{ "cells": [ { "cell_type": "markdown", "id": "f389f465-1007-443d-873b-d27bfa74cbc7", "metadata": {}, "source": [ "# Basic sampling tutorial\n", "\n", "In this tutorial you will learn the basics of the sampling workflow. This tutorial builds off of the external model tutorial" ] }, { "cell_type": "code", "execution_count": 24, "id": "358fb709-9c81-45a3-a871-2549de121580", "metadata": {}, "outputs": [], "source": [ "#First, let's import the relavant modules:\n", "import romtools\n", "import os\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from romtools.workflows import sampling\n", "from romtools.workflows import ParameterSpace" ] }, { "cell_type": "code", "execution_count": 27, "id": "8dddecd2-01f7-4b7c-955e-456a1974fefb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "======= Sample 0 ============\n", "Running\n", "Sample complete, run time = 0.12265396118164062\n", " \n", "======= Sample 1 ============\n", "Running\n", "Sample complete, run time = 0.08628201484680176\n", " \n", "======= Sample 2 ============\n", "Running\n", "Sample complete, run time = 0.12367725372314453\n", " \n", "======= Sample 3 ============\n", "Running\n", "Sample complete, run time = 0.07750988006591797\n", " \n", "======= Sample 4 ============\n", "Running\n", "Sample complete, run time = 0.11723208427429199\n", " \n" ] } ], "source": [ "#Now, we can run a sampling algorithm (https://pressio.github.io/rom-tools-and-workflows/romtools/workflows/sampling/sampling.html)\n", "if __name__ == \"__main__\":\n", " # As a starting point, we will use the model for the advection diffusion equation created in the external_model tutorial\n", " from ipynb.fs.full.external_model import adrExternalRomToolsModel\n", " myModel = adrExternalRomToolsModel()\n", "\n", " # We will use the parameter space created in the parameter space tutorial\n", " from ipynb.fs.full.parameter_space import BasicParameterSpace\n", " myParameterSpace = BasicParameterSpace()\n", "\n", " #The sampling algorithm requires a directory argument of where to put all the generated samples, files, etc.\n", " work_directory = os.getcwd() + '/sampling_tutorial/'\n", " \n", " #Now we can run the sampling algorithm.\n", " \n", " sample_directories = sampling.run_sampling(\n", " \tmodel = myModel,\n", " \tparameter_space = myParameterSpace,\n", " \tabsolute_sampling_directory=work_directory,\n", " number_of_samples = 5)\n", "#The sample_directories returned by the algorithm contains all the directories that samples were run in:\n", "# work_directory/run_0\n", "# work_directory/run_1\n", "# ...\n", "# work_directory/run_4" ] }, { "cell_type": "code", "execution_count": 20, "id": "4d3d83b7-2fa1-47ab-8dd6-f656511fc7fa", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Now we can look at the solutions\n", "for (i,sample_dir) in enumerate(sample_directories):\n", " data = np.load(sample_dir + '/solution.npz')\n", " plt.plot(data['x'],data['u'],label='Run ' + str(i))\n", "\n", "plt.legend()\n", "plt.xlabel(r'$x$')\n", "plt.ylabel(r'$u$')\n", "plt.show()\n", "\n", "#That's it!" ] } ], "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }