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靓靓
点头人工智能课程-v6.0-影像
Commits
f97f7576
Commit
f97f7576
authored
Aug 16, 2025
by
前钰
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huitu.ipynb
4-模型改进/4.6-模型训练策略创新/huitu.ipynb
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f97f7576
{
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "3d74f924",
"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/resnet18/seed33/lr0.01_wd1e-4_early_stop.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()"
]
}
],
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"display_name": "01",
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