mirror of
https://github.com/jung-geun/PSO.git
synced 2025-12-20 04:50:45 +09:00
221 lines
148 KiB
Plaintext
221 lines
148 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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"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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"(97, 200)\n",
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"(97, 100) (97, 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 600x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import gc\n",
|
|
"from time import sleep\n",
|
|
"\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"\n",
|
|
"# %matplotlib inline\n",
|
|
"\n",
|
|
"data = pd.read_csv(\"./result/mnist/07-05-16-29_100_200_0.4_0.8_0.6_acc.csv\", header=None)\n",
|
|
"print(data.shape)\n",
|
|
"\n",
|
|
"loss = pd.DataFrame()\n",
|
|
"acc = pd.DataFrame()\n",
|
|
"\n",
|
|
"for i in range(len(data.iloc[0])):\n",
|
|
" if i % 2 == 0:\n",
|
|
" loss[i] = data[i]\n",
|
|
" else:\n",
|
|
" acc[i] = data[i]\n",
|
|
"\n",
|
|
"print(loss.shape, acc.shape)\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(nrows=2, sharey=False, sharex=True, figsize=(6, 6))\n",
|
|
"\n",
|
|
"loss.replace('nan' ,np.inf ,inplace=True)\n",
|
|
"loss = loss.fillna(np.inf)\n",
|
|
"\n",
|
|
"loss.plot(kind=\"line\", ax=axes[0], legend=False, alpha=0.5, ylabel=\"loss\", grid=True, title=f\"best loss {loss.min(numeric_only=True).min()}\")\n",
|
|
"\n",
|
|
"acc.plot(kind=\"line\", ax=axes[1], legend=False, alpha=0.5, ylabel=\"acc\", xlabel=\"epoch\", grid=True, title=f\"best acc {acc.max(numeric_only=True).max()}\")\n",
|
|
"\n",
|
|
"plt.show()\n",
|
|
"plt.clf()\n",
|
|
"plt.clf()\n",
|
|
"plt.close()\n",
|
|
"plt.close()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(201, 200)\n",
|
|
"(100, 201) (100, 201)\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_486937/2716345891.py:22: SettingWithCopyWarning: \n",
|
|
"A value is trying to be set on a copy of a slice from a DataFrame\n",
|
|
"\n",
|
|
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
|
" loss[i][j] = float(loss[i][j])\n",
|
|
"/tmp/ipykernel_486937/2716345891.py:26: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
|
|
" if acc[i][j] > acc_max:\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.0492493547499179 [] 0 []\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"data = pd.read_csv(\"./result/iris/06-24-14-00_100_200_0.4_0.8_0.7_acc.csv\", header=None)\n",
|
|
"print(data.shape)\n",
|
|
"\n",
|
|
"loss = []\n",
|
|
"acc = []\n",
|
|
"\n",
|
|
"for i in range(len(data.iloc[0])):\n",
|
|
" if i % 2 == 0:\n",
|
|
" loss.append(data[i])\n",
|
|
" else:\n",
|
|
" acc.append(data[i])\n",
|
|
"\n",
|
|
"print(np.shape(loss), np.shape(acc))\n",
|
|
"# print(loss)\n",
|
|
"\n",
|
|
"loss_min = np.inf\n",
|
|
"acc_max = []\n",
|
|
"acc_count = 0\n",
|
|
"acc_max_index = []\n",
|
|
"for i in range(len(loss)):\n",
|
|
" for j in range(len(loss[i])):\n",
|
|
" loss[i][j] = float(loss[i][j])\n",
|
|
" # print(loss[i][j], acc[i][j])\n",
|
|
" if loss[i][j] < loss_min:\n",
|
|
" loss_min = loss[i][j]\n",
|
|
" if acc[i][j] > acc_max:\n",
|
|
" acc_max.append(acc[i][j])\n",
|
|
" acc_count += 1\n",
|
|
" acc_max_index.append(i)\n",
|
|
"\n",
|
|
"print(loss_min, acc_max, acc_count, acc_max_index)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[ 1.50188923 0.21273327 -0.60860867 ... 1.25524983 -1.87869589\n",
|
|
" 1.57006041]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
|
|
"[6, 2, 3, 1, 0, 9, 7, 5, 4, 8]\n",
|
|
"[5, 9, 3, 1, 2, 4, 8, 6, 7, 0]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from numpy import random\n",
|
|
"\n",
|
|
"# x_list = random.uniform(1, 10, size=10000)\n",
|
|
"x_list = random.rand(10000)*4-2\n",
|
|
"\n",
|
|
"print(x_list)\n",
|
|
"\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"sns.displot(x_list, kind=\"kde\")\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"x_list_2 = [i for i in range(10)]\n",
|
|
"print(x_list_2)\n",
|
|
"r1 = random.shuffle(x_list_2)\n",
|
|
"print(x_list_2)\n",
|
|
"r2 = random.shuffle(x_list_2)\n",
|
|
"\n",
|
|
"print(x_list_2)"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|