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186 lines
101 KiB
186 lines
101 KiB
{
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"cells": [
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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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"source": [
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"import matplotlib.pyplot as plt\n",
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"import matplotlib as mpl\n",
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"import matplotlib.colors as mcolors\n",
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"import numpy as np\n",
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"import sys\n",
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"from matplotlib.ticker import MultipleLocator, FormatStrFormatter\n",
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"import matplotlib.ticker as ticker\n",
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"import os\n",
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"from collections import defaultdict\n",
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"import matplotlib.pyplot as plt\n",
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"import re\n",
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"import argparse\n",
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"import numpy as np"
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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": 3,
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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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"13485\n",
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"13485\n",
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"13485\n",
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"13485\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 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import json\n",
|
|
"f = open('/home/weihao/sledge/sledge_tree/runtime/tests/request_time.txt', 'r')\n",
|
|
"js = f.read()\n",
|
|
"f.close()\n",
|
|
"times = json.loads(js)\n",
|
|
"keys = list(times.keys())\n",
|
|
"int_keys = list(map(int, keys))\n",
|
|
"x=sorted(int_keys)\n",
|
|
"#print(x)\n",
|
|
"print(len(x))\n",
|
|
"y_list=list(times.values())\n",
|
|
"\n",
|
|
"y_queuing=[]\n",
|
|
"y_runnable=[]\n",
|
|
"y_blocking=[]\n",
|
|
"\n",
|
|
"for k in range(len(x)):\n",
|
|
" y_queuing.append(times[str(x[k])][0])\n",
|
|
" y_runnable.append(times[str(x[k])][1])\n",
|
|
" y_blocking.append(times[str(x[k])][2])\n",
|
|
"print(len(y_queuing))\n",
|
|
"print(len(y_runnable))\n",
|
|
"print(len(y_blocking))\n",
|
|
"#print(y_queuing)\n",
|
|
"legend_list=[\"Global Queuing\", \"Local Queuing\", \"Blocking\"]\n",
|
|
"#legend_list=[\"Local Queuing\", \"Blocking\"]\n",
|
|
"\n",
|
|
"#legend_list=[\"Global Queuing\", \"Blocking\"]\n",
|
|
"plt.scatter(np.array(x), y_queuing,c='g')\n",
|
|
"plt.scatter(np.array(x), y_runnable, c='r')\n",
|
|
"plt.scatter(np.array(x), y_blocking,c ='b')\n",
|
|
"\n",
|
|
"#plt.ylim((0, 90000)) \n",
|
|
"#plt.ylim((0,400000))\n",
|
|
"plt.xlabel(\"Request id\")\n",
|
|
"plt.ylabel(\"Duration(us)\")\n",
|
|
"\n",
|
|
"plt.legend(legend_list)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"12983\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"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"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"31416 32 [32, 10, 23382, 31416, 0]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import json\n",
|
|
"f = open('/home/weihao/sledge/sledge_tree/runtime/tests/request_time.txt', 'r')\n",
|
|
"js = f.read()\n",
|
|
"f.close()\n",
|
|
"times = json.loads(js)\n",
|
|
"keys = list(times.keys())\n",
|
|
"int_keys = list(map(int, keys))\n",
|
|
"x=sorted(int_keys)\n",
|
|
"#print(x)\n",
|
|
"print(len(x))\n",
|
|
"y_list=list(times.values())\n",
|
|
"\n",
|
|
"#deadline = 73076\n",
|
|
"deadline = 472592\n",
|
|
"y_latency=[]\n",
|
|
"yqueuing=[]\n",
|
|
"\n",
|
|
"for k in range(len(x)):\n",
|
|
" y_latency.append(times[str(x[k])][3])\n",
|
|
" yqueuing.append(times[str(x[k])][0])\n",
|
|
"\n",
|
|
"#print(y_latency)\n",
|
|
"plt.scatter(np.array(x), y_latency,c='b')\n",
|
|
"#plt.scatter(np.array(x), yqueuing,c='g')\n",
|
|
"plt.axhline(y=deadline,color='r')\n",
|
|
"plt.xlabel(\"Request id\")\n",
|
|
"plt.ylabel(\"Total Latency(us)\")\n",
|
|
"\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"print(y_latency[1289], yqueuing[1289], times[str(x[1289])])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "haiwan_env",
|
|
"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": "3.12.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|