{ "cells": [ { "cell_type": "markdown", "id": "e39e1be7", "metadata": {}, "source": [ "# Constraints Anaysis" ] }, { "cell_type": "markdown", "id": "2d83c806", "metadata": {}, "source": [ "{nb-download}`Download this as a Jupyter notebook `" ] }, { "cell_type": "markdown", "id": "511a6159", "metadata": {}, "source": [ "This example notebook illustrates xLA features that are useful for problems with constraints." ] }, { "cell_type": "markdown", "id": "1d59a020", "metadata": {}, "source": [ "Lets defined a constrained sphere problem, with the sphere function as the objective:\n", "\n", "```{math}\n", ":label: sphere1\n", "f_1(x) = x^2,\n", "```\n", "\n", "with the following constraints,\n", "\n", "```{math}\n", ":label: sphere-constraint\n", "v_0(x) = x^2 - 2 \\leq 0,~\\text{and}\n", "```\n", "\n", "```{math}\n", ":label: sine-constraint\n", "v_1(x) = 8 \\cdot \\sin(20 \\cdot x) \\leq 0.\n", "```\n", "\n", "The sphere function is visualised below:\n", "\n", "```{image} ../../_static/img/sphere.png\n", ":alt: Sphere function\n", ":width: 200px\n", ":align: center\n", "```\n", "\n", "Equation {eq}`sphere-constraint` is visualised below:\n", "\n", "```{image} ../../_static/img/sphere_v0.png\n", ":alt: Equation {eq}`sphere-constraint` constraint\n", ":width: 200px\n", ":align: center\n", "```\n", "\n", "Equation {eq}`sine-constraint` is visualised below:\n", "\n", "```{image} ../../_static/img/sine_v1.png\n", ":alt: Equation {eq}`sine-constraint` constraint\n", ":width: 200px\n", ":align: center\n", "```" ] }, { "cell_type": "markdown", "id": "f60c13b8", "metadata": {}, "source": [ "Let us define the problem as a sample" ] }, { "cell_type": "code", "execution_count": 1, "id": "f0b1429f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:The Hilbert curve with dimension 1 is just a number line. You are sampling around points on a number line.\n" ] } ], "source": [ "from pyxla import load_data\n", "from pyxla.sampling import HilbertCurveSampler\n", "import math\n", "\n", "sphere_f = lambda x: x** 2\n", "\n", "sphere_sample = {\n", " \"name\": \"Sphere\",\n", " \"X\": HilbertCurveSampler(sample_size=100, dim=1, l_bound=-5, u_bound=5),\n", " \"F\": sphere_f,\n", " \"V\": [lambda x: sphere_f(x) - 2, lambda x: 8 * math.sin(20 * x)]\n", "}\n", "\n", "load_data(sphere_sample) # loaded in-place" ] }, { "cell_type": "markdown", "id": "71fb95e4", "metadata": {}, "source": [ "## Violation distribution (`distr_V`)\n", "\n", "{func}`pyxla.distr_v` can show the distribution of violation values for the two constraints:" ] }, { "cell_type": "code", "execution_count": 2, "id": "33443c4f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'v0_min': 0.0,\n", " 'v0_max': 23.0,\n", " 'v0_mean': 6.696528453692529,\n", " 'v0_med': 4.001720446035465,\n", " 'v0_q1': 0.0,\n", " 'v0_q3': 11.732460506067168,\n", " 'v0_sd': 7.234727591773922,\n", " 'v0_skew': 0.8207260120513635,\n", " 'v0_kurt': -0.6125182736651693,\n", " 'v0_feas_rate': 0.29,\n", " 'v1_min': 0.0,\n", " 'v1_max': 7.999601139849855,\n", " 'v1_mean': 2.690866252454043,\n", " 'v1_med': 0.0,\n", " 'v1_q1': 0.0,\n", " 'v1_q3': 6.1280500987167725,\n", " 'v1_sd': 3.2206690112935923,\n", " 'v1_skew': 0.5630104266641863,\n", " 'v1_kurt': -1.431757575073753,\n", " 'v1_feas_rate': 0.52,\n", " 'overall_feas_rate': 0.16}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxla import distr_v\n", "\n", "feat, plot = distr_v(sphere_sample)\n", "feat" ] }, { "cell_type": "markdown", "id": "4d59390d", "metadata": {}, "source": [ "## Pareto ranking distribution" ] }, { "cell_type": "code", "execution_count": 3, "id": "b2d57827", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "({'paretoV_min': 0,\n", " 'paretoV_max': 37,\n", " 'paretoV_mean': 14.55,\n", " 'paretoV_med': 13.0,\n", " 'paretoV_q1': 5.0,\n", " 'paretoV_q3': 23.75,\n", " 'paretoV_sd': 11.457761693729847,\n", " 'paretoV_skew': 0.3636548159197321,\n", " 'paretoV_kurt': -1.0802420438914337,\n", " 'paretoFV_min': 0,\n", " 'paretoFV_max': 52,\n", " 'paretoFV_mean': 26.2,\n", " 'paretoFV_med': 27.0,\n", " 'paretoFV_q1': 13.25,\n", " 'paretoFV_q3': 38.75,\n", " 'paretoFV_sd': 15.185718969020222,\n", " 'paretoFV_skew': -0.051064472420160927,\n", " 'paretoFV_kurt': -1.1570954601888022},\n", "
)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxla import distr_Par\n", "\n", "distr_Par(sphere_sample)" ] }, { "cell_type": "markdown", "id": "0104f3d4", "metadata": {}, "source": [ "{func}`pyxla.distr_Par` gives an idea of how solutions rank against each other when the objective and the violation values are subjected to Pareto ranking." ] }, { "cell_type": "markdown", "id": "1be3c6fa", "metadata": {}, "source": [ "## Correlation among objective and violations and their ranks" ] }, { "cell_type": "code", "execution_count": 4, "id": "a225a5e7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/builds/aliefooghe/pyxla-wg/src/pyxla/__init__.py:376: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.\n", " cor, _ = spearmanr(x, y)\n" ] }, { "data": { "text/plain": [ "{'v0_f0 (feasible)': 'undefined',\n", " 'v0_f0 (infeasible)': '1.00',\n", " 'v1_f0 (feasible)': 'undefined',\n", " 'v1_f0 (infeasible)': '-0.21',\n", " 'v1_v0 (feasible)': 'undefined',\n", " 'v1_v0 (infeasible)': '-0.22'}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxla import corr, corr_ranks\n", "\n", "corr, plot = corr(sphere_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "0d04aaa5", "metadata": {}, "source": [ "As expected the Equation {eq}`sphere-constraint` constraint is correlation with the objective (sphere function) and the Equation {eq}`sine-constraint` constraint is not." ] }, { "cell_type": "code", "execution_count": 5, "id": "4477a9e2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/builds/aliefooghe/pyxla-wg/src/pyxla/__init__.py:376: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.\n", " cor, _ = spearmanr(x, y)\n" ] }, { "data": { "text/plain": [ "{'v0_f0 (feasible)': 'undefined',\n", " 'v0_f0 (infeasible)': '1.00',\n", " 'v1_f0 (feasible)': 'undefined',\n", " 'v1_f0 (infeasible)': '-0.21',\n", " 'paretoV_f0 (feasible)': 'undefined',\n", " 'paretoV_f0 (infeasible)': '0.95',\n", " 'Deb_f0 (feasible)': '1.00',\n", " 'Deb_f0 (infeasible)': '0.96',\n", " 'paretoFV_f0 (feasible)': '1.00',\n", " 'paretoFV_f0 (infeasible)': '1.00',\n", " 'v1_v0 (feasible)': 'undefined',\n", " 'v1_v0 (infeasible)': '-0.22',\n", " 'paretoV_v0 (feasible)': 'undefined',\n", " 'paretoV_v0 (infeasible)': '0.95',\n", " 'Deb_v0 (feasible)': 'undefined',\n", " 'Deb_v0 (infeasible)': '0.96',\n", " 'paretoFV_v0 (feasible)': 'undefined',\n", " 'paretoFV_v0 (infeasible)': '1.00',\n", " 'paretoV_v1 (feasible)': 'undefined',\n", " 'paretoV_v1 (infeasible)': '-0.03',\n", " 'Deb_v1 (feasible)': 'undefined',\n", " 'Deb_v1 (infeasible)': '-0.06',\n", " 'paretoFV_v1 (feasible)': 'undefined',\n", " 'paretoFV_v1 (infeasible)': '-0.18',\n", " 'Deb_paretoV (feasible)': 'undefined',\n", " 'Deb_paretoV (infeasible)': '1.00',\n", " 'paretoFV_paretoV (feasible)': 'undefined',\n", " 'paretoFV_paretoV (infeasible)': '0.96',\n", " 'paretoFV_Deb (feasible)': '1.00',\n", " 'paretoFV_Deb (infeasible)': '0.96'}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = corr_ranks(sphere_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "62c114ef", "metadata": {}, "source": [ "{func}`pyxla.corr_ranks` corroborates {func}`pyxla.corr` since it is based on the ranks rather than the values (objective or violation)." ] }, { "cell_type": "markdown", "id": "1b916b26", "metadata": {}, "source": [ "## Violation distance correlation (VDC) and rank distance correlation (RDC)" ] }, { "cell_type": "code", "execution_count": 6, "id": "5cf7ec65", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:No D file is present, thus, computing the D file... Computing an entire D file can be time consuming. Instead, you can call the function with the keyword argument `compute_D_file` set to `False` to speed up computation, as only the required distances will be calculated.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:D file has been loaded to the current sample and is saved to ./Sphere_D.csv\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0b78ac3d1d5e45939ec3419aae3b31d1", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxla import vdc, rdc\n", "\n", "corr, plot = vdc(sphere_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "710d2534", "metadata": {}, "source": [ "The violation values of the infeasible solutions of the Equation {eq}`sphere-constraint` constraint are highly correlated (0.9994) with the distance to the nearest feasible solutions. This implies that it is easy to cross to a feasible region from an infeasible region of solutions with respect to the Equation {eq}`sphere-constraint` constraint. Conversely, the low correlation coefficient of the Equation {eq}`sine-constraint` constraint indicates a lower likelihood of crossing from an infeasible region to a feasible region." ] }, { "cell_type": "code", "execution_count": 7, "id": "9a32d4c9", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "eb763a6da8db485c85a5cf92bf1b4b89", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/6 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = rdc(sphere_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "a4fe0478", "metadata": {}, "source": [ "{func}`pyxla.rdc` corroborates {func}`pyxla.vdc` for the violation ranks." ] }, { "cell_type": "markdown", "id": "1d77136b", "metadata": {}, "source": [ "## Neighbouring solutions' violation values correlation (NVC)\n", "\n", "{func}`pyxla.nvc` indicates the level of searchability with respect to violation values." ] }, { "cell_type": "code", "execution_count": 8, "id": "0d9fab64", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bb157f90a8c343fb99da55c5db5b12cf", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxla import nvc\n", "\n", "corr, plot = nvc(sphere_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "ce2169f7", "metadata": {}, "source": [ "The Equation {eq}`sphere-constraint` constraint, being a simple sphere function, shows an almost perfect correlation. This indicates that there is high searchability with respect to the Equation {eq}`sphere-constraint` constraint: it is easy for a search to reach solutions of improving feasibility. Conversely, the Equation {eq}`sine-constraint` constraint shows a weak negative correlation since, due to its cyclic nature, there is no strong relationship between violation values of neighbouring solutions. It is thus less likely for the search to continuously traverse along solutions of improving feasibility. Therefore, there is low searchability with respect to the Equation {eq}`sine-constraint` constraint." ] } ], "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": "3.14.4" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "01b551c1a8864430841b6155b8bb1fbe": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, 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