diff --git a/tutorials/Quick_Start_pygpc.ipynb b/tutorials/Quick_Start_pygpc.ipynb new file mode 100644 index 00000000..567fd050 --- /dev/null +++ b/tutorials/Quick_Start_pygpc.ipynb @@ -0,0 +1,1066 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "844dadc3-11d2-45a1-94dc-85e492f1b9b0", + "metadata": {}, + "source": [ + "# Getting Started with pygpc" + ] + }, + { + "cell_type": "markdown", + "id": "33a87d62-f699-4ed8-b529-74c056f2e5d9", + "metadata": {}, + "source": [ + "## Installation\n", + "Pygpc can be installed via the *pip* command with Python >= 3.6. Simply run the following command in your terminal" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "395af6b4-caf2-4f10-a0d4-29bca0250a72", + "metadata": {}, + "outputs": [], + "source": [ + "pip install pygpc" + ] + }, + { + "cell_type": "markdown", + "id": "23d07cdb-91a6-4b71-9ad0-b9122006dc1f", + "metadata": {}, + "source": [ + "If you want to use the plot functionalities of pygpc, please also install matplotlib and seaborn:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ddfadbe7-6748-48b2-944d-266fe2dcb823", + "metadata": {}, + "outputs": [], + "source": [ + "pip install matplotlib seaborn" + ] + }, + { + "cell_type": "markdown", + "id": "683fb7f9-c742-4c6a-93b7-9036aabd5979", + "metadata": {}, + "source": [ + "## Quick start example" + ] + }, + { + "cell_type": "markdown", + "id": "d4ae81f8-e17c-4087-9c81-f831c122665d", + "metadata": {}, + "source": [ + "The following minimal example can be used to quickly test pygpc after installation." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "832bdd80-798e-46d5-a256-a417e62b7755", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performing 910 simulations!\n", + "It/Sub-it: 12/12 Performing simulation 001 from 910 [ ] 0.1%\n", + "It/Sub-it: 12/12 Performing simulation 002 from 910 [ ] 0.2%\n", + "It/Sub-it: 12/12 Performing simulation 003 from 910 [ ] 0.3%\n", + "It/Sub-it: 12/12 Performing simulation 004 from 910 [ ] 0.4%\n", + "It/Sub-it: 12/12 Performing simulation 005 from 910 [ ] 0.5%\n", + "It/Sub-it: 12/12 Performing simulation 006 from 910 [ ] 0.7%\n", + "It/Sub-it: 12/12 Performing simulation 007 from 910 [ ] 0.8%\n", + "It/Sub-it: 12/12 Performing simulation 008 from 910 [ ] 0.9%\n", + "It/Sub-it: 12/12 Performing simulation 009 from 910 [ ] 1.0%\n", + "It/Sub-it: 12/12 Performing simulation 010 from 910 [ ] 1.1%\n", + "It/Sub-it: 12/12 Performing simulation 011 from 910 [ ] 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[======================================= ] 99.8%\n", + "It/Sub-it: 12/12 Performing simulation 909 from 910 [======================================= ] 99.9%\n", + "It/Sub-it: 12/12 Performing simulation 910 from 910 [========================================] 100.0%\n", + "Total parallel function evaluation: 0.7393443584442139 sec\n", + "Determine gPC coefficients using 'Moore-Penrose' solver ...\n", + "-> relative nrmsd error = 5.419538369944053e-05\n" + ] + } + ], + "source": [ + "import pygpc\n", + "import numpy as np\n", + "from pygpc.AbstractModel import AbstractModel\n", + "from collections import OrderedDict\n", + "\n", + "# Define model\n", + "model = pygpc.testfunctions.Ishigami()\n", + "\n", + "# Define Parameters\n", + "parameters = OrderedDict()\n", + "parameters[\"x1\"] = pygpc.Beta(pdf_shape=[1, 1], pdf_limits=[-np.pi, np.pi])\n", + "parameters[\"x2\"] = pygpc.Beta(pdf_shape=[1, 1], pdf_limits=[-np.pi, np.pi])\n", + "parameters[\"x3\"] = pygpc.Beta(pdf_shape=[1, 1], pdf_limits=[-np.pi, np.pi])\n", + "parameters[\"a\"] = 7.\n", + "parameters[\"b\"] = 0.1\n", + "\n", + "# Define Problem\n", + "problem = pygpc.Problem(model, parameters)\n", + "\n", + "# GPC options\n", + "options = dict()\n", + "options[\"method\"] = \"reg\"\n", + "options[\"solver\"] = \"Moore-Penrose\"\n", + "options[\"settings\"] = None\n", + "options[\"order\"] = [12, 12, 12]\n", + "options[\"order_max\"] = 12\n", + "options[\"interaction_order\"] = 12\n", + "options[\"matrix_ration\"] = 2\n", + "options[\"error_type\"] = \"nrmsd\"\n", + "options[\"n_samples_validation\"] = 1e4\n", + "options[\"grid\"] = pygpc.Random\n", + "options[\"grid_options\"] = {\"seed\": 1}\n", + "options[\"fn_results\"] = None\n", + "\n", + "# Define algorithm\n", + "algorithm = pygpc.Static(problem=problem, options=options)\n", + "\n", + "# Initialize gPC session\n", + "session = pygpc.Session(algorithm=algorithm)\n", + "\n", + "# run gPC session\n", + "session, coeffs, results = session.run()" + ] + }, + { + "cell_type": "markdown", + "id": "34ab2471", + "metadata": {}, + "source": [ + "Congratulations!!! Now, you just suceced to construct a gPC model." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}