{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_folder = \"../data\"\n", "surrogate_data_folder = os.path.join(data_folder, \"surrogate\", \"data\")\n", "surrogate_static_folder = os.path.join(data_folder, \"surrogate\", \"static\")\n", "log_folder = os.path.join(data_folder, \"logs\")\n", "\n", "output_images_folder = 'images'\n", "if not os.path.exists(output_images_folder):\n", " os.makedirs(output_images_folder)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What to display ?\n", "\n", "- **1. Curve of performance runs during search process (`surrogate/data`) :**\n", " - best solution score (in means from 5 runs)\n", " - comparisons of different orders\n", " - comparisons of different LS iterations per orders\n", " - extract times of computation (`data/logs`)\n", " - surrogate model performance during training (r²)\n", "\n", "\n", "- **2. From only best last solutions found displays :**\n", " - bar plot of best attribute selected for classification per order\n", " - same for the two orders " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Curve of performances runs during search process (`surrogate/data`)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# fixed parameters\n", "ILS = 1000\n", "POP = 20\n", "N_RUNS = 5\n", "SS = 50 # start surrogate training after at least 50 real evaluations\n", "SE = 10 # train every 10 real evaluations" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def extract_params(filename):\n", " #pop_size = filename.split('-')[2].replace('POP_', '')\n", " ls_iter = filename.split('-')[3].replace('LS_', '')\n", " s_order = filename.split('-')[5].replace('SO_', '')\n", "\n", " return int(ls_iter), int(s_order)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [], "source": [ "files = os.listdir(surrogate_data_folder)\n", "\n", "data_results = {}\n", "static_results = []\n", "\n", "# extract static result\n", "for f in os.listdir(surrogate_static_folder):\n", " filepath = os.path.join(surrogate_static_folder, f)\n", "\n", " with open(filepath, 'r') as ff:\n", "\n", " max_score = 0.\n", " scores = []\n", "\n", " for line in ff.readlines()[1:ILS+1]:\n", " cscore = float(line.split(';')[-1])\n", "\n", " if cscore > max_score:\n", " max_score = cscore\n", "\n", " scores.append(max_score)\n", "\n", " static_results.append(scores)\n", "\n", "\n", "# extract all other results\n", "for i in range(1, N_RUNS + 1):\n", " for run in [ f for f in files if f\"RUN_{i}_performance\" in f ]:\n", " \n", " key = extract_params(run)\n", " if key not in data_results:\n", " data_results[key] = []\n", "\n", " # need to extract the 50 first solution found from surrogate data file\n", " data_file = os.path.join(surrogate_data_folder, run.replace('_performance.csv', ''))\n", "\n", " max_score = 0.\n", " scores = []\n", " with open(data_file, 'r') as f:\n", " lines = f.readlines()\n", "\n", " for line in lines[1:SS + 1]:\n", " cscore = float(line.split(';')[-1])\n", "\n", " if cscore > max_score:\n", " max_score = cscore\n", " scores.append(max_score)\n", " \n", " with open(os.path.join(surrogate_data_folder, run), 'r') as f:\n", " lines = f.readlines()\n", "\n", " for index, line in enumerate(lines[:ILS - SS]):\n", " #print(f'{index} => {run}')\n", " #print(line)\n", " cscore = float(line.split(';')[-2])\n", "\n", " if cscore > max_score:\n", " max_score = cscore\n", "\n", " scores.append(max_score)\n", "\n", " # append run data into dictionnary with its key\n", " data_results[key].append(scores)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(100, 1) has 5 runs\n", "(100, 2) has 5 runs\n", "(500, 1) has 5 runs\n", "(500, 2) has 5 runs\n", "(1000, 1) has 5 runs\n", "(1000, 2) has 5 runs\n" ] } ], "source": [ "for k in sorted(data_results.keys()):\n", " print(f'{k} has {len(data_results[k])} runs')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(5, 1000)\n" ] } ], "source": [ "print(np.array(static_results).shape)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_LS = 100\n", "\n", "for n_LS in [100, 500, 1000]:\n", " fig = plt.figure(dpi=100, figsize=(4, 4))\n", " ax = fig.add_subplot(111)\n", " #ax.set_title(f'Surroggate - LS = {n_LS}')\n", "\n", " # display static results\n", " data = np.array(static_results)\n", "\n", " means = data.mean(axis=0)\n", " confidences = (1.9 * data.std(axis=0)) / np.sqrt(data.shape[0])\n", " \n", " ax.plot(means, label=f'Classique')\n", " ax.fill_between(np.arange(data.shape[1]), means-confidences, means+confidences, alpha=.25)\n", "\n", " for k in sorted(data_results.keys()):\n", " ls_iter, order = k\n", "\n", " if ls_iter == n_LS:\n", " \n", " data = np.array(data_results[k])\n", "\n", " means = data.mean(axis=0)\n", " confidences = (1.9 * data.std(axis=0)) / np.sqrt(N_RUNS)\n", " \n", " ax.plot(means, label=f'Ordre {order}')\n", " ax.fill_between(np.arange(1000), means-confidences, means+confidences, alpha=.25)\n", "\n", " ax.grid()\n", " ax.legend(loc=4)\n", " ax.set_ylabel('AUC ROC')\n", " ax.set_xlabel('Nombre d\\'évaluations')\n", " ax.set_ylim(0.7, 0.82)\n", " # ax.set_yscale('log')\n", " fig.savefig(os.path.join(output_images_folder, f'out_performance_LS-{n_LS}.pdf'), format='pdf', bbox_inches='tight')\n", " #plt.show()\n", "fig.clf()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for o in [1, 2]:\n", " fig = plt.figure(dpi=100, figsize=(4, 4))\n", " ax = fig.add_subplot(111)\n", " #ax.set_title(f'Surrogate - Order = {o}')\n", "\n", " # display static results\n", " data = np.array(static_results)\n", "\n", " means = data.mean(axis=0)\n", " confidences = (1.9 * data.std(axis=0)) / np.sqrt(data.shape[0])\n", " \n", " ax.plot(means, label=f'Classique')\n", " ax.fill_between(np.arange(data.shape[1]), means-confidences, means+confidences, alpha=.25)\n", "\n", " for k in sorted(data_results.keys()):\n", " ls_iter, order = k\n", "\n", " if o == order:\n", " \n", " data = np.array(data_results[k])\n", "\n", " means = data.mean(axis=0)\n", " confidences = (1.9 * data.std(axis=0)) / np.sqrt(N_RUNS)\n", " \n", " ax.plot(means, label=f'LS {ls_iter}')\n", " ax.fill_between(np.arange(1000), means-confidences, means+confidences, alpha=.25)\n", "\n", " ax.grid()\n", " ax.legend(loc=4)\n", " ax.set_ylabel('AUC ROC')\n", " ax.set_xlabel('Nombre d\\'évaluations')\n", " ax.set_ylim(0.7, 0.82)\n", " # ax.set_yscale('log')\n", " fig.savefig(os.path.join(output_images_folder, f'out_performance_SO-{o}.pdf'), format='pdf', bbox_inches='tight')\n", " #plt.show()\n", "fig.clf()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Curve of model training scores" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "files = os.listdir(surrogate_data_folder)\n", "\n", "data_results = {}\n", "for i in range(1, N_RUNS + 1):\n", " for run in [ f for f in files if f\"RUN_{i}_performance\" in f ]:\n", " \n", " key = extract_params(run)\n", " if key not in data_results:\n", " data_results[key] = []\n", "\n", " # need to extract the 50 first solution found from surrogate data file\n", " data_file = os.path.join(surrogate_data_folder, run.replace('_performance.csv', ''))\n", "\n", " scores = []\n", " \n", " with open(os.path.join(surrogate_data_folder, run), 'r') as f:\n", " lines = f.readlines()\n", "\n", " for index, line in enumerate(lines[:ILS - SS]):\n", " #print(f'{index} => {run}')\n", " #print(line)\n", " scores.append(float(line.split(';')[4]))\n", "\n", " # append run data into dictionnary with its key\n", " data_results[key].append(scores)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_LS = 100\n", "\n", "for n_LS in [100, 500, 1000]:\n", " fig = plt.figure(dpi=100, figsize=(4, 4))\n", " ax = fig.add_subplot(111)\n", " #ax.set_title(f'Surrogate model - LS {n_LS}')\n", "\n", " for k in sorted(data_results.keys()):\n", " ls_iter, order = k\n", "\n", " if ls_iter == n_LS:\n", " \n", " data = np.array(data_results[k])\n", "\n", " means = data.mean(axis=0)\n", " confidences = (1.9 * data.std(axis=0)) / np.sqrt(N_RUNS)\n", " \n", " ax.plot(means, label=f'order {order}')\n", " ax.fill_between(np.arange(ILS - SS), means-confidences, means+confidences, alpha=.25)\n", "\n", " ax.grid()\n", " ax.legend(loc=4)\n", " ax.set_ylabel('R²')\n", " ax.set_xlabel('Nombre d\\'évaluations')\n", " ax.set_ylim(0.5, 1)\n", " # ax.set_yscale('log')\n", " fig.savefig(os.path.join(output_images_folder, f'model_scores_LS-{n_LS}.pdf'), format='pdf', bbox_inches='tight')\n", " #plt.show()\n", "fig.clf()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for o in [1, 2]:\n", " fig = plt.figure(dpi=100, figsize=(4, 4))\n", " ax = fig.add_subplot(111)\n", " #ax.set_title(f'Surrogate model - order {o}')\n", "\n", " for k in sorted(data_results.keys()):\n", " ls_iter, order = k\n", "\n", " if o == order:\n", " \n", " data = np.array(data_results[k])\n", "\n", " means = data.mean(axis=0)\n", " confidences = (1.9 * data.std(axis=0)) / np.sqrt(N_RUNS)\n", " \n", " ax.plot(means, label=f'LS {ls_iter}')\n", " ax.fill_between(np.arange(ILS - SS), means-confidences, means+confidences, alpha=.25)\n", "\n", " ax.grid()\n", " ax.legend(loc=4)\n", " ax.set_ylabel('R²')\n", " ax.set_xlabel('Nombre d\\'évaluations')\n", " ax.set_ylim(0.5, 1)\n", " # ax.set_yscale('log')\n", " fig.savefig(os.path.join(output_images_folder, f'model_scores_SO-{o}.pdf'), format='pdf', bbox_inches='tight')\n", " #plt.show()\n", "fig.clf()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Display more selected attributes" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "results_folder = os.path.join(data_folder, 'results')\n", "results_file = os.path.join(results_folder, 'optimization_comparisons_attributes.csv')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "all_solutions = {}\n", "with open(results_file, 'r') as f:\n", " for line in f.readlines():\n", " order = line.split(';')[0].split('-')[5].replace('SO_', '')\n", " ls_iter = line.split(';')[0].split('-')[3].replace('LS_', '')\n", " key = (int(ls_iter), int(order))\n", " data_line = line.split(';')[2].replace('[', '').replace(']', '')\n", " binary_sol = list(map(int, data_line.split(' ')))\n", "\n", " if key not in all_solutions:\n", " all_solutions[key] = []\n", "\n", " all_solutions[key].append(binary_sol)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Global occurences" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "binary_sols = []\n", "binary_sol_orders = {}\n", "for k in all_solutions:\n", " ls_iter, order = k\n", "\n", " if order not in binary_sol_orders:\n", " binary_sol_orders[order] = []\n", "\n", " for sol in all_solutions[k]:\n", " binary_sols.append(sol)\n", "\n", " binary_sol_orders[order].append(sol)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "binary_sum = np.sum(binary_sols, axis=0)\n", "\n", "# overall\n", "fig = plt.figure(dpi=100, figsize=(8, 4))\n", "ax = fig.add_axes([0,0,1,1])\n", "#ax.set_title('Surrogate - attributes choices')\n", "ax.bar(np.arange(1, len(binary_sum) + 1), binary_sum, label='All')\n", "ax.set_xticks(np.arange(1, len(binary_sum) + 1))\n", "ax.set_ylabel('Occurences')\n", "ax.set_xlabel('Index de l\\'attribut')\n", "fig.savefig(os.path.join(output_images_folder, f'attributes_occurences.pdf'), format='pdf', bbox_inches='tight')\n", "fig.clf()\n", "\n", "# for each order\n", "fig = plt.figure(dpi=100, figsize=(8, 4))\n", "ax = fig.add_axes([0,0,1,1])\n", "#ax.set_title('Surrogate - attributes choices depending of order')\n", "\n", "widths = [-0.2, 0.2]\n", "for order in [1, 2]:\n", " binary_sum = np.sum(binary_sol_orders[order], axis=0)\n", " ax.bar(np.arange(1, len(binary_sum) + 1) - widths[order - 1], binary_sum, 0.4, label=f'Order {order}')\n", "ax.set_xticks(np.arange(1, len(binary_sum) + 1))\n", "ax.set_ylabel('Occurences')\n", "ax.set_xlabel('Index de l\\'attribut')\n", "ax.legend(loc=2)\n", "fig.savefig(os.path.join(output_images_folder, f'attributes_occurences_orders.pdf'), format='pdf', bbox_inches='tight')\n", "fig.clf()\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.7 64-bit ('surrogate-optim')", "language": "python", "name": "python38764bitsurrogateoptime172a7b2c75d4817b747a7ff436f986e" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.7" } }, "nbformat": 4, "nbformat_minor": 4 }