{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Save and Load Models\n", "\n", "Example created by Samir Angelo Milani Martins\n", "\n", "> **Looking for more details on NARMAX models?**\n", "> For comprehensive information on models, methods, and a wide range of examples and benchmarks implemented in SysIdentPy, check out our book:\n", "> [*Nonlinear System Identification and Forecasting: Theory and Practice With SysIdentPy*](https://sysidentpy.org/book/0%20-%20Preface/)\n", ">\n", "> This book provides in-depth guidance to support your work with SysIdentPy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### Obtaining the model using FROLS." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from sysidentpy.model_structure_selection import FROLS\n", "from sysidentpy.basis_function import Polynomial\n", "from sysidentpy.parameter_estimation import LeastSquares\n", "from sysidentpy.utils.generate_data import get_siso_data\n", "from sysidentpy.utils.display_results import results\n", "from sysidentpy.utils.plotting import plot_results\n", "from sysidentpy.utils.save_load import save_model, load_model\n", "\n", "# Generating 1 input 1 output sample data from a benchmark system\n", "x_train, x_valid, y_train, y_valid = get_siso_data(\n", " n=1000, colored_noise=False, sigma=0.0001, train_percentage=90\n", ")\n", "\n", "basis_function = Polynomial(degree=2)\n", "estimator = LeastSquares()\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=3,\n", " ylag=2,\n", " xlag=2,\n", " info_criteria=\"aic\",\n", " estimator=estimator,\n", " basis_function=basis_function,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "\n", "yhat = model.predict(X=x_valid, y=y_valid)\n", "\n", "# Gathering results\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model,\n", " model.theta,\n", " model.err,\n", " model.n_terms,\n", " err_precision=8,\n", " dtype=\"sci\",\n", " ),\n", " columns=[\"Regressors\", \"Parameters\", \"ERR\"],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### Saving obtained model in file \"model_name.syspy\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# save_model(model_variable, file_name.syspy, path (optional))\n", "save_model(model=model, file_name=\"model_name.syspy\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### Loading model and checking if everything went smoothly" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Original model \n", " Regressors Parameters ERR\n", "0 x1(k-2) 9.0000E-01 9.56631676E-01\n", "1 y(k-1) 1.9999E-01 3.99688899E-02\n", "2 x1(k-1)y(k-1) 1.0000E-01 3.39940092E-03\n", "\n", " Model Loaded from file \n", " Regressors Parameters ERR\n", "0 x1(k-2) 9.0000E-01 9.56631676E-01\n", "1 y(k-1) 1.9999E-01 3.99688899E-02\n", "2 x1(k-1)y(k-1) 1.0000E-01 3.39940092E-03\n", "\n", " Predictions are the same!\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# load_model(file_name.syspy, path (optional))\n", "loaded_model = load_model(file_name=\"model_name.syspy\")\n", "\n", "# Predicting output with loaded_model\n", "yhat_loaded = loaded_model.predict(X=x_valid, y=y_valid)\n", "\n", "r_loaded = pd.DataFrame(\n", " results(\n", " loaded_model.final_model,\n", " loaded_model.theta,\n", " loaded_model.err,\n", " loaded_model.n_terms,\n", " err_precision=8,\n", " dtype=\"sci\",\n", " ),\n", " columns=[\"Regressors\", \"Parameters\", \"ERR\"],\n", ")\n", "\n", "# Printing both: original model and model loaded from file\n", "print(\"\\n Original model \\n\", r)\n", "print(\"\\n Model Loaded from file \\n\", r_loaded)\n", "\n", "# Checking predictions from both: original model and model loaded from file\n", "if (yhat == yhat_loaded).all():\n", " print(\"\\n Predictions are the same!\")\n", "\n", "# Ploting results\n", "plot_results(y=y_valid, yhat=yhat_loaded, n=1000)" ] } ], "metadata": { "interpreter": { "hash": "0e65fe37feb8ff9f7778552a28949e943d61f86c936833305e2c18cda5b438ac" }, "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 4 }