{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Benchmarking\n", "\n", "modOpt enables seamless benchmarking of existing or new optimizers\n", "by providing an interface with the large collection of problems\n", "from the CUTEst test-suite.\n", "There are several additional problems in [Examples](./examples.md) that can\n", "also be used for benchmarking or as references for developing new \n", "benchmarking sets within modOpt.\n", "modOpt also provides utilities for generating performance profiles\n", "to compare different optimizers.\n", "\n", "## CUTEst test problems\n", "\n", "```{toctree}\n", ":maxdepth: 1\n", ":hidden:\n", "\n", "benchmarking/cutest_problem_table\n", "```\n", "\n", "To use CUTEst problems, first install \n", "[pyCUTEst](https://github.com/jfowkes/pycutest/tree/master).\n", "Any CUTEst problem could then be interfaced with modOpt\n", "through the `CUTEstProblem` class.\n", "See [CUTEst problem table](./benchmarking/cutest_problem_table.md) for\n", "the complete list of CUTEst problems.\n", "\n", "The following code shows how to import the CUTEst problem named ‘ROSENBR’ \n", "and solve it using modOpt." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\tSolution from Scipy SLSQP:\n", "\t----------------------------------------------------------------------------------------------------\n", "\tProblem : ROSENBR\n", "\tSolver : scipy-slsqp\n", "\tSuccess : True\n", "\tMessage : Optimization terminated successfully\n", "\tStatus : 0\n", "\tTotal time : 0.005422830581665039\n", "\tObjective : 1.122380278753566e-08\n", "\tGradient norm : 0.0033425664297680427\n", "\tTotal function evals : 47\n", "\tTotal gradient evals : 34\n", "\tMajor iterations : 34\n", "\tTotal callbacks : 81\n", "\tReused callbacks : 0\n", "\tobj callbacks : 47\n", "\tgrad callbacks : 34\n", "\thess callbacks : 0\n", "\tcon callbacks : 0\n", "\tjac callbacks : 0\n", "\t----------------------------------------------------------------------------------------------------\n" ] } ], "source": [ "import pycutest\n", "\n", "# Import the ROSENBR problem from the CUTEst library\n", "cutest_problem = pycutest.import_problem('ROSENBR')\n", "\n", "import modopt as mo\n", "\n", "# Wrap the PyCUTEst problem with modOpt's CUTEstProblem class\n", "problem = mo.CUTEstProblem(cutest_problem=cutest_problem)\n", "\n", "# Solve the problem using the SLSQP optimizer and print the results\n", "optimizer = mo.SLSQP(problem, solver_options={'maxiter':100})\n", "optimizer.solve()\n", "optimizer.print_results()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Performance profiling\n", "\n", "We saw above how to import and solve a problem from the CUTEst collection.\n", "When benchmarking multiple optimizers, we run them on several problems and\n", "compare their performances.\n", "Performance profiles are one of the most frequently utilized and \n", "broadly recognized methods for evaluating and comparing two or more optimization algorithms.\n", "\n", "The following code shows how to:\n", "1. filter a subset of problems from CUTEst based on the number of variables and constraints,\n", "2. import and wrap them using modOpt's `CUTEstProblem` class,\n", "3. solve them using the `SLSQP` and `TrustConstr` optimizers, and\n", "4. plot the performance profiles of the two optimizers based on the\n", " results of these problems." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/venv/lib/python3.9/site-packages/scipy/optimize/_trustregion_constr/equality_constrained_sqp.py:80: UserWarning: Singular Jacobian matrix. Using SVD decomposition to perform the factorizations.\n", " Z, LS, Y = projections(A, factorization_method)\n", "/Users/venv/lib/python3.9/site-packages/scipy/optimize/_slsqp_py.py:437: RuntimeWarning: Values in x were outside bounds during a minimize step, clipping to bounds\n", " fx = wrapped_fun(x)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Total number of problems: 161 \n", "\n", "Solver: SLSQP\n", "--------------------------------------------------\n", "Number of problems solved: 147\n", "Percentage of problems solved: 91.30434782608695\n", "-------------------------------------------------- \n", "\n", "Solver: TrustConstr\n", "--------------------------------------------------\n", "Number of problems solved: 128\n", "Percentage of problems solved: 78.88198757763976\n", "-------------------------------------------------- \n", "\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from modopt.benchmarking import filter_cutest_problems\n", "\n", "# Filter CUTEst problems to only include those with 1-5 variables and 0-1 constraints\n", "problems = filter_cutest_problems(num_vars=[1,5], num_cons=[0,1])\n", "\n", "performance = {}\n", "# Import and solve all the filtered problems using the SLSQP and TrustConstr optimizers\n", "for i, prob_name in enumerate(problems):\n", " # print(f'[{i+1}.] Solving {prob_name}')\n", " cutest_problem = pycutest.import_problem(prob_name)\n", " problem = mo.CUTEstProblem(cutest_problem=cutest_problem)\n", "\n", " optimizer = mo.SLSQP(problem, solver_options={'maxiter':100})\n", " results = optimizer.solve()\n", "\n", " performance[prob_name, 'SLSQP'] = {'time': optimizer.total_time, \n", " 'success': results['success'],\n", " 'nev': results['total_callbacks']}\n", " \n", " optimizer = mo.TrustConstr(problem, solver_options={'maxiter':100})\n", " results = optimizer.solve()\n", "\n", " performance[prob_name, 'TrustConstr'] = {'time': optimizer.total_time,\n", " 'success': results['success'],\n", " 'nev': results['total_callbacks']}\n", " \n", "# Generate the performance profiles\n", "%matplotlib inline\n", "from modopt.benchmarking import plot_performance_profiles\n", "plot_performance_profiles(performance, save_figname='performance.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more details on the `CUTEstProblem` class or any of the `benchmarking` utilities, \n", "visit the [API Reference](./api.md) page." ] } ], "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 2 }