{ "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 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": 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": [ "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": 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_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": 10, "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_list = []\n", " for k in static_results:\n", " data_list = data_list + static_results[k]\n", " \n", " data = np.array(static_results[500])\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 LS 500')\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 }