Files
PSO/plt.ipynb
jung-geun 5494df2bc3 23-07-12
pso2keras pypi 패키지 생성
iris xor 검증 자료 수정
2023-07-12 19:31:54 +09:00

327 lines
380 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(206, 140)\n",
"(206, 70) (206, 70)\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",
"from IPython.display import clear_output\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"%matplotlib inline\n",
"\n",
"for _ in range(10):\n",
"\n",
" data = pd.read_csv(\"result/mnist/07-12-16-20_70_300_0.25_0.45_0.35_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()\n",
"\n",
" sleep(7)\n",
"\n",
" clear_output(wait=True)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(164, 200)\n",
"(164, 100) (164, 100)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"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/iris/07-12-16-28_100_200_0.35_0.6_0.5_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()\n",
"\n",
"# 8회차에 95%\n"
]
},
{
"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)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"state = np.random.get_state()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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"[0.12782925 0.93614916 0.1543664 0.80236151 0.39981777]\n"
]
}
],
"source": [
"np.random.seed(3)\n",
"\n",
"np.random.set_state(state)\n",
"\n",
"print(state[1].tolist())\n",
"\n",
"\n",
"x = np.random.rand(5)\n",
"\n",
"print(x)"
]
}
],
"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
}