Files
PSO/plt.ipynb
jung-geun 0dd6cc4cab 23-07-10
mnist 관성의 중요도를 0.3까지 낮춤
2023-07-10 22:03:55 +09:00

220 lines
213 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(16, 150)\n",
"(16, 75) (16, 75)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"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/07-10-21-55_75_200_0.25_0.4_0.3_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
}