{ "cells": [ { "cell_type": "markdown", "id": "04ecf815", "metadata": {}, "source": [ "# Neighbouring Solutions' Ranks Correlation (NRC)" ] }, { "cell_type": "code", "execution_count": 1, "id": "695fbd96", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import math\n", "\n", "from pyxla import load_data, nrc\n", "from pyxla.sampling import HilbertCurveSampler" ] }, { "cell_type": "code", "execution_count": 2, "id": "43cb75be", "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": [ "sphere_sample = {\n", " \"name\": \"Sphere\",\n", " \"X\": HilbertCurveSampler(sample_size=100, dim=1, l_bound=-5, u_bound=5, seed=42),\n", " \"F\": lambda x: x**2,\n", " \"V\": [lambda x: x**2 - 2, lambda x: 8 * math.sin(20 * x)]\n", "}\n", "\n", "easom_sample = {\n", " \"name\": \"Easom\",\n", " \"X\": HilbertCurveSampler(sample_size=100, dim=2, l_bound=-5, u_bound=5, seed=42),\n", " \"F\": lambda X: np.cos(X[0]) * X[1] * np.e**(- (X[0] - np.pi)**2 - (X[1] - np.pi)**2)\n", "}\n", "\n", "load_data(sphere_sample) # loaded in-place\n", "load_data(easom_sample) # loaded in-place" ] }, { "cell_type": "code", "execution_count": 3, "id": "7dbe7047", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "be102255fd7c40ccb05982293045ec96", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/6 [00:00)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrc(sphere_sample)" ] }, { "cell_type": "code", "execution_count": 4, "id": "50fab49d", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b5ed1d624af6483eba89d59b5ccaf400", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrc(easom_sample)" ] } ], "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 }