{ "cells": [ { "cell_type": "markdown", "id": "82d5e505", "metadata": {}, "source": [ "(discrete_markov_chain_marginalization)=\n", "# Hidden Markov Models in PyMC: marginalize and recover a `DiscreteMarkovChain`\n", "\n", ":::{post} July, 2026\n", ":tags: hidden markov model, marginalization, time series, mixture model\n", ":category: intermediate, how-to\n", ":author: Juan Orduz, Ricardo Vieira\n", ":::\n", "\n", "A hidden Markov model (HMM) describes a system that moves through a sequence of hidden discrete states, where each state emits a noisy observation. We never see the states directly; we only see the emissions, and we want to reason backward to the states that most likely produced them.\n", "\n", "This notebook works through a tiny weather example: the hidden state is whether a day is rainy or sunny, the weather is \"sticky\" (it tends to persist from one day to the next), and our only measurement is a noisy thermometer. From the temperatures alone we will recover the most likely sequence of hidden weather states, together with our uncertainty about it.\n", "\n", "The classic HMM inference questions are the evidence (how likely is the observed data), filtering and smoothing (the posterior over hidden states given the data), and decoding (the single most likely state path). This notebook focuses on the smoothing posterior, obtained through two composable tools from `pymc_extras`. For a general introduction to automatic marginalization of discrete variables, see {ref}`marginalizing-models`.\n", "\n", "This example showcases three additions that together make HMM inference in PyMC turnkey:\n", "\n", "1. **Time-varying transition matrices.** `DiscreteMarkovChain` accepts `time_varying_P=True`, so `P` can carry one transition matrix per step with shape `(*batch, steps, k, k)`. \n", "2. **Marginalization of a whole chain.** `marginalize` can integrate a `DiscreteMarkovChain` out of a model analytically (the forward algorithm), leaving only continuous parameters for NUTS to sample.\n", "3. **Recovery of the hidden states.** `recover` (and the lower-level `conditional`) can reconstruct the posterior over a marginalized `DiscreteMarkovChain`. The trick that makes this work is that the conditional posterior of the chain is itself a time-inhomogeneous `DiscreteMarkovChain`, which is exactly why the time-varying `P` support from point 1 is needed." ] }, { "cell_type": "markdown", "id": "e696c167", "metadata": {}, "source": [ "## Prepare Notebook" ] }, { "cell_type": "code", "execution_count": 1, "id": "838086d9", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:37.374619Z", "iopub.status.busy": "2026-07-07T08:44:37.374541Z", "iopub.status.idle": "2026-07-07T08:44:38.663678Z", "shell.execute_reply": "2026-07-07T08:44:38.663334Z" } }, "outputs": [], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm\n", "\n", "from pymc_extras.distributions import DiscreteMarkovChain\n", "from pymc_extras.marginal import conditional, marginalize, recover" ] }, { "cell_type": "code", "execution_count": 2, "id": "507a5611", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:38.665317Z", "iopub.status.busy": "2026-07-07T08:44:38.665067Z", "iopub.status.idle": "2026-07-07T08:44:38.668138Z", "shell.execute_reply": "2026-07-07T08:44:38.667765Z" } }, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "az.style.use(\"arviz-darkgrid\")\n", "plt.rcParams[\"figure.figsize\"] = [10, 6]\n", "plt.rcParams[\"figure.dpi\"] = 100\n", "plt.rcParams[\"figure.facecolor\"] = \"white\"\n", "rng = np.random.default_rng(42)" ] }, { "cell_type": "markdown", "id": "b1594956", "metadata": {}, "source": [ "## Why hidden discrete states are hard\n", "\n", "PyMC's default sampler is NUTS, a gradient-based method. Gradients only exist for continuous parameters, so NUTS cannot move a discrete latent variable such as our per-day weather state. Historically this left a few options: sample the discrete states with a bespoke Gibbs or Metropolis step (which mixes slowly and couples awkwardly to the continuous parameters), or hand-write the forward-backward recursions for the specific model at hand.\n", "\n", "Marginalization offers a cleaner path. Because the hidden states are discrete and finite, we can sum them out of the likelihood exactly. NUTS then samples only the smooth, continuous parameters (here the observation noise), and we reconstruct the hidden states afterward from their exact conditional posterior. The two steps below, `marginalize` and `recover`, automate exactly this." ] }, { "cell_type": "markdown", "id": "d2a49f1c", "metadata": {}, "source": [ "## The weather and the thermometer\n", "\n", "We describe eight days of weather with a single generative model and draw one realization from it. The hidden state is `0` for rain and `1` for sun, and the weather is sticky: each day it stays the same with probability `0.9`. The thermometer reads about 0 degrees Celsius on rainy days and about 20 degrees on sunny days, corrupted by Gaussian noise with standard deviation `true_sigma`.\n", "\n", "Rather than writing the data-generating process by hand and then again as a PyMC model, we build the model once, clamp `sigma` to its true value with `pm.do`, and take a single prior draw. This gives us both the hidden weather path (`true_sunny_day`) and the observed temperatures (`obs_temp`) from one source of truth." ] }, { "cell_type": "code", "execution_count": 3, "id": "aaa25a5c", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:38.669143Z", "iopub.status.busy": "2026-07-07T08:44:38.669085Z", "iopub.status.idle": "2026-07-07T08:44:41.787228Z", "shell.execute_reply": "2026-07-07T08:44:41.786891Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [sunny_day, temp]\n" ] }, { "data": { "text/plain": [ "array([24.38, 19.88, 25.16, -5.74, -2.47, -3.88, 17.97, 15.96])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Hidden weather: 0 = Rain, 1 = Sun. Weather is \"sticky\": it tends to persist.\n", "P = np.array(\n", " [\n", " [0.9, 0.1], # Rain -> [Rain, Sun]\n", " [0.1, 0.9], # Sun -> [Rain, Sun]\n", " ]\n", ")\n", "\n", "n = 8\n", "days = np.arange(n)\n", "true_sigma = 4.0\n", "\n", "# A single generative model: a sticky Markov chain over the hidden weather with a\n", "# noisy thermometer emission. We reuse this exact model for inference below.\n", "with pm.Model(coords={\"day\": days}) as generative_model:\n", " sigma = pm.HalfNormal(\"sigma\", 5.0)\n", " init = pm.Categorical.dist(p=[0.5, 0.5]) # day-1 prior: 50/50\n", " sunny_day = DiscreteMarkovChain(\"sunny_day\", P=P, init_dist=init, dims=\"day\")\n", " pm.Normal(\"temp\", mu=sunny_day * 20.0, sigma=sigma, dims=\"day\")\n", "\n", "# Draw a single realization with the observation noise clamped to a known value.\n", "prior_draw = pm.sample_prior_predictive(\n", " model=pm.do(generative_model, {\"sigma\": true_sigma}),\n", " draws=1,\n", " var_names=[\"sunny_day\", \"temp\"],\n", " random_seed=156,\n", ")\n", "true_sunny_day = prior_draw.prior[\"sunny_day\"].sel(chain=0, draw=0).to_numpy()\n", "obs_temp = prior_draw.prior[\"temp\"].sel(chain=0, draw=0).to_numpy()\n", "\n", "obs_temp.round(2)" ] }, { "cell_type": "markdown", "id": "2896ca35", "metadata": {}, "source": [ "Let's plot the data." ] }, { "cell_type": "code", "execution_count": 4, "id": "e8c218ef", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:41.788577Z", "iopub.status.busy": "2026-07-07T08:44:41.788504Z", "iopub.status.idle": "2026-07-07T08:44:42.149868Z", "shell.execute_reply": "2026-07-07T08:44:42.149456Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 611, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "point_colors = np.where(true_sunny_day == 1, \"C1\", \"C0\")\n", "ax.plot(days, obs_temp, color=\"gray\", lw=1, zorder=2)\n", "ax.scatter(days, obs_temp, c=point_colors, s=90, zorder=3)\n", "ax.axhline(0, ls=\"--\", color=\"C0\", alpha=0.6, label=\"Rain mean (0C)\")\n", "ax.axhline(20, ls=\"--\", color=\"C1\", alpha=0.6, label=\"Sun mean (20C)\")\n", "ax.legend()\n", "ax.set(\n", " xlabel=\"Day\",\n", " ylabel=\"Temperature (C)\",\n", " title=\"Observed temperatures (orange = true Sun, blue = true Rain)\",\n", ");" ] }, { "cell_type": "markdown", "id": "f3fc9ccb", "metadata": {}, "source": [ "## The model\n", "\n", "We reuse the same generative model for inference; the only change is that the temperatures are now observed. `pm.observe` takes the generative model and conditions it on the drawn `obs_temp`, so we never rewrite the model a second time.\n", "\n", "The model places a weakly informative prior on the observation noise, a uniform prior on the first day's weather, and a `DiscreteMarkovChain` prior on the sequence of hidden states. The likelihood ties each day's temperature to its hidden state through a mean of `state * 20` degrees.\n", "\n", "The transition matrix `P` is known and fixed here, so we can focus on the marginalize and recover mechanics. In a real application `P` would typically be given its own `Dirichlet` prior." ] }, { "cell_type": "code", "execution_count": 5, "id": "7b8710e7", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:42.151102Z", "iopub.status.busy": "2026-07-07T08:44:42.151017Z", "iopub.status.idle": "2026-07-07T08:44:42.346315Z", "shell.execute_reply": "2026-07-07T08:44:42.345744Z" } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusterday (8)\n", "\n", "day (8)\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "~\n", "Halfnormal\n", "\n", "\n", "\n", "temp\n", "\n", "temp\n", "~\n", "Normal\n", "\n", "\n", "\n", "sigma->temp\n", "\n", "\n", "\n", "\n", "\n", "sunny_day\n", "\n", "sunny_day\n", "~\n", "DiscreteMarkovChain\n", "\n", "\n", "\n", "sunny_day->temp\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Reuse the generative model, conditioning on the temperatures we drew above.\n", "model = pm.observe(generative_model, {\"temp\": obs_temp})\n", "\n", "pm.model_to_graphviz(model)" ] }, { "cell_type": "markdown", "id": "c9bc51a1", "metadata": {}, "source": [ "## How marginalization works\n", "\n", "Write $x_{1:n}$ for the hidden states and $y_{1:n}$ for the temperatures. The HMM factorizes the joint distribution into an initial state, a product of transitions, and a product of emissions:\n", "\n", "$$\n", "p(x_{1:n}, y_{1:n} \\mid \\sigma) = p(x_1) \\, \\prod_{t=2}^{n} p(x_t \\mid x_{t-1}) \\, \\prod_{t=1}^{n} p(y_t \\mid x_t, \\sigma).\n", "$$\n", "\n", "To sample the continuous parameter $\\sigma$ with NUTS we need the marginal likelihood $p(y_{1:n} \\mid \\sigma)$, which sums the joint over every possible state path. Enumerating all $k^n$ paths is infeasible, but the forward algorithm computes the sum in linear time by carrying forward a vector of partial sums $\\alpha_t(i) = p(y_{1:t}, x_t = i \\mid \\sigma)$:\n", "\n", "$$\n", "\\alpha_1(i) = p(x_1 = i) \\, p(y_1 \\mid x_1 = i, \\sigma), \\qquad \\alpha_t(j) = p(y_t \\mid x_t = j, \\sigma) \\sum_{i} \\alpha_{t-1}(i) \\, p(x_t = j \\mid x_{t-1} = i).\n", "$$\n", "\n", "The evidence is then $p(y_{1:n} \\mid \\sigma) = \\sum_i \\alpha_n(i)$.\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "2a257bfc", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:42.347684Z", "iopub.status.busy": "2026-07-07T08:44:42.347586Z", "iopub.status.idle": "2026-07-07T08:44:42.471787Z", "shell.execute_reply": "2026-07-07T08:44:42.471331Z" } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusterday (8)\n", "\n", "day (8)\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "~\n", "Halfnormal\n", "\n", "\n", "\n", "temp\n", "\n", "temp\n", "~\n", "MarginalDiscreteMarkovChain\n", "\n", "\n", "\n", "sigma->temp\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "marginal_model = marginalize(model, [\"sunny_day\"])\n", "pm.model_to_graphviz(marginal_model)" ] }, { "cell_type": "markdown", "id": "2d326faa", "metadata": {}, "source": [ "The hidden chain is gone from the graph: only the continuous `sigma` and the observed `temp` remain. This is the model NUTS actually samples." ] }, { "cell_type": "code", "execution_count": 7, "id": "23684013", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:42.473005Z", "iopub.status.busy": "2026-07-07T08:44:42.472914Z", "iopub.status.idle": "2026-07-07T08:44:43.664086Z", "shell.execute_reply": "2026-07-07T08:44:43.663528Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma]\n" ] }, { "data": { "text/html": [ "
/Users/juanitorduz/Documents/pymc-examples/.venv/lib/python3.14/site-packages/rich/live.py:260: UserWarning: \n",
       "install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "
\n" ], "text/plain": [ "/Users/juanitorduz/Documents/pymc-examples/.venv/lib/python3.14/site-packages/rich/live.py:260: UserWarning: \n", "install \"ipywidgets\" for Jupyter support\n", " warnings.warn('install \"ipywidgets\" for Jupyter support')\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 0 seconds.\n"
     ]
    }
   ],
   "source": [
    "idata = pm.sample(model=marginal_model, target_accept=0.85, random_seed=rng)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4fc0cfb8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-07T08:44:43.665400Z",
     "iopub.status.busy": "2026-07-07T08:44:43.665326Z",
     "iopub.status.idle": "2026-07-07T08:44:43.873038Z",
     "shell.execute_reply": "2026-07-07T08:44:43.872656Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "
" ] }, "metadata": { "image/png": { "height": 411, "width": 1211 } }, "output_type": "display_data" } ], "source": [ "pc = az.plot_trace_dist(idata, var_names=[\"sigma\"], figure_kwargs={\"figsize\": (12, 4)})\n", "fig = pc.viz[\"figure\"].values.item()\n", "axes = fig.axes\n", "axes[0].axvline(true_sigma, color=\"k\", ls=\"--\", label=r\"True $\\sigma$\")\n", "axes[0].legend(loc=\"upper right\")\n", "axes[1].axhline(true_sigma, color=\"k\", ls=\"--\", label=r\"True $\\sigma$\")\n", "axes[1].legend(loc=\"upper right\")\n", "fig.suptitle(r\"Posterior distribution of $\\sigma$\", fontsize=18, fontweight=\"bold\");" ] }, { "cell_type": "markdown", "id": "c570af9c", "metadata": {}, "source": [ "The posterior for `sigma` is smooth and well behaved because the discrete states are no longer part of the sampled space. The value used to simulate the data was `4.0`." ] }, { "cell_type": "markdown", "id": "e90d95d5", "metadata": {}, "source": [ "## How recovery works\n", "\n", "Marginalizing removed the hidden states, but the states are usually what we actually care about. We want the smoothing posterior $p(x_t \\mid y_{1:n}, \\sigma)$, the probability of each hidden state given all of the data and the sampled parameters.\n", "\n", "The forward pass above gives $\\alpha_t$. A backward pass gives $\\beta_t(i) = p(y_{t+1:n} \\mid x_t = i, \\sigma)$, and combining the two yields the per-step smoothing posterior. Crucially, the full conditional $p(x_{1:n} \\mid y_{1:n}, \\sigma)$ is itself a Markov chain, but one whose transition matrices change from step to step. This is why time-varying transitions matter: the recovered chain is time-inhomogeneous even when the original chain was homogeneous.\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "c0e78d55", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:43.874369Z", "iopub.status.busy": "2026-07-07T08:44:43.874281Z", "iopub.status.idle": "2026-07-07T08:44:44.389916Z", "shell.execute_reply": "2026-07-07T08:44:44.389480Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [sunny_day]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "true Sun: [1, 1, 1, 0, 0, 0, 1, 1]\n", "recovered P(Sun) per day: [1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.99, 1.0]\n" ] } ], "source": [ "recover(idata, model=marginal_model, random_seed=rng)\n", "\n", "p_sun = idata.posterior[\"sunny_day\"].mean((\"chain\", \"draw\")).values\n", "\n", "print(\"true Sun: \", true_sunny_day.tolist())\n", "print(\"recovered P(Sun) per day: \", [float(round(p, 2)) for p in p_sun])" ] }, { "cell_type": "code", "execution_count": 10, "id": "87fee013", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:44.391098Z", "iopub.status.busy": "2026-07-07T08:44:44.391028Z", "iopub.status.idle": "2026-07-07T08:44:44.486202Z", "shell.execute_reply": "2026-07-07T08:44:44.485629Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 411, "width": 811 } }, "output_type": "display_data" } ], "source": [ "az.plot_forest(idata, var_names=[\"sunny_day\"], combined=True, figure_kwargs={\"figsize\": (8, 4)});" ] }, { "cell_type": "markdown", "id": "372d3f1e", "metadata": {}, "source": [ "We can plot the recovered probabilities of sun per day." ] }, { "cell_type": "code", "execution_count": 11, "id": "b00f78bb", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:44.487441Z", "iopub.status.busy": "2026-07-07T08:44:44.487354Z", "iopub.status.idle": "2026-07-07T08:44:44.567324Z", "shell.execute_reply": "2026-07-07T08:44:44.566989Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 411, "width": 911 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9, 4))\n", "ax.step(days, true_sunny_day, where=\"mid\", color=\"C2\", lw=2, label=\"true Sun (1) / Rain (0)\")\n", "ax.plot(days, p_sun, \"o-\", color=\"C3\", label=\"recovered P(Sun)\")\n", "ax.legend()\n", "ax.set(\n", " xlabel=\"Day\",\n", " ylabel=\"P(Sun)\",\n", " ylim=(-0.05, 1.05),\n", " title=\"Recovered probability of Sun per day\",\n", ");" ] }, { "cell_type": "markdown", "id": "532f52c4", "metadata": {}, "source": [ "The recovered probabilities snap close to the true path: the model is confident, and correct, about which days were sunny, even though it only ever saw noisy temperatures.\n", "\n", "If you need the conditional distribution as a model object rather than posterior draws, `conditional` gives it to you directly. The recovered `sunny_day` is now a free random variable whose distribution is the conditional posterior." ] }, { "cell_type": "code", "execution_count": 12, "id": "bfffa00e", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:44.568878Z", "iopub.status.busy": "2026-07-07T08:44:44.568802Z", "iopub.status.idle": "2026-07-07T08:44:44.647324Z", "shell.execute_reply": "2026-07-07T08:44:44.646923Z" } }, "outputs": [ { "data": { "text/plain": [ "[sigma, sunny_day]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cond_model = conditional(marginal_model)\n", "cond_model.free_RVs" ] }, { "cell_type": "markdown", "id": "aacbaeb3", "metadata": {}, "source": [ "## Time-varying transitions: a change in the weather regime\n", "\n", "So far the weather was equally sticky on every day: a single transition matrix `P` governed all of the days. Real weather is not like that. A settled high-pressure spell can hold the same conditions for a week, and then a front arrives and the weather turns unsettled, flipping between sun and rain from one day to the next.\n", "\n", "We can capture this by letting the transition matrix change over time. The `time_varying_P=True` flag lets `P` carry one transition matrix per step, with shape `(steps, k, k)` for a single chain (or `(*batch, steps, k, k)` with batch dimensions), where `steps` is the number of transitions, one fewer than the number of days.\n", "\n", "We continue the weather story over a longer window. The first stretch is a stable, sticky spell; then a front arrives at `changepoint` and the weather becomes unsettled, close to a coin flip each day." ] }, { "cell_type": "code", "execution_count": 13, "id": "0bdcaae5", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:44.648459Z", "iopub.status.busy": "2026-07-07T08:44:44.648389Z", "iopub.status.idle": "2026-07-07T08:44:44.651209Z", "shell.execute_reply": "2026-07-07T08:44:44.650766Z" } }, "outputs": [ { "data": { "text/plain": [ "(13, 2, 2)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_season = 14\n", "days_season = np.arange(n_season)\n", "changepoint = 7 # a weather front arrives, splitting the window into two regimes\n", "\n", "# Two transition regimes for the hidden weather.\n", "P_stable = np.array([[0.95, 0.05], [0.05, 0.95]]) # settled: weather persists\n", "P_unsettled = np.array([[0.5, 0.5], [0.5, 0.5]]) # stormy: sun and rain flip freely\n", "\n", "# One transition matrix per step: stable before the front, unsettled after.\n", "P_time = np.stack([P_stable] * changepoint + [P_unsettled] * (n_season - 1 - changepoint))\n", "P_time.shape # (steps, k, k) with steps = n_season - 1" ] }, { "cell_type": "code", "execution_count": 14, "id": "90f47184", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:44.652521Z", "iopub.status.busy": "2026-07-07T08:44:44.652428Z", "iopub.status.idle": "2026-07-07T08:44:44.701122Z", "shell.execute_reply": "2026-07-07T08:44:44.700560Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [sunny_day, temp]\n" ] }, { "data": { "text/plain": [ "[1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The same generative model as before, now with a time-varying transition matrix.\n", "with pm.Model(coords={\"day\": days_season}) as season_generative_model:\n", " sigma = pm.HalfNormal(\"sigma\", 5.0)\n", " init = pm.Categorical.dist(p=[0.5, 0.5])\n", " sunny_day = DiscreteMarkovChain(\n", " \"sunny_day\", P=P_time, init_dist=init, time_varying_P=True, dims=\"day\"\n", " )\n", " pm.Normal(\"temp\", mu=sunny_day * 20.0, sigma=sigma, dims=\"day\")\n", "\n", "# A single prior draw of the weather: long runs during the settled spell, then\n", "# rapid switching once the front arrives. The noise is clamped to true_sigma.\n", "season_prior_draw = pm.sample_prior_predictive(\n", " model=pm.do(season_generative_model, {\"sigma\": true_sigma}),\n", " draws=1,\n", " var_names=[\"sunny_day\", \"temp\"],\n", " random_seed=23,\n", ")\n", "true_sunny_day_season = season_prior_draw.prior[\"sunny_day\"].sel(chain=0, draw=0).to_numpy()\n", "obs_temp_season = season_prior_draw.prior[\"temp\"].sel(chain=0, draw=0).to_numpy()\n", "\n", "true_sunny_day_season.tolist()" ] }, { "cell_type": "markdown", "id": "18ee5500", "metadata": {}, "source": [ "The single prior draw above gives us a known weather sequence that spans both regimes together with its noisy thermometer readings. We condition on those readings with `pm.observe` and then marginalize, sample, and recover exactly as in the first example. Nothing about the workflow changes; only `P` is now time-varying." ] }, { "cell_type": "code", "execution_count": 15, "id": "4fc7b1a1", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:44.702310Z", "iopub.status.busy": "2026-07-07T08:44:44.702241Z", "iopub.status.idle": "2026-07-07T08:44:44.824416Z", "shell.execute_reply": "2026-07-07T08:44:44.823993Z" } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusterday (14)\n", "\n", "day (14)\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "~\n", "Halfnormal\n", "\n", "\n", "\n", "temp\n", "\n", "temp\n", "~\n", "Normal\n", "\n", "\n", "\n", "sigma->temp\n", "\n", "\n", "\n", "\n", "\n", "sunny_day\n", "\n", "sunny_day\n", "~\n", "DiscreteMarkovChain\n", "\n", "\n", "\n", "sunny_day->temp\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Reuse the generative model, conditioning on the temperatures drawn above.\n", "season_model = pm.observe(season_generative_model, {\"temp\": obs_temp_season})\n", "\n", "pm.model_to_graphviz(season_model)" ] }, { "cell_type": "markdown", "id": "05e2d5e7", "metadata": {}, "source": [ "We now marginalize and sample." ] }, { "cell_type": "code", "execution_count": 16, "id": "7d8bbeef", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:44.826312Z", "iopub.status.busy": "2026-07-07T08:44:44.826212Z", "iopub.status.idle": "2026-07-07T08:44:48.896732Z", "shell.execute_reply": "2026-07-07T08:44:48.896071Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma]\n" ] }, { "data": { "text/html": [ "
/Users/juanitorduz/Documents/pymc-examples/.venv/lib/python3.14/site-packages/rich/live.py:260: UserWarning: \n",
       "install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "
\n" ], "text/plain": [ "/Users/juanitorduz/Documents/pymc-examples/.venv/lib/python3.14/site-packages/rich/live.py:260: UserWarning: \n", "install \"ipywidgets\" for Jupyter support\n", " warnings.warn('install \"ipywidgets\" for Jupyter support')\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 0 seconds.\n",
      "Sampling: [sunny_day]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true Sun:                  [1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0]\n",
      "recovered P(Sun) per day:  [1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0]\n"
     ]
    }
   ],
   "source": [
    "season_marginal = marginalize(season_model, [\"sunny_day\"])\n",
    "season_idata = pm.sample(model=season_marginal, target_accept=0.85, random_seed=rng)\n",
    "recover(season_idata, model=season_marginal, random_seed=rng)\n",
    "\n",
    "p_sun_season = season_idata.posterior[\"sunny_day\"].mean((\"chain\", \"draw\")).values\n",
    "print(\"true Sun:                 \", true_sunny_day_season.tolist())\n",
    "print(\"recovered P(Sun) per day: \", [float(round(p, 2)) for p in p_sun_season])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "831c4507",
   "metadata": {},
   "source": [
    "Let's plot the recovered probabilities of sun per day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "121caa7c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-07T08:44:48.898058Z",
     "iopub.status.busy": "2026-07-07T08:44:48.897973Z",
     "iopub.status.idle": "2026-07-07T08:44:49.006106Z",
     "shell.execute_reply": "2026-07-07T08:44:49.005756Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "
" ] }, "metadata": { "image/png": { "height": 711, "width": 1211 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 7))\n", "ax.step(\n", " days_season,\n", " true_sunny_day_season,\n", " where=\"mid\",\n", " color=\"C2\",\n", " lw=2,\n", " label=\"true Sun (1) / Rain (0)\",\n", ")\n", "ax.plot(days_season, p_sun_season, \"o-\", color=\"C3\", label=\"recovered P(Sun)\")\n", "ax.axvline(changepoint - 0.5, ls=\"--\", color=\"gray\", label=\"front arrives\")\n", "ax.text(changepoint / 2, 1.12, \"settled\", size=16, ha=\"center\", va=\"center\", color=\"black\")\n", "ax.text(\n", " (changepoint + n_season) / 2,\n", " 1.12,\n", " \"unsettled\",\n", " size=16,\n", " ha=\"center\",\n", " va=\"center\",\n", " color=\"black\",\n", ")\n", "ax.legend(loc=\"center left\")\n", "ax.set(\n", " xlabel=\"Day\",\n", " ylabel=\"P(Sun)\",\n", " ylim=(-0.05, 1.25),\n", " title=\"Recovered probability of Sun per day across a regime change\",\n", ");" ] }, { "cell_type": "markdown", "id": "2f92909c", "metadata": {}, "source": [ "Recovery works identically with time-varying transitions: `recover` does not care whether `P` was shared across days or changed from day to day. The recovered probabilities stay sharp across both regimes because the thermometer strongly identifies each day on its own. In the settled spell the sticky transitions reinforce the emissions, while in the unsettled stretch the transitions carry little information, so the recovered states lean almost entirely on the temperatures." ] }, { "cell_type": "markdown", "id": "eff90998", "metadata": {}, "source": [ "## Summary\n", "\n", "We inferred a hidden weather sequence from noisy temperatures using three steps:\n", "\n", "1. Build the model with a `DiscreteMarkovChain` prior over the hidden states.\n", "2. `marginalize` the chain so NUTS samples only the continuous parameters, using the forward algorithm under the hood.\n", "3. `recover` the hidden states from their exact conditional posterior, which is itself a time-inhomogeneous `DiscreteMarkovChain`.\n" ] }, { "cell_type": "markdown", "id": "b0847832", "metadata": {}, "source": [ "## Authors\n", "- Authored by [Juan Orduz](https://juanitorduz.github.io/) and [Ricardo Vieira](https://github.com/ricardoV94) in July 2026" ] }, { "cell_type": "markdown", "id": "f2e9187e", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 18, "id": "870c1e37", "metadata": { "execution": { "iopub.execute_input": "2026-07-07T08:44:49.007949Z", "iopub.status.busy": "2026-07-07T08:44:49.007853Z", "iopub.status.idle": "2026-07-07T08:44:49.019428Z", "shell.execute_reply": "2026-07-07T08:44:49.018873Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Tue, 07 Jul 2026\n", "\n", "Python implementation: CPython\n", "Python version : 3.14.2\n", "IPython version : 9.15.0\n", "\n", "pytensor: 3.0.7\n", "\n", "arviz : 1.2.0\n", "matplotlib : 3.10.9\n", "numpy : 2.4.6\n", "pymc : 6.0.1\n", "pymc_extras: 0.12.2.dev12+g1fdbf6ffe\n", "\n", "Watermark: 2.6.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor" ] }, { "cell_type": "markdown", "id": "547e9235", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.14.2" }, "myst": { "substitutions": { "extra_dependencies": "pymc-extras" } } }, "nbformat": 4, "nbformat_minor": 5 }