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PSO/plt.ipynb
jung-geun 983913f2d2 23-06-24
패키지 호출 단순 수정
2023-06-24 03:31:40 +00:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from time import sleep\n",
"import gc"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(33, 100)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"iris = pd.read_csv(\"./result/mnist/06-23-06-43_50_200_0.35_0.8_0.7_acc.csv\", header=None)\n",
"print(iris.shape)\n",
"\n",
"loss = []\n",
"acc = []\n",
"\n",
"for i in range(len(iris.iloc[0])):\n",
" if i % 2 == 0:\n",
" loss.append(iris[i])\n",
" else:\n",
" acc.append(iris[i])\n",
"\n",
"plt.subplot(2,1,1)\n",
"plt.grid()\n",
"plt.ylabel(\"loss\")\n",
"plt.title(f\"loss and acc\")\n",
"for i in range(len(loss)):\n",
" try:\n",
" plt.plot(loss[i], label=i)\n",
" except Exception as e:\n",
" print(e)\n",
" \n",
"plt.subplot(2,1,2)\n",
"plt.grid()\n",
"plt.xlabel(\"epoch\")\n",
"plt.ylabel(\"acc\")\n",
"for i in range(len(acc)):\n",
" plt.plot(acc[i], label=i)\n",
"\n",
"plt.show()\n",
"plt.clf()\n",
"plt.clf()\n",
"plt.close()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "pso",
"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": "3.8.16"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
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