{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Options\n", "There are many options which can be passed into `ds.find_DSp(vn, opt = opt)` and `ds.plot(vn, opt = opt)`. They can be categorised into two: plotting options and identification options. Plotting options refers to cosmetic options in producing the figures, while identification options entails specifications on the design space identification method.\n", "\n", "The default value of all options can be accessed by calling `ds.default_opt`. At the end of this page, there is an example of using the options." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Identification options\n", "Here we show the main options which can be used for the identification of the design space and their default values. These options can be passed when calling `ds.find_DSp(vn, opt = opt)` where `opt` is a dictionary of the option and their values.\n", "```\n", "# ----- Hull Parameters ----- #\n", "'no_splits': 10, # splits for alpha shape calculation\n", " # for large memory problems use more splits\n", "'a': None, # Alpha value -> at large alpha,\n", " # hull becomes convex\n", " # if None: use product of bounds range\n", "'amul': 1, # Alpha multiplier value (wrt to a used)\n", "'opt_amul': True, # If True, use bisection to find \n", " # largest amul with no vio in DSp\n", "'extra_points': [], # Extra points to be used for identification\n", "'maxiter': 50, # Maximum bisection iterations\n", "'tol': 0.001, # Bisection tolerance (on the MV which is amul)\n", "'lb': 0.001, # Lower bound of initial bisection run\n", "'ub': 5, # Upper bound of initial bisection run\n", "'printF': True, # If true, print iter details\n", "'maxvp': 0, # Maximum allowed fractions of vio in DSp\n", "```" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting options\n", "Here we show the cosmetic options for creating the figures. These options can be passed when calling `ds.plot(vn, opt = opt)` where `opt` is a dictionary of the option and their values." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### General options\n", "```\n", "# ----- Labels ----- #\n", "'xlabel': 'x', # x axis label\n", "'ylabel': 'y', # y axis label\n", "'zlabel': 'z', # z axis label\n", "'cmap': 'inferno80', # Matplotlib colour map\n", "'hmv': 'None', # heat map variable name\n", "'hmvlabel': 'hmvlabel: heat map var label', # heat map variable label\n", "\n", "# ----- Hidden Elements ----- #\n", "'hidehmv': False, # If True, no heat map will be plotted\n", "'hidesat': False, # If True, no satisfied variables will be plotted\n", "'hidevio': False, # If True, no violated variables will be plotted\n", "'hidedsp': False, # If True, hides the surface/boundary\n", "\n", "# ----- Plot Format ----- #\n", "'czorder': False, # computed_zorder for 3D plots settings\n", "'fs': (6, 4), # Figure size\n", "'bw': False, # If True, use black-white template\n", "'alpha': 1, # Transparency of points\n", "'font_size': 14, # Font size\n", "# Color bar and map\n", "'cbarloc': 'right', # Colobar location\n", "'cbaror': 'vertical', # Colorbar orientation\n", "'cbarpad': 0.12, # Colorbar padding\n", "'cbarshrink': 1.0, # size of the colorbar\n", "'cbarfraction': 0.15, # fraction of original axes to use for colorbar\n", "'mycmap': 'viridis', # Use your own cmap (input name of cmap as str)\n", "'cmapmax': None, # max colorbar scale\n", "'cmapmin': None, # min colorbar scale\n", "'cmapext': 'neither', # if extended cbar is desired\n", "'cmapextmax': 'red', # color of the \"over max values\"\n", "'cmapextmin': 'green', # color of the \"under min values\"\n", "# Satisfied samples\n", "'satlabel': 'Sat', # Satisfied samples label\n", "'satcolor': '#FF9000', # Satisfied samples color\n", "'satmarker': '.', # Marker of satisfied points\n", "'satmarkersize': 20, # Marker size of violated points\n", "'satfill': '#FF9000', # Marker fill color of satisfied points\n", "'satzorder': 5, # Decides which level to be plotted on\n", "# Violated samples\n", "'violabel': 'Vio', # Violated samples label\n", "'viocolor': '#005DC1', # Violated samples color\n", "'viomarker': '.', # Marker of violated points\n", "'viomarkersize': 20, # Marker size of violated points\n", "'viofill': '#005DC1', # Marker fill color of violated points\n", "'viozorder': 5, # Decides which level to be plotted on\n", "# Legend\n", "'legloc': 'upper right', # Legend location\n", "'framealpha': 1, # Legend box transparency\n", "'legendzorder': 100, # Decides which level to be plotted on\n", "# 3D view\n", "'elev': 20, # Elevation of 3D plot\n", "'azim': -70, # Azimuth of 3D plot\n", "# Axes limit\n", "'limfactor': 0.05, # Axes limit factor based on range of axes\n", "'axeslimdf': 'df', # Data used to calculate axes limits \n", " # ('sat', 'vio', 'df', or 'best')\n", "```" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Design Space plotting options\n", "```\n", "# ----- Design Space Parameters ----- #\n", "'dsplabel': 'DSp', # Label of surface/boundary\n", "'dspcolor': 'black', # Color of the surface/boundary (both)\n", "'dspwidth': 4, # Thickness of the boundary (2D)\n", "'dspstyle': '-', # Line style of the boundary (2D)\n", "'dspalpha': 0.2, # Transparency of surface/boundary (3D)\n", "'dspzorder': 20, # To make sure it is plotted ontop of the samples\n", "```" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Nominal Operating Point plotting options\n", "```\n", "# ----- NOP Parameters ----- #\n", "'step_change': 1, # Step change of expanding AOR in percent\n", "'noplabel': 'NOP', # Normal Operating Point label for legend\n", "'nopmarker': 'x', # Nominal operating point marker style\n", "'nopwidth': 4, # Nominal operating point marker thickness\n", "'nopcolor': 'black', # Nominal operating point marker color\n", "'nopsize': 150, # Nominal operating point marker size\n", "'nopzorder': 10, # To make sure it is plotted ontop of the samples\n", "```" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Acceptable Operating Region plotting options\n", "```\n", "# ----- AOR Parameters ----- #\n", "'aorlabel': 'AOR', # Uniform Proven Acceptable Range\n", "'aorstyle': '--', # AOR boundary line style\n", "'aorcolor': 'black', # AOR boundary line color\n", "'aorwidth': 4, # AOR boundary line width\n", "'aorzorder': 10, # To make sure it is plotted ontop of the samples\n", "'AORlb': 0, # Bisection params (lower bound)\n", "'AORub': 1, # Bisection params (upper bound)\n", "'AORtol': 0.001, # Bisection params - tolerance\n", "'AORmaxiter': 50, # Bisection params - max iterations\n", "'AORprintF': False, # Print bisection output\n", "```" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Options Example\n", "Here we consider the 3D problem from before and apply some of the options that have been mentioned above." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " MV1 MV2 MV3 KPI1 KPI2\n", "0 0.000 0.000 0.000 0.000000 0.000000\n", "1 0.500 0.500 0.500 5.312500 4.843750\n", "2 0.750 0.250 0.250 7.519531 7.490234\n", "3 0.250 0.750 0.750 4.082031 1.708984\n", "4 0.375 0.375 0.625 3.848877 4.032593\n" ] } ], "source": [ "# Imports\n", "from dside import DSI\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# ----- Generate Inputs ----- #\n", "def Sobol_sequence(lbd, ubd, power_no):\n", " \"\"\"\n", " Create 2^power_no of inputs for sampling based on the lists\n", " of lbd (lower bound) and ubd (upper bound).\n", " \"\"\"\n", " from scipy.stats import qmc\n", " sampler = qmc.Sobol(d = len(lbd), scramble = False)\n", " inputs = sampler.random_base2(m = power_no)\n", " inputs = qmc.scale(inputs, lbd, ubd)\n", " return inputs\n", "\n", "# Preparing example dataset\n", "MV1_bounds = [0, 1]\n", "MV2_bounds = [0, 1]\n", "MV3_bounds = [0, 1]\n", "\n", "lbd = [MV1_bounds[0], MV2_bounds[0], MV3_bounds[0]]\n", "ubd = [MV1_bounds[1], MV2_bounds[1], MV3_bounds[1]]\n", "\n", "# Use Sobol sequence to generate inputs\n", "pwr = 10\n", "inputs = Sobol_sequence(lbd, ubd, pwr)\n", "MV1 = inputs[:, 0]\n", "MV2 = inputs[:, 1]\n", "MV3 = inputs[:, 2]\n", "\n", "# ----- Create Outputs and dataframe ----- #\n", "KPI1 = MV1*10 + 5*MV2**4\n", "KPI2 = MV1*10 - 5*MV2**4 + 2.5*MV3**4\n", "\n", "d = np.array([MV1, MV2, MV3, KPI1, KPI2]).T\n", "l = ['MV1', 'MV2', 'MV3', 'KPI1', 'KPI2']\n", "data = pd.DataFrame(d, columns = l)\n", "print(data.head(5))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bisection search for alpha multiplier (radius)\n", " tol: 1.000e-03 maxiter: 50\n", " lb: 1.000e-03 ub: 5.000e+00\n", "____________________________________________________\n", " No iter | alpha multiplier | Violation Flag \n", "____________________________________________________\n", " 1 | 2.500e+00 | True \n", " 2 | 1.251e+00 | True \n", " 3 | 6.259e-01 | False \n", " 4 | 9.383e-01 | False \n", " 5 | 1.095e+00 | True \n", " 6 | 1.016e+00 | True \n", " 7 | 9.774e-01 | True \n", " 8 | 9.578e-01 | False \n", " 9 | 9.676e-01 | False \n", " 10 | 9.725e-01 | True \n", " 11 | 9.700e-01 | True \n", " 12 | 9.688e-01 | False \n", " 13 | 9.694e-01 | True \n", " 14 | 9.691e-01 | True \n", " 15 | 9.690e-01 | True \n", " 16 | 9.689e-01 | True \n", " 17 | 9.689e-01 | True \n", " 18 | 9.688e-01 | False \n", "[18] Optimal amul: 9.6884e-01 alpha: 9.660e-01\n", "Tol: 1.000e-03 Bisection Gap: 1.907e-05\n", "vnum: 63 maxvnum: 65.3\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Setup problem definitions\n", "vn = ['MV1', 'MV2', 'MV3']\n", "constraints = {'KPI1': [0, 20], 'KPI2': [0, 6]}\n", "\n", "# Set the options\n", "opt = {\n", " # Identification options\n", " 'no_splits': 1, # splits for alpha shape calculation\n", " # for large memory problems use more splits\n", " 'printF': True, # print iteration details\n", " 'maxvp': 0.1, # maximum allowed violations in DSp (fraction)\n", " # Labels\n", " 'xlabel': 'MV1 (unit$_\\mathrm{1}$)', # x axis label\n", " 'ylabel': 'MV2 (unit$_\\mathrm{2}$)', # y axis label\n", " 'zlabel': 'MV3 (unit$_\\mathrm{3}$)', # z axis label\n", " # Plot format\n", " 'alpha': 0.6, # transparency of points\n", " 'legloc': 'upper left', # legend location\n", " 'framealpha': 0.8, # legend box transparency\n", " # 3D view\n", " 'elev': 30, # elevation of 3D plot\n", " 'azim': -120, # azimuth of 3D plot\n", " # Heat map\n", " 'hmv': 'KPI1', # heat map variable\n", " 'hmvlabel': 'KPI1', # color bar label\n", "}\n", "\n", "# Initialize the design space entity\n", "ds = DSI(data)\n", "# Apply the constraints separating the satisfied and violated points\n", "ds.screen(constraints)\n", "# Finding the design space (alpha shape)\n", "ds.find_DSp(vn, opt = opt)\n", "# Plot the design space\n", "ds.plot(vn, opt = opt)\n", "# Identify acceptable operating region (AOR)\n", "x = [0.4, 0.4, 0.5]\n", "ds.find_AOR(x)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Matplotlib elements override\n", "The matplotlib `fig` and `ax` entity is saved in the `ds` class whenever we call `ds.plot`. This allows for the customisation of the figure as like a normal matplotlib figure." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Multiple AOR in one plot\n", "ds.plot(vn, opt)\n", "ds.find_AOR([0.2, 0.4, 0.5]) # AOR 1\n", "ds.find_AOR([0.7, 0.8, 0.5]) # AOR 2\n", "ds.find_AOR([0.5, 0.2, 0.2]) # AOR 3\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now let's customise the plot more. We can change the colormap used, change tick values, add custom legend, and add some annotations to the figure and legend for our acceptable operating region and nominal operating points." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Apply different colormap\n", "from matplotlib.colors import ListedColormap\n", "mycmap = plt.cm.get_cmap('Oranges', 256)\n", "mycmap = ListedColormap(mycmap(np.linspace(0.1, 1, 256)))\n", "NOPAORcolor = '#3ab546'\n", "opt.update({ # Update options dictionary\n", " 'hidedsp': False, 'dspcolor': 'gray', 'hidehmv': False,\n", " 'hidevio': True, 'cbarloc': 'right', 'cbaror': 'vertical',\n", " 'mycmap': mycmap, 'aorcolor': NOPAORcolor, 'dspalpha': 0.2,\n", " 'nopcolor': NOPAORcolor, 'alpha': 0.7, 'cbarpad': 0.03\n", " })\n", "\n", "# Multiple AOR in one plot\n", "ds.plot(vn, opt)\n", "ds.find_AOR([0.2, 0.4, 0.5]) # AOR 1\n", "ds.find_AOR([0.7, 0.8, 0.5]) # AOR 2\n", "ds.find_AOR([0.5, 0.2, 0.2]) # AOR 3\n", "ax = ds.ax # extract ax from ds\n", "# Use custom tick values\n", "ax.set_xticks([0, 0.5, 1])\n", "ax.set_yticks([0, 0.5, 1])\n", "ax.set_zticks([0, 0.5, 1])\n", "\n", "# Adding custom legend entries\n", "from matplotlib.patches import Patch\n", "from matplotlib.lines import Line2D\n", "legend_elements = [\n", " Patch(facecolor = '#d1d1d1', edgecolor = 'w', label = 'DSp'),\n", " Line2D([0], [0], marker='x', color = NOPAORcolor, label='NOP',\\\n", " markerfacecolor='#FF9000', markersize=12, linewidth = 0,\\\n", " markeredgewidth=4), \n", " Line2D([0], [0], color = NOPAORcolor, label='AOR'),\n", " ]\n", "plt.legend(handles = legend_elements, loc = 'upper right')\n", "\n", "# Add annotations\n", "ax.text(0.2, 0.4, 0.6, '①', color='black', size=24, zorder = 200)\n", "ax.text(0.7, 0.8, 0.6, '②', color='black', size=24, zorder = 200)\n", "ax.text(0.5, 0.2, 0.3, '③', color='black', size=24, zorder = 200)\n", "# plt.show()\n", "ax = ds.ax\n", "ax.set_facecolor('white')\n", "plt.savefig('3D.svg', bbox_inches='tight')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As shown, the package is able to visualise design space and acceptable operating regions with extensive customisability using the familiar matplotlib package." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.9 ('env')", "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": "3.9.9" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "f97846fb61c50dd60f2e72d1c5999fbf63d4268113ccf00e52371827c98df6d2" } } }, "nbformat": 4, "nbformat_minor": 2 }