{ "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-experimental](https://github.com/pymc-devs/pymc-experimental/). This tutorial shows how to run Pathfinder on your PyMC model.\n", "\n", "You first need to install `pymc-experimental`:\n", "\n", "`pip install git+https://github.com/pymc-devs/pymc-experimental`\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": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v5.0.1\n" ] } ], "source": [ "import arviz as az\n", "import numpy as np\n", "import pymc as pm\n", "import pymc_experimental 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/reshamashaikh/miniforge3/envs/pymc-dev/lib/python3.11/site-packages/pymc/sampling/jax.py:39: UserWarning: This module is experimental.\n", " warnings.warn(\"This module is experimental.\")\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running pathfinder...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/reshamashaikh/miniforge3/envs/pymc-dev/lib/python3.11/site-packages/pymc/model.py:980: FutureWarning: Model.RV_dims is deprecated. User Model.named_vars_to_dims instead.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata);" ] }, { "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" ] }, { "cell_type": "markdown", "id": "54a072fa", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 5, "id": "6d638c61", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Sun Feb 05 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.0\n", "IPython version : 8.8.0\n", "\n", "xarray: 2022.12.0\n", "\n", "pymc : 5.0.1\n", "numpy : 1.24.1\n", "arviz : 0.14.0\n", "pymc_experimental: 0.0.1\n", "\n", "Watermark: 2.3.1\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": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 5 }