{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "\n", "folds = ['Fold 1', 'Fold 2', 'Fold 3', 'Fold 4', 'Fold 5']\n", "only_desc = [0.9531471841, 0.9102803738, 0.9613453815, 0.9609895338, 0.8950984883]\n", "plus_u = [0.9545669664, 0.9166261682, 0.9769076305, 0.9722131304, 0.9098859368]\n", "plus_u_n = [0.9659252248, 0.9168224299, 0.968875502, 0.9814462417, 0.9180027485]\n", "plus_u_m_m = [0.9602460956, 0.9182242991, 0.96937751, 0.9724072312, 0.8973889143]\n", "plus_u_sel_n = [0.9645054425, 0.9168224299, 0.9789156627, 0.973358706, 0.952817224]\n", "\n", "data = np.array([only_desc, plus_u, plus_u_n, plus_u_m_m, plus_u_sel_n]) * 100\n", "max_indices = np.argmax(data, axis=0)\n", "\n", "x = np.arange(len(folds))\n", "width = 0.15\n", "\n", "colors = plt.cm.Spectral(np.linspace(0, 1, 5))\n", "fig, ax = plt.subplots(figsize=(12, 7))\n", "\n", "rects1 = ax.bar(x - 2 * width, data[0], width, label='Only Desc.', color=colors[0], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[0] == 0 else '')\n", "rects2 = ax.bar(x - width, data[1], width, label='+U.', color=colors[1], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[1] == 1 else '')\n", "rects3 = ax.bar(x, data[2], width, label='+U./N.', color=colors[2], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[2] == 2 else '')\n", "rects4 = ax.bar(x + width, data[3], width, label='+U./M.M.', color=colors[3], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[3] == 3 else '')\n", "rects5 = ax.bar(x + 2 * width, data[4], width, label='+U./Sel N.', color=colors[4], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[4] == 4 else '')\n", "\n", "for i in range(len(folds)):\n", " ax.bar(x[i] - 2 * width, data[0][i], width, color=colors[0], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[i] == 0 else '')\n", " ax.bar(x[i] - width, data[1][i], width, color=colors[1], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[i] == 1 else '')\n", " ax.bar(x[i], data[2][i], width, color=colors[2], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[i] == 2 else '')\n", " ax.bar(x[i] + width, data[3][i], width, color=colors[3], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[i] == 3 else '')\n", " ax.bar(x[i] + 2 * width, data[4][i], width, color=colors[4], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[i] == 4 else '')\n", "\n", "desc_mean = np.mean(only_desc) * 100\n", "plus_u_mean = np.mean(plus_u) * 100\n", "plus_u_n_mean = np.mean(plus_u_n) * 100\n", "plus_u_m_m_mean = np.mean(plus_u_m_m) * 100\n", "sel_n_mean = np.mean(plus_u_sel_n) * 100\n", "\n", "ax.axhline(y=desc_mean, color=colors[0], linestyle='--')\n", "ax.axhline(y=plus_u_mean, color=colors[1], linestyle='--')\n", "ax.axhline(y=plus_u_n_mean, color=colors[2], linestyle='--')\n", "ax.axhline(y=plus_u_m_m_mean, color=colors[3], linestyle='--')\n", "ax.axhline(y=sel_n_mean, color=colors[4], linestyle='--', label='Sel N. Mean')\n", "\n", "ax.text(x[1], sel_n_mean + 0.5, f'Max: {sel_n_mean:.2f}%', ha='center', fontsize=20, color='black')\n", "ax.set_ylim([88, 100])\n", "\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(folds, fontsize=20)\n", "\n", "ax.grid(True, which='both', linestyle='--', linewidth=0.7, alpha=0.7, zorder=1)\n", "\n", "ax.tick_params(axis='both', which='major', labelsize=20)\n", "\n", "hatch_patch = mpatches.Patch(facecolor='white', edgecolor='black', hatch='//', label='BEST')\n", "\n", "legend = ax.legend(handles=[hatch_patch] + ax.get_legend_handles_labels()[0], fontsize=20)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "\n", "# Fold 및 실험 데이터\n", "folds = ['Fold 1', 'Fold 2', 'Fold 3', 'Fold 4', 'Fold 5']\n", "t5_tiny = [0.9479413157, 0.9028037383, 0.9708835341, 0.9652711703, 0.9496106276]\n", "t5_mini = [0.957406531, 0.9130841121, 0.9764056225, 0.9686013321, 0.9459459459]\n", "t5_small = [0.9588263133, 0.9196261682, 0.9748995984, 0.9738344434, 0.9454878607]\n", "bart_base = [0.9597728348, 0.9126168224, 0.9723895582, 0.9714557564, 0.9601465873]\n", "t5_base = [0.9645054425, 0.9168224299, 0.9789156627, 0.973358706, 0.952817224]\n", "\n", "\n", "# 데이터 준비\n", "data = np.array([t5_tiny, t5_mini, t5_small, bart_base, t5_base]) * 100\n", "max_indices = np.argmax(data, axis=0)\n", "\n", "# x축 설정\n", "x = np.arange(len(folds))\n", "width = 0.15\n", "\n", "# 색상 설정\n", "colors = plt.cm.Spectral(np.linspace(0, 1, 5))\n", "\n", "fig, ax = plt.subplots(figsize=(12, 7))\n", "\n", "# 바 차트 그리기\n", "rects1 = ax.bar(x - 2 * width, data[0], width, label='T5-Tiny', color=colors[0], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[0] == 0 else '')\n", "rects2 = ax.bar(x - width, data[1], width, label='T5-Mini', color=colors[1], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[1] == 1 else '')\n", "rects3 = ax.bar(x, data[2], width, label='T5-Small', color=colors[2], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[2] == 2 else '')\n", "rects4 = ax.bar(x + width, data[3], width, label='BART-Base', color=colors[3], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[3] == 3 else '')\n", "rects5 = ax.bar(x + 2 * width, data[4], width, label='T5-Base', color=colors[4], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[4] == 4 else '')\n", "\n", "for i in range(len(folds)):\n", " ax.bar(x[i] - 2 * width, data[0][i], width, color=colors[0], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[i] == 0 else '')\n", " ax.bar(x[i] - width, data[1][i], width, color=colors[1], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[i] == 1 else '')\n", " ax.bar(x[i], data[2][i], width, color=colors[2], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[i] == 2 else '')\n", " ax.bar(x[i] + width, data[3][i], width, color=colors[3], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[i] == 3 else '')\n", " ax.bar(x[i] + 2 * width, data[4][i], width, color=colors[4], edgecolor='black', linewidth=1.5, zorder=3, hatch='//' if max_indices[i] == 4 else '')\n", "\n", "# 각 모델의 평균 계산\n", "t5_tiny_mean = np.mean(t5_tiny) * 100\n", "t5_mini_mean = np.mean(t5_mini) * 100\n", "t5_small_mean = np.mean(t5_small) * 100\n", "bart_base_mean = np.mean(bart_base) * 100\n", "t5_base_mean = np.mean(t5_base) * 100\n", "\n", "# 평균을 점선으로 추가\n", "ax.axhline(y=t5_tiny_mean, color=colors[0], linestyle='--', label='T5-Tiny Mean')\n", "ax.axhline(y=t5_mini_mean, color=colors[1], linestyle='--')\n", "ax.axhline(y=t5_small_mean, color=colors[2], linestyle='--')\n", "ax.axhline(y=bart_base_mean, color=colors[3], linestyle='--')\n", "ax.axhline(y=t5_base_mean, color=colors[4], linestyle='--', label='T5-Base Mean')\n", "\n", "# 가장 높은 평균값과 가장 낮은 평균값 계산\n", "max_mean = max(t5_tiny_mean, t5_mini_mean, t5_small_mean, bart_base_mean, t5_base_mean)\n", "min_mean = min(t5_tiny_mean, t5_mini_mean, t5_small_mean, bart_base_mean, t5_base_mean)\n", "\n", "# Fold 2의 중앙 정렬로 Max와 Min 텍스트 추가\n", "ax.text(x[1], max_mean + 0.5, f'Max: {max_mean:.2f}%', ha='center', fontsize=20, color='black')\n", "ax.text(x[1], min_mean - 0.8, f'Min: {min_mean:.2f}%', ha='center', fontsize=20, color='black')\n", "\n", "# y축 설정\n", "ax.set_ylim([88, 100])\n", "\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(folds, fontsize=20)\n", "\n", "ax.grid(True, which='both', linestyle='--', linewidth=0.7, alpha=0.7, zorder=1)\n", "\n", "ax.tick_params(axis='both', which='major', labelsize=20)\n", "\n", "hatch_patch = mpatches.Patch(facecolor='white', edgecolor='black', hatch='//', label='BEST')\n", "legend = ax.legend(handles=[hatch_patch] + ax.get_legend_handles_labels()[0], fontsize=20, loc='upper right')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "torch", "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 2 }