bachelorThesis/figure_7/figure_7.ipynb

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{
"cells": [
{
"cell_type": "code",
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"execution_count": 11,
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"id": "black-funeral",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import sys\n",
"import glob\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
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"execution_count": 12,
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"id": "hawaiian-cabin",
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_7/\""
]
},
{
"cell_type": "code",
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"execution_count": 29,
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"id": "c5d455be-278f-43e7-b98a-0d460be1328a",
"metadata": {},
"outputs": [],
"source": [
"def categorical_plot(df, key, title, sorted_xs = None):\n",
" if sorted_xs == None:\n",
" xs = set()\n",
" lines = []\n",
" for t in [4,5,6,7,8]:\n",
" xs = xs.union(np.array(df[df.term == t][key]).reshape(-1))\n",
" xs = [str(x) for x in sorted(xs)]\n",
" else:\n",
" xs = sorted_xs\n",
" \n",
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" plt.figure(figsize=(10 if key != \"n_exec\" else 22,8))\n",
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" ax = plt.gca()\n",
" lines = []\n",
" for t in [4,5,6,7,8]:\n",
" ys = []\n",
" for x in xs:\n",
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" partsum = df[(df.term != -1) & (df[key] == (int(x) if key != \"exectime\" else x))][\"count\"].sum().astype(int)\n",
" y = df[(df.term == t) & (df[key] == (int(x) if key != \"exectime\" else x))][\"count\"]\n",
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" ys.append((y.values.astype(int)[0] / partsum if partsum > 0 else y.values.astype(int)[0]) if y.any() else 0)\n",
" lines.append(ax.plot(xs,ys, marker='.')[0])\n",
"\n",
" plt.xticks(xs)\n",
" plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\", \"LOST\"],\n",
" bbox_to_anchor=(1,1))\n",
" plt.title(title)\n",
" plt.show()"
]
},
{
"cell_type": "code",
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"execution_count": 30,
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"id": "d79f5580-3b46-40e5-863f-a40a3b325e72",
"metadata": {},
"outputs": [
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{
"data": {
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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAp0AAAHiCAYAAACqSXe3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAACXx0lEQVR4nOzdd3xT5cMF8PMkTffem43sWZCNgLIcgLhwsPdUtspGZYoMQQRkiLwiKsoQZDlAQNl7rxZK997NeN4/kvIru9C0N2nPl08+NMnNvSdp0p4+dwkpJYiIiIiIipJK6QBEREREVPKxdBIRERFRkWPpJCIiIqIix9JJREREREWOpZOIiIiIihxLJxEREREVOZZOuo8QIl0IUV7pHI8jhPhLCNFX6RxFRQixXQjRo5iWdVYI8VxxLOsxOfYLIeo+5WML/XoJIV4WQvxQmHlQ8RJCDBBCzC/AdKuFEJ8UQySzEkL8LITooHQOInNg6SzFhBA3hBBZppKZdwmUUjpLKa9ZQL6P7smWJYQwCCG8zTDv50zzSr/n0tgc2Z8izxQhxHf5b5NSdpBSrimCZd33y1dKWV1K+Ze5l/UkhBAvA0iTUh5/mseb4/WSUm4BUF0IUasw83kS1vLHk+nnxfNmnmehnrsQwhbABABzzJfqkct7TghxqziWlc8sAFZXlokehKWTXjaVzLzL7aJakBDC5kmml1J+lj8bjD98/5JSxpsp0u17nruzlPKgmeZNT24ggLVKhwDwPYD+RTXzJ/0cWKtiep6dAFyQUkYWw7IK7WleEynlIQCuQoiwIohEVKxYOuk+QggphKho+tpLCLFFCJEqhDgshPhECPGP6b6ypmlt8j32zsiFEKKnaXXpF0KIBABThBB2Qoi5QogIIUSMEGKpEMKhAJkEgO4A7h3JqiCEOGTKt0kI4WmG5+8phLhlGnmDEMJZCHFFCNHddL2KEGKXECJRCHFRCPFGvsc6CCE+F0KECyFShBD/mG67b4Qkb+RICNEewEcA3jSNtp403Z//tVQJISaY5hsrhPhWCOFmui/v+9DD9LrGCyE+fshz6w/gHQBjTcvakj+L6espQogfhRDfCSHShBCnhRCVhRAfmpZ9UwjRNt883YQQ3wghooQQkab3iNp0X0UhxN+m1yJePGTVtWnEqjWAv/Pd9qQ57n3v/WN6ryUJIa6LfKsoTfdfM833uhDinXxx/gLw4kNy9sp7zUzXLwshfsx3/aYQos49j7nvc5Dvvk8BNAfwpen78eWDlvuAHL2FEOdNz22HEKKM6favhBBz75l2kxBipOnrQGFcXRtnet7D8003RQixwfTeShPGTS7CTPetBRAKYIsp59gHZHpOGD8344QQ0QBWCSE8hBBbTctLMn0d/KjnLh7x+XqADsj3njE9vpkQ4oAQItn0/ej5gKw9hennWL7b8v/c6yiEOGd6HSKFEKOFEE4AtgMIFPnWDAnjZ3O8EOKqECLB9Bp6muaT99nsI4SIAPDHA7I89DXK5y885D1JZFWklLyU0guAGwCef8DtEkBF09frTRdHANUA3ATwj+m+sqZpbfI99i8AfU1f9wSgAzAMgA0ABwBfANgMwBOAC4AtAGYUIGsLAOkAnO9ZViSAGgCcAPwM4Lt8958C8PZD5vccgFuPWF5bANEAfAEsB/CT6XYn02vQy/Sc6gKIB1DNdP9iU64gAGoATQDYPWh5+V9/GIvId/fcn/+17A3gCoDyAJwBbASw9p7vw3LTa1wbQA6Aqg95bqsBfPKYLNkA2pme47cArgP4GIAGQD8A1/M99hcAX5teG18AhwAMMN33velxKgD2AJo9JFN1ABn33PakOfK/Xj0BaE3TqAEMAnAbgDDlTAXwjGnaAADV883H0/R6uj4gZ3kAyabnEwggPO/7arovCYDqnsf0xD2fg4d9nwv4ue1kei9UNc1vAoAD+T4nNwEI03UPAFmmrCoARwFMAmBrynsNQLt7Xu+OptdsBoB/H/fz4p7PlA7GNRJ2ML4XvQB0hfHnhwuAHwH8+rDnjsd8vh6wzMMAXs93vQyANADdTO8RLwB17n3fm74n/zzi514UgOb5XsN6D/u5AWAEgH8BBJue99cAvr/ns/mt6bk5POA5PPI1Mk0zEsDGgr5HeOHFUi8c6aRfTSMCyUKIX/PfYRqt6gpgspQyU0p5DvePND7ObSnlIimlDsZfaP0BfCClTJRSpgH4DMBbBZhPDxiLX/o9t6+VUp6RUmYAmAjgjbxRNillLSnl/z1inoH5nnvexcn02J0w/vDfA+Mv4QGmx7wE4IaUcpWUUieN2x/+DOB1IYQKxnI4QkoZKaXUSykPSClzCvD8HucdAPOklNdMr8GHAN4Sd6+umyqlzJJSngRwEsby+bT2SSl3mL5vPwLwATBTSqmF8Y+QskIIdyGEH4yvz/tSygwpZSyMf1jkfU+1MBaBQClltpTyn/sXBQBwh7EsPFWOh8wzXEq5XEqph/F9GwDAz3SfAUANIYSDlDJKSnk23+Pyctw3X2nc1jkNQB0YC94OALeFEFUAtDTlNTwgy53PgZQy6yF5C2ogjH+onTe9Lp8BqGMa7dwHY8lpbpr2NQAHpXGzmQYAfKSU06SUuabnshx3f/7+kVJuM71ma/Hk7yEDjD8vckzvxQQp5c+mnx9pAD6F8XV6mId+vh4yvTvuft+8DWC3lPJ7KaXWtPwTT/gcAOP7tpoQwlVKmSSlPPaIaQcC+FhKecv0WZ8C4LV7PptTTJ+P+773BXyN0vCA9yORtWHppM5SSnfTpfM99/nAONpwM99tN/Fk8k/vA+Nf80fzSh6A3023P5QQwhHGXzoPKrz55x8O4+hGQXc0up3vueddMvLdvwzGUdTVUsoE021lADybv6jCWAj9Tcu1B3C1gMt/EnmjannCYfze+OW7LTrf15kwjog+rZh8X2cBiDcVkbzrMM2/DIyveVS+1+NrGEc8AWAsjKOLh0yra3s/ZHlJMI7yPG2OB7nzekgpM/OmNX2P34SxLEQJIX4zlcY8eTmSHzLfv2Ec8Wph+vovGEtCS9yzqjefJ/3cPEoZAAvyvd6JML7GQVJKCWMZ72aa9m0A6/I9LvCe9+5HePR7yF482XaIcVLK7LwrQghHIcTXwrhZSCqAvQDc8/4wfMhze9jn60Hufd+EwDyfv64w/jEVLoybhzxqB8MyAH7Jl/c8AD3ufl0f+v0v4Gvkgoe/H4msBksnPUocjKvL8m9fFJLv67yC5pjvtnt/Och8X8fDWBSq5yt5btK4k9CjdIHxF+tfD7gvf55QGEcoCr2jkekH/jIYV4sNztvWC8ZfHn/fU1SdpZSDTMvNBlDhAbPMQL7XyTT//GVb3veIu92G8ZdbnlAYvzcxD578kR63rCdxE8ZV+d75Xg9XKWV1AJBSRksp+0kpA2EcLV6S77XM7wqMm+4GmTHbQ5lGT1+AcfTzAowjfnmqwjjalvqQh+eVzuamr//G40vno17zJ/1+3IRx84X870EHKeUB0/3fwzjSVgbAszCOFOY97vo9j3ORUnYs4HILkvPeaUYBeAbAs1JKVxiLOmAsyQ+a/lGfrwc5BaDyPY9/0OfvXvd+Hu/6uSWlPCyl7ATjH0+/AtjwkLx5y+xwT2Z7effOTY967R73GgHG9+TJxz8tIsvG0kkPZRpR2gjjDkCOptGg7vnuj4Nxm8p3hRBq0yjWQ3/gm1Y7LgfwhRDCFwCEEEFCiHaPidIDwLemUZx7vSuEqGYaDZ0G4yp4/QOme1IfwfiLojeMh2P51lQUtwKoLIR4TwihMV0aCCGqmp7fSgDzTDsYqIUQjYUQdgAuwThq9KIQQgPjdnh2+ZYXA+Oq4od9Jr8H8IEQopwQwhnGVao/mFavPqkYGLfnKzQpZRSAnQA+F0K4mnaqqCCEaAkAQojX8+0UkQTja3rf6mcpZS6A3Xj0qlezEEL4CSE6mTalyIFxW+H8mVrCuMPIw/wNoBWM2+fdgnGVdnsYt817msM9Pen3YymAD4UQ1YE7O3LdWf1sWiUdD2AFgB1SymTTXYcApAnjjj4OpvdnDSFEgyLKCRh
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
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{
"data": {
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"text/plain": [
"<Figure size 1584x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
2021-04-17 09:37:58 +00:00
{
"data": {
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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAp0AAAHiCAYAAACqSXe3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAADIeklEQVR4nOzdeXhcZ3U/8O977+wjzR1tlkZe4sSWYzuyHYesLIWWlgaasEMJS0hYkgAh0FII0I2mZWkpLQnQEggJZClLw04TQgvh17KELCTeHcc4TmzPyJYszb2j2efe9/fHnXc0kmY025072/k8T55Yozt3XsmSdXTe95zDOOcghBBCCCGkmaRWL4AQQgghhHQ/CjoJIYQQQkjTUdBJCCGEEEKajoJOQgghhBDSdBR0EkIIIYSQpqOgkxBCCCGENB0FnaSjMcbmGWNntXod7YQx9lHG2G0NPH8fY+xFK7z/fsbYW+u9P2l/jLE/Zox9r4rrPsYYu9uGJTWMMXaUMfaH+T+/lzH2j61eEyG9hoJO0hHyPzCS+SBT/DfOOe/jnB9pg/V9dMnakowxgzE2bMG9r2KM6fn7aoyxJxhjl5W7nnP+Cc75O+p9Pc75OZzzn+dfe1lQwTl/Kef8a/Xe3w6Msa8yxv6h1euohDH2c8ZY3X9XZe5pxcf+cQCfsmI9lTDG1jPGOGPMYcfr5X0ZwJsYY6tsfE1Ceh4FnaSTXJ4PMsV/4Wa9UK0/APOBXmFtAP4RwM855zMWLenX+fsGAXwFwLcYYwNLL2rkB7fNP/Qt1clrr4UdHydj7AIACuf8oWa/lhXq+ZxwzlMA7gdwpfUrIoSUQ0En6Wj5DMnG/J+HGGM/zGcDH2GM/QNj7Bf59y3LphRnmfLZxF8yxv6VMXYawMcYY27G2D8zxp5ljJ1kjH2RMeatYk0M5g+zrxU9djVj7ABjLMYYO8IYu7aej5dzbgC4HYAXwIZ8JvJextjdjDENwFVLs5OMsZfnt8yj+Y95S9H7jjLGbmSM7QYQZ4w5xDYkY+xSAB8F8Kf5LOuupZ+3/Ntvy39sc4yxBxhjZ4jPQ/7zeSr/d7KHMTZZ4vP1+4yxPUVv/zdj7JGit/+PMfbKJc95EWPseH7tUwDuKHrfNQDeBOBD+XX/sJrPLWPssnwWOcoY+xVjbHv+8RsZY/cuufZmxtgt+T8rjLGvMMYijLET+a87Of++qxhjv8h/Hc0xxp5mjL00/76PA3gBgM/n1/n5EmsSX7dvZ4w9C+Bn+cf/kzE2xRhTGWP/yxg7Z6WPnTE2zhj7NmNsOr+GG1b4VLwUwP9bso5z8n8vs/nvhY+WWOuLGGPHlzxWvKV9IWPs0fzXwknG2L/kL/vf/P+j+TVfkr++5NdV/n2cMfYexthTAJ4q9UEwxt7CGHuGMXaaMfaXJS75OYA/WeHzQAixGAWdpJt8AUAcwBiAt+b/q8VFAI4AGMXC9uImAOcC2AhgNYC/qeI+LwCwCsC3ix47BeAyAAEAVwP4V8bYeeKd+UDn+ZVuzMyg+R0A5rHww/YVAO6FmQW9Z8n1mwB8HcD7AYwAuA/ADxljrqLLroD5wzfIOc+JBznnPwbwCQDfzGdwd5RYzytgBqavzt////KvBwAvAfB7MD+HCoDXAzhd4sN6CMAEY2yYMeYEsB3AOGOsn5lB/vn5+y41BmAQwBkArila95fyn4d/yq/78hLPXfpx7IQZzF8LYAjArQB+wBhzA/gGgJcxxvrz18r5j+U/8k//KoAczK+RnfmPu3jL/CIATwIYBvBPAL7CGGOc87/Mf1zX59d5/QpLfCGALQD+OP/2/QAmYH6d/Tb/8Zb82BljEoAfAtgF82v4xQDezxj7Y5S2Lb9e8bnpB/A/AH4MYDz/cf50hbWWczOAmznnAQAbAHwr//jv5f8fzK/51xW+roRXwvzcbl36QoyxrQD+HcBb8mseArBmyWUHACz7miaENA8FnaSTfC8fnEXZkiKHfCDwGgB/yzlPcM73oyjTWKUw5/xz+cArBTOQ+TPO+SznPAYzAHtDFfd5K4B7Oefz4gHO+X9xzn/HTf8PwE9gBqfi/UHO+S9WuOfFjLEogCmYQeKrOOdq/n2/5px/j3NucM6TS573pwD+i3P+35zzLIB/hpklfW7RNbdwzo+VeG41rgPwSc75gfzn7RMAzs1npbIA+gFsBsDy10SW3iD/uo/ADD6eAzM4+iWA5wG4GMBTnPNSwaoB8+87Xefai10D4FbO+W8453r+zGoawMWc82dgBnavyl/7BwASnPOHGGOjAF4G4P2c8zjn/BSAf8Xir5NnOOdf5pzrML8mQzB/sanFx/L3TwIA5/x2znmMc54G8DEAOxhjSpnnXgBghHN+E+c8kz8D/WWU/1oOAogVvX0ZgCnO+Wc456n86/6mxvUD5tfDRsbYMOd8vsL2/UpfV8In89+bpf7uXwvgR5zz/81/jv4a5tdLsRjMX4YIITbpiXNQpGu8knP+P2XeNwLz6/lY0WPHylxbTvH1IwB8AB5jjInHGAB5pRswxnwAXgcz+1j8+EsB/C3MrJ+Uv/eeZTco7yHOeblM6Eof5ziAZ8QbnHODMXYMZsarmudXcgaAmxljnyl6jAFYzTn/WX7L+AsAzmCMfQfAX3DOtRL3+X8AXgTgeP7PczCze2ks2eotMp0/m2eFMwC8lTH23qLHXDA/f4CZ1bwCwJ0A3oiFLOcZAJwAIkVfJxIWf06nxB8454n8dX01rq9wv/wvWB+H+XU2goVgahiAuvypOANm5jha9JiM0tljwPzc9xe9vRbA72pcbylvB3ATgIOMsacB/B3n/Edlri37dYWFr+dKX/eF93PO48w8NlOsH6U/X4SQJqFMJ+kW0zC3OIu30NYW/Tme/7+v6LGxJffgRX+eAZAEcE4+CxnknCv5Yp6VvArALMzzYgCA/Bbtt2FmGUc550GY29ysxPPrwVd4XxjmD3CxFgbz83Kiyuev9D7A/MF+bdHnKMg593LOfwUAnPNbOOfPgbkFugnAB8vcRwSdv5f/8/+DGXS+EOWDzkbWXerj+PiSj8PHORdbuv8J4EWMsTUw/47/o+h5aQDDRc8LcM7PqfJ1q11n8XVvhPlLzR/CzNStzz/OSlwr1vj0ko+tn3P+sjKvtRvm31Xx86tpSxZH0fdXPjgeKXwAnD/FOb8C5pGAfwRwL2PMX2K94jXLfl2V+TiLRVD0/Z//ZXBoyTVbYGbVCSE2oaCTdIX81uV3YBYA+Rhjm1FUmco5n4YZaL2ZMSYzxt4G81xZufsZMLcg/5Xl26owxlavcA5OeCuAOznnxT8QXQDcyAfG+aznS2r+IOvzLQB/whh7cf685AdgBkm/WvlpBScBrM+fCyzliwA+UlTIojDGXpf/8wWMsYvyrxuHeWRh6Ran8CsAZwO4EMDDnPN9MIPli7BQaFKLk6guUBK+DOC6/HoZY8zPGPsTcY4z//Xzc5gFS09zzg/kH4/APCrxGcZYgDEmMcY2MMZe2KR1AmaGLg3zfKwP5tbzSvd8GECMmQVR3vzX/yQzq9RLuQ9msC/8CECIMfZ+ZhbX9TPGLirxvEMAPPnPmxPAX8H8ugcAMMbezBgbyX9vRfMPGzC/L4wlay77dVWlewFcxhh7fv788k1Y/vPuhTDPxhJCbEJBJ+km18PM/EwBuAtm4UG66P3vhJlpOw3gHFQOvG4EcBjAQ8ysDP8fmIFRSYyx1TDP+91Z/Hj+POgNMAPAOZiZqh8see48Y+wFsBjn/EkAbwbwOZjZ28thtp7KVHmL/8z//zRj7Lcl7v9dmFmrb+Q/R3thVj8DZtHUl2F+zM/A/Lx/usw64zDPTe4rWtuvYZ6HPAUUmta/qdTzGWMvYIzNFz30FQBbi8//MrOp/bKq6/zrPwrz6+Pz+fUeBnDVksv+A2Z28T+WPH4lzF8s9uefey/Mc5vVuBnAa/MV2rdU+Zw7YX4+T+Rfc+nZyEUfe/4XsstgFsQ9DfPr4DaUOc/IOf8tAFUElvmv3z+C+bUzBbOA7fdLPE8F8O78vU/A/EWjuJr9UgD78n9PNwN4A+c8yTlPwDw
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
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"for cluster in \"abcdefgh\":\n",
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" # Processing figure 7a\n",
" \n",
" dfa = pd.read_csv(glob.glob(DIR + cluster + \"_priority/part-*\")[0], header=None,\n",
" names=[\"term\", \"priority\", \"count\"])\n",
" dfa = dfa.sort_values([\"term\", \"priority\"])\n",
" \n",
" categorical_plot(dfa, \"priority\", \"Figure 7a: Priorities w.r.t. event rate (cluster \" + cluster + \")\")\n",
" \n",
" # Processing figure 7b\n",
" \n",
" dfb = pd.read_csv(glob.glob(DIR + cluster + \"_exectime/part-*\")[0], header=None,\n",
" names=[\"term\", \"ignore\", \"exectime\", \"count\"])\n",
" del dfb[\"ignore\"]\n",
" dfb = dfb.sort_values([\"term\", \"exectime\"])\n",
" \n",
" xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
" categorical_plot(dfb, \"exectime\", \"Figure 7b: Execution times (mins) w.r.t. event rate (cluster \" + cluster + \")\", xs)\n",
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"\n",
" # Processing figure 7c\n",
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" \n",
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" if cluster in \"a\":\n",
" dfc = pd.read_csv(DIR + cluster + \"_figure7c.csv\", header=0)\n",
" dfc = dfc.sort_values([\"term\", \"n_exec\"])\n",
"\n",
" categorical_plot(dfc, \"n_exec\", \"Figure 7c: Priorities w.r.t. machine concurrency (cluster \" + cluster + \")\")\n",
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" "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a9a09b9c-4281-41f4-a069-eb954e0a018f",
"metadata": {},
"outputs": [],
"source": []
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},
{
"cell_type": "code",
"execution_count": null,
"id": "717dc811-1a7d-468c-9038-e405914b20aa",
"metadata": {},
"outputs": [],
"source": []
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}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"language": "python",
"name": "venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}