703 lines
351 KiB
Plaintext
703 lines
351 KiB
Plaintext
{
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"cells": [
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Plot the result of experiment"
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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": 15,
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"import numpy as np\n",
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"import toml\n",
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"import os\n",
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"import re\n",
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"\n",
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"\n",
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"def extract_toml_storage(file, type, scheme):\n",
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" try:\n",
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" content = toml.load(file)\n",
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" res = {}\n",
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"\n",
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" for result in content['perf_result']:\n",
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" config = result['config']\n",
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" if config['perf_type'] == type and config['fse_type'] == scheme:\n",
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" # Bytes -> Megabytes\n",
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" client_storage = float(result['result']['client_storage']) / 2**20\n",
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" server_stroage = float(result['result']['server_storage']) / 2**20\n",
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"\n",
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" column_name = config['attributes'][0]\n",
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" if not column_name in res:\n",
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" res[column_name] = [(client_storage, server_stroage)]\n",
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" else:\n",
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" res[column_name].append((client_storage, server_stroage))\n",
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"\n",
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" return res\n",
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" except:\n",
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" raise Exception(\"Cannot extract toml storage.\")\n",
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"\n",
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"\n",
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"def extract_toml_time(file, type, scheme):\n",
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" try:\n",
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" content = toml.load(file)\n",
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" res = {}\n",
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"\n",
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" for result in content['perf_result']:\n",
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" config = result['config']\n",
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" if config['perf_type'] == type and config['fse_type'] == scheme:\n",
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" time = result['result']['latency']\n",
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" if 'ms' in time:\n",
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" time = float(re.sub(r'ms.*', '', time))\n",
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" elif 'µs' in time:\n",
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" time = float(re.sub(r'µs.*', '', time)) / 1000\n",
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" elif 's' in time:\n",
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" time = float(re.sub(r's.*', '', time)) * 1000\n",
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"\n",
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" column_name = config['attributes'][0]\n",
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" if not column_name in res:\n",
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" res[column_name] = [time]\n",
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" else:\n",
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" res[column_name].append(time)\n",
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"\n",
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" return res\n",
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" except:\n",
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" raise Exception(\"Extract toml time error!\")\n",
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"\n",
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"\n",
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"def analyze_database_performance(name, type, scheme, is_time=True):\n",
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" result = []\n",
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" path = \"../eval/data/\"\n",
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"\n",
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" for dirname, subdirlist, filelist in os.walk(path):\n",
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" for fname in filelist:\n",
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" if name in fname:\n",
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" print(\"Scanning {}.\".format(fname))\n",
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" full_name = dirname + '/' + fname\n",
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" if is_time:\n",
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" result.append(extract_toml_time(\n",
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" full_name, type, scheme))\n",
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" else:\n",
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" result.append(extract_toml_storage(\n",
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" full_name, type, scheme))\n",
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" return result\n"
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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": 2,
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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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"Scanning query_order_number.toml.\n",
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"Scanning query_order_number.toml.\n",
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"Scanning query_order_number.toml.\n",
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"Scanning query_order_number.toml.\n",
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"Scanning query_order_number.toml.\n",
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"Scanning query_add_to_cart_order.toml.\n",
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"Scanning query_add_to_cart_order.toml.\n",
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"Scanning query_add_to_cart_order.toml.\n",
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"Scanning query_add_to_cart_order.toml.\n",
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"Scanning query_add_to_cart_order.toml.\n",
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"Scanning query_order_hour_of_day.toml.\n",
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"Scanning query_order_hour_of_day.toml.\n",
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"Scanning query_order_hour_of_day.toml.\n",
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"Scanning query_order_hour_of_day.toml.\n",
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"Scanning query_order_hour_of_day.toml.\n",
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"Scanning query_reordered.toml.\n",
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"Scanning query_reordered.toml.\n",
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"Scanning query_reordered.toml.\n",
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"Scanning query_reordered.toml.\n",
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"Scanning query_reordered.toml.\n",
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"Scanning query_AGEP.toml.\n",
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"Scanning query_AGEP.toml.\n",
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"Scanning query_AGEP.toml.\n",
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"Scanning query_AGEP.toml.\n",
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"Scanning query_AGEP.toml.\n",
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"Scanning query_SCHL.toml.\n",
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"Scanning query_SCHL.toml.\n",
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"Scanning query_SCHL.toml.\n",
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"Scanning query_SCHL.toml.\n",
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"Scanning query_SCHL.toml.\n",
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"Scanning query_CIT.toml.\n",
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"Scanning query_CIT.toml.\n",
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"Scanning query_CIT.toml.\n",
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"Scanning query_CIT.toml.\n",
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"Scanning query_CIT.toml.\n",
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"Scanning query_SEX.toml.\n",
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"Scanning query_SEX.toml.\n",
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"Scanning query_SEX.toml.\n",
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"Scanning query_SEX.toml.\n",
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"Scanning query_SEX.toml.\n",
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"[294.454944, 859.326204, 645.944533, 823.336006, 838.603832, 671.024721, 1799.793729, 1374.837545, 33298.5653399, 1731.380378, 654.177912, 1972.080418, 904.323555, 1522.968736, 2057.668097, 5827.720990999999, 16676.262923, 8929.007866999998, 9035.446297, 11782.939977, 104.01603, 289.495434, 217.227688, 1291.8749540000001, 249.905529, 592.249971, 1500.415422, 884.390972, 969.133005, 2062.978942, 486.73069, 19825.816617, 2227.817394, 5020.998148000001, 3084.745884, 3682.904983, 11243.33251, 8792.387482, 6264.8058679999995, 12505.35524] ['order_number', 'order_number', 'order_number', 'order_number', 'order_number', 'add_to_cart_order', 'add_to_cart_order', 'add_to_cart_order', 'add_to_cart_order', 'add_to_cart_order', 'order_hour_of_day', 'order_hour_of_day', 'order_hour_of_day', 'order_hour_of_day', 'order_hour_of_day', 'reordered', 'reordered', 'reordered', 'reordered', 'reordered', 'AGEP', 'AGEP', 'AGEP', 'AGEP', 'AGEP', 'SCHL', 'SCHL', 'SCHL', 'SCHL', 'SCHL', 'CIT', 'CIT', 'CIT', 'CIT', 'CIT', 'SEX', 'SEX', 'SEX', 'SEX', 'SEX']\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/var/folders/ch/7qnxq4517nb4kbts86m0s1mc0000gn/T/ipykernel_26393/1611225344.py:33: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
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" g.set_yticklabels(g.get_yticklabels(), size=18)\n"
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]
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},
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{
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"data": {
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",
|
|
"text/plain": [
|
|
"<Figure size 1600x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"columns = ['order_number', 'add_to_cart_order', 'order_hour_of_day',\n",
|
|
" 'order_dow', 'AGEP', 'SPORDER', 'CIT', 'SEX']\n",
|
|
"schemes = ['DTE', 'RND', 'PFSE', 'IHBE', 'BHE']\n",
|
|
"\n",
|
|
"xs = []\n",
|
|
"ys = []\n",
|
|
"for column in columns:\n",
|
|
" xs.extend([column] * len(schemes))\n",
|
|
" name = 'query_' + column + '.toml'\n",
|
|
" ys += analyze_database_performance(\n",
|
|
" name, 'query', 'dte')[0][column]\n",
|
|
" ys += analyze_database_performance(\n",
|
|
" name, 'query', 'rnd')[0][column]\n",
|
|
" ys += analyze_database_performance(\n",
|
|
" name, 'query', 'pfse')[0][column]\n",
|
|
" ys += analyze_database_performance(\n",
|
|
" name, 'query', 'lpfse_ihbe')[0][column]\n",
|
|
" ys += analyze_database_performance(\n",
|
|
" name, 'query', 'lpfse_bhe')[0][column]\n",
|
|
"print(ys, xs)\n",
|
|
"\n",
|
|
"xs = ['\\\\texttt{' + x + '}' for x in xs]\n",
|
|
"ys = [np.log2(y) for y in ys]\n",
|
|
"hue = schemes * len(columns)\n",
|
|
"plt.rc('text', usetex=True)\n",
|
|
"plt.figure(figsize=(16, 5))\n",
|
|
"\n",
|
|
"sns.set(style=\"whitegrid\")\n",
|
|
"g = sns.barplot(x=xs, y=ys, hue=hue)\n",
|
|
"g.set_xlabel('Attributes', fontsize=18)\n",
|
|
"g.set_ylabel('Time (ms) used', fontsize=18)\n",
|
|
"g.set_xticklabels(g.get_xticklabels(), size=16, rotation=15)\n",
|
|
"g.set_yticklabels(g.get_yticklabels(), size=18)\n",
|
|
"plt.setp(g.get_legend().get_texts(), fontsize='16') # for legend text\n",
|
|
"plt.setp(g.get_legend().get_title(), fontsize='16') # for legend title\n",
|
|
"plt.savefig('./query_overall.pdf', bbox_inches='tight')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Micro - Query on `order_number`"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Scanning query_delta_order_number.toml.\n",
|
|
"Scanning query_delta_order_number.toml.\n",
|
|
"Scanning query_delta_order_number.toml.\n",
|
|
"[0.331083, 1.615954, 10.63196, 47.311128, 0.416668, 2.375345, 18.911118, 197.287364, 0.603615, 2.059969, 11.299269, 201.969761, 0.373637, 1.515208, 13.004729, 168.538992, 0.517062, 1.962151, 14.183952, 112.880315, 0.435456, 2.410109, 13.013619, 136.691862, 0.358567, 1.862156, 11.21885, 123.974006]\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_344278/4092245949.py:30: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"/tmp/ipykernel_344278/4092245949.py:31: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" g.set_yticklabels(g.get_yticklabels(), size=18)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"xs = ['$10^3$', '$10^4$', '$10^5$', '$10^6$']\n",
|
|
"ys = analyze_database_performance('query_delta_order_number.toml', 'query', 'dte')[0]['order_number']\n",
|
|
"ys.extend(analyze_database_performance('query_delta_order_number.toml', 'query', 'rnd')[0]['order_number'])\n",
|
|
"ys.extend(analyze_database_performance('query_delta_order_number.toml', 'query', 'pfse')[0]['order_number'])\n",
|
|
"print(ys)\n",
|
|
"ys = [x for x in ys]\n",
|
|
"\n",
|
|
"df = pd.DataFrame({\n",
|
|
" 'Dataset Size': xs,\n",
|
|
" 'DTE': ys[:4],\n",
|
|
" 'RND': ys[4:8],\n",
|
|
" '$0.10$': ys[8:12],\n",
|
|
" '$0.15$': ys[12:16],\n",
|
|
" '$0.20$': ys[16:20],\n",
|
|
" '$0.25$': ys[20:24],\n",
|
|
" '$0.50$': ys[24:],\n",
|
|
"})\n",
|
|
"\n",
|
|
"plt.rc('text', usetex=True)\n",
|
|
"sns.set_style(\"whitegrid\")\n",
|
|
"g = sns.lineplot(x='Dataset Size', y='Query Time (ms)', hue='Different choices of $\\lambda$', \n",
|
|
" data=pd.melt(df, id_vars=['Dataset Size'], value_name='Query Time (ms)', var_name='Different choices of $\\lambda$'),\n",
|
|
" marker='o')\n",
|
|
"g.set_xlabel(g.get_xlabel(), fontsize=18)\n",
|
|
"g.set_ylabel(g.get_ylabel(), fontsize=18)\n",
|
|
"g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"g.set_yticklabels(g.get_yticklabels(), size=18)\n",
|
|
"plt.setp(g.get_legend().get_texts(), fontsize='16') # for legend text\n",
|
|
"plt.setp(g.get_legend().get_title(), fontsize='16') # for legend title\n",
|
|
"\n",
|
|
"plt.savefig('./query_delta_order_number.pdf', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Scanning insert_f_theta_order_number.toml.\n",
|
|
"Scanning insert_f_theta_order_number.toml.\n",
|
|
"Scanning insert_f_theta_order_number.toml.\n",
|
|
"[10.217312, 86.412612, 647.036143, 6395.552415, 18.173777, 90.030153, 657.537231, 7248.06359, 72.80271, 597.771558, 6546.807453, 72608.35704900001, 51.755608, 494.539068, 4717.65915, 54916.512886, 57.721595, 350.75545, 3954.3801689999996, 45852.847374, 45.24018, 314.793952, 3116.439646, 37555.358657]\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_344278/3673942970.py:29: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"/tmp/ipykernel_344278/3673942970.py:30: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" g.set_yticklabels(g.get_yticklabels(), size=18)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"xs = ['$10^3$', '$10^4$', '$10^5$', '$10^6$']\n",
|
|
"ys = analyze_database_performance('insert_f_theta_order_number.toml', 'insert', 'dte')[0]['order_number']\n",
|
|
"ys.extend(analyze_database_performance('insert_f_theta_order_number.toml', 'insert', 'rnd')[0]['order_number'])\n",
|
|
"ys.extend(analyze_database_performance('insert_f_theta_order_number.toml', 'insert', 'pfse')[0]['order_number'])\n",
|
|
"print(ys)\n",
|
|
"ys = [np.log(x / 1000) for x in ys]\n",
|
|
"\n",
|
|
"df = pd.DataFrame({\n",
|
|
" 'Dataset Size': xs,\n",
|
|
" 'DTE': ys[:4],\n",
|
|
" 'RND': ys[4:8],\n",
|
|
" '$0.25$': ys[8:12],\n",
|
|
" '$0.50$': ys[12:16],\n",
|
|
" '$0.75$': ys[16:20],\n",
|
|
" '$1.00$': ys[20:],\n",
|
|
"})\n",
|
|
"\n",
|
|
"plt.rc('text', usetex=True)\n",
|
|
"sns.set_style(\"whitegrid\")\n",
|
|
"g = sns.lineplot(x='Dataset Size', y='Database Creation Time (s) in $\\log_{10}$', hue='Different choices of $\\lambda$', \n",
|
|
" data=pd.melt(df, id_vars=['Dataset Size'], value_name='Database Creation Time (s) in $\\log_{10}$', var_name='Different choices of $\\lambda$'),\n",
|
|
" marker='o')\n",
|
|
"g.set_xlabel(g.get_xlabel(), fontsize=18)\n",
|
|
"g.set_ylabel(g.get_ylabel(), fontsize=18)\n",
|
|
"g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"g.set_yticklabels(g.get_yticklabels(), size=18)\n",
|
|
"\n",
|
|
"plt.setp(g.get_legend().get_texts(), fontsize='16') # for legend text\n",
|
|
"plt.setp(g.get_legend().get_title(), fontsize='16') # for legend title\n",
|
|
"\n",
|
|
"plt.savefig('./insert_f_theta_order_number.pdf', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Scanning insert_f_theta_order_number.toml.\n",
|
|
"Scanning insert_f_theta_order_number.toml.\n",
|
|
"Scanning insert_f_theta_order_number.toml.\n",
|
|
"[(0.0, 0.01171875), (0.0, 0.01171875), (0.0, 0.02734375), (0.0, 2.203125), (0.011595726013183594, 0.01171875), (0.1146240234375, 0.01171875), (1.14459228515625, 0.37890625), (11.44427490234375, 0.40234375), (0.0020732879638671875, 0.01171875), (0.0025177001953125, 0.04296875), (0.0025634765625, 4.18359375), (0.0026092529296875, 357.515625), (0.00197601318359375, 0.01171875), (0.0024700164794921875, 0.08203125), (0.0025177001953125, 1.125), (0.0025177001953125, 297.70703125), (0.0020742416381835938, 0.01171875), (0.0024700164794921875, 0.17578125), (0.00249481201171875, 1.7890625), (0.00249481201171875, 293.83984375), (0.0021734237670898438, 0.01171875), (0.002471923828125, 0.55859375), (0.002471923828125, 4.09765625), (0.002471923828125, 257.12890625)]\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_344278/1499625234.py:11: RuntimeWarning: divide by zero encountered in log\n",
|
|
" client = [np.log(x[0]) for x in ys]\n",
|
|
"/tmp/ipykernel_344278/1499625234.py:30: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"/tmp/ipykernel_344278/1499625234.py:31: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" g.set_yticklabels(g.get_yticklabels(), size=18)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"xs = ['$10^3$', '$10^4$', '$10^5$', '$10^6$']\n",
|
|
"ys = analyze_database_performance('insert_f_theta_order_number.toml', 'insert', 'dte', False)[0]['order_number']\n",
|
|
"ys.extend(analyze_database_performance('insert_f_theta_order_number.toml', 'insert', 'rnd', False)[0]['order_number'])\n",
|
|
"ys.extend(analyze_database_performance('insert_f_theta_order_number.toml', 'insert', 'pfse', False)[0]['order_number'])\n",
|
|
"print(ys)\n",
|
|
"\n",
|
|
"client = [np.log(x[0]) for x in ys]\n",
|
|
"\n",
|
|
"df = pd.DataFrame({\n",
|
|
" 'Dataset Size': xs,\n",
|
|
" 'DTE': client[:4],\n",
|
|
" 'RND': client[4:8],\n",
|
|
" '$0.25$': client[8:12],\n",
|
|
" '$0.50$': client[12:16],\n",
|
|
" '$0.75$': client[16:20],\n",
|
|
" '$1.00$': client[20:],\n",
|
|
"})\n",
|
|
"\n",
|
|
"plt.rc('text', usetex=True)\n",
|
|
"sns.set_style(\"whitegrid\")\n",
|
|
"g = sns.lineplot(x='Dataset Size', y='Client Storage (MB) in $\\log_{10}$', hue='Different choices of $\\lambda$', \n",
|
|
" data=pd.melt(df, id_vars=['Dataset Size'], value_name='Client Storage (MB) in $\\log_{10}$', var_name='Different choices of $\\lambda$'),\n",
|
|
" marker='o')\n",
|
|
"g.set_xlabel(g.get_xlabel(), fontsize=18)\n",
|
|
"g.set_ylabel(g.get_ylabel(), fontsize=18)\n",
|
|
"g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"g.set_yticklabels(g.get_yticklabels(), size=18)\n",
|
|
"\n",
|
|
"plt.setp(g.get_legend().get_texts(), fontsize='16') # for legend text\n",
|
|
"plt.setp(g.get_legend().get_title(), fontsize='16') # for legend title\n",
|
|
"\n",
|
|
"plt.savefig('./client_f_theta_order_number.pdf', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"server = [np.log(x[1]) for x in ys]\n",
|
|
"\n",
|
|
"df = pd.DataFrame({\n",
|
|
" 'Dataset Size': xs,\n",
|
|
" 'DTE': server[:4],\n",
|
|
" 'RND': server[4:8],\n",
|
|
" '$0.25$': server[8:12],\n",
|
|
" '$0.50$': server[12:16],\n",
|
|
" '$0.75$': server[16:20],\n",
|
|
" '$1.00$': server[20:],\n",
|
|
"})\n",
|
|
"\n",
|
|
"plt.rc('text', usetex=True)\n",
|
|
"sns.set_style(\"whitegrid\")\n",
|
|
"g = sns.lineplot(x='Dataset Size', y='Server Storage (MB) in $\\log_{10}$', hue='Different choices of $\\lambda$',\n",
|
|
" data=pd.melt(df, id_vars=[\n",
|
|
" 'Dataset Size'], value_name='Server Storage (MB) in $\\log_{10}$', var_name='Different choices of $\\lambda$'),\n",
|
|
" marker='o')\n",
|
|
"g.set_xlabel(g.get_xlabel(), fontsize=18)\n",
|
|
"g.set_ylabel(g.get_ylabel(), fontsize=18)\n",
|
|
"g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"g.set_yticklabels(g.get_yticklabels(), size=18)\n",
|
|
"\n",
|
|
"plt.setp(g.get_legend().get_texts(), fontsize='16') # for legend text\n",
|
|
"plt.setp(g.get_legend().get_title(), fontsize='16') # for legend title\n",
|
|
"plt.savefig('./server_f_theta_order_number.pdf', bbox_inches='tight')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"xs = ['$10^3$', '$10^4$', '$10^5$', '$10^6$']\n",
|
|
"ys = analyze_database_performance('query_delta_order_number.toml', 'query', 'dte')[0]['order_number']\n",
|
|
"ys.extend(analyze_database_performance('query_delta_order_number.toml', 'query', 'rnd')[0]['order_number'])\n",
|
|
"ys.extend(analyze_database_performance('query_delta_order_number.toml', 'query', 'pfse')[0]['order_number'])\n",
|
|
"print(ys)\n",
|
|
"ys = [x for x in ys]\n",
|
|
"\n",
|
|
"df = pd.DataFrame({\n",
|
|
" 'Dataset Size': xs,\n",
|
|
" 'DTE': ys[:4],\n",
|
|
" 'RND': ys[4:8],\n",
|
|
" '$0.10$': ys[8:12],\n",
|
|
" '$0.15$': ys[12:16],\n",
|
|
" '$0.20$': ys[16:20],\n",
|
|
" '$0.25$': ys[20:24],\n",
|
|
" '$0.50$': ys[24:]\n",
|
|
"})\n",
|
|
"\n",
|
|
"plt.rc('text', usetex=True)\n",
|
|
"sns.set_style(\"whitegrid\")\n",
|
|
"g = sns.lineplot(x='Dataset Size', y='Query Time (ms)', hue='Different choices of $\\delta$', \n",
|
|
" data=pd.melt(df, id_vars=['Dataset Size'], value_name='Query Time (ms)', var_name='Different choices of $\\delta$'),\n",
|
|
" marker='o')\n",
|
|
"g.set_xlabel(g.get_xlabel(), fontsize=18)\n",
|
|
"g.set_ylabel(g.get_ylabel(), fontsize=18)\n",
|
|
"g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"g.set_yticklabels(g.get_yticklabels(), size=18)\n",
|
|
"plt.setp(g.get_legend().get_texts(), fontsize='16') # for legend text\n",
|
|
"plt.setp(g.get_legend().get_title(), fontsize='16') # for legend title\n",
|
|
"\n",
|
|
"plt.savefig('./query_delta_order_number.pdf', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Scanning insert_delta_order_number.toml.\n",
|
|
"Scanning insert_delta_order_number.toml.\n",
|
|
"Scanning insert_delta_order_number.toml.\n",
|
|
"[9.963081, 82.005906, 622.069465, 6333.670012, 19.539739, 76.038795, 654.172124, 7412.593431, 53.854808, 515.396865, 4727.524664, 59513.363056, 45.476034, 329.657265, 2929.920556, 32599.707646, 28.166079, 225.429678, 2050.078439, 21866.491586, 27.996326, 177.400563, 1551.654556, 16408.106274, 30.073007, 98.530494, 696.368698, 6814.71917]\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_344278/2996116444.py:30: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"/tmp/ipykernel_344278/2996116444.py:31: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" g.set_yticklabels(g.get_yticklabels(), size=18)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"xs = ['$10^3$', '$10^4$', '$10^5$', '$10^6$']\n",
|
|
"ys = analyze_database_performance('insert_delta_order_number.toml', 'insert', 'dte')[0]['order_number']\n",
|
|
"ys.extend(analyze_database_performance('insert_delta_order_number.toml', 'insert', 'rnd')[0]['order_number'])\n",
|
|
"ys.extend(analyze_database_performance('insert_delta_order_number.toml', 'insert', 'pfse')[0]['order_number'])\n",
|
|
"print(ys)\n",
|
|
"ys = [np.log(x / 1000) for x in ys]\n",
|
|
"\n",
|
|
"df = pd.DataFrame({\n",
|
|
" 'Dataset Size': xs,\n",
|
|
" 'DTE': ys[:4],\n",
|
|
" 'RND': ys[4:8],\n",
|
|
" '$0.10$': ys[8:12],\n",
|
|
" '$0.15$': ys[12:16],\n",
|
|
" '$0.20$': ys[16:20],\n",
|
|
" '$0.25$': ys[20:24],\n",
|
|
" '$0.50$': ys[24:]\n",
|
|
"})\n",
|
|
"\n",
|
|
"plt.rc('text', usetex=True)\n",
|
|
"sns.set_style(\"whitegrid\")\n",
|
|
"g = sns.lineplot(x='Dataset Size', y='Database Creation Time (s) in $\\log_{10}$', hue='Different choices of $\\delta$', \n",
|
|
" data=pd.melt(df, id_vars=['Dataset Size'], value_name='Database Creation Time (s) in $\\log_{10}$', var_name='Different choices of $\\delta$'),\n",
|
|
" marker='o')\n",
|
|
"g.set_xlabel(g.get_xlabel(), fontsize=18)\n",
|
|
"g.set_ylabel(g.get_ylabel(), fontsize=18)\n",
|
|
"g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"g.set_yticklabels(g.get_yticklabels(), size=18)\n",
|
|
"plt.setp(g.get_legend().get_texts(), fontsize='16') # for legend text\n",
|
|
"plt.setp(g.get_legend().get_title(), fontsize='16') # for legend title\n",
|
|
"\n",
|
|
"plt.savefig('./insert_delta_order_number.pdf', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"xs = ['$10^3$', '$10^4$', '$10^5$', '$10^6$']\n",
|
|
"ys = analyze_database_performance('insert_delta_order_number2.toml', 'insert', 'dte', False)[0]['order_number']\n",
|
|
"ys.extend(analyze_database_performance('insert_delta_order_number2.toml', 'insert', 'rnd', False)[0]['order_number'])\n",
|
|
"ys.extend(analyze_database_performance('insert_delta_order_number2.toml', 'insert', 'pfse', False)[0]['order_number'])\n",
|
|
"print(ys)\n",
|
|
"\n",
|
|
"client = [np.log(x[0]) for x in ys]\n",
|
|
"\n",
|
|
"df = pd.DataFrame({\n",
|
|
" 'Dataset Size': xs,\n",
|
|
" 'DTE': client[:4],\n",
|
|
" 'RND': client[4:8],\n",
|
|
" '$0.10$': client[8:12],\n",
|
|
" '$0.15$': client[12:16],\n",
|
|
" '$0.20$': client[16:20],\n",
|
|
" '$0.25$': client[20:24],\n",
|
|
" '$0.50$': client[24:],\n",
|
|
"})\n",
|
|
"\n",
|
|
"plt.rc('text', usetex=True)\n",
|
|
"sns.set_style(\"whitegrid\")\n",
|
|
"g = sns.lineplot(x='Dataset Size', y='Client Storage (MB) in $\\log_{10}$', hue='Different choices of $\\delta$', \n",
|
|
" data=pd.melt(df, id_vars=['Dataset Size'], value_name='Client Storage (MB) in $\\log_{10}$', var_name='Different choices of $\\delta$'),\n",
|
|
" marker='o')\n",
|
|
"g.set_xlabel(g.get_xlabel(), fontsize=18)\n",
|
|
"g.set_ylabel(g.get_ylabel(), fontsize=18)\n",
|
|
"g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"g.set_yticklabels(g.get_yticklabels(), size=18)\n",
|
|
"\n",
|
|
"plt.setp(g.get_legend().get_texts(), fontsize='16') # for legend text\n",
|
|
"plt.setp(g.get_legend().get_title(), fontsize='16') # for legend title\n",
|
|
"\n",
|
|
"plt.savefig('./client_delta_order_number.pdf', bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"server = [np.log(x[1]) for x in ys]\n",
|
|
"\n",
|
|
"df = pd.DataFrame({\n",
|
|
" 'Dataset Size': xs,\n",
|
|
" 'DTE': server[:4],\n",
|
|
" 'RND': server[4:8],\n",
|
|
" '$0.10$': server[8:12],\n",
|
|
" '$0.15$': server[12:16],\n",
|
|
" '$0.20$': server[16:20],\n",
|
|
" '$0.25$': server[20:24],\n",
|
|
" '$0.50$': server[24:],\n",
|
|
"})\n",
|
|
"\n",
|
|
"plt.rc('text', usetex=True)\n",
|
|
"sns.set_style(\"whitegrid\")\n",
|
|
"g = sns.lineplot(x='Dataset Size', y='Server Storage (MB) in $\\log_{10}$', hue='Different choices of $\\delta$',\n",
|
|
" data=pd.melt(df, id_vars=[\n",
|
|
" 'Dataset Size'], value_name='Server Storage (MB) in $\\log_{10}$', var_name='Different choices of $\\delta$'),\n",
|
|
" marker='o')\n",
|
|
"g.set_xlabel(g.get_xlabel(), fontsize=18)\n",
|
|
"g.set_ylabel(g.get_ylabel(), fontsize=18)\n",
|
|
"g.set_xticklabels(g.get_xticklabels(), size=18)\n",
|
|
"g.set_yticklabels(g.get_yticklabels(), size=18)\n",
|
|
"\n",
|
|
"plt.setp(g.get_legend().get_texts(), fontsize='16') # for legend text\n",
|
|
"plt.setp(g.get_legend().get_title(), fontsize='16') # for legend title\n",
|
|
"plt.savefig('./server_delta_order_number.pdf', bbox_inches='tight')\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
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