{ "cells": [ { "cell_type": "markdown", "id": "5be5c73d", "metadata": {}, "source": [ "(pathfinder)=\n", "\n", "# Pathfinder Variational Inference\n", "\n", ":::{post} Feb 5, 2023 \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 [pymc-extras](https://github.com/pymc-devs/pymc-extras/). This tutorial shows how to run Pathfinder on your PyMC model.\n", "\n", "You first need to install `pymc-extras`:\n", "\n", "`pip install git+https://github.com/pymc-devs/pymc-extras`\n", "\n", "Instructions for installing other packages: \n", "- [jax](https://github.com/google/jax#installation)\n", "- [blackjax](https://pypi.org/project/blackjax/)" ] }, { "cell_type": "code", "execution_count": 1, "id": "b956d9c7", "metadata": { "execution": { "iopub.execute_input": "2024-07-18T02:13:22.046136Z", "iopub.status.busy": "2024-07-18T02:13:22.046035Z", "iopub.status.idle": "2024-07-18T02:13:23.486585Z", "shell.execute_reply": "2024-07-18T02:13:23.486062Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v5.19.1\n" ] } ], "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\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": { "execution": { "iopub.execute_input": "2024-07-18T02:13:23.488416Z", "iopub.status.busy": "2024-07-18T02:13:23.488193Z", "iopub.status.idle": "2024-07-18T02:13:23.500577Z", "shell.execute_reply": "2024-07-18T02:13:23.500038Z" } }, "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", " z = pm.Normal(\"z\", mu=0, sigma=1, shape=J)\n", " theta = mu + tau * z\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": { "execution": { "iopub.execute_input": "2024-07-18T02:13:23.502587Z", "iopub.status.busy": "2024-07-18T02:13:23.502487Z", "iopub.status.idle": "2024-07-18T02:13:28.385826Z", "shell.execute_reply": "2024-07-18T02:13:28.385293Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running pathfinder...\n", "Transforming variables...\n" ] } ], "source": [ "with model:\n", " idata = pmx.fit(method=\"pathfinder\", num_samples=1000)" ] }, { "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": { "execution": { "iopub.execute_input": "2024-07-18T02:13:28.387501Z", "iopub.status.busy": "2024-07-18T02:13:28.387293Z", "iopub.status.idle": "2024-07-18T02:13:28.720680Z", "shell.execute_reply": "2024-07-18T02:13:28.720339Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata)\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "id": "e40c4760", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] }, { "cell_type": "markdown", "id": "61645596", "metadata": {}, "source": [ "## Authors\n", "\n", "* Authored by Thomas Wiecki on Oct 11 2022 ([pymc-examples#429](https://github.com/pymc-devs/pymc-examples/pull/429))\n", "* Re-execute notebook by Reshama Shaikh on Feb 5, 2023\n", "* Bug fix by Chris Fonnesbeck on Jul 17, 2024" ] }, { "cell_type": "markdown", "id": "54a072fa", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 5, "id": "6d638c61", "metadata": { "execution": { "iopub.execute_input": "2024-07-18T02:13:28.722448Z", "iopub.status.busy": "2024-07-18T02:13:28.722352Z", "iopub.status.idle": "2024-07-18T02:13:28.729376Z", "shell.execute_reply": "2024-07-18T02:13:28.728969Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Sat Dec 14 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.5\n", "IPython version : 8.27.0\n", "\n", "xarray: 2024.7.0\n", "\n", "pymc : 5.19.1\n", "numpy : 1.26.4\n", "arviz : 0.19.0\n", "pymc_extras: 0.2.0\n", "matplotlib : 3.9.2\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p xarray" ] }, { "cell_type": "markdown", "id": "b0b071f5", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "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": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 5 }