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PSO/plt.ipynb
jung-geun 34729e9b33 23-06-11
env.yaml 추가 - 가상환경 생성하기 간편하게 하기 위해 추가
2023-06-11 14:45:01 +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": 2,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(201, 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/06-05-22-40_50_200_0.25_0.5_0.5_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": "3.9.16"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}