{ "cells": [ { "cell_type": "markdown", "id": "88c31bed", "metadata": {}, "source": [ "# Comparison of Corsort variants" ] }, { "cell_type": "markdown", "id": "eee28021", "metadata": {}, "source": [ "This notebook shows how to use the `corsort` package to compare different variants of Corsorts. In details we tested the following possibilities:\n", "\n", "- Internal scorer: $\\Delta$ or $\\rho$\n", "- Information measure: $I(i)+I(j)$ or $\\max(I(i), I(j))$\n", "- External scorer: $\\Delta$ or $\\rho$\n", "\n", "There are much more variants available. We restrain to these 8 for conciseness." ] }, { "cell_type": "markdown", "id": "4027db4e", "metadata": {}, "source": [ "First we load some packages." ] }, { "cell_type": "code", "execution_count": 1, "id": "1354672b", "metadata": { "ExecuteTime": { "end_time": "2023-05-24T00:33:48.703372Z", "start_time": "2023-05-24T00:33:06.924562Z" } }, "outputs": [], "source": [ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from multiprocess.pool import Pool\n", "\n", "from corsort import *" ] }, { "cell_type": "markdown", "id": "b2e77a64", "metadata": {}, "source": [ "We populate the list of corsorts we want to study." ] }, { "cell_type": "code", "execution_count": 2, "id": "0e145d9d", "metadata": { "ExecuteTime": { "end_time": "2023-05-24T00:51:26.338924Z", "start_time": "2023-05-24T00:51:26.320624Z" } }, "outputs": [], "source": [ "sort_list = [\n", " JitCorsortDeltaSumDelta(compute_history=True),\n", " JitCorsortDeltaMaxDelta(compute_history=True),\n", " JitCorsortRhoSumDelta(compute_history=True),\n", " JitCorsortRhoMaxDelta(compute_history=True),\n", " JitCorsortRhoSumRho(compute_history=True),\n", " JitCorsortRhoMaxRho(compute_history=True),\n", " JitCorsortDeltaSumRho(compute_history=True),\n", " JitCorsortDeltaMaxRho(compute_history=True)]\n", "legends = {'corsort_delta_sum_delta': r'Corsort-$\\Delta\\sum$ $\\Delta$',\n", " 'corsort_delta_max_delta': r'Corsort-$\\Delta$Max $\\Delta$',\n", " 'corsort_rho_sum_delta': r'Corsort-$\\rho\\sum$ $\\Delta$',\n", " 'corsort_rho_max_delta': r'Corsort-$\\rho$Max $\\Delta$',\n", " 'corsort_rho_sum_rho': r'Corsort-$\\rho\\sum$ $\\rho$',\n", " 'corsort_rho_max_rho': r'Corsort-$\\rho$Max $\\rho$',\n", " 'corsort_delta_sum_rho': r'Corsort-$\\Delta\\sum$ $\\rho$',\n", " 'corsort_delta_max_rho': r'Corsort-$\\Delta$Max $\\rho$'}" ] }, { "cell_type": "markdown", "id": "1598c72b", "metadata": {}, "source": [ "We decide the value of $n$ to study and the number of trials." ] }, { "cell_type": "code", "execution_count": 3, "id": "dfdf6c1b", "metadata": { "ExecuteTime": { "end_time": "2023-05-24T00:40:36.589385Z", "start_time": "2023-05-24T00:40:36.564041Z" } }, "outputs": [], "source": [ "n = 500\n", "nt = 10000" ] }, { "cell_type": "markdown", "id": "8d666c4a", "metadata": {}, "source": [ "We now run the experiments, with some multi-processing to speed-up things." ] }, { "cell_type": "code", "execution_count": 4, "id": "57adaad5", "metadata": { "ExecuteTime": { "end_time": "2023-05-24T00:43:13.336938Z", "start_time": "2023-05-24T00:40:40.276896Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Evaluate convergence of corsort_delta_sum_delta for n = 500\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10000/10000 [28:06<00:00, 5.93it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluate convergence of corsort_delta_max_delta for n = 500\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10000/10000 [27:59<00:00, 5.96it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluate convergence of corsort_rho_sum_delta for n = 500\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10000/10000 [30:50<00:00, 5.40it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluate convergence of corsort_rho_max_delta for n = 500\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10000/10000 [30:01<00:00, 5.55it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluate convergence of corsort_rho_sum_rho for n = 500\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10000/10000 [31:49<00:00, 5.24it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluate convergence of corsort_rho_max_rho for n = 500\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10000/10000 [30:45<00:00, 5.42it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluate convergence of corsort_delta_sum_rho for n = 500\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10000/10000 [28:10<00:00, 5.91it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluate convergence of corsort_delta_max_rho for n = 500\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10000/10000 [27:48<00:00, 5.99it/s] \n" ] } ], "source": [ "with Pool() as p:\n", " convergence = evaluate_convergence(sort_list=sort_list, n=n, nt=nt, pool=p)" ] }, { "cell_type": "markdown", "id": "ef64253d", "metadata": {}, "source": [ "We save the raw results." ] }, { "cell_type": "code", "execution_count": 5, "id": "18b272d5", "metadata": { "ExecuteTime": { "end_time": "2023-05-24T00:52:26.039867Z", "start_time": "2023-05-24T00:52:26.007840Z" } }, "outputs": [], "source": [ "import dill as pickle\n", "from pathlib import Path\n", "\n", "fn = Path(f\"corsorts_n_{n}_nt_{nt}.pkl\")\n", "if fn.exists():\n", " with open(fn, 'rb') as f:\n", " convergence = pickle.load(f)\n", "else:\n", " with open(fn, 'wb') as f:\n", " pickle.dump(convergence, f)" ] }, { "cell_type": "markdown", "id": "2f6fbf4e", "metadata": {}, "source": [ "Then we display the results." ] }, { "cell_type": "code", "execution_count": 6, "id": "c7fd2aac", "metadata": { "ExecuteTime": { "end_time": "2023-05-24T00:52:28.860572Z", "start_time": "2023-05-24T00:52:27.731118Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = n*(n-1)/2\n", "fig = plt.figure(figsize=(15, 10))\n", "ax = plt.axes()\n", "decim=40\n", "color_dict = auto_colors(sort_list)\n", "for name in legends:\n", " ref = convergence[name]\n", " color = color_dict[name]\n", " p_m = ref.shape[1]\n", " x = np.arange(p_m)[::decim]\n", " ref = ref[:, ::decim]\n", " q = np.zeros((5, ref.shape[1]))\n", " for i, per in enumerate([2.5, 50, 97.5]):\n", " q[i, :] = np.percentile(ref, per, axis=0)\n", " q = q/m\n", " ax.plot(x, q[1, :], label=legends[name], color=color)\n", " ax.fill_between(x, q[0, :], q[2, :], alpha=.2, color=color)\n", "plt.legend()\n", "plt.grid()\n", "ax.tick_params(labelright=True, right=True)\n", "plt.ylabel('Distance to sorted list')\n", "plt.xlabel('Comparisons performed')\n", "plt.ylim([0, None])\n", "plt.xlim([0, None])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9a5db335", "metadata": {}, "source": [ "Quick interpretation :\n", "\n", "- `max` and `plus` variants (for measure of information) are very close to each other, with a slight advantage to `max`.\n", "- Using a $\\Delta$ external scorer creates a kind of bump. The $\\rho$ external scorer does not have this issue.\n", "- Most of the time (the exception been around the `bump` from previous item), the $\\Delta$ internal scorer is better.\n", "\n", "In the end, we selected Corsort-$\\Delta$Max $\\rho$:\n", "\n", "- Internal scorer: $\\Delta$\n", "- Information measure: $\\max(I(i), I(j))$\n", "- External scorer: $\\rho$" ] } ], "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": "3.10.9" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }