mirror of
https://github.com/jung-geun/PSO.git
synced 2025-12-20 04:50:45 +09:00
221 lines
287 KiB
Plaintext
221 lines
287 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(117, 200)\n",
|
|
"(117, 100) (117, 100)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"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/07-06-21-23_100_200_0.35_0.8_0.7_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
|
|
}
|