Files
PSO/plt.ipynb
jung-geun 0d99329a43 23-06-03
tensorflow gpu 의 메모리 용량 제한을 추가
readme에 분류 문제별 해결 현황 추가
2023-06-03 17:25:30 +09:00

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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": 64,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(44, 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/06-03-17-09_50_200_0.35_0.8_0.7_acc.csv\", header=None)\n",
"print(iris.shape)\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",
"\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,
"nbformat_minor": 4
}