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靓靓
点头人工智能课程-v6.0-影像
Commits
5a719e1c
Commit
5a719e1c
authored
Aug 03, 2025
by
前钰
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绘图.ipynb
4-模型改进/4.4-模型参数调优/绘图.ipynb
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5a719e1c
{
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "2994d146",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import re\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# 读取文本内容\n",
"with open(\"report/new_COVID_19_Radiography_Dataset/resnet101/seed33/lr0.001_wd1e-4_yuan.txt\", \"r\", encoding='utf-8') as f:\n",
" lines = f.readlines()\n",
"\n",
"# 初始化列表\n",
"epochs = []\n",
"train_loss, test_loss = [], []\n",
"train_acc, test_acc = [], []\n",
"\n",
"# 正则表达式提取数字\n",
"pattern = re.compile(r\"epoch:(\\d+).*?train loss:(\\d+\\.\\d+)\\s+acc:(\\d+\\.\\d+).*?test loss(\\d+\\.\\d+)\\s+acc:(\\d+\\.\\d+)\")\n",
"\n",
"for line in lines:\n",
" match = pattern.search(line)\n",
" if match:\n",
" epoch = int(match.group(1))\n",
" epochs.append(epoch)\n",
" train_loss.append(float(match.group(2)))\n",
" train_acc.append(float(match.group(3)))\n",
" test_loss.append(float(match.group(4)))\n",
" test_acc.append(float(match.group(5)))\n",
"\n",
"# 绘制 loss 曲线\n",
"plt.figure(figsize=(10, 4))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.plot(epochs, train_loss, label='Train Loss')\n",
"plt.plot(epochs, test_loss, label='Test Loss')\n",
"plt.xlabel('Epoch')\n",
"plt.ylabel('Loss')\n",
"plt.title('Train/Test Loss')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"\n",
"# 绘制 acc 曲线\n",
"plt.subplot(1, 2, 2)\n",
"plt.plot(epochs, train_acc, label='Train Acc')\n",
"plt.plot(epochs, test_acc, label='Test Acc')\n",
"plt.xlabel('Epoch')\n",
"plt.ylabel('Accuracy')\n",
"plt.title('Train/Test Accuracy')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"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": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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