diff --git a/notebooks/INLA Example.ipynb b/notebooks/INLA Example.ipynb new file mode 100644 index 000000000..cee7152f8 --- /dev/null +++ b/notebooks/INLA Example.ipynb @@ -0,0 +1,634 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "08d3c95b-aef0-4941-b113-c2cea016a693", + "metadata": {}, + "outputs": [], + "source": [ + "import arviz as az\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pymc as pm\n", + "import pymc_extras as pmx" + ] + }, + { + "cell_type": "markdown", + "id": "c621bb18-69be-490b-9e32-f52fd9fceee1", + "metadata": {}, + "source": [ + "# Introduction\n", + "\n", + "INLA assumes some three-layer nested model of the form:\n", + "\n", + "\\begin{equation}\n", + "\\theta \\rightarrow x \\rightarrow y\n", + "\\end{equation}\n", + "\n", + "Where the prior on the hyperparameters $\\pi(\\theta)$ is arbitrary, the prior on the latent field is Gaussian (and in precision form): $\\pi(x) = N(\\mu, Q^{-1})$ and the latent field is linked to the observables $y$ through some linear map.\n", + "\n", + "In PyMC Extras, INLA works natively through `pmx.fit`. In particular, the current implementation requires as input the latent Gaussian RV `x` and its associated precision matrix `Q`. It uses a pytensor-native wrapper for SciPy `minimize` using the `pytensor.optimize` package to obtain the Laplace approximation:\n", + "\n", + "\\begin{equation}\n", + "\\pi_G \\sim N(\\mu^*, \\Sigma^*)\n", + "\\end{equation}\n", + "\n", + "Where $\\mu^*(y, \\theta)$ is the $x$ which maximimses $\\textnormal{logp}(x \\mid y, \\theta)$, and $\\Sigma^* = Q - f^\"(x)\\bigg\\rvert_{x=\\mu^*}$, where $f^\"(x)$ is the Hessian of the measurement model $\\textnormal{logp}(y \\mid x, \\theta)$.\n", + "\n", + "### Current Limitations\n", + "\n", + "As it stands, INLA in PyMC Extras has three main limitations:\n", + "\n", + "- Does not support inference over the latent field, only the hyperparameters.\n", + "- Optimisation for $\\mu^*$ is bottlenecked by calling `minimize`, and to a lesser extent, computing the hessian $f^\"(x)$.\n", + "- Does not offer sparse support which can provide significant speedups.\n", + "\n", + "## Example: AR-1 Autoregressive Model\n", + "In this example, we compare INLA to direct sampling using the AR-1 model, that is:\n", + "\n", + "\\begin{equation}\n", + "x_t = \\rho x_{t-1} + \\epsilon_t\n", + "\\end{equation}\n", + "\\begin{equation}\n", + "\\epsilon_t \\sim N(0, \\sigma^2)\n", + "\\end{equation}\n", + "\\begin{equation}\n", + "\\tau = \\frac{1}{\\sigma^2}\n", + "\\end{equation}\n", + "\n", + "With hyperparameters $\\theta = (\\rho, \\tau)$, latent field $x$ and measurement model $y \\sim \\textnormal{Pois}(e^x)$. Note that due to the current bottlenecks in the `logp` for INLA, we can only run `T=10` datapoints tractably. Starting with direct sampling:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5a274a47-2b74-4c48-9aa8-628c5942b5a5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rng = np.random.default_rng(123)\n", + "\n", + "T = 10\n", + "x = np.zeros((T,))\n", + "\n", + "# true stationarity:\n", + "true_theta = 0.95\n", + "# true standard deviation of the innovation:\n", + "true_sigma = 2.0\n", + "# true process mean:\n", + "true_center = 0.0\n", + "\n", + "for t in range(1, T):\n", + " x[t] = true_theta * x[t - 1] + rng.normal(loc=true_center, scale=true_sigma)\n", + "\n", + "y_obs = rng.poisson(np.exp(x))\n", + "\n", + "plt.plot(np.arange(T), x)\n", + "plt.xlabel(\"t\")\n", + "plt.ylabel(\"x\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8252efd7-6fbb-4d07-aad7-56e2b898e0eb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [theta, tau, x]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8e08dc78c11d49a08ed4ad0b1efc0eaa", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "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 4 seconds.\n"
+     ]
+    }
+   ],
+   "source": [
+    "with pm.Model() as ar1:\n",
+    "    theta = pm.Normal(\"theta\", 0.0, 1.0)\n",
+    "    tau = pm.Exponential(\"tau\", 0.5)\n",
+    "\n",
+    "    x = pm.AR(\"x\", rho=theta, tau=tau, steps=T - 1, init_dist=pm.Normal.dist(0, 100, shape=(T,)))\n",
+    "\n",
+    "    y = pm.Poisson(\"y\", mu=pm.math.exp(x), observed=y_obs)\n",
+    "\n",
+    "    idata = pm.sample()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "id": "6d33ed3e-7303-4c49-933d-e826e16d8ed6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(\n", + " idata,\n", + " lines=[\n", + " (\"theta\", {}, true_theta),\n", + " (\"tau\", {}, true_sigma**-2),\n", + " ],\n", + ")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "f30eb7d6-fa22-485f-9c97-659a8c567020", + "metadata": {}, + "source": [ + "It is easy to do the same in INLA - we only change the `pm.sample` line, leaving everything else the same." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "67e3b750-3fe1-463b-841b-3ec7b4dd9e01", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [theta, tau]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7aa7ea1c5b254f8c9df9e9c8b5d641f9", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "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 87 seconds.\n"
+     ]
+    }
+   ],
+   "source": [
+    "with pm.Model() as ar1_inla:\n",
+    "    theta = pm.Normal(\"theta\", 0, 1.0)\n",
+    "    tau = pm.Exponential(\"tau\", 0.5)\n",
+    "\n",
+    "    x = pm.AR(\"x\", rho=theta, tau=tau, steps=T - 1, init_dist=pm.Normal.dist(0, 100, shape=(T,)))\n",
+    "\n",
+    "    y = pm.Poisson(\"y\", mu=pm.math.exp(x), observed=y_obs)\n",
+    "\n",
+    "    # Use INLA\n",
+    "    idata = pmx.fit(method=\"INLA\", x=x, Q=tau, return_latent_posteriors=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "89f1210c-8a52-450c-86ef-5ff571197471",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(\n", + " idata,\n", + " lines=[\n", + " (\"theta\", {}, true_theta),\n", + " (\"tau\", {}, true_sigma**-2),\n", + " ],\n", + ")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "fcb4d2a8-be7c-40ef-8eaa-e7f01da54b4f", + "metadata": {}, + "source": [ + "Looking under the hood, we see that INLA works by marginalinazing out `x` and registering `y` as a custom `MarginalLaplaceRV`:" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "6c8ee835-b8df-42df-9f4f-ab0c970a57b8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "cluster10\n", + "\n", + "10\n", + "\n", + "\n", + "\n", + "tau\n", + "\n", + "tau\n", + "~\n", + "Exponential\n", + "\n", + "\n", + "\n", + "x\n", + "\n", + "x\n", + "~\n", + "AutoRegressive\n", + "\n", + "\n", + "\n", + "tau->x\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "theta\n", + "\n", + "theta\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "theta->x\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "y\n", + "\n", + "y\n", + "~\n", + "Poisson\n", + "\n", + "\n", + "\n", + "x->y\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Original Model\n", + "with pm.Model() as ar1_inla:\n", + " theta = pm.Normal(\"theta\", 0, 1.0)\n", + " tau = pm.Exponential(\"tau\", 0.5)\n", + "\n", + " x = pm.AR(\"x\", rho=theta, tau=tau, steps=T - 1, init_dist=pm.Normal.dist(0, 100, shape=(T,)))\n", + "\n", + " y = pm.Poisson(\"y\", mu=pm.math.exp(x), observed=y_obs_inla)\n", + "\n", + "pm.model_to_graphviz(ar1_inla)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "de92c806-80bf-486e-b847-ab6e18027847", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "cluster10\n", + "\n", + "10\n", + "\n", + "\n", + "\n", + "tau\n", + "\n", + "tau\n", + "~\n", + "Exponential\n", + "\n", + "\n", + "\n", + "y\n", + "\n", + "y\n", + "~\n", + "MarginalLaplace\n", + "\n", + "\n", + "\n", + "tau->y\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "theta\n", + "\n", + "theta\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "theta->y\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Marginalized model used by INLA\n", + "from pymc_extras.model.marginal.marginal_model import marginalize\n", + "\n", + "minimizer_kwargs = {\"method\": \"L-BFGS-B\", \"optimizer_kwargs\": {\"tol\": 1e-8}}\n", + "marginalize_kwargs = {\n", + " \"Q\": ar1_inla.rvs_to_values[tau],\n", + " \"minimizer_seed\": 42,\n", + " \"minimizer_kwargs\": minimizer_kwargs,\n", + "}\n", + "marginal_model = marginalize(ar1_inla, x, use_laplace=True, **marginalize_kwargs)\n", + "pm.model_to_graphviz(marginal_model)" + ] + }, + { + "cell_type": "markdown", + "id": "880df3c9-2c62-4d41-ad39-d905fdde8969", + "metadata": {}, + "source": [ + "## Example 2: Composition of Gaussians\n", + "A simple example where we consider a nested model of Gaussians:\n", + "\n", + "\\begin{equation}\n", + "\\mu \\sim N(\\mu_\\mu, I)\n", + "\\end{equation}\n", + "\\begin{equation}\n", + "x \\sim N(\\mu, I)\n", + "\\end{equation}\n", + "\\begin{equation}\n", + "y \\sim N(x, I)\n", + "\\end{equation}\n", + "\n", + "Given some prior $\\mu_\\mu$ and true $\\mu_T$, we anticipate that the posterior mean sits at the midpoint of these two: $\\mu_P = \\frac{\\mu_\\mu + \\mu_T}{2}$" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c5fbeb7c-7ecd-4392-8d3c-bd3cc40d9b63", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/michaln/git/pymc-extras/pymc_extras/inference/INLA/inla.py:88: UserWarning: INLA is currently experimental. Please see the INLA Roadmap for more info: https://github.com/pymc-devs/pymc-extras/issues/340.\n", + " warnings.warn(\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "Metropolis: [mu]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c3821209df0c4328aef6f139d4adda01", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "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 172 seconds.\n"
+     ]
+    }
+   ],
+   "source": [
+    "rng = np.random.default_rng(123)\n",
+    "\n",
+    "n = 10000\n",
+    "d = 3\n",
+    "\n",
+    "mu_mu = 10 * rng.random(d)\n",
+    "mu_true = rng.random(d)\n",
+    "tau = np.identity(d)\n",
+    "cov = np.linalg.inv(tau)\n",
+    "y_obs = rng.multivariate_normal(mean=mu_true, cov=cov, size=n)\n",
+    "\n",
+    "with pm.Model() as model:\n",
+    "    mu = pm.MvNormal(\"mu\", mu=mu_mu, tau=tau)\n",
+    "    x = pm.MvNormal(\"x\", mu=mu, tau=tau)\n",
+    "    y = pm.MvNormal(\"y\", mu=x, tau=tau, observed=y_obs)\n",
+    "\n",
+    "    idata = pmx.fit(\n",
+    "        method=\"INLA\",\n",
+    "        x=x,\n",
+    "        Q=tau,\n",
+    "        return_latent_posteriors=False,\n",
+    "    )\n",
+    "\n",
+    "posterior_mean_true = (mu_mu + mu_true) / 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "9706d2d7-ef4f-49de-a19f-9fef3e2812b8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(\n", + " idata,\n", + " lines=[\n", + " (\"mu\", {}, posterior_mean_true),\n", + " ],\n", + ")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9631118f-5bcf-41c4-a282-fd3f00056413", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.12.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/pymc_extras/inference/INLA/__init__.py b/pymc_extras/inference/INLA/__init__.py new file mode 100644 index 000000000..1d740e52a --- /dev/null +++ b/pymc_extras/inference/INLA/__init__.py @@ -0,0 +1,3 @@ +from pymc_extras.inference.INLA.inla import fit_INLA + +__all__ = ["fit_INLA"] diff --git a/pymc_extras/inference/INLA/inla.py b/pymc_extras/inference/INLA/inla.py new file mode 100644 index 000000000..f4e938996 --- /dev/null +++ b/pymc_extras/inference/INLA/inla.py @@ -0,0 +1,114 @@ +import warnings + +import arviz as az +import pymc as pm + +from pytensor.tensor import TensorLike, TensorVariable + +from pymc_extras.model.marginal.marginal_model import marginalize + + +def fit_INLA( + x: TensorVariable, + Q: TensorLike, + minimizer_seed: int = 42, + model: pm.Model | None = None, + minimizer_kwargs: dict = {"method": "L-BFGS-B", "optimizer_kwargs": {"tol": 1e-8}}, + return_latent_posteriors: bool = False, + **sampler_kwargs, +) -> az.InferenceData: + r""" + Performs inference over a linear mixed model using Integrated Nested Laplace Approximations (INLA). Assumes a model of the form: + + .. math:: + + \theta \rightarrow x \rightarrow y + + Where the prior on the hyperparameters :math:`\pi(\theta)` is arbitrary, the prior on the latent field is Gaussian (and in precision form): :math:`\pi(x) = N(\mu, Q^{-1})` and the latent field is linked to the observables $y$ through some linear map. + + As it stands, INLA in PyMC Extras is currently experimental. + + Parameters + ---------- + x: TensorVariable + The latent gaussian to marginalize out. + Q: TensorLike + Precision matrix of the latent field. + minimizer_seed: int + Seed for random initialisation of the minimum point x*. + model: pm.Model + PyMC model. + minimizer_kwargs: + Kwargs to pass to pytensor.optimize.minimize during the optimization step maximizing logp(x | y, params). + returned_latent_posteriors: + If True, also return posteriors for the latent Gaussian field (currently unsupported). + sampler_kwargs: + Kwargs to pass to pm.sample. + + Returns + ------- + idata: az.InferenceData + Standard PyMC InferenceData instance. + + Examples + -------- + .. code:: ipython + + In [1]: rng = np.random.default_rng(123) + ...: n = 10000 + ...: d = 3 + ...: mu_mu = 10 * rng.random(d) + ...: mu_true = rng.random(d) + ...: tau = np.identity(d) + ...: cov = np.linalg.inv(tau) + ...: y_obs = rng.multivariate_normal(mean=mu_true, cov=cov, size=n) + + In [2]: with pm.Model() as model: + ...: mu = pm.MvNormal("mu", mu=mu_mu, tau=tau) + ...: x = pm.MvNormal("x", mu=mu, tau=tau) + ...: y = pm.MvNormal("y", mu=x, tau=tau, observed=y_obs) + + ...: idata = pmx.fit( + ...: method="INLA", + ...: x=x, + ...: Q=tau, + ...: return_latent_posteriors=False, + ...: ) + + In[3]: posterior_mean_true = (mu_mu + mu_true) / 2 + ...: posterior_mean_inla = idata.posterior.mu.mean(axis=(0, 1)).values + ...: print(posterior_mean_true) + ...: print(posterior_mean_inla) + + Out[3]: + [3.50394522 0.35705804 1.50784662] + [3.48732847 0.35738072 1.46851421] + + """ + warnings.warn( + "INLA is currently experimental. Please see the INLA Roadmap for more info: https://github.com/pymc-devs/pymc-extras/issues/340.", + UserWarning, + ) + model = pm.modelcontext(model) + + # Get the TensorVariable if Q is provided as an RV + if isinstance(Q, TensorVariable) and Q in model.rvs_to_values.keys(): + Q = model.rvs_to_values[Q] + + # Marginalize out the latent field + marginalize_kwargs = { + "Q": Q, + "minimizer_seed": minimizer_seed, + "minimizer_kwargs": minimizer_kwargs, + } + marginal_model = marginalize(model, x, use_laplace=True, **marginalize_kwargs) + + # Sample over the hyperparameters + if not return_latent_posteriors: + idata = pm.sample(model=marginal_model, **sampler_kwargs) + return idata + + # Unmarginalize stuff + raise NotImplementedError( + "Inference over the latent field with INLA is currently unsupported. Set return_latent_posteriors to False" + ) diff --git a/pymc_extras/inference/__init__.py b/pymc_extras/inference/__init__.py index f8d7808c7..35355b4df 100644 --- a/pymc_extras/inference/__init__.py +++ b/pymc_extras/inference/__init__.py @@ -14,14 +14,9 @@ from pymc_extras.inference.dadvi.dadvi import fit_dadvi from pymc_extras.inference.fit import fit +from pymc_extras.inference.INLA.inla import fit_INLA from pymc_extras.inference.laplace_approx.find_map import find_MAP from pymc_extras.inference.laplace_approx.laplace import fit_laplace from pymc_extras.inference.pathfinder.pathfinder import fit_pathfinder -__all__ = [ - "find_MAP", - "fit", - "fit_laplace", - "fit_pathfinder", - "fit_dadvi", -] +__all__ = ["find_MAP", "fit", "fit_laplace", "fit_pathfinder", "fit_dadvi", "fit_INLA"] diff --git a/pymc_extras/inference/fit.py b/pymc_extras/inference/fit.py index 4be59b2b3..94e76a9c3 100644 --- a/pymc_extras/inference/fit.py +++ b/pymc_extras/inference/fit.py @@ -36,12 +36,22 @@ def fit(method: str, **kwargs) -> az.InferenceData: return fit_pathfinder(**kwargs) - if method == "laplace": - from pymc_extras.inference import fit_laplace + elif method == "laplace": + from pymc_extras.inference.laplace_approx import fit_laplace return fit_laplace(**kwargs) - if method == "dadvi": + elif method == "INLA": + from pymc_extras.inference.INLA import fit_INLA + + return fit_INLA(**kwargs) + + elif method == "dadvi": from pymc_extras.inference import fit_dadvi return fit_dadvi(**kwargs) + + else: + raise ValueError( + f"method '{method}' not supported. Use one of 'pathfinder', 'laplace' or 'INLA'." + ) diff --git a/pymc_extras/inference/laplace_approx/__init__.py b/pymc_extras/inference/laplace_approx/__init__.py index e69de29bb..023d8c354 100644 --- a/pymc_extras/inference/laplace_approx/__init__.py +++ b/pymc_extras/inference/laplace_approx/__init__.py @@ -0,0 +1,3 @@ +from pymc_extras.inference.laplace_approx.laplace import fit_laplace + +__all__ = ["fit_laplace"] diff --git a/pymc_extras/inference/laplace_approx/laplace.py b/pymc_extras/inference/laplace_approx/laplace.py index ab5203587..e24373a85 100644 --- a/pymc_extras/inference/laplace_approx/laplace.py +++ b/pymc_extras/inference/laplace_approx/laplace.py @@ -15,7 +15,6 @@ import logging -from collections.abc import Callable from functools import partial from typing import Literal from typing import cast as type_cast @@ -23,19 +22,15 @@ import arviz as az import numpy as np import pymc as pm -import pytensor import pytensor.tensor as pt import xarray as xr from better_optimize.constants import minimize_method -from numpy.typing import ArrayLike from pymc.blocking import DictToArrayBijection from pymc.model.transform.optimization import freeze_dims_and_data from pymc.pytensorf import join_nonshared_inputs from pymc.util import get_default_varnames from pytensor.graph import vectorize_graph -from pytensor.tensor import TensorVariable -from pytensor.tensor.optimize import minimize from pytensor.tensor.type import Variable from pymc_extras.inference.laplace_approx.find_map import ( @@ -51,102 +46,6 @@ _log = logging.getLogger(__name__) -def get_conditional_gaussian_approximation( - x: TensorVariable, - Q: TensorVariable | ArrayLike, - mu: TensorVariable | ArrayLike, - args: list[TensorVariable] | None = None, - model: pm.Model | None = None, - method: minimize_method = "BFGS", - use_jac: bool = True, - use_hess: bool = False, - optimizer_kwargs: dict | None = None, -) -> Callable: - """ - Returns a function to estimate the a posteriori log probability of a latent Gaussian field x and its mode x0 using the Laplace approximation. - - That is: - y | x, sigma ~ N(Ax, sigma^2 W) - x | params ~ N(mu, Q(params)^-1) - - We seek to estimate log(p(x | y, params)): - - log(p(x | y, params)) = log(p(y | x, params)) + log(p(x | params)) + const - - Let f(x) = log(p(y | x, params)). From the definition of our model above, we have log(p(x | params)) = -0.5*(x - mu).T Q (x - mu) + 0.5*logdet(Q). - - This gives log(p(x | y, params)) = f(x) - 0.5*(x - mu).T Q (x - mu) + 0.5*logdet(Q). We will estimate this using the Laplace approximation by Taylor expanding f(x) about the mode. - - Thus: - - 1. Maximize log(p(x | y, params)) = f(x) - 0.5*(x - mu).T Q (x - mu) wrt x (note that logdet(Q) does not depend on x) to find the mode x0. - - 2. Substitute x0 into the Laplace approximation expanded about the mode: log(p(x | y, params)) ~= -0.5*x.T (-f''(x0) + Q) x + x.T (Q.mu + f'(x0) - f''(x0).x0) + 0.5*logdet(Q). - - Parameters - ---------- - x: TensorVariable - The parameter with which to maximize wrt (that is, find the mode in x). In INLA, this is the latent field x~N(mu,Q^-1). - Q: TensorVariable | ArrayLike - The precision matrix of the latent field x. - mu: TensorVariable | ArrayLike - The mean of the latent field x. - args: list[TensorVariable] - Args to supply to the compiled function. That is, (x0, logp) = f(x, *args). If set to None, assumes the model RVs are args. - model: Model - PyMC model to use. - method: minimize_method - Which minimization algorithm to use. - use_jac: bool - If true, the minimizer will compute the gradient of log(p(x | y, params)). - use_hess: bool - If true, the minimizer will compute the Hessian log(p(x | y, params)). - optimizer_kwargs: dict - Kwargs to pass to scipy.optimize.minimize. - - Returns - ------- - f: Callable - A function which accepts a value of x and args and returns [x0, log(p(x | y, params))], where x0 is the mode. x is currently both the point at which to evaluate logp and the initial guess for the minimizer. - """ - model = pm.modelcontext(model) - - if args is None: - args = model.continuous_value_vars + model.discrete_value_vars - - # f = log(p(y | x, params)) - f_x = model.logp() - jac = pytensor.gradient.grad(f_x, x) - hess = pytensor.gradient.jacobian(jac.flatten(), x) - - # log(p(x | y, params)) only including terms that depend on x for the minimization step (logdet(Q) ignored as it is a constant wrt x) - log_x_posterior = f_x - 0.5 * (x - mu).T @ Q @ (x - mu) - - # Maximize log(p(x | y, params)) wrt x to find mode x0 - x0, _ = minimize( - objective=-log_x_posterior, - x=x, - method=method, - jac=use_jac, - hess=use_hess, - optimizer_kwargs=optimizer_kwargs, - ) - - # require f'(x0) and f''(x0) for Laplace approx - jac = pytensor.graph.replace.graph_replace(jac, {x: x0}) - hess = pytensor.graph.replace.graph_replace(hess, {x: x0}) - - # Full log(p(x | y, params)) using the Laplace approximation (up to a constant) - _, logdetQ = pt.nlinalg.slogdet(Q) - conditional_gaussian_approx = ( - -0.5 * x.T @ (-hess + Q) @ x + x.T @ (Q @ mu + jac - hess @ x0) + 0.5 * logdetQ - ) - - # Currently x is passed both as the query point for f(x, args) = logp(x | y, params) AND as an initial guess for x0. This may cause issues if the query point is - # far from the mode x0 or in a neighbourhood which results in poor convergence. - return pytensor.function(args, [x0, conditional_gaussian_approx]) - - def _unconstrained_vector_to_constrained_rvs(model): outputs = get_default_varnames(model.unobserved_value_vars, include_transformed=True) constrained_names = [ diff --git a/pymc_extras/model/marginal/distributions.py b/pymc_extras/model/marginal/distributions.py index 86aa5f021..cafc9574b 100644 --- a/pymc_extras/model/marginal/distributions.py +++ b/pymc_extras/model/marginal/distributions.py @@ -3,11 +3,13 @@ from collections.abc import Sequence import numpy as np +import pytensor import pytensor.tensor as pt from pymc.distributions import Bernoulli, Categorical, DiscreteUniform from pymc.distributions.distribution import _support_point, support_point -from pymc.logprob.abstract import MeasurableOp, _logprob +from pymc.distributions.multivariate import _logdet_from_cholesky, nan_lower_cholesky +from pymc.logprob.abstract import MeasurableOp, ValuedRV, _logprob from pymc.logprob.basic import conditional_logp, logp from pymc.pytensorf import constant_fold from pytensor import Variable @@ -18,7 +20,8 @@ from pytensor.graph.replace import clone_replace, graph_replace from pytensor.scan import map as scan_map from pytensor.scan import scan -from pytensor.tensor import TensorVariable +from pytensor.tensor import TensorLike, TensorVariable +from pytensor.tensor.optimize import minimize from pytensor.tensor.random.type import RandomType from pymc_extras.distributions import DiscreteMarkovChain @@ -132,6 +135,26 @@ class MarginalDiscreteMarkovChainRV(MarginalRV): """Base class for Marginalized Discrete Markov Chain RVs""" +class MarginalLaplaceRV(MarginalRV): + """Base class for Marginalized Laplace-Approximated RVs. + + Estimates log likelihood using Laplace approximations. + """ + + def __init__( + self, + *args, + Q: TensorVariable, + minimizer_seed: int, + minimizer_kwargs: dict = {"method": "L-BFGS-B", "optimizer_kwargs": {"tol": 1e-8}}, + **kwargs, + ) -> None: + self.Q = Q + self.minimizer_seed = minimizer_seed + self.minimizer_kwargs = minimizer_kwargs + super().__init__(*args, **kwargs) + + def get_domain_of_finite_discrete_rv(rv: TensorVariable) -> tuple[int, ...]: op = rv.owner.op dist_params = rv.owner.op.dist_params(rv.owner) @@ -371,3 +394,157 @@ def step_alpha(logp_emission, log_alpha, log_P): warn_non_separable_logp(values) dummy_logps = (DUMMY_ZERO,) * (len(values) - 1) return joint_logp, *dummy_logps + + +def _precision_mv_normal_logp(value: TensorLike, mean: TensorLike, tau: TensorLike): + """ + Compute the log likelihood of a multivariate normal distribution in precision form. May be phased out - see https://github.com/pymc-devs/pymc/pull/7895 + + Parameters + ---------- + value: TensorLike + Query point to compute the log prob at. + mean: TensorLike + Mean vector of the Gaussian, + tau: TensorLike + Precision matrix of the Gaussian (i.e. cov = inv(tau)) + + Returns + ------- + logp: TensorLike + Log likelihood at value. + posdef: TensorLike + Boolean indicating whether the precision matrix is positive definite. + """ + k = value.shape[-1].astype("floatX") + + delta = value - mean + quadratic_form = delta.T @ tau @ delta + logdet, posdef = _logdet_from_cholesky(nan_lower_cholesky(tau)) + logp = -0.5 * (k * pt.log(2 * np.pi) + quadratic_form) + logdet + + return logp, posdef + + +def get_laplace_approx( + log_likelihood: TensorVariable, + logp_objective: TensorVariable, + x: TensorVariable, + x0_init: TensorLike, + Q: TensorLike, + minimizer_kwargs: dict = {"method": "L-BFGS-B", "optimizer_kwargs": {"tol": 1e-8}}, +): + """ + Compute the laplace approximation logp_G(x | y, params) of some variable x. + + Parameters + ---------- + log_likelihood: TensorVariable + Model likelihood logp(y | x, params). + logp_objective: TensorVariable + Obective log likelihood to maximize, logp(x | y, params) (up to some constant in x). + x: TensorVariable + Variable to be laplace approximated. + x0_init: TensorLike + Initial guess for minimization. + Q: TensorLike + Precision matrix of x. + minimizer_kwargs: + Kwargs to pass to pytensor.optimize.minimize. + + Returns + ------- + x0: TensorVariable + x*, the maximizer of logp(x | y, params) in x. + log_laplace_approx: TensorVariable + Laplace approximation of logp(x | y, params) evaluated at x. + """ + # Maximize log(p(x | y, params)) wrt x to find mode x0 + # This step is currently bottlenecking the logp calculation. + x0, _ = minimize( + objective=-logp_objective, # logp(x | y, params) = logp(y | x, params) + logp(x | params) + const (const omitted during minimization) + x=x, + use_vectorized_jac=True, + **minimizer_kwargs, + ) + + # Set minimizer initialisation to be random + x0 = pytensor.graph.replace.graph_replace(x0, {x: x0_init}) + + # This step is also expensive (but not as much as minimize). Could be made more efficient by recycling hessian from the minimizer step, however that requires a bespoke algorithm described in Rasmussen & Williams + # since the general optimisation scheme maximises logp(x | y, params) rather than logp(y | x, params), and thus the hessian that comes out of methods + # like L-BFGS-B is in fact not the hessian of logp(y | x, params) + hess = pytensor.gradient.hessian(log_likelihood, x) + + # Evaluate logp of Laplace approx of logp(x | y, params) at some point x + tau = Q - hess + mu = x0 + log_laplace_approx, _ = _precision_mv_normal_logp(x, mu, tau) + + return x0, log_laplace_approx + + +@_logprob.register(MarginalLaplaceRV) +def laplace_marginal_rv_logp(op: MarginalLaplaceRV, values, *inputs, **kwargs): + # Clone the inner RV graph of the Marginalized RV + x, *inner_rvs = inline_ofg_outputs(op, inputs) + + # Obtain the joint_logp graph of the inner RV graph + inner_rv_values = dict(zip(inner_rvs, values)) + + marginalized_vv = x.clone() + rv_values = inner_rv_values | {x: marginalized_vv} + logps_dict = conditional_logp(rv_values=rv_values, **kwargs) + + # logp(y | x, params) + log_likelihood = pt.sum( + [logp_term.sum() for value, logp_term in logps_dict.items() if value is not marginalized_vv] + ) + + # logp = logp(y | x, params) + logp(x | params) (i.e. logp(x | y, params) up to a constant in x) + logp = pt.sum([pt.sum(logps_dict[k]) for k in logps_dict]) + + # Set minimizer initialisation to be random + # Assumes that the observed variable y is the only element in values, and that d is shape[-1] - if this is invalid it will simply crash rather than producing an invalid result. + # A more robust method of obtaining d would be ideal. + if len(values) > 1: + warnings.warn( + f"INLA assumes that the latent field {marginalized_vv.name} is of the same dimension as the observables and that there is only one observable, however more than one input value to the logp was provided." + ) + d = values[0].data.shape[-1] + rng = np.random.default_rng(op.minimizer_seed) + x0_init = rng.random(d) + + # Get Q from the list of inputs + Q = None + if isinstance(op.Q, TensorVariable): + for var in inputs: + if var.owner is not None and isinstance(var.owner.op, ValuedRV): + for inp in var.owner.inputs: + if ( + inp.name is not None + and inp.name == op.Q.name + or inp.name == op.Q.name + "_log" + ): + Q = var + break + + if var.name is not None and var.name == op.Q.name or var.name == op.Q.name + "_log": + Q = var + break + + if Q is None: + raise ValueError(f"No inputs could be matched to precision matrix {op.Q}: {inputs}.") + + # Q is an array + else: + Q = op.Q + + # Obtain laplace approx + x0, log_laplace_approx = get_laplace_approx( + log_likelihood, logp, marginalized_vv, x0_init, Q, op.minimizer_kwargs + ) + + # logp(y | params) = logp(y | x, params) + logp(x | params) - logp(x | y, params) + marginal_likelihood = logp - log_laplace_approx + return pytensor.graph.replace.graph_replace(marginal_likelihood, {marginalized_vv: x0}) diff --git a/pymc_extras/model/marginal/marginal_model.py b/pymc_extras/model/marginal/marginal_model.py index b6ca25bf1..79bc65991 100644 --- a/pymc_extras/model/marginal/marginal_model.py +++ b/pymc_extras/model/marginal/marginal_model.py @@ -45,6 +45,7 @@ from pymc_extras.model.marginal.distributions import ( MarginalDiscreteMarkovChainRV, MarginalFiniteDiscreteRV, + MarginalLaplaceRV, MarginalRV, NonSeparableLogpWarning, get_domain_of_finite_discrete_rv, @@ -144,7 +145,9 @@ def _unique(seq: Sequence) -> list: return [x for x in seq if not (x in seen or seen_add(x))] -def marginalize(model: Model, rvs_to_marginalize: ModelRVs) -> MarginalModel: +def marginalize( + model: Model, rvs_to_marginalize: ModelRVs, use_laplace: bool = False, **marginalize_kwargs +) -> MarginalModel: """Marginalize a subset of variables in a PyMC model. This creates a class of `MarginalModel` from an existing `Model`, with the specified @@ -158,6 +161,8 @@ def marginalize(model: Model, rvs_to_marginalize: ModelRVs) -> MarginalModel: PyMC model to marginalize. Original variables well be cloned. rvs_to_marginalize : Sequence[TensorVariable] Variables to marginalize in the returned model. + use_laplace : bool + Whether to use Laplace appoximations to marginalize out rvs_to_marginalize. Returns ------- @@ -186,7 +191,8 @@ def marginalize(model: Model, rvs_to_marginalize: ModelRVs) -> MarginalModel: raise NotImplementedError( "Marginalization for DiscreteMarkovChain with non-matrix transition probability is not supported" ) - elif not isinstance(rv_op, Bernoulli | Categorical | DiscreteUniform): + + elif not use_laplace and not isinstance(rv_op, Bernoulli | Categorical | DiscreteUniform): raise NotImplementedError( f"Marginalization of RV with distribution {rv_to_marginalize.owner.op} is not supported" ) @@ -241,7 +247,9 @@ def marginalize(model: Model, rvs_to_marginalize: ModelRVs) -> MarginalModel: ] input_rvs = _unique((*marginalized_rv_input_rvs, *other_direct_rv_ancestors)) - replace_finite_discrete_marginal_subgraph(fg, rv_to_marginalize, dependent_rvs, input_rvs) + replace_marginal_subgraph( + fg, rv_to_marginalize, dependent_rvs, input_rvs, use_laplace, **marginalize_kwargs + ) return model_from_fgraph(fg, mutate_fgraph=True) @@ -551,22 +559,30 @@ def remove_model_vars(vars): return fgraph.outputs -def replace_finite_discrete_marginal_subgraph( - fgraph, rv_to_marginalize, dependent_rvs, input_rvs +def replace_marginal_subgraph( + fgraph, + rv_to_marginalize, + dependent_rvs, + input_rvs, + use_laplace=False, + **marginalize_kwargs, ) -> None: # If the marginalized RV has multiple dimensions, check that graph between # marginalized RV and dependent RVs does not mix information from batch dimensions # (otherwise logp would require enumerating over all combinations of batch dimension values) - try: - dependent_rvs_dim_connections = subgraph_batch_dim_connection( - rv_to_marginalize, dependent_rvs - ) - except (ValueError, NotImplementedError) as e: - # For the perspective of the user this is a NotImplementedError - raise NotImplementedError( - "The graph between the marginalized and dependent RVs cannot be marginalized efficiently. " - "You can try splitting the marginalized RV into separate components and marginalizing them separately." - ) from e + if not use_laplace: + try: + dependent_rvs_dim_connections = subgraph_batch_dim_connection( + rv_to_marginalize, dependent_rvs + ) + except (ValueError, NotImplementedError) as e: + # For the perspective of the user this is a NotImplementedError + raise NotImplementedError( + "The graph between the marginalized and dependent RVs cannot be marginalized efficiently. " + "You can try splitting the marginalized RV into separate components and marginalizing them separately." + ) from e + else: + dependent_rvs_dim_connections = None output_rvs = [rv_to_marginalize, *dependent_rvs] rng_updates = collect_default_updates(output_rvs, inputs=input_rvs, must_be_shared=False) @@ -581,6 +597,8 @@ def replace_finite_discrete_marginal_subgraph( if isinstance(inner_outputs[0].owner.op, DiscreteMarkovChain): marginalize_constructor = MarginalDiscreteMarkovChainRV + elif use_laplace: + marginalize_constructor = MarginalLaplaceRV else: marginalize_constructor = MarginalFiniteDiscreteRV @@ -590,6 +608,7 @@ def replace_finite_discrete_marginal_subgraph( outputs=inner_outputs, dims_connections=dependent_rvs_dim_connections, dims=dims, + **marginalize_kwargs, ) new_outputs = marginalization_op(*inputs) diff --git a/tests/inference/INLA/test_inla.py b/tests/inference/INLA/test_inla.py new file mode 100644 index 000000000..bb16e3a76 --- /dev/null +++ b/tests/inference/INLA/test_inla.py @@ -0,0 +1,97 @@ +# Copyright 2024 The PyMC Developers +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + +import numpy as np +import pymc as pm +import pytest + +import pymc_extras as pmx + + +@pytest.fixture(scope="session") +def rng(): + seed = 123 + return np.random.default_rng(seed) + + +@pytest.mark.filterwarnings(r"ignore:INLA is currently experimental") +def test_AR1(rng): + T = 10 + x = np.zeros((T,)) + + # true stationarity: + true_theta = 0.95 + # true standard deviation of the innovation: + true_sigma = 2.0 + # true process mean: + true_center = 0.0 + + for t in range(1, T): + x[t] = true_theta * x[t - 1] + rng.normal(loc=true_center, scale=true_sigma) + + y_obs = rng.poisson(np.exp(x)) + + with pm.Model() as ar1_inla: + theta = pm.Normal("theta", 0, 1.0) + tau = pm.Exponential("tau", 0.5) + + x = pm.AR( + "x", rho=theta, tau=tau, steps=T - 1, init_dist=pm.Normal.dist(0, 100, shape=(T,)) + ) + + y = pm.Poisson("y", mu=pm.math.exp(x), observed=y_obs) + + # Use INLA + idata = pmx.fit(method="INLA", x=x, Q=tau, return_latent_posteriors=False) + + theta_inla = idata.posterior.theta.mean(axis=(0, 1)) + np.testing.assert_allclose(np.array([true_theta]), theta_inla, atol=0.2) + + +@pytest.mark.filterwarnings(r"ignore:INLA is currently experimental") +def test_3_layer_normal(rng): + """ + Test INLA against a simple toy problem: + + mu ~ N(mu_mu, I) + x ~ N(mu, I) + y ~ N(x, I) + + The mean of the posterior should be the midpoint between mu_mu and mu_true + """ + n = 10000 + d = 3 + + mu_mu = 10 * rng.random(d) + mu_true = rng.random(d) + tau = np.identity(d) + cov = np.linalg.inv(tau) + y_obs = rng.multivariate_normal(mean=mu_true, cov=cov, size=n) + + with pm.Model() as model: + mu = pm.MvNormal("mu", mu=mu_mu, tau=tau) + x = pm.MvNormal("x", mu=mu, tau=tau) + y = pm.MvNormal("y", mu=x, tau=tau, observed=y_obs) + + idata = pmx.fit( + method="INLA", + x=x, + Q=tau, + return_latent_posteriors=False, + ) + + posterior_mean_true = (mu_mu + mu_true) / 2 + posterior_mean_inla = idata.posterior.mu.mean(axis=(0, 1)) + np.testing.assert_allclose(posterior_mean_true, posterior_mean_inla, atol=0.1) diff --git a/tests/inference/laplace_approx/test_laplace.py b/tests/inference/laplace_approx/test_laplace.py index 6196673bc..3dbd75987 100644 --- a/tests/inference/laplace_approx/test_laplace.py +++ b/tests/inference/laplace_approx/test_laplace.py @@ -22,7 +22,6 @@ from pymc_extras.inference.laplace_approx.find_map import GradientBackend from pymc_extras.inference.laplace_approx.laplace import ( fit_laplace, - get_conditional_gaussian_approximation, ) @@ -320,85 +319,3 @@ def test_laplace_scalar_basinhopping(optimizer_method): np.testing.assert_allclose( idata_laplace.posterior.p.mean(dim=["chain", "draw"]), data.mean(), atol=0.1 ) - - -def test_get_conditional_gaussian_approximation(): - """ - Consider the trivial case of: - - y | x ~ N(x, cov_param) - x | param ~ N(mu_param, Q^-1) - - cov_param ~ N(cov_mu, cov_cov) - mu_param ~ N(mu_mu, mu_cov) - Q ~ N(Q_mu, Q_cov) - - This has an analytic solution at the mode which we can compare against. - """ - rng = np.random.default_rng(12345) - n = 10000 - d = 10 - - # Initialise arrays - mu_true = rng.random(d) - cov_true = np.diag(rng.random(d)) - Q_val = np.diag(rng.random(d)) - cov_param_val = np.diag(rng.random(d)) - - x_val = rng.random(d) - mu_val = rng.random(d) - - mu_mu = rng.random(d) - mu_cov = np.diag(np.ones(d)) - cov_mu = rng.random(d**2) - cov_cov = np.diag(np.ones(d**2)) - Q_mu = rng.random(d**2) - Q_cov = np.diag(np.ones(d**2)) - - with pm.Model() as model: - y_obs = rng.multivariate_normal(mean=mu_true, cov=cov_true, size=n) - - mu_param = pm.MvNormal("mu_param", mu=mu_mu, cov=mu_cov) - cov_param = pm.MvNormal("cov_param", mu=cov_mu, cov=cov_cov) - Q = pm.MvNormal("Q", mu=Q_mu, cov=Q_cov) - - # Pytensor currently doesn't support autograd for pt inverses, so we use a numeric Q instead - x = pm.MvNormal("x", mu=mu_param, cov=np.linalg.inv(Q_val)) - - y = pm.MvNormal( - "y", - mu=x, - cov=cov_param.reshape((d, d)), - observed=y_obs, - ) - - # logp(x | y, params) - cga = get_conditional_gaussian_approximation( - x=model.rvs_to_values[x], - Q=Q.reshape((d, d)), - mu=mu_param, - optimizer_kwargs={"tol": 1e-25}, - ) - - x0, log_x_posterior = cga( - x=x_val, mu_param=mu_val, cov_param=cov_param_val.flatten(), Q=Q_val.flatten() - ) - - # Get analytic values of the mode and Laplace-approximated log posterior - cov_param_inv = np.linalg.inv(cov_param_val) - - x0_true = np.linalg.inv(n * cov_param_inv + 2 * Q_val) @ ( - cov_param_inv @ y_obs.sum(axis=0) + 2 * Q_val @ mu_val - ) - - jac_true = cov_param_inv @ (y_obs - x0_true).sum(axis=0) - Q_val @ (x0_true - mu_val) - hess_true = -n * cov_param_inv - Q_val - - log_x_posterior_laplace_true = ( - -0.5 * x_val.T @ (-hess_true + Q_val) @ x_val - + x_val.T @ (Q_val @ mu_val + jac_true - hess_true @ x0_true) - + 0.5 * np.log(np.linalg.det(Q_val)) - ) - - np.testing.assert_allclose(x0, x0_true, atol=0.1, rtol=0.1) - np.testing.assert_allclose(log_x_posterior, log_x_posterior_laplace_true, atol=0.1, rtol=0.1)