{ "cells": [ { "cell_type": "markdown", "id": "75d234fd283f4401", "metadata": {}, "source": [ "# Getting started with `SacessOptimizer`\n", "\n", "A short introduction to using the self-adaptive cooperative enhanced scatter search (saCeSS) implementation from `pyscat` for global optimization." ] }, { "cell_type": "markdown", "id": "278244aab4956ef", "metadata": {}, "source": [ "## Setting up the optimization problem\n", "\n", "`pyscat` builds on top of `pypesto` and thus requires a `pypesto.Problem` instance to define the optimization problem. Here, we create a simple test problem using the Rosenbrock function." ] }, { "cell_type": "code", "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2025-12-01T18:02:45.745352Z", "start_time": "2025-12-01T18:02:45.091461Z" } }, "source": [ "import logging\n", "\n", "import numpy as np\n", "from pypesto import Problem\n", "from pypesto.objective import Objective\n", "from scipy.optimize import rosen, rosen_der\n", "\n", "# Create an objective function based on the Rosenbrock function\n", "objective = Objective(fun=rosen, grad=rosen_der)\n", "\n", "# Define the optimization problem with bounds\n", "problem = Problem(\n", " objective=objective,\n", " # SacessOptimizer requires finite bounds on all estimated parameters\n", " lb=0 * np.ones((1, 2)),\n", " ub=1 * np.ones((1, 2)),\n", ")" ], "outputs": [], "execution_count": 1 }, { "cell_type": "markdown", "id": "2154f5961e4505c", "metadata": {}, "source": "Let's visualize the Rosenbrock function to get an idea of the optimization landscape:" }, { "cell_type": "code", "id": "9527f07b92676dfd", "metadata": { "ExecuteTime": { "end_time": "2025-12-01T18:02:46.290334Z", "start_time": "2025-12-01T18:02:45.759826Z" } }, "source": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "def plot_rosenbrock():\n", " x = np.linspace(-2, 2, 400)\n", " y = np.linspace(-1, 3, 400)\n", " X, Y = np.meshgrid(x, y)\n", " Z = rosen(np.array([X, Y]))\n", " fig = plt.figure(figsize=(10, 7))\n", " ax = fig.add_subplot(111, projection=\"3d\")\n", " ax.plot_surface(X, Y, Z, cmap=\"viridis\", alpha=0.8)\n", " ax.set_xlabel(\"$x_1$\")\n", " ax.set_ylabel(\"$x_2$\")\n", " ax.set_zlabel(\"$f(x_1, x_2)$\")\n", " ax.set_title(\"Rosenbrock Function Landscape\")\n", " plt.show()\n", "\n", "\n", "plot_rosenbrock()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 2 }, { "cell_type": "markdown", "id": "9da329bb48f43361", "metadata": {}, "source": [ "## Running the optimization\n", "\n", "We can now set up and run the `SacessOptimizer`. saCeSS has a variety of hyperparameters that can be tuned to improve optimization performance. Here, we will use the default settings for simplicity.\n", "\n", "Two settings are mandatory for `SacessOptimizer`: the number of workers, i.e., parallel processes, and the walltime for the optimization." ] }, { "cell_type": "code", "id": "6f967e01ab837e07", "metadata": { "ExecuteTime": { "end_time": "2025-12-01T18:02:50.724627Z", "start_time": "2025-12-01T18:02:46.359837Z" } }, "source": [ "from pyscat import SacessOptimizer\n", "\n", "# Initialize the SacessOptimizer\n", "optimizer = SacessOptimizer(\n", " problem=problem,\n", " # The minimum number of workers is 2, but using more is recommended\n", " num_workers=8,\n", " # For this simple example, a couple of seconds is sufficient\n", " max_walltime_s=1,\n", " # Disable verbose output for cleaner output\n", " sacess_loglevel=logging.WARNING,\n", ")\n", "\n", "# Run the optimization\n", "res = optimizer.minimize()" ], "outputs": [], "execution_count": 3 }, { "cell_type": "markdown", "id": "e78e668b05e37d6a", "metadata": {}, "source": "The optimization result is stored in a `pypesto.Result` object. We can inspect the best found parameter values and the corresponding objective function value:" }, { "cell_type": "code", "id": "cfe97828e0bcb554", "metadata": { "ExecuteTime": { "end_time": "2025-12-01T18:02:50.780914Z", "start_time": "2025-12-01T18:02:50.777524Z" } }, "source": [ "best_x = res.optimize_result[0].x\n", "best_fval = res.optimize_result[0].fval\n", "print(f\"Best parameters found: {best_x}\")\n", "print(f\"Objective function value at best parameters: {best_fval}\")" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best parameters found: [1. 1.]\n", "Objective function value at best parameters: 0.0\n" ] } ], "execution_count": 4 }, { "cell_type": "markdown", "id": "716c8af56b0e60e7", "metadata": {}, "source": "We can graphically confirm that the optimizer found a good solution by plotting the Rosenbrock function and marking the best found parameters:" }, { "cell_type": "code", "id": "2d3d5ad3bdceb506", "metadata": { "ExecuteTime": { "end_time": "2025-12-01T18:02:51.068377Z", "start_time": "2025-12-01T18:02:50.833170Z" } }, "source": [ "# Visualize the optimization result\n", "x = np.linspace(-2, 2, 400)\n", "y = np.linspace(-1, 3, 400)\n", "X, Y = np.meshgrid(x, y)\n", "Z = rosen(np.array([X, Y]))\n", "fig, ax = plt.subplots(figsize=(10, 7))\n", "contour = ax.contourf(X, Y, Z, levels=100, cmap=\"viridis\", alpha=0.9)\n", "plt.colorbar(contour)\n", "ax.plot(best_x[0], best_x[1], \"r*\", markersize=15, label=\"Best Found Solution\")\n", "ax.set_xlabel(\"$x_1$\")\n", "ax.set_ylabel(\"$x_2$\")\n", "ax.set_title(\"Rosenbrock Function with Best Found Solution\")\n", "ax.legend()\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 5 }, { "cell_type": "markdown", "id": "98e2069d949869fa", "metadata": {}, "source": [ "This concludes our brief introduction to using the `SacessOptimizer` from `pyscat` for global optimization tasks. For more advanced usage and hyperparameter tuning, please refer to the `pyscat` documentation. For more information on `pypesto`, such as problem definition and storage of results,\n", " please refer to the [pyPESTO documentation](https://pypesto.readthedocs.io)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }