mirror of
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119 lines
125 KiB
Plaintext
119 lines
125 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 11,
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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": 19,
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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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"(201, 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"
|
|
}
|
|
],
|
|
"source": [
|
|
"iris = pd.read_csv(\"./result/mnist/06-03-18-30_50_200_0.35_0.8_0.7_acc.csv\", header=None)\n",
|
|
"print(iris.shape)\n",
|
|
"\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
|
|
}
|