Files
PSO/plt.ipynb
jung-geun 91c6ec965b 23-05-29
EBPSO 알고리즘 구현 - 선택지로 추가
random 으로 분산시키는 방법 구현 - 선택지로 추가
iris 기준 98퍼센트로 나오나 정확한 결과를 지켜봐야 할것으로 보임
2023-05-29 04:01:48 +09:00

127 lines
192 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 56,
"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": 71,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(27, 100)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"15762"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris = pd.read_csv(\"./result/iris/05-29-03-49_50_500_0.4_0.8_0.7_acc.csv\", header=None)\n",
"print(iris.shape)\n",
"# print(iris.head)\n",
"loss = []\n",
"acc = []\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=f\"loss_{i}\")\n",
"\n",
"plt.subplot(2,1,2)\n",
"plt.grid()\n",
"plt.xlabel(\"epoch\")\n",
"\n",
"plt.ylabel(\"acc\")\n",
"for i in range(len(acc)):\n",
" plt.plot(acc[i], label=f\"acc_{i}\")\n",
"\n",
"plt.show()\n",
"plt.clf()\n",
"plt.clf()\n",
"plt.close()\n",
"\n",
"gc.collect()"
]
},
{
"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
}