{ "cells": [ { "cell_type": "markdown", "id": "1feb0a33", "metadata": {}, "source": [ "# Transport Map from density\n", "\n", "The objective of this example is to show how a transport map can be build in MParT when the the unnormalized probability density function of the target density is known." ] }, { "cell_type": "markdown", "id": "79383f7a", "metadata": {}, "source": [ "## Problem description\n", "\n", "We consider $T(\\mathbf{z};\\mathbf{w})$ a monotone triangular transport map parameterized by $\\mathbf{w}$ (e.g., polynomial coefficients). This map which is invertible and has an invertible Jacobian for any parameter $\\mathbf{w}$, transports samples $\\mathbf{z}^i$ from the reference density $\\eta$ to samples $T(\\mathbf{z}^i;\\mathbf{w})$ from the map induced density $\\tilde{\\pi}_\\mathbf{w}(\\mathbf{z})$ defined as:\n", "$$\\tilde{\\pi}_\\mathbf{w}(\\mathbf{z}) = \\eta(T^{-1}(\\mathbf{z};\\mathbf{w}))|\\text{det } T^{-1}(\\mathbf{z};\\mathbf{w})|,$$\n", "where $\\text{det } T^{-1}$ is the determinant of the inverse map Jacobian at the point $\\mathbf{z}$. We refer to $\\tilde{\\pi}_{\\mathbf{w}}(\\mathbf{x})$ as the *map-induced* density or *pushforward distribution* and will commonly interchange notation for densities and measures to use the notation $\\tilde{\\pi} = T_{\\sharp} \\eta$.\n", "\n", "The objective of this example is, knowing some unnormalized target density $\\bar{\\pi}$, find the map $T$ that transport samples drawn from $\\eta$ to samples drawn from the target $\\pi$." ] }, { "cell_type": "markdown", "id": "bc6e4341", "metadata": {}, "source": [ "## Imports\n", "First, import MParT and other packages used in this notebook. Note that it is possible to specify the number of threads used by MParT by setting the KOKKOS_NUM_THREADS environment variable **before** importing MParT." ] }, { "cell_type": "code", "execution_count": 1, "id": "784af509", "metadata": { "execution": { "iopub.execute_input": "2023-03-14T07:09:33.359753Z", "iopub.status.busy": "2023-03-14T07:09:33.359564Z", "iopub.status.idle": "2023-03-14T07:09:33.958222Z", "shell.execute_reply": "2023-03-14T07:09:33.957594Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kokkos is usingKokkos::OpenMP::initialize WARNING: You are likely oversubscribing your CPU cores.\n", " process threads available : 2, requested thread : 8\n", " 8 threads\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Kokkos::OpenMP::initialize WARNING: You are likely oversubscribing your CPU cores.\n", " Detected: 2 cores per node.\n", " Detected: 1 MPI_ranks per node.\n", " Requested: 8 threads per process.\n" ] } ], "source": [ "import numpy as np\n", "from scipy.optimize import minimize\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import multivariate_normal\n", "\n", "import os\n", "os.environ['KOKKOS_NUM_THREADS'] = '8'\n", "\n", "import mpart as mt\n", "print('Kokkos is using', mt.Concurrency(), 'threads')\n", "plt.rcParams['figure.dpi'] = 110" ] }, { "cell_type": "markdown", "id": "b58bfa6b", "metadata": {}, "source": [ "## Target density and exact map\n", "\n", "In this example we use a 2D target density known as the *banana* density where the unnormalized probability density, samples and the exact transport map are known.\n", "\n", "The banana density is defined as:\n", "$$\n", "\\pi(x_1,x_2) \\propto N_1(x_1)\\times N_1(x_2-x_1^2)\n", "$$\n", "where $N_1$ is the 1D standard normal density.\n", "\n", "The exact transport map that transport the 2D standard normal density to $\\pi$ is known as:\n", "$$\n", " {T}^\\text{true}(z_1,z_2)=\n", " \\begin{bmatrix}\n", "z_1\\\\\n", "z_2 + z_1^2\n", "\\end{bmatrix}\n", "$$" ] }, { "cell_type": "markdown", "id": "93a1a7e7", "metadata": {}, "source": [ "Contours of the target density can be visualized as:" ] }, { "cell_type": "code", "execution_count": 2, "id": "ea5197c5", "metadata": { "execution": { "iopub.execute_input": "2023-03-14T07:09:33.961073Z", "iopub.status.busy": "2023-03-14T07:09:33.960472Z", "iopub.status.idle": "2023-03-14T07:09:34.207637Z", "shell.execute_reply": "2023-03-14T07:09:34.207122Z" } }, "outputs": [ { "data": { "image/png": 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", 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