diff --git "a/2-gpt_ft_test_explain/3-acc distribution.ipynb" "b/2-gpt_ft_test_explain/3-acc distribution.ipynb" new file mode 100644--- /dev/null +++ "b/2-gpt_ft_test_explain/3-acc distribution.ipynb" @@ -0,0 +1,154 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "9fec3429-8abf-4c76-b93e-19ea4b24e085", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import os\n", + "import numpy as np\n", + "\n", + "# ==========================================\n", + "# 1. 数据加载与预处理\n", + "# ==========================================\n", + "def load_accuracy_from_jsonl(filename):\n", + " accuracies = []\n", + " if not os.path.exists(filename):\n", + " print(f\"Warning: 文件 {filename} 未找到。\")\n", + " return []\n", + " with open(filename, 'r', encoding='utf-8') as f:\n", + " for line in f:\n", + " try:\n", + " data = json.loads(line)\n", + " acc = data['protein_pair_short']['accuracy']\n", + " accuracies.append(acc)\n", + " except (json.JSONDecodeError, KeyError):\n", + " continue\n", + " return accuracies\n", + "\n", + "def flip_accuracy(acc_list):\n", + " \"\"\"校正小于0.5的准确率 (1-x)\"\"\"\n", + " return [1 - x if x < 0.5 else x for x in acc_list]\n", + "\n", + "# 读取数据\n", + "file_ft = 'gpt2_ft_en_test_protein_en.jsonl'\n", + "file_raw = 'gpt2_test_protein_en.jsonl'\n", + "\n", + "acc_ft = load_accuracy_from_jsonl(file_ft)\n", + "acc_raw = load_accuracy_from_jsonl(file_raw)\n", + "\n", + "# 模拟数据 (演示用)\n", + "if not acc_ft or not acc_raw:\n", + " print(\"使用模拟数据演示...\")\n", + " np.random.seed(42)\n", + " acc_raw = np.concatenate([np.random.normal(0.58, 0.05, 80), np.random.normal(0.40, 0.05, 20)])\n", + " acc_ft = np.concatenate([np.random.normal(0.75, 0.06, 90), np.random.normal(0.20, 0.05, 10)])\n", + "\n", + "# 执行翻转校正\n", + "acc_ft_corrected = flip_accuracy(acc_ft)\n", + "acc_raw_corrected = flip_accuracy(acc_raw)\n", + "\n", + "# 构建 DataFrame\n", + "df_raw = pd.DataFrame({'Accuracy': acc_raw_corrected, 'Model': 'Raw GPT-2'})\n", + "df_ft = pd.DataFrame({'Accuracy': acc_ft_corrected, 'Model': 'Fine-tuned GPT-2'})\n", + "df = pd.concat([df_raw, df_ft], ignore_index=True)\n", + "\n", + "# ==========================================\n", + "# 2. Nature 风格绘图 (最终版)\n", + "# ==========================================\n", + "sns.set_theme(style=\"ticks\", font_scale=1.2, rc={\"lines.linewidth\": 2.5})\n", + "plt.figure(figsize=(8, 6))\n", + "\n", + "colors = [\"#4c72b0\", \"#c44e52\"] \n", + "\n", + "# 绘制直方图\n", + "ax = sns.histplot(\n", + " data=df, \n", + " x=\"Accuracy\", \n", + " hue=\"Model\", \n", + " kde=True, # 保留密度曲线\n", + " element=\"bars\", # 柱状显示\n", + " stat=\"percent\", \n", + " common_norm=False, \n", + " palette=colors,\n", + " alpha=0.3, \n", + " bins=15,\n", + " edgecolor=\"gray\", # 边框颜色\n", + " linestyle=\"--\", # 边框虚线\n", + " linewidth=1.0 # 边框线宽\n", + ")\n", + "\n", + "# 添加随机基线 (0.5)\n", + "plt.axvline(x=0.5, color='gray', linestyle='--', linewidth=2, alpha=0.8)\n", + "plt.text(0.505, plt.ylim()[1]*0.95, 'Random Baseline (0.5)', \n", + " color='gray', fontsize=10, rotation=0, verticalalignment='top')\n", + "\n", + "# 标题与标签 (已移除副标题)\n", + "plt.title('Zero-Shot Homology Detection Accuracy Distribution', \n", + " fontsize=14, fontweight='bold', pad=20)\n", + "plt.xlabel('Accuracy Score (Protein Pair Short)', fontsize=12)\n", + "plt.ylabel('Frequency (%)', fontsize=12)\n", + "\n", + "# X轴范围调整 (根据您的数据最大值0.84左右,设为0.86很合适)\n", + "plt.xlim(0.48, 0.86) \n", + "\n", + "# 图例优化\n", + "sns.move_legend(ax, \"upper right\", title=None, frameon=False)\n", + "\n", + "# 去除多余边框\n", + "sns.despine()\n", + "plt.tight_layout()\n", + "\n", + "output_filename = 'Fig2a_Accuracy_Distribution_Final.png'\n", + "plt.savefig(output_filename, dpi=300)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "21c0de96-1417-47ca-acd6-4c43bc23f236", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}