{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Poisson-Zero Hidden Markov Model\n",
    "\n",
    "## Summary\n",
    "\n",
    "The following exposition uses [`pymc3-hmm`](https://github.com/AmpersandTV/pymc3-hmm) to both simulate and estimate a hidden Markov model (HMM) with emissions consisting of a Poisson random variable and the point at zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import theano\n",
    "import theano.tensor as tt\n",
    "\n",
    "import pymc3 as pm\n",
    "\n",
    "from pymc3_hmm.utils import compute_steady_state\n",
    "from pymc3_hmm.distributions import SwitchingProcess, DiscreteMarkovChain\n",
    "from pymc3_hmm.step_methods import FFBSStep, TransMatConjugateStep"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "Our observation model can be described as follows:\n",
    "\n",
    "\\begin{align}\n",
    "  \\label{eq:pois-zero-model}\n",
    "  Y_t &= S_t \\epsilon_t,\\quad\n",
    "  \\epsilon_t \\sim \\operatorname{Pois}\\left( \\mu \\right)\n",
    "  \\\\\n",
    "  S_t &\\sim \\operatorname{Bern}\\left( \\pi_t \\right)\n",
    "  \\;,\n",
    "\\end{align}\n",
    "where $y_t \\sim Y_t$ are the observed values sampled from the observation distribution, $Y_t$, spanning $t \\in \\left\\{0, \\dots, T \\right\\}$.\n",
    "\n",
    "The \"hidden\" state sequence, $\\{S_t\\}$, is driven by the following Markov relationship:\n",
    "\n",
    "\\begin{equation*}\n",
    "    \\operatorname{P}\\left(S_t \\mid S_{t-1}\\right) \\triangleq \\Gamma_{t,t-1} \\in \\mathbb{R}^{2 \\times 2}_{[0, 1]}\n",
    "\\end{equation*}\n",
    "\n",
    "The marginal state probability, $\\pi_t$, is then given by\n",
    "\n",
    "\\begin{equation*}\n",
    "  \\begin{aligned}\n",
    "    \\operatorname{P}\\left( S_t \\right)\n",
    "    &= \\int_{S_{t-1}} \\operatorname{P}\\left(S_t \\mid S_{t-1}\\right)\n",
    "    \\operatorname{dP}\\left(S_{t-1}\\right)\n",
    "    \\\\\n",
    "    &=\n",
    "    \\begin{pmatrix}\n",
    "      \\Gamma^{(0, 0)}_{t,t-1} & \\Gamma^{(0, 1)}_{t,t-1}\n",
    "      \\\\\n",
    "      \\Gamma^{(1, 0)}_{t,t-1} & \\Gamma^{(1, 1)}_{t,t-1}\n",
    "    \\end{pmatrix}^\\top\n",
    "    \\begin{pmatrix}\n",
    "      \\pi_{t-1}\n",
    "      \\\\\n",
    "      1 - \\pi_{t-1}\n",
    "    \\end{pmatrix}\n",
    "    \\\\\n",
    "    &=\n",
    "      \\begin{pmatrix}\n",
    "      \\pi_{t}\n",
    "      \\\\\n",
    "      1 - \\pi_{t}\n",
    "    \\end{pmatrix}\n",
    "  \\;.\n",
    "  \\end{aligned}\n",
    "\\end{equation*}\n",
    "\n",
    "Our model is effectively a zero-inflated Poisson with a simple first-order Markov process as the mixing distribution.\n",
    "\n",
    "\n",
    "In the remainder of this exposition, we will assume Dirichlet priors for each row of $\\Gamma_{t, t-1}$, the conjugate Gamma prior for $\\mu$, and the steady-state value of $\\Gamma_{t, t-1}$ for $\\pi_0$.\n",
    "\n",
    "## Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_poisson_zero_hmm(mu, observed, p_0_a=np.r_[5, 1], p_1_a=np.r_[3, 5]):\n",
    "\n",
    "    p_0_rv = pm.Dirichlet(\"p_0\", p_0_a)\n",
    "    p_1_rv = pm.Dirichlet(\"p_1\", p_1_a)\n",
    "\n",
    "    P_tt = tt.stack([p_0_rv, p_1_rv])\n",
    "    P_rv = pm.Deterministic(\"P_t\", tt.shape_padleft(P_tt))\n",
    "\n",
    "    pi_0_tt = compute_steady_state(P_rv)\n",
    "\n",
    "    S_rv = DiscreteMarkovChain(\"S_t\", P_rv, pi_0_tt, shape=np.shape(observed)[-1])\n",
    "    S_rv.tag.test_value = np.array(observed > 0, dtype=np.int32)\n",
    "\n",
    "    Y_rv = SwitchingProcess(\n",
    "        \"Y_t\", [pm.Constant.dist(0), pm.Poisson.dist(mu)], S_rv, observed=observed\n",
    "    )\n",
    "\n",
    "    return Y_rv\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(2032)\n",
    "\n",
    "mu_true = 5000\n",
    "\n",
    "with pm.Model() as sim_model:\n",
    "    _ = create_poisson_zero_hmm(mu_true, np.zeros(10000))\n",
    "\n",
    "sim_point = pm.sample_prior_predictive(samples=1, model=sim_model)\n",
    "sim_point[\"Y_t\"] = sim_point[\"Y_t\"].squeeze()\n",
    "\n",
    "y_t = sim_point[\"Y_t\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimation\n",
    "\n",
    "We will use the \"true\" data-generating observation model to estimate the parameters $\\mu$ and $\\Gamma_{t, t-1}$ (the latter as rows denoted by `p_0` and `p_1`).  For demonstration purposes, we choose hyper-parameters for the $\\mu$ prior that are \"far\" from the true $\\mu$ value.\n",
    "\n",
    "The sampling steps for $S_t$ are performed using forward-filtering backward-sampling (FFBS).  The steps for $\\Gamma_{t, t-1}$ are conjugate samples conditional on the sampled state sequence $\\{S_t\\}$ provided by FFBS.  Both of these step methods are available in `pymc3-hmm`.\n",
    "\n",
    "While $\\mu$ could also be sampled exactly using a conjugate step—conditional on $\\{S_t\\}$—we instead sample this parameter using PyMC3's built-in NUTS."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sequential sampling (1 chains in 1 job)\n",
      "CompoundStep\n",
      ">TransMatConjugateStep: [p_0, p_1]\n",
      ">FFBSStep: [S_t]\n",
      ">NUTS: [mu]\n"
     ]
    },
    {
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       "      <progress value='2000' class='' max='2000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [2000/2000 08:53<00:00 Sampling chain 0, 0 divergences]\n",
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 1 chain for 1_000 tune and 1_000 draw iterations (1_000 + 1_000 draws total) took 534 seconds.\n",
      "Only one chain was sampled, this makes it impossible to run some convergence checks\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as test_model:\n",
    "    E_mu, Var_mu = 1000.0, 10000.0\n",
    "    mu_rv = pm.Gamma(\"mu\", E_mu ** 2 / Var_mu, E_mu / Var_mu)\n",
    "\n",
    "    _ = create_poisson_zero_hmm(mu_rv, y_t, p_0_a=np.r_[1, 1], p_1_a=np.r_[1, 1])\n",
    "\n",
    "with test_model:\n",
    "    transmat_step = TransMatConjugateStep(test_model.P_t)\n",
    "    states_step = FFBSStep([test_model.S_t])\n",
    "    mu_step = pm.NUTS([test_model.mu])\n",
    "\n",
    "    posterior_trace = pm.sample(\n",
    "        step=[transmat_step, states_step, mu_step],\n",
    "        return_inferencedata=True,\n",
    "        chains=1,\n",
    "        progressbar=True,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Posterior Samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-088fcfc0dc0b>:22: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. \n",
      "  plt.tight_layout()\n"
     ]
    },
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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import arviz as az\n",
    "\n",
    "\n",
    "ax = az.plot_trace(\n",
    "    posterior_trace.posterior,\n",
    "    var_names=[\n",
    "        \"mu\",\n",
    "        \"p_0\",\n",
    "        \"p_1\",\n",
    "    ],\n",
    "    lines=[\n",
    "        (\"mu\", {}, [mu_true]),\n",
    "        (\"p_0\", {}, [sim_point[\"p_0\"]]),\n",
    "        (\"p_1\", {}, [sim_point[\"p_1\"]]),\n",
    "    ],\n",
    "    compact=True,\n",
    "    figsize=(15, 15),\n",
    ")\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Posterior Predictive Samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='1000' class='' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [1000/1000 00:44<00:00]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with test_model:\n",
    "    posterior_pred_trace = pm.sample_posterior_predictive(\n",
    "        posterior_trace.posterior, var_names=[\"S_t\", \"Y_t\"]\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.ticker import MaxNLocator\n",
    "\n",
    "from pymc3_hmm.utils import plot_split_timeseries_histograms\n",
    "\n",
    "\n",
    "columns = pd.MultiIndex.from_tuples(\n",
    "    [(\"Y_t\", i) for i in range(posterior_pred_trace[\"Y_t\"].shape[0])],\n",
    "    names=(\"var\", \"sample\"),\n",
    ")\n",
    "\n",
    "plot_data = pd.DataFrame(\n",
    "    posterior_pred_trace[\"Y_t\"].T,\n",
    "    index=pd.date_range(\n",
    "        start=\"1/1/2020\", periods=posterior_pred_trace[\"Y_t\"].shape[1], freq=\"H\"\n",
    "    ),\n",
    "    columns=columns,\n",
    ")\n",
    "plot_data[\"E[S_t]\"] = posterior_pred_trace[\"S_t\"].mean(0)\n",
    "plot_data[\"E[Y_t]\"] = posterior_pred_trace[\"Y_t\"].mean(0)\n",
    "plot_data[\"y_t\"] = y_t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x2160 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_fn(ax, data, **kwargs):\n",
    "    ax.plot(\n",
    "        data[\"y_t\"],\n",
    "        label=\"y_t\",\n",
    "        alpha=0.7,\n",
    "        color=\"red\",\n",
    "        linewidth=0.8,\n",
    "        drawstyle=\"steps\",\n",
    "    )\n",
    "    \n",
    "    ax.plot(\n",
    "        data[\"E[Y_t]\"],\n",
    "        label=\"E[Y_t]\",\n",
    "        alpha=0.3,\n",
    "        color=\"blue\",\n",
    "        linewidth=0.8,\n",
    "        drawstyle=\"steps\",\n",
    "    )\n",
    "\n",
    "axes_split_data = plot_split_timeseries_histograms(\n",
    "    plot_data,\n",
    "    sample_col=\"Y_t\",\n",
    "    plot_fn=plot_fn,\n",
    "    split_max=10,\n",
    "    figsize=(15, 30),\n",
    "    twin_column_name=\"E[S_t]\",\n",
    "    twin_plot_kwargs={\n",
    "        \"color\": \"green\",\n",
    "        \"drawstyle\": \"steps\",\n",
    "        \"linestyle\": \"--\",\n",
    "        \"alpha\": 0.4,\n",
    "    },\n",
    ")\n",
    "\n",
    "for (_, twin_ax), _ in axes_split_data:\n",
    "    _ = twin_ax.set_ylabel(\n",
    "        \"E[S_t]\", color=twin_ax.get_lines()[0].get_color()\n",
    "    )\n",
    "    _ = twin_ax.yaxis.set_major_locator(MaxNLocator(integer=True))\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Out-of-sample Posterior Predictives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='1000' class='' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [1000/1000 00:57<00:00]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with test_model, theano.config.change_flags(compute_test_value=\"off\"):\n",
    "\n",
    "    test_model.S_t.distribution.shape = (24 * 7,)\n",
    "\n",
    "    out_of_sample_pp = pm.sample_posterior_predictive(\n",
    "        posterior_trace.posterior.drop_vars(\"S_t\"),\n",
    "        var_names=[\"S_t\", \"Y_t\"],\n",
    "        model=test_model,\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymc3_hmm.utils import plot_timeseries_histograms\n",
    "\n",
    "\n",
    "columns = pd.MultiIndex.from_tuples(\n",
    "    [(\"Y_t\", i) for i in range(out_of_sample_pp[\"Y_t\"].shape[0])],\n",
    "    names=(\"var\", \"sample\"),\n",
    ")\n",
    "\n",
    "out_of_sample_data = pd.DataFrame(\n",
    "    out_of_sample_pp[\"Y_t\"].T,\n",
    "    index=pd.date_range(\n",
    "        start=\"1/1/2021\", periods=out_of_sample_pp[\"Y_t\"].shape[1], freq=\"H\"\n",
    "    ),\n",
    "    columns=columns\n",
    ")\n",
    "out_of_sample_data[(\"mean\", 0)] = out_of_sample_pp[\"Y_t\"].mean(0)\n",
    "\n",
    "\n",
    "ax = plot_timeseries_histograms(axes=None, data=out_of_sample_data[\"Y_t\"])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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