{ "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": 23, "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": 24, "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": 25, "metadata": { "tags": [] }, "outputs": [], "source": [ "files = os.listdir(surrogate_data_folder)\n", "\n", "data_results = {}\n", "static_results = {}\n", "\n", "# extract static result\n", "for LS in [100, 500, 1000]: \n", " \n", " LS_files = [ result for result in os.listdir(surrogate_static_folder) if f'LS_{LS}-' in result ]\n", "\n", " for f in LS_files:\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", " if LS not in static_results:\n", " static_results[LS] = []\n", " \n", " static_results[LS].append(scores)\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": 26, "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": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 has 5 runs\n", "500 has 4 runs\n", "1000 has 5 runs\n" ] } ], "source": [ "for k in sorted(static_results.keys()):\n", " print(f'{k} has {len(static_results[k])} runs')" ] }, { "cell_type": "code", "execution_count": 28, "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_LS])\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": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(15, 1000)\n", "(15, 1000)\n" ] }, { "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_list = []\n", " for k in static_results:\n", " data_list = data_list + static_results[k]\n", " \n", " data = np.array(data_list)\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": 29, "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": 30, "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_xticks([0, 150, 350, 550, 750, 950]) \n", " ax.set_xticklabels([50, 200, 400, 600, 800, 1000]) \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": 31, "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", " \n", " ax.set_xticks([0, 150, 350, 550, 750, 950]) \n", " ax.set_xticklabels([50, 200, 400, 600, 800, 1000]) \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": 32, "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": 33, "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": 34, "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": 36, "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", "ax.set_ylabel('Occurences', fontsize=14)\n", "ax.set_xlabel('Index de l\\'attribut', fontsize=14)\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'Ordre {order}')\n", "ax.set_xticks(np.arange(1, len(binary_sum) + 1))\n", "ax.set_ylabel('Occurences', fontsize=14)\n", "ax.set_xlabel('Index de l\\'attribut', fontsize=14)\n", "ax.legend(loc=2, fontsize=14)\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 }