{ "cells": [ { "cell_type": "markdown", "id": "1bc7af07", "metadata": {}, "source": [ "# Comparing Continuous Problems" ] }, { "cell_type": "markdown", "id": "b46b73a4", "metadata": {}, "source": [ "{nb-download}`Download this as a Jupyter notebook `" ] }, { "cell_type": "markdown", "id": "6128b498", "metadata": {}, "source": [ "This example notebook shows how `pyXla` distinguishes between the sphere and deceptive problems." ] }, { "cell_type": "markdown", "id": "47e48cad", "metadata": {}, "source": [ "The sphere function is defined as:\n", "\n", "```{math}\n", ":label: sphere\n", "f_1(x) = x^2,\n", "```\n", "\n", "and is visualised below:\n", "```{image} ../../_static/img/sphere.png\n", ":alt: Sphere function\n", ":width: 200px\n", ":align: center\n", "```\n", "\n", "The deceptive problem function is defined as:\n", "```{math}\n", ":label: deceptive\n", " f_2(x) = \n", " \\begin{cases}\n", " (0.4x - 2)^2 & \\text{if } x > 0.625\\\\\n", " (10x - 4)^2 - 2 & \\text{otherwise},\n", " \\end{cases}\n", "```\n", "\n", "and is visualised below:\n", "```{image} ../../_static/img/deceptive.png\n", ":alt: Sphere function\n", ":width: 200px\n", ":align: center\n", "```\n", "\n", "Equation {eq}`deceptive` is called *deceptive* because it has two local minima as shown in its visualisation above.\n" ] }, { "cell_type": "markdown", "id": "9e698399", "metadata": {}, "source": [ "To begin, we load the two problems as samples:" ] }, { "cell_type": "code", "execution_count": 1, "id": "b742c0ed", "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", "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", "\n", "sphere_sample = {\n", " \"name\": \"Sphere\",\n", " \"X\": HilbertCurveSampler(sample_size=100, dim=1, l_bound=-5, u_bound=5),\n", " \"F\": lambda x: x**2\n", "}\n", "\n", "deceptive_sample = {\n", " \"name\": \"Deceptive\",\n", " \"X\": HilbertCurveSampler(sample_size=100, dim=1, l_bound=0, u_bound=6),\n", " \"F\": lambda x: (0.4 * x - 2) ** 2 if x > 0.625 else (10 * x - 4) ** 2 - 2\n", "}\n", "\n", "load_data(sphere_sample) # loaded in-place\n", "load_data(deceptive_sample) # loaded in-place" ] }, { "cell_type": "markdown", "id": "55f2890d", "metadata": {}, "source": [ "## Compare their objective distribution:" ] }, { "cell_type": "code", "execution_count": 2, "id": "902bb1ab", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'f0_min': 0.0031585200477220366,\n", " 'f0_max': 25.0,\n", " 'f0_mean': 8.552873190108855,\n", " 'f0_med': 6.348955287663815,\n", " 'f0_q1': 1.5431777698272016,\n", " 'f0_q3': 14.50428548392057,\n", " 'f0_sd': 7.579178037806595,\n", " 'f0_skew': 0.5869940697261544,\n", " 'f0_kurt': -0.9394564877867584,\n", " 'f0_rank_min': 1,\n", " 'f0_rank_max': 100,\n", " 'f0_rank_mean': 50.49,\n", " 'f0_rank_med': 50.5,\n", " 'f0_rank_q1': 25.25,\n", " 'f0_rank_q3': 75.75,\n", " 'f0_rank_sd': 29.028545686039195,\n", " 'f0_rank_skew': -0.0019508370352342658,\n", " 'f0_rank_kurt': -1.197706288002058}" ] }, "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_f\n", "\n", "feat, plot = distr_f(sphere_sample)\n", "feat" ] }, { "cell_type": "code", "execution_count": 3, "id": "9243f3dc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'f0_min': -1.9556906127667102,\n", " 'f0_max': 14.0,\n", " 'f0_mean': 0.9072761385849544,\n", " 'f0_med': 0.36897567913519447,\n", " 'f0_q1': 0.04407584641818094,\n", " 'f0_q3': 1.5690815731918348,\n", " 'f0_sd': 1.7679447254876413,\n", " 'f0_skew': 4.4500145594068465,\n", " 'f0_kurt': 29.2741986712981,\n", " 'f0_rank_min': 1,\n", " 'f0_rank_max': 100,\n", " 'f0_rank_mean': 50.5,\n", " 'f0_rank_med': 50.5,\n", " 'f0_rank_q1': 25.25,\n", " 'f0_rank_q3': 75.75,\n", " 'f0_rank_sd': 29.011491975882016,\n", " 'f0_rank_skew': 0.0,\n", " 'f0_rank_kurt': -1.2002400240024003}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feat, plot = distr_f(deceptive_sample)\n", "feat" ] }, { "cell_type": "markdown", "id": "1d4c16fa", "metadata": {}, "source": [ "## Fitness distance correlation (FDC) reveals more:" ] }, { "cell_type": "code", "execution_count": 4, "id": "4d46720e", "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", "INFO:root:D file has been loaded to the current sample and is saved to ./Sphere_D.csv\n" ] }, { "data": { "text/plain": [ "{'fdc_f0': np.float64(0.9990068977149605)}" ] }, "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 fdc\n", "\n", "corr, plot = fdc(sphere_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "a44a706b", "metadata": {}, "source": [ "According to the output above, the sphere problem shows a high fitness-distance correlation between the objective values and distance to the nearest local minimum. This means that the search space is not deceptive, in that a search in the solution space will likely arrive at the global minimum since solutions become fitter and fitter as the search gets closer to the global minimum." ] }, { "cell_type": "code", "execution_count": 5, "id": "8c665e29", "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", "INFO:root:D file has been loaded to the current sample and is saved to ./Deceptive_D.csv\n" ] }, { "data": { "text/plain": [ "{'fdc_f0': np.float64(-0.597095709570957)}" ] }, "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 = fdc(deceptive_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "531a1052", "metadata": {}, "source": [ "Conversely, the output above shows a negative correlation between distance to the nearest local minimum and objective values for the deceptive problem. Therefore, as one nears the global minimum, solutions tend to deteriorate in fitness, signalling the presence of multiple local minima. In this case, {func}`pyxla.fdc` indicates that the problem is indeed *deceptive*." ] }, { "cell_type": "markdown", "id": "a2900ed5", "metadata": {}, "source": [ "## Rank distance correlation (RDC)\n", "\n", "{func}`pyxla.rdc` corrobotates {func}`pyxla.fdc` since it operates on the objective ranks rather than the values." ] }, { "cell_type": "code", "execution_count": 6, "id": "16fd5678", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "613643a7835844438a011524c0ebafb0", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxla import rdc\n", "\n", "corr, plot = rdc(sphere_sample)\n", "corr" ] }, { "cell_type": "code", "execution_count": 7, "id": "8d1ead60", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2d50bab9bbd149a2901f28f33dd22806", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = rdc(deceptive_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "d3054630", "metadata": {}, "source": [ "## Pairwise distance correlation (PDC)" ] }, { "cell_type": "code", "execution_count": 8, "id": "aad755b3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'pdc_F': np.float64(0.4387542029401414),\n", " 'pdc_f0-rank': np.float64(0.34382468358143525)}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxla import pdc\n", "\n", "corr, plot = pdc(sphere_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "c54150d1", "metadata": {}, "source": [ "{func}`pyxla.pdc` shows that for the sphere function, there is low correlation between pairwise distance on the solution space and pairwise distance on the objective space. This shows that the sphere function is not monotonic." ] }, { "cell_type": "code", "execution_count": 9, "id": "87ff1614", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'pdc_F': np.float64(0.6247890687938944),\n", " 'pdc_f0-rank': np.float64(0.6685896526930889)}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = pdc(deceptive_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "7e5da353", "metadata": {}, "source": [ "Similarly the deceptive function it not monotonic and appears more rugged that the sphere function." ] }, { "cell_type": "markdown", "id": "03910b11", "metadata": {}, "source": [ "## Neighbouring solutions' objective values (fitness) correlation (NFC)" ] }, { "cell_type": "code", "execution_count": 10, "id": "a0d1bb5c", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f411e6a300ad42b2bc246cbc8a391431", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxla import nfc\n", "\n", "corr, plot = nfc(sphere_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "4112514b", "metadata": {}, "source": [ " The constrained sphere problem is found to have high evolvability, evidenced by a high NFC value. This is expected, since the sphere function is one of the simplest continuous optimisation problems." ] }, { "cell_type": "code", "execution_count": 11, "id": "04d972e0", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0dcdf78276c04d1082f2fb6a5744d076", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = nfc(deceptive_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "e91a372f", "metadata": {}, "source": [ "The deceptive problem has a high NFC but a lower value that the sphere function as expected, since the sphere problem is an easier problem." ] }, { "cell_type": "markdown", "id": "6e5ab87e", "metadata": {}, "source": [ "## Neighbouring solutions' ranks correlation (NRC)" ] }, { "cell_type": "markdown", "id": "fa02b5d0", "metadata": {}, "source": [ "{func}`pyxla.nrc` corroborates {func}`pyxla.nfc` since it is based on the objective ranks." ] }, { "cell_type": "code", "execution_count": 12, "id": "0748aef7", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "14d864165b5b4455a684a43136709c05", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxla import nrc\n", "\n", "corr, plot = nrc(sphere_sample)\n", "corr" ] }, { "cell_type": "code", "execution_count": 13, "id": "7592bffc", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8e252dbafbe74dbf9f33ed843a032638", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr, plot = nrc(deceptive_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "a06d3620", "metadata": {}, "source": [ "## Dispersion of best solution (`disp_best`)" ] }, { "cell_type": "markdown", "id": "f6a6da57", "metadata": {}, "source": [ "{func}`pyxla.disp_best` can tell if the problem has a global structure or whether it has many funnels." ] }, { "cell_type": "code", "execution_count": null, "id": "15c02dc8", "metadata": {}, "outputs": [], "source": [ "from pyxla import disp_best\n", "\n", "corr, plot = disp_best(sphere_sample)\n", "corr" ] }, { "cell_type": "code", "execution_count": null, "id": "e4aa25cd", "metadata": {}, "outputs": [], "source": [ "corr, plot = disp_best(deceptive_sample)\n", "corr" ] }, { "cell_type": "markdown", "id": "4d2819b2", "metadata": {}, "source": [ "The sphere problem's objective has a negative dispersion metric value which indicates the presence of a global structure, as expected. The deceptive problem, on the other hand, has a positive dispersion metric value, indicating the presence of funnels. The scatter plots visually express the dispersion, where for the constrained sphere problem, the spread of pairwise distances grows as the sample size of the best solution is increased. Conversely, for the deceptive problem, the gaps between the clusters of points for lower sample sizes show that indeed the best solutions are much further apart, accounting for the lack of a global structure." ] } ], "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }