mirror of
https://github.com/jung-geun/PSO.git
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129 lines
121 KiB
Plaintext
129 lines
121 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"from time import sleep\n",
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"import gc"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 35,
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"(33, 100)\n"
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]
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"13995"
|
|
]
|
|
},
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"iris = pd.read_csv(\"./result/iris/05-31-19-49_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",
|
|
"\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
|
|
}
|