Files
PSO/plt.ipynb
jung-geun 4ffc6cc6e5 23-06-01
함수 실행마다 사용안하는 변수 delete 및 gc.collect() 를 실행하여 메모리 문제 해결을 위해 변경
2023-06-01 18:10:57 +09:00

129 lines
77 KiB
Plaintext

{
"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": [
"(316, 150)\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"16646"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris = pd.read_csv(\"./result/mnist/05-31-19-54_75_500_0.4_0.8_0.6_acc.csv\", header=None)\n",
"print(iris.shape)\n",
"# print(iris.head)\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",
" plt.plot(loss[i], label=i)\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()\n",
"\n",
"gc.collect()\n",
"# sleep(1) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "pso",
"language": "python",
"name": "pso"
},
"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
}