{ "cells": [ { "cell_type": "markdown", "id": "5be5c73d", "metadata": {}, "source": [ "(pathfinder)=\n", "\n", "# Pathfinder Variational Inference\n", "\n", ":::{post} Sept 30, 2022 \n", ":tags: variational inference, jax \n", ":category: advanced, how-to\n", ":author: Thomas Wiecki\n", ":::" ] }, { "cell_type": "markdown", "id": "8c09866a", "metadata": {}, "source": [ "Pathfinder {cite:p}`zhang2021pathfinder` is a variational inference algorithm that produces samples from the posterior of a Bayesian model. It compares favorably to the widely used ADVI algorithm. On large problems, it should scale better than most MCMC algorithms, including dynamic HMC (i.e. NUTS), at the cost of a more biased estimate of the posterior. For details on the algorithm, see the [arxiv preprint](https://arxiv.org/abs/2108.03782).\n", "\n", "This algorithm is [implemented](https://github.com/blackjax-devs/blackjax/pull/194) in [BlackJAX](https://github.com/blackjax-devs/blackjax), a library of inference algorithms for [JAX](https://github.com/google/jax). Through PyMC's JAX-backend (through [pytensor](https://github.com/pytensor-devs/pytensor)) we can run BlackJAX's pathfinder on any PyMC model with some simple wrapper code.\n", "\n", "This wrapper code is implemented in [pymcx](https://github.com/pymc-devs/pymcx/). This tutorial shows how to run Pathfinder on your PyMC model.\n", "\n", "You first need to install `pymcx`:\n", "\n", "`pip install git+https://github.com/pymc-devs/pymcx`" ] }, { "cell_type": "code", "execution_count": 1, "id": "b956d9c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v4.2.0\n" ] } ], "source": [ "import arviz as az\n", "import numpy as np\n", "import pymc as pm\n", "import pymcx as pmx\n", "\n", "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "markdown", "id": "d1e3e470", "metadata": {}, "source": [ "First, define your PyMC model. Here, we use the 8-schools model." ] }, { "cell_type": "code", "execution_count": 2, "id": "e33b0d7f", "metadata": {}, "outputs": [], "source": [ "# Data of the Eight Schools Model\n", "J = 8\n", "y = np.array([28.0, 8.0, -3.0, 7.0, -1.0, 1.0, 18.0, 12.0])\n", "sigma = np.array([15.0, 10.0, 16.0, 11.0, 9.0, 11.0, 10.0, 18.0])\n", "\n", "with pm.Model() as model:\n", " mu = pm.Normal(\"mu\", mu=0.0, sigma=10.0)\n", " tau = pm.HalfCauchy(\"tau\", 5.0)\n", "\n", " theta = pm.Normal(\"theta\", mu=0, sigma=1, shape=J)\n", " theta_1 = mu + tau * theta\n", " obs = pm.Normal(\"obs\", mu=theta, sigma=sigma, shape=J, observed=y)" ] }, { "cell_type": "markdown", "id": "1d8bf2fe", "metadata": {}, "source": [ "Next, we call `pmx.fit()` and pass in the algorithm we want it to use." ] }, { "cell_type": "code", "execution_count": 3, "id": "22d7745d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/twiecki/miniforge3/envs/pymc4/lib/python3.10/site-packages/pymc/sampling_jax.py:37: UserWarning: This module is experimental.\n", " warnings.warn(\"This module is experimental.\")\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running pathfinder...\n", "Transforming variables...\n" ] } ], "source": [ "with model:\n", " idata = pmx.fit(method=\"pathfinder\")" ] }, { "cell_type": "markdown", "id": "d35bebf2", "metadata": {}, "source": [ "Just like `pymc.sample()`, this returns an idata with samples from the posterior. Note that because these samples do not come from an MCMC chain, convergence can not be assessed in the regular way." ] }, { "cell_type": "code", "execution_count": 4, "id": "2e7828f7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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