{ "cells": [ { "cell_type": "markdown", "id": "24f23ac4-346a-4d7b-9955-9c29406a3f67", "metadata": {}, "source": [ "# Convergence analysis\n", "\n", "How do you know if a genetic algorithm has converged? This notebook takes the results from `optimization_lake_model_dps.py` and analyses this to assess the convergence. This example ran the optimization for 5 seeds and stored all data in `./data/convergences`. \n", "\n", "## Creating the reference sets\n", "The first step for asesssing the convergence is to create a reference set. The reference set is the Pareto approximate set agains which you compare. In theoretical cases, you can analytically generate the reference set. In most real cases, however, you create the reference set by combining the best results from each of the seeds and redoing an (epsilon) non-dominated sort." ] }, { "cell_type": "code", "execution_count": 1, "id": "d2b60d9f-c057-45a6-8b31-1346fd78ef25", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# read all the archives\n", "final_archives = [\n", " pd.read_csv(\"./data/convergences/25_final_archive.csv\", index_col=0),\n", " pd.read_csv(\"./data/convergences/114_final_archive.csv\", index_col=0),\n", " pd.read_csv(\"./data/convergences/281_final_archive.csv\", index_col=0),\n", " pd.read_csv(\"./data/convergences/654_final_archive.csv\", index_col=0),\n", " pd.read_csv(\"./data/convergences/759_final_archive.csv\", index_col=0),\n", "]" ] }, { "cell_type": "code", "execution_count": 2, "id": "266fcb24-923a-48d5-ba4f-7a0f2b136248", "metadata": {}, "outputs": [], "source": [ "from ema_workbench import Problem, RealParameter, ScalarOutcome, epsilon_nondominated\n", "\n", "# specify the optimization problem\n", "decision_variables = [\n", " RealParameter(\"c1\", -2, 2),\n", " RealParameter(\"c2\", -2, 2),\n", " RealParameter(\"r1\", 0, 2),\n", " RealParameter(\"r2\", 0, 2),\n", " RealParameter(\"w1\", 0, 1),\n", "]\n", "objectives = [\n", " ScalarOutcome(\"max_p\", kind=ScalarOutcome.MINIMIZE),\n", " ScalarOutcome(\"utility\", kind=ScalarOutcome.MAXIMIZE),\n", " ScalarOutcome(\"inertia\", kind=ScalarOutcome.MAXIMIZE),\n", " ScalarOutcome(\"reliability\", kind=ScalarOutcome.MAXIMIZE),\n", "]\n", "problem = Problem(\"levers\", decision_variables, objectives)\n", "\n", "# create the reference set\n", "reference_set = epsilon_nondominated(final_archives, [0.1] * len(objectives), problem)" ] }, { "cell_type": "markdown", "id": "9aa36aff-34f4-4947-a102-c18399c1413c", "metadata": {}, "source": [ "## Runtime information\n", "There are two kinds of data for analysing convergence. The first kind of data is the information collected at runtime about the progress that is being made and potentially about the behavior of the algorithm itself. In case of the dps lake problem example, we have the number of epsilon improvements by nfe, and, since we are using an auto adaptive variator, we have informatipn about the probabilities of the different crossover operators. \n" ] }, { "cell_type": "code", "execution_count": 3, "id": "316ffcf1-4906-48a3-a710-e87126a51673", "metadata": {}, "outputs": [], "source": [ "runtime_information = [\n", " pd.read_csv(\"./data/convergences/25_runtime_convergence_info.csv\", index_col=0),\n", " pd.read_csv(\"./data/convergences/114_runtime_convergence_info.csv\", index_col=0),\n", " pd.read_csv(\"./data/convergences/281_runtime_convergence_info.csv\", index_col=0),\n", " pd.read_csv(\"./data/convergences/654_runtime_convergence_info.csv\", index_col=0),\n", " pd.read_csv(\"./data/convergences/759_runtime_convergence_info.csv\", index_col=0),\n", "]" ] }, { "cell_type": "code", "execution_count": 4, "id": "1516790d-b20f-4316-ab1d-247c456b63a2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "for entry in runtime_information:\n", " ax.plot(entry.nfe, entry.epsilon_progress)\n", "\n", "ax.set_xlabel(\"nfe\")\n", "ax.set_ylabel(\"epsilon improvements\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "id": "3b2449a2-3db1-408e-bb17-473f6f65b13e", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import TABLEAU_COLORS\n", "from matplotlib.lines import Line2D\n", "\n", "fig, axes = plt.subplots(ncols=2, nrows=3, sharex=True, sharey=True)\n", "\n", "for ax, data in zip(axes.flatten(), runtime_information):\n", " ax.plot(data.nfe, data.SBX, label=\"SBX\")\n", " ax.plot(data.nfe, data.PCX, label=\"PCX\")\n", " ax.plot(data.nfe, data.DifferentialEvolution, label=\"Differential Evolution\")\n", " ax.plot(data.nfe, data.UNDX, label=\"UNDX\")\n", " ax.plot(data.nfe, data.SPX, label=\"SPX\")\n", " ax.plot(data.nfe, data.UM, label=\"UM\")\n", "\n", "axes[-1, -1].axis(\"off\")\n", "\n", "colors = list(TABLEAU_COLORS.values())\n", "\n", "custom_lines = [\n", " Line2D([0], [0], color=colors[0], label=\"SBC\"),\n", " Line2D([0], [0], color=colors[1], label=\"PCX\"),\n", " Line2D([0], [0], color=colors[2], label=\"DE\"),\n", " Line2D([0], [0], color=colors[3], label=\"UNDX\"),\n", " Line2D([0], [0], color=colors[4], label=\"SPX\"),\n", " Line2D([0], [0], color=colors[5], label=\"UM\"),\n", "]\n", "fig.legend(handles=custom_lines, bbox_to_anchor=(0.61, 0.35))\n", "\n", "for ax in axes[:, 0]:\n", " ax.set_ylabel(\"probabilities\")\n", "\n", "axes[2, 0].set_xlabel(\"nfe\")\n", "axes[1, 1].set_xlabel(\"nfe\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6241ea16-e441-4294-9b02-2ec97afccdeb", "metadata": {}, "source": [ "## Convergence metrics\n", "The second kind of convergence analysis involves analysing the identified solutions at different points over the course of the evolutionary process. For this, we can analyse the archives that are stored in a tarball.\n", "\n", "For more detail on these metrics, see the following references:\n", "* Generational distance [van Veldhuizen et al (1999)](https://dl.acm.org/doi/10.1145/298151.298382)\n", "* Inverted generational distance[Bezerra et al (2017](https://dl.acm.org/doi/10.1007/978-3-319-54157-0_3)\n", "* Additive epsilon indicator and hypervolume [Zitzler & Thiele (1999)](https://ieeexplore.ieee.org/document/797969)\n", "* Hypervolume [Fonseca et al (2006)](https://ieeexplore.ieee.org/document/1688440)\n", "* Putting it al together: [Zatarain Salazar et al. (2024)](https://www.tandfonline.com/doi/full/10.1080/0305215X.2024.2381818)\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "28aacac6-6a3c-498d-a530-28687d8c3cbc", "metadata": {}, "outputs": [], "source": [ "from ema_workbench import load_archives" ] }, { "cell_type": "code", "execution_count": 7, "id": "93915830-22f4-4899-ac75-29265d39dff0", "metadata": {}, "outputs": [], "source": [ "all_archives = [\n", " load_archives(\"./data/convergences/25_lake_model_dps_archive.tar.gz\"),\n", " load_archives(\"./data/convergences/114_lake_model_dps_archive.tar.gz\"),\n", " load_archives(\"./data/convergences/281_lake_model_dps_archive.tar.gz\"),\n", " load_archives(\"./data/convergences/654_lake_model_dps_archive.tar.gz\"),\n", " load_archives(\"./data/convergences/759_lake_model_dps_archive.tar.gz\"),\n", "]" ] }, { "cell_type": "code", "execution_count": 8, "id": "aeb257f6-34f1-4099-a890-a572a6639d2f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ema_workbench import (\n", " EpsilonIndicatorMetric,\n", " GenerationalDistanceMetric,\n", " HypervolumeMetric,\n", " InvertedGenerationalDistanceMetric,\n", " SpacingMetric,\n", ")\n", "\n", "fig, axes = plt.subplots(ncols=2, nrows=3, sharex=True)\n", "axes[-1, -1].axis(\"off\")\n", "\n", "for ax, metric_class in zip(\n", " axes.flatten(),\n", " [\n", " SpacingMetric,\n", " GenerationalDistanceMetric,\n", " InvertedGenerationalDistanceMetric,\n", " EpsilonIndicatorMetric,\n", " HypervolumeMetric,\n", " ],\n", "):\n", " metric = metric_class(reference_set, problem)\n", "\n", " for entry in all_archives:\n", " scores = []\n", " for nfe, archive in entry:\n", " score = metric.calculate(archive)\n", " scores.append((nfe, score))\n", "\n", " scores = np.asarray(scores)\n", "\n", " ax.plot(scores[:, 0], scores[:, 1])\n", " ax.set_ylabel(metric.__class__.__name__)\n", "\n", "axes[2, 0].set_xlabel(\"nfe\")\n", "axes[1, 1].set_xlabel(\"nfe\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7788b939-dbe0-4198-9792-ff9461e039a3", "metadata": {}, "source": [ "The computational cost of some of these metrics can become substantial. In particular, hypervolume scales badly with both the number of solutions in the archive and the number of objectives. The metrics used here rely on platypus-opt, which implements all metrics in pure python. However, [deap](https://deap.readthedocs.io/en/master/) ships with a hypervolume calculation implemented in C, which is substantially faster. Below is a quick illustration on how to use this implementation to produce the same results as produced by platypus. \n", "\n", "In short, we need to do several things. First, the data needs to be normalized on unit interval. Next, the hypervolume calculation in deap assumes minimization across all objectives, so we need to flip the direction for the columns that assume maximization. Since the data is normalized on unit interval, this can easily be achied by using 1 (the normalized maximum value) minus the actual value. " ] }, { "cell_type": "code", "execution_count": 9, "id": "53bcdf89-e520-4917-a077-5d1ca5f565d1", "metadata": {}, "outputs": [], "source": [ "from deap.tools._hypervolume import hv\n", "from sklearn.preprocessing import MinMaxScaler\n", "\n", "scaler = MinMaxScaler() # set up the scaler\n", "scaler.fit(\n", " reference_set.values[:, 5::]\n", ") # use the reference set as minimum and maximum, this mimics platypus.\n", "\n", "\n", "def handle_directions(data, problem):\n", " \"\"\"Handle the optimization directions, and transform so all columsn reflect minimization.\"\"\"\n", " data = data.copy()\n", " for i in range(data.shape[1]):\n", " column = data[:, i]\n", " if problem.directions[i].value == 1: # maximze\n", " data[:, i] = 1 - column\n", " return data\n", "\n", "\n", "def transform_data(data, scaler, problem):\n", " \"\"\"Transform the archive into a the format required by deap.\"\"\"\n", " data = data.values[:, problem.nvars : :]\n", "\n", " # scale data\n", " transformed_data = scaler.transform(data)\n", "\n", " # handle directions\n", " transformed_data = handle_directions(transformed_data, problem)\n", "\n", " return transformed_data" ] }, { "cell_type": "markdown", "id": "81ec72d6-1adc-49a6-a5e9-f6d5749c3d83", "metadata": {}, "source": [ "We have now all the pieces we need to calculate hypervolume with deap. You can compare this plot to the one produces earlier and check yourself that the results are the same.\n", "\n", "As a last tip: if you still run into runtime concerns, its trivial to use a [ProcessPoolExecutor](https://docs.python.org/3/library/concurrent.futures.html#processpoolexecutor) to parallelize the hypervolume calculations." ] }, { "cell_type": "code", "execution_count": 10, "id": "a1d7515e-65fb-413c-b856-c6d646d5d6e9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "for entry in all_archives:\n", " scores = []\n", " for nfe, archive in entry:\n", " transformed_archive = transform_data(archive, scaler, problem)\n", " score = hv.hypervolume(transformed_archive, np.ones((problem.nobjs,)))\n", " scores.append((nfe, score))\n", "\n", " scores = np.asarray(scores)\n", "\n", " ax.plot(scores[:, 0], scores[:, 1])\n", "\n", "ax.set_xlabel(\"nfe\")\n", "ax.set_ylabel(\"hypervolume\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "dc085693-46a4-4017-92aa-92134fc0ef85", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 5 }