mirror of
https://github.com/jung-geun/PSO.git
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127 lines
201 KiB
Plaintext
127 lines
201 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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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": 34,
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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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"(15, 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": [
|
|
"15093"
|
|
]
|
|
},
|
|
"execution_count": 34,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"iris = pd.read_csv(\"./result/iris/05-29-04-50_50_500_0.5_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
|
|
}
|