{ "cells": [ { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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", "TinyBert = [91.29, 88.32, 93.57, 94.24, 91.71]\n", "Albert = [86.46, 88.5, 94.33, 94.53, 86.49]\n", "DistilBert = [92.19, 90.19, 95.28, 95.67, 91.98]\n", "Bert = [92.19, 89.95, 95.13, 95.1, 91.66]\n", "\n", "data = np.array([TinyBert, Albert, DistilBert, Bert])\n", "max_indices = np.argmax(data, axis=0)\n", "\n", "x = np.arange(len(folds))\n", "width = 0.2\n", "colors = plt.cm.Spectral(np.linspace(0, 1, 4))\n", "\n", "fig, ax = plt.subplots(figsize=(12,7))\n", "\n", "labels = ['TinyBert', 'Albert', 'DistilBert', 'Bert']\n", "rects = []\n", "for i in range(4):\n", " rect = ax.bar(x + (i - 1.5)*width, data[i], width, label=labels[i], color=colors[i], edgecolor='black', linewidth=1.5, zorder=3)\n", " rects.append(rect)\n", "\n", "for fold in range(len(folds)):\n", " max_idx = max_indices[fold]\n", " rects[max_idx].patches[fold].set_hatch('//')\n", "\n", "TinyBert_mean = np.mean(TinyBert)\n", "Albert_mean = np.mean(Albert)\n", "DistilBert_mean = np.mean(DistilBert)\n", "Bert_mean = np.mean(Bert)\n", "\n", "ax.axhline(y=TinyBert_mean, color=colors[0], linestyle='--', label='TinyBert Mean', zorder=2)\n", "ax.axhline(y=Albert_mean, color=colors[1], linestyle='--', zorder=2)\n", "ax.axhline(y=DistilBert_mean, color=colors[2], linestyle='--', zorder=2)\n", "ax.axhline(y=Bert_mean, color=colors[3], linestyle='--', label='Bert Mean', zorder=2)\n", "\n", "max_mean = max(TinyBert_mean, Albert_mean, DistilBert_mean, Bert_mean)\n", "min_mean = min(TinyBert_mean, Albert_mean, DistilBert_mean, Bert_mean)\n", "\n", "ax.text(x[1], max_mean + 0.5, f'Max: {max_mean:.2f}%', ha='center', fontsize=20, color='black', zorder=3)\n", "ax.text(x[1], min_mean + 0.5, f'Min: {min_mean:.2f}%', ha='center', fontsize=20, color='black', zorder=3)\n", "\n", "ax.set_ylim([85, 100])\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(folds, fontsize=20)\n", "ax.grid(True, which='both', linestyle='--', linewidth=0.7, alpha=0.7, zorder=1)\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_handles, legend_labels = ax.get_legend_handles_labels()\n", "legend = ax.legend(handles=[hatch_patch] + legend_handles, 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 }