{ "cells": [ { "cell_type": "markdown", "id": "4c79ed17", "metadata": {}, "source": [ "# Transport map from samples\n", "The objective of this example is to show how a transport map can be build in MParT when samples from the target density are known." ] }, { "cell_type": "markdown", "id": "abdd8bd2", "metadata": {}, "source": [ "## Problem formulation\n", "From the definition of a transport map, the *function* $S(\\mathbf{x}; \\mathbf{w})$ is invertible and have a positive definite Jacobian for any parameters $w$. Combined with a probability density $\\eta(\\mathbf{r})$, we \n", "can therefore define a density $\\tilde{\\pi}_w(x)$ induced by transforming $r$ with the inverse map $S^{-1}(\\mathbf{r})$. More precisely, the change of random variable formula from the reference $\\eta$ to the target $\\tilde{\\pi}$ reads: \n", "\n", "$$\n", "\\tilde{\\pi}_{\\mathbf{w}}(\\mathbf{x}) = \\eta(S(\\mathbf{x}; \\mathbf{w}))\\left| \\det\\nabla S(\\mathbf{x}; \\mathbf{w})\\right|,\n", "$$ \n", "\n", "where $\\det\\nabla S$ is the determinant of the map Jacobian at the point $\\mathbf{x}$. We refer to $\\tilde{\\pi}_{\\mathbf{w}}(\\mathbf{x})$ as the *map-induced* density or *pullback distribution* and will commonly interchange notation for densities and measures to use the notation $\\tilde{\\pi} = S^{\\sharp} \\eta$.\n", "\n", "The objective of this example is, from samples $\\mathbf{x}^i$, $i \\in \\{1,...,n\\}$ drawn according to a density $\\pi$, build the map-induced density approximation $\\tilde{\\pi}$." ] }, { "cell_type": "markdown", "id": "a33cfc0f", "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": "9d7ab542", "metadata": { "execution": { "iopub.execute_input": "2023-03-14T07:09:45.863666Z", "iopub.status.busy": "2023-03-14T07:09:45.863208Z", "iopub.status.idle": "2023-03-14T07:09:46.458212Z", "shell.execute_reply": "2023-03-14T07:09:46.457562Z" } }, "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": "cf03a1c4", "metadata": {}, "source": [ "## Reference density and samples\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 $\\pi$ to the 2D standard normal density is defined as:\n", "$$\n", " {S}^\\text{true}(x_1,x_2)=\n", " \\begin{bmatrix}\n", "x_1\\\\\n", "x_2 - x_1^2\n", "\\end{bmatrix}\n", "$$" ] }, { "cell_type": "markdown", "id": "e1ef605f", "metadata": {}, "source": [ "Samples from $\\pi$ are generated by the following:" ] }, { "cell_type": "code", "execution_count": 2, "id": "41db3f95", "metadata": { "execution": { "iopub.execute_input": "2023-03-14T07:09:46.460683Z", "iopub.status.busy": "2023-03-14T07:09:46.460243Z", "iopub.status.idle": "2023-03-14T07:09:46.466307Z", "shell.execute_reply": "2023-03-14T07:09:46.465812Z" } }, "outputs": [], "source": [ "# Make target samples for training\n", "num_points = 10000\n", "r = np.random.randn(2,num_points)\n", "x1 = r[0]\n", "x2 = r[1] + r[0]**2\n", "x = np.vstack([x1,x2])\n", "\n", "\n", "# Make target samples for testing\n", "test_r = np.random.randn(2,5000)\n", "test_x1 = test_r[0]\n", "test_x2 = test_r[1] + test_r[0]**2\n", "test_x = np.vstack([test_x1,test_x2])" ] }, { "cell_type": "markdown", "id": "3e092f3a", "metadata": {}, "source": [ "### Plot training samples:" ] }, { "cell_type": "code", "execution_count": 3, "id": "1313e6cf", "metadata": { "execution": { "iopub.execute_input": "2023-03-14T07:09:46.468500Z", "iopub.status.busy": "2023-03-14T07:09:46.468323Z", "iopub.status.idle": "2023-03-14T07:09:46.796810Z", "shell.execute_reply": "2023-03-14T07:09:46.796232Z" } }, "outputs": [ { "data": { "image/png": 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", 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