280 lines
370 KiB
Plaintext
280 lines
370 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "e8add32d",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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" n_max_trial cap_limit_level mean_end_ts\n",
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"0 7 5.0 1.8726\n",
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"1 7 10.0 2.2829\n",
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"2 7 15.0 2.5124\n",
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"3 5 5.0 1.8726\n",
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"7 3 10.0 2.3349\n",
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"8 3 15.0 2.5918"
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]
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},
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"execution_count": null,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import pandas as pd\n",
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"data = pd.read_csv(\"analysis\\\\20260128experiment_result.csv\")\n",
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"data = data[[\"n_max_trial\",\"cap_limit_level\",\"mean_end_ts\"]]\n",
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"data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "e7ff2e53",
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1050 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# 设置中文字体为宋体\n",
|
||
"plt.rcParams['font.sans-serif'] = ['SimSun'] # 宋体\n",
|
||
"plt.rcParams['axes.unicode_minus'] = False # 解决负号显示问题\n",
|
||
"\n",
|
||
"# 1. 画交互作用图\n",
|
||
"plt.figure(figsize=(5, 3.5), dpi=300)\n",
|
||
"\n",
|
||
"# 为每个 n_max_trial 水平画一条线\n",
|
||
"for n_trial in sorted(data['n_max_trial'].unique()):\n",
|
||
" subset = data[data['n_max_trial'] == n_trial]\n",
|
||
" subset = subset.sort_values('cap_limit_level')\n",
|
||
" plt.plot(subset['cap_limit_level'], subset['mean_end_ts'], \n",
|
||
" marker='o', label=f'{int(n_trial)}', linewidth=2, markersize=6)\n",
|
||
"\n",
|
||
"plt.xlabel(\"额外产能分布均值P6\", fontsize=11)\n",
|
||
"plt.ylabel(\"系统恢复用时R1\", fontsize=11)\n",
|
||
"plt.title(\"交互作用图(系统恢复用时R1)\\n数据均值\", fontsize=12)\n",
|
||
"plt.legend(title='最大尝试次数P3', loc='upper left')\n",
|
||
"plt.grid(True, alpha=0.3)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "0bb5497b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x900 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# 设置中文字体为宋体\n",
|
||
"plt.rcParams['font.sans-serif'] = ['SimSun'] # 宋体\n",
|
||
"plt.rcParams['axes.unicode_minus'] = False # 解决负号显示问题\n",
|
||
"\n",
|
||
"# 2. 透视成二维网格\n",
|
||
"pivot = data.pivot(index=\"n_max_trial\",\n",
|
||
" columns=\"cap_limit_level\",\n",
|
||
" values=\"mean_end_ts\")\n",
|
||
"\n",
|
||
"# 3. 画热力图\n",
|
||
"plt.figure(figsize=(4, 3), dpi=300) # 正方形,提高分辨率\n",
|
||
"sns.heatmap(\n",
|
||
" pivot,\n",
|
||
" annot=True,\n",
|
||
" fmt=\".3f\",\n",
|
||
" cmap=\"Blues\", # 使用蓝色配色方案\n",
|
||
" # square=True # 确保每个单元格也是正方形\n",
|
||
")\n",
|
||
"\n",
|
||
"plt.xlabel(\"额外产能分布均值P6\")\n",
|
||
"plt.ylabel(\"最大尝试次数P3\")\n",
|
||
"plt.title(\"热力分布 (系统恢复用时R1)\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "857ed844",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from mpl_toolkits.mplot3d import Axes3D\n",
|
||
"# 网格\n",
|
||
"Y = data[\"cap_limit_level\"].values.reshape(3,3)\n",
|
||
"X = data[\"n_max_trial\"].values.reshape(3,3)\n",
|
||
"Z = data[\"mean_end_ts\"].values.reshape(3,3)\n",
|
||
"\n",
|
||
"# 画图\n",
|
||
"fig = plt.figure(figsize=(6,4))\n",
|
||
"ax = fig.add_subplot(111, projection=\"3d\")\n",
|
||
"\n",
|
||
"ax.plot_surface(X, Y, Z)\n",
|
||
"\n",
|
||
"ax.set_xlabel(\"cap_limit_level\")\n",
|
||
"ax.set_ylabel(\"n_max_trial\")\n",
|
||
"ax.set_zlabel(\"mean_end_ts\")\n",
|
||
"ax.set_title(\"Response Surface\")\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "cd4f9d77",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "venv",
|
||
"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
|
||
}
|