color each data point by the colony number and group by day and batch." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"c592e2e8-ca78-457b-a4f6-19cb043cedbf\",\"roots\":{\"p1003\":\"ddb92bc6-58a5-44cb-9476-03424117f1bc\"},\"root_ids\":[\"p1003\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1003" } }, "output_type": "display_data" } ], "source": [ "bokeh.io.show(\n", " iqplot.strip(\n", " df,\n", " q=\"y\",\n", " cats=[\"day\", \"batch\"],\n", " color_column=\"colony\",\n", " marker_kwargs=dict(alpha=0.6),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generating input data for Stan\n", "\n", "We should now convert the data frame into a data dictionary that Stan likes, adhering to our more general hierarchical model specification above, i.e., replacing `'day'` with `'index_1'`, `'batch'` with `'index_2'` and `'colony'` with `'index_3'`. Importantly, we should update the original data frame to include these indices (which will be included in Stan's output) that match the respective categorical parameters in the original data set. The function `bebi103.stan.df_to_datadict_hier()` does this. You need to specify the tidy data frame you want to convey, the columns of the data frame corresponding to the levels of the hierarchy *in order of the hierarchy*, and the column(s) that have the measured data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'N': 47,\n", " 'J_1': 3,\n", " 'J_2': 8,\n", " 'J_3': 17,\n", " 'index_1': array([1, 1, 1, 1, 2, 3, 3, 3]),\n", " 'index_2': array([1, 1, 1, 2, 2, 3, 4, 4, 4, 5, 5, 5, 5, 6, 6, 7, 8]),\n", " 'index_3': array([ 1, 1, 1, 1, 1, 2, 2, 3, 4, 4, 5, 5, 6, 6, 7, 7, 7,\n", " 8, 8, 8, 8, 9, 9, 10, 11, 11, 11, 12, 12, 13, 14, 15, 15, 15,\n", " 15, 15, 15, 15, 16, 16, 16, 17, 17, 17, 17, 17, 17]),\n", " 'y': array([11.4 , 10.54, 12.17, 12.41, 9.97, 10.76, 9.16, 9.5 , 9.34,\n", " 10.14, 10.72, 10.63, 11.37, 10.51, 11.06, 10.68, 12.58, 11.21,\n", " 11.07, 10.74, 11.68, 10.65, 9.06, 9.73, 11.25, 9.99, 10.12,\n", " 9.65, 10.18, 12.7 , 10.4 , 10.75, 11.42, 10.42, 9.18, 10.69,\n", " 9.37, 11.32, 9.9 , 10.53, 10.76, 11.08, 9.27, 12.01, 12.2 ,\n", " 11.23, 10.96])}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data, df = bebi103.stan.df_to_datadict_hier(\n", " df, level_cols=[\"day\", \"batch\", \"colony\"], data_cols=\"y\"\n", ")\n", "\n", "# Take a look at the data dictionary\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also instructive to look at the entire updated data frame so you can understand how the labeling of indices works." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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18monday4211.07148
19monday4210.74148
20monday4211.68148
21monday4310.65149
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\n", "
" ], "text/plain": [ " day batch colony y day_stan batch_stan colony_stan\n", "0 monday 1 1 11.40 1 1 1\n", "1 monday 1 1 10.54 1 1 1\n", "2 monday 1 1 12.17 1 1 1\n", "3 monday 1 1 12.41 1 1 1\n", "4 monday 1 1 9.97 1 1 1\n", "5 monday 1 2 10.76 1 1 2\n", "6 monday 1 2 9.16 1 1 2\n", "7 monday 1 3 9.50 1 1 3\n", "8 monday 2 1 9.34 1 2 4\n", "9 monday 2 1 10.14 1 2 4\n", "10 monday 2 2 10.72 1 2 5\n", "11 monday 2 2 10.63 1 2 5\n", "12 monday 3 1 11.37 1 3 6\n", "13 monday 3 1 10.51 1 3 6\n", "14 monday 4 1 11.06 1 4 7\n", "15 monday 4 1 10.68 1 4 7\n", "16 monday 4 1 12.58 1 4 7\n", "17 monday 4 2 11.21 1 4 8\n", "18 monday 4 2 11.07 1 4 8\n", "19 monday 4 2 10.74 1 4 8\n", "20 monday 4 2 11.68 1 4 8\n", "21 monday 4 3 10.65 1 4 9\n", "22 monday 4 3 9.06 1 4 9\n", "40 thursday 1 1 9.73 2 5 10\n", "41 thursday 1 2 11.25 2 5 11\n", "42 thursday 1 2 9.99 2 5 11\n", "43 thursday 1 2 10.12 2 5 11\n", "44 thursday 1 3 9.65 2 5 12\n", "45 thursday 1 3 10.18 2 5 12\n", "46 thursday 1 4 12.70 2 5 13\n", "23 wednesday 1 1 10.40 3 6 14\n", "24 wednesday 1 2 10.75 3 6 15\n", "25 wednesday 1 2 11.42 3 6 15\n", "26 wednesday 1 2 10.42 3 6 15\n", "27 wednesday 1 2 9.18 3 6 15\n", "28 wednesday 1 2 10.69 3 6 15\n", "29 wednesday 1 2 9.37 3 6 15\n", "30 wednesday 1 2 11.32 3 6 15\n", "31 wednesday 2 1 9.90 3 7 16\n", "32 wednesday 2 1 10.53 3 7 16\n", "33 wednesday 2 1 10.76 3 7 16\n", "34 wednesday 3 1 11.08 3 8 17\n", "35 wednesday 3 1 9.27 3 8 17\n", "36 wednesday 3 1 12.01 3 8 17\n", "37 wednesday 3 1 12.20 3 8 17\n", "38 wednesday 3 1 11.23 3 8 17\n", "39 wednesday 3 1 10.96 3 8 17" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have the necessary data for Stan's sampler." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Drawing samples and checking diagnostics\n", "\n", "So, let's sample and see what we get!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5d7585fba3a245a8bfa8beba8367f000", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 1 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0f740b1be01b493f8451269c737df28b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 2 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "eeccddd5220f4c639716a07856fae9eb", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 3 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "70f2a20d814843c786e41df6954c55d5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 4 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n" ] } ], "source": [ "with bebi103.stan.disable_logging():\n", " sm_centered = cmdstanpy.CmdStanModel(stan_file='centered.stan')\n", " samples_centered = sm_centered.sample(data=data, seed=3252)\n", " samples_centered = az.from_cmdstanpy(posterior=samples_centered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That was fast! Hopefully everything worked ok for this model. Let's start by checking all of the dianostics to see if there were any issues." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ESS for parameter tau is 81.75398022675454.\n", "tail-ESS for parameter tau is 88.58505421313812.\n", "tail-ESS for parameter theta_1[0] is 336.0488203003088.\n", "tail-ESS for parameter theta_2[1] is 358.87815262345066.\n", "ESS for parameter theta_3[3] is 309.3988332722338.\n", "tail-ESS for parameter theta_3[3] is 260.3296226542579.\n", "ESS for parameter theta_3[11] is 359.6351942098255.\n", " ESS or tail-ESS below 100 per chain indicates that expectation values\n", " computed from samples are unlikely to be good approximations of the\n", " true expectation values.\n", "\n", "Rhat for parameter theta is 1.0128984905475433.\n", "Rhat for parameter tau is 1.067936523093342.\n", "Rhat for parameter theta_1[0] is 1.0122136667824546.\n", "Rhat for parameter theta_2[0] is 1.0133051913295972.\n", "Rhat for parameter theta_2[1] is 1.01283859015507.\n", "Rhat for parameter theta_2[5] is 1.0142534269819143.\n", "Rhat for parameter theta_2[6] is 1.0138172354210306.\n", "Rhat for parameter theta_3[1] is 1.0115813151712891.\n", "Rhat for parameter theta_3[2] is 1.0105468486798657.\n", "Rhat for parameter theta_3[6] is 1.0100074876844278.\n", "Rhat for parameter theta_3[8] is 1.0113563141021014.\n", "Rhat for parameter theta_3[9] is 1.0134524978790296.\n", "Rhat for parameter theta_3[11] is 1.011537889456516.\n", "Rhat for parameter theta_3[12] is 1.0211605322078865.\n", "Rhat for parameter theta_3[13] is 1.0112481744615087.\n", "Rhat for parameter theta_3[14] is 1.012537612648559.\n", "Rhat for parameter theta_3[15] is 1.0100218681126796.\n", " Rank-normalized Rhat above 1.01 indicates that the chains very likely have not mixed.\n", "\n", "7 of 4000 (0.175%) iterations ended with a divergence.\n", " Try running with larger adapt_delta to remove divergences.\n", "\n", "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n", "\n", "Chain 0: E-BFMI = 0.055957419005010285\n", "Chain 1: E-BFMI = 0.1093611678874502\n", "Chain 2: E-BFMI = 0.07787734789756103\n", "Chain 3: E-BFMI = 0.07468263585646949\n", " E-BFMI below 0.3 indicates you may need to reparametrize your model.\n" ] }, { "data": { "text/plain": [ "23" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bebi103.stan.check_all_diagnostics(samples_centered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Whew! Lots of problems here. Most strikingly, the effective sample size for $\\tau$ is very small. Furthermore, there are a few divergences. Not many, and they could be false positives, but we should check to see if there is a pattern to the divergences. To start looking for the pattern, let's make a parallel coordinate plot." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"db933bd9-abc3-4394-97fa-cf6570c3e3d3\",\"roots\":{\"p1093\":\"bade05e6-9102-4ee9-b9d7-c41df12c2054\"},\"root_ids\":[\"p1093\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1093" } }, "output_type": "display_data" } ], "source": [ "parameters = (\n", " [\"theta\", \"sigma\", \"tau\"]\n", " + [f\"theta_1[{i}]\" for i in samples_centered.posterior.theta_1_dim_0.values]\n", " + [f\"theta_2[{i}]\" for i in samples_centered.posterior.theta_2_dim_0.values]\n", " + [f\"theta_3[{i}]\" for i in samples_centered.posterior.theta_3_dim_0.values]\n", ")\n", "\n", "bokeh.io.show(\n", " bebi103.viz.parcoord(\n", " samples_centered,\n", " parameters=parameters,\n", " xtick_label_orientation=\"vertical\",\n", " transformation=\"minmax\",\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even though there are very few divergences, they all go through low $\\tau$. This is a symptom of hitting a funnel. We can see this in the corner plot." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"2d02c9bf-98c0-4694-8276-1dad38b5528a\",\"roots\":{\"p5436\":\"f73e9dd0-5f27-4ebc-9481-9319524902c5\"},\"root_ids\":[\"p5436\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p5436" } }, "output_type": "display_data" } ], "source": [ "bokeh.io.show(\n", " bebi103.viz.corner(samples_centered, parameters=[\"theta\", \"sigma\", \"tau\"])\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the `tau` versus `theta` plot, we see that the divergences are for small `tau`. Zooming in on the bottom of that plot shows that the sampler is hitting the entry to a funnel; it cannot sample down to `tau` values close to zero. We can possibly alleviate this problem by **uncentering** the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A noncentered parametrization\n", "\n", "To uncenter the model, we reparametrize our model as follows.\n", "\n", "\\begin{align}\n", "&\\theta \\sim \\text{Norm}(10, 3) \\\\[1em]\n", "&\\tau \\sim \\text{HalfNorm}(5) \\\\[1em]\n", "&\\tilde{\\theta}_1 \\sim \\text{Norm}(0, 1) \\\\[1em]\n", "&\\theta_1 = \\theta + \\tau \\tilde{\\theta}_1 \\\\[1em]\n", "&\\tilde{\\theta}_2 \\sim \\text{Norm}(0, 1) \\\\[1em]\n", "&\\theta_2 = \\theta_1 + \\tau \\tilde{\\theta}_2 \\\\[1em]\n", "&\\tilde{\\theta}_3 \\sim \\text{Norm}(0, 1) \\\\[1em]\n", "&\\theta_3 = \\theta_2 + \\tau \\tilde{\\theta}_3 \\\\[1em]\n", "&\\sigma \\sim \\text{HalfNorm}(5) \\\\[1em]\n", "&y \\sim \\text{Norm}(\\theta_3, \\sigma).\n", "\\end{align}\n", "\n", "This frees the sampler to explore standard Normal distributions and then uses a transformation to sample the funnel. The models is called \"noncentered\" because the sampling is done around a value of zero, not the center of the $\\theta$ distributions. We can then recenter these noncentered samples by applying a transformation such as $\\theta_1 = \\theta + \\tau \\tilde{\\theta}_1$, where $\\tilde{\\theta}_1$ are the noncentered samples.\n", "\n", "Let's code this up in Stan. The Stan code is:\n", "\n", "```stan\n", "data {\n", " // Total number of data points\n", " int N;\n", " \n", " // Number of entries in each level of the hierarchy\n", " int J_1;\n", " int J_2;\n", " int J_3;\n", " \n", " //Index arrays to keep track of hierarchical structure\n", " array[J_2] int index_1;\n", " array[J_3] int index_2;\n", " array[N] int index_3;\n", " \n", " // The measurements\n", " array[N] real y;\n", "}\n", "\n", "\n", "parameters {\n", " // Hyperparameters level 0\n", " real theta;\n", "\n", " // How hyperparameters vary\n", " real tau;\n", "\n", " // Hyperparameters level 1\n", " vector[J_1] theta_1_tilde;\n", "\n", " // Hyperparameters level 2\n", " vector[J_2] theta_2_tilde;\n", "\n", " // Parameters\n", " vector[J_3] theta_3_tilde;\n", " real sigma;\n", "}\n", "\n", "\n", "transformed parameters {\n", " // Transformations from noncentered\n", " vector[J_1] theta_1 = theta + tau * theta_1_tilde;\n", " vector[J_2] theta_2 = theta_1[index_1] + tau * theta_2_tilde;\n", " vector[J_3] theta_3 = theta_2[index_2] + tau * theta_3_tilde;\n", "}\n", "\n", "\n", "model {\n", " theta ~ normal(10, 3);\n", " sigma ~ normal(0, 5);\n", " tau ~ normal(0, 5);\n", "\n", " theta_1_tilde ~ normal(0, 1);\n", " theta_2_tilde ~ normal(0, 1);\n", " theta_3_tilde ~ normal(0, 1);\n", "\n", " y ~ normal(theta_3[index_3], sigma);\n", "}\n", "```\n", "\n", "Let's draw our samples and see if we were able to alleviate the problems we diagnosed with the centered parametrizations." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5fee7cfb1b64499abae4c87be3f18471", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 1 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f712c6e03ae44af381a62f5ee11faf9e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 2 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "155046ffe5f64fa8b97594c2225b750a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 3 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2b31cf0e9ccf42b28ce29467e30f8641", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 4 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n" ] } ], "source": [ "with bebi103.stan.disable_logging():\n", " sm_noncentered = cmdstanpy.CmdStanModel(stan_file='noncentered.stan')\n", " samples_noncentered = sm_noncentered.sample(data=data, seed=3252)\n", " samples_noncentered = az.from_cmdstanpy(posterior=samples_noncentered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first check the diagnostics." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Effective sample size looks reasonable for all parameters.\n", "\n", "Rhat looks reasonable for all parameters.\n", "\n", "3 of 4000 (0.075%) iterations ended with a divergence.\n", " Try running with larger adapt_delta to remove divergences.\n", "\n", "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n", "\n", "E-BFMI indicated no pathological behavior.\n" ] }, { "data": { "text/plain": [ "4" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bebi103.stan.check_all_diagnostics(samples_noncentered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The problems with effective sample size and Rhat are gone, but we still have divergences. Let's again take a look at where the divergences are coming from with a parallel coordinate plot." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"1a7a60f6-0936-46a2-af2f-68a2d2ac4086\",\"roots\":{\"p5458\":\"d548cee3-681f-40b2-bfda-dfc8ba112321\"},\"root_ids\":[\"p5458\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p5458" } }, "output_type": "display_data" } ], "source": [ "bokeh.io.show(\n", " bebi103.viz.parcoord(\n", " samples_noncentered,\n", " parameters=parameters,\n", " xtick_label_orientation=\"vertical\",\n", " transformation=\"minmax\",\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is hard to see an immediate pattern in the divergences here. Let's look at the corner plot to see if anything is obvious." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[3997],\"dtype\":\"float64\",\"order\":\"little\"}],[\"tau\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       \"},\"shape\":[3997],\"dtype\":\"int32\",\"order\":\"little\"}],[\"draw__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"sigma\", \"tau\"])\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There does not seem to be any apparent pattern in the divergences, which means that they could be false positives. We can deal with them by increasing the `adapt_delta` parameter of the sampler, which I won't do here (you can try it yourself; it works). Importantly, zooming in on the `tau` versus `theta` plot shows that the sampler is now properly sampling small values of $\\tau$, effectively sampling down toward zero. We can see this more clearly by comparing the samples from the centered versus noncentered parametrizations with $\\tau$ on a logarithmic scale." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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" const render_items = [{\"docid\":\"561e805e-fea9-45cd-a805-3c30f79a4f6d\",\"roots\":{\"p9822\":\"ad0f4d03-96bc-439c-8d59-8dfc3d3bcd9b\"},\"root_ids\":[\"p9822\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p9822" } }, "output_type": "display_data" } ], "source": [ "p = bokeh.plotting.figure(\n", " height=400, width=450, x_axis_label=\"θ\", y_axis_label=\"τ\", y_axis_type=\"log\"\n", ")\n", "p.circle(\n", " samples_centered.posterior.theta.values.flatten(),\n", " samples_centered.posterior.tau.values.flatten(),\n", " legend_label=\"centered\",\n", " alpha=0.2,\n", ")\n", "p.circle(\n", " samples_noncentered.posterior.theta.values.flatten(),\n", " samples_noncentered.posterior.tau.values.flatten(),\n", " legend_label=\"noncentered\",\n", " color=\"orange\",\n", " alpha=0.2,\n", ")\n", "p.legend.location = \"bottom_right\"\n", "p.legend.click_policy = \"hide\"\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have much better sampling for low $\\tau$. Let's think for a moment about why this is important. A large value of $\\tau$ means that the parameters governing the outcomes of the respective experiments are essentially independent. A small value of $\\tau$ means that the parameters governing the experiments are all nearly the same. Thus, small $\\tau$ corresponds to pooling all of the results together in a single data set. So, you can think of $\\tau$ like a slider; small $\\tau$ gives the extreme model where the experiments are all pooled together, and large $\\tau$ gives the opposite extreme, where the experiments are all independent. The whole point of using a hierarchical model is to capture all of the possible behavior between (and including) these two extremes. If we cannot effectively sample $\\tau$, we are not capturing the possible structure of the data set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions\n", "\n", "Hierarchical modeling presents special challenges for samplers. There are tricks we can do to improve the performance of HMC samplers in exploring the parameter space, such as using noncentered parametrizations and encouraging the sampler to take smaller steps by tuning the `adapt_delta` parameter. Importantly, though, you should carefully check the diagnostics of your sampler. This is true even if you are not working with a hierarchical model." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "bebi103.stan.clean_cmdstan()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python implementation: CPython\n", "Python version : 3.11.5\n", "IPython version : 8.15.0\n", "\n", "numpy : 1.26.2\n", "pandas : 2.1.4\n", "cmdstanpy : 1.2.0\n", "arviz : 0.17.0\n", "bokeh : 3.3.0\n", "iqplot : 0.3.5\n", "bebi103 : 0.1.19\n", "jupyterlab: 4.0.10\n", "\n", "cmdstan : 2.34.0\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -v -p numpy,pandas,cmdstanpy,arviz,bokeh,iqplot,bebi103,jupyterlab\n", "print(\"cmdstan :\", bebi103.stan.cmdstan_version())" ] } ], "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }