bachelorThesis/figure_8/figure_8.ipynb

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2021-04-17 10:50:40 +00:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 9,
"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",
"execution_count": 10,
"id": "68c2f54a-f838-4d41-af1e-d63f13f3d894",
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_8/\""
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "87bfcdfc-6fee-4cb5-8054-d278700bbbee",
"metadata": {},
"outputs": [],
"source": [
"def read_json(cluster, filetype, read_ab, read_cd, read_ef):\n",
" jsondata = None\n",
" with open(DIR + cluster + \"_figure8\" + filetype + \".json\", \"r\") as f:\n",
" jsondata = json.loads(f.read())\n",
" \n",
" terms = [\"-1\",\"4\",\"5\",\"6\",\"7\",\"8\"]\n",
" intervals = range(0, 41)\n",
" \n",
" cd_measures = [0, 0.2, 0.4, 0.6, 0.8, 1]\n",
" measures = set()\n",
" if read_ab:\n",
" measures.add('rcpu')\n",
" measures.add('rram')\n",
" if read_ef:\n",
" measures.add('ucpu')\n",
" measures.add('uram')\n",
" \n",
" dfd = {'term': [], 'measure': [], 'interval': [], 'count': []}\n",
" \n",
" for t in terms:\n",
" for m in measures:\n",
" if jsondata[t][m] is None:\n",
" continue\n",
" for i in intervals:\n",
" dfd[\"term\"].append(int(t))\n",
" dfd[\"measure\"].append(m)\n",
" dfd[\"interval\"].append(i / 40)\n",
" dfd[\"count\"].append(jsondata[t][m][i])\n",
" if read_cd:\n",
" for m in [\"rscpu\", \"rsram\"]:\n",
" if jsondata[m][t] is None:\n",
" continue\n",
" for i, mi in enumerate(cd_measures):\n",
" dfd[\"term\"].append(int(t))\n",
" dfd[\"measure\"].append(m)\n",
" dfd[\"interval\"].append(mi)\n",
" if len(jsondata[m][t]) == 41 and i != 0:\n",
" dfd[\"count\"].append([sum(jsondata[m][t][k]) for k in range(i, i+8)])\n",
" else:\n",
" dfd[\"count\"].append(jsondata[m][t][i])\n",
"\n",
" return pd.DataFrame(dfd, columns=dfd.keys())\n",
"\n",
"dfs = {}\n",
"\n",
"dfs[\"a\"] = pd.concat([read_json(\"a\", \"abef\", True, False, True), read_json(\"a\", \"\", False, True, False)])\n",
"for c in \"bcd\":\n",
" dfs[c] = read_json(c, \"abef\", True, False, True)\n",
"for c in \"efgh\":\n",
" dfs[c] = read_json(c, \"ab\", True, False, False) "
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "fe6f1eb5-bf36-49b7-854f-6b9dfa51f766",
"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",
" plt.figure(figsize=(25,8))\n",
" ax = plt.gca()\n",
" lines = []\n",
" for t in [4,5,6,7,8]:\n",
" ys = []\n",
" for x in xs:\n",
" partsum = df[(df.term != -1) & (df[key] == float(x))][\"count\"].sum().astype(int)\n",
" y = df[(df.term == t) & (df[key] == float(x))][\"count\"]\n",
" 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",
"execution_count": 36,
"id": "2eb1f8de-81ef-4301-abd3-262fdfd29eda",
"metadata": {},
"outputs": [],
"source": [
"def prepare_plot(cluster, measure):\n",
" titles = {\n",
" \"rscpu\": \"CPU reservation w.r.t. event rate\",\n",
" \"rsram\": \"Memory reservation w.r.t. event rate\",\n",
" \"rcpu\": \"CPU request w.r.t. event rate\",\n",
" \"rram\": \"Memory request w.r.t. event rate\",\n",
" \"ucpu\": \"CPU utilization w.r.t. event rate\",\n",
" \"uram\": \"Memory utilization w.r.t. event rate\",\n",
" }\n",
" \n",
" df = dfs[cluster]\n",
" df = df[df.measure == measure]\n",
" del df[\"measure\"]\n",
" df = df.sort_values([\"term\", \"interval\"])\n",
" \n",
" \n",
" categorical_plot(df, \"interval\", titles[measure] + \" (cluster \" + cluster + \")\")"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "a9a09b9c-4281-41f4-a069-eb954e0a018f",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
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},
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},
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABZgAAAHiCAYAAABlW6lwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdeZwbdf0/8NcnM0lms1eObbvbLb3pbhfQFmiLeKF4oALKVwXx4JDDG+/z59cvKt63X/Wr3KAC4oG2iqig4ElLsVWEtkBLKe3u9shM9k42M/n8/phMum33yO5OMpnk9Xw8eLCbTGbe2Vk25J33vD5CSgkiIiIiIiIiIiIioukKeF0AEREREREREREREfkTG8xERERERERERERENCNsMBMRERERERERERHRjLDBTEREREREREREREQzwgYzEREREREREREREc0IG8xERERERERERERENCNsMBMRERER0YwIIW4XQrymiO12CyFeUoaSXCOEmCeE2CaECHtdCxEREVElY4OZiIiIyCNCiDcKITYLIQaFED1CiN8KIZ6Xv+9qIUQ2f19KCPF3IcRzxtz3o3H2J4UQy8v9PNwihLhfCHF5mY9Z8T8zIcTifJ2qy/ud1XMXQjwLwLMB/Mq9qiY93ri/96UipdwP4E8ArizXMYmIiIj8iA1mIiIiIg8IIT4A4JsAPg9gHoCFAL4H4NVjNvuJlLIBwBwAfwXwCyGEcOHYrjYq/UQIoXhdQzmU6Ry/DcCPpZSyDMeatRn+TH4M+3kSERER0QTYYCYiIiIqMyFEM4DPAHiXlPIXUsohKWVWSrlBSvnho7eXUmYB3AKgFUBihsfcLYT4qBDi3wCGhBCqEOK0/GR0SgjxLyHEGWO2XyKEeEAIMSCE+IMQ4jvO9KgQ4gwhxN5x9v+S/NcBIcTHhBA7hRBJIcSdQoh4/j5NCPGj/O0pIcRD+SiCzwF4PoDv5Ke2vzPOc7hFCPHB/Nft+Qncd+W/XyaE0IUQgaMec7MQ4v+EEHcLIYYAvGjMfX/Of/mv/DEvKOLnGBZCfFUIsUcIsV8I8X0hRF3+vm1CiLPHbKsKIQ4KIU7Ofz/Zz/t+IcRnhRB/y//Mfy+EaMnf7dSZytf5nHHquloI8bP8z7YfwCVCiLVCiH/kj9eTP4ehyZ67EOJsIcTWMVPzz5rkx/EKAA8cVccV+Z/DgBDiMee5H7XNzUKIa8Z8f8TvU/73dF9+HzuEEGcKIc4C8AkAF+Tr/Vd+22YhxA3557dPCHGN8yGCEOKS/M/zG0KIJICrx6llwt/VvI0AlgohFk3ycyAiIiKqaWwwExEREZXfcwBoAO4qZmNhZ8BeAuAZKeWhWRz3QgCvAhCFPTX9GwDXAIgD+BCAnwsh5uS3vQ3AwwBaAHwWwMXTOM57ALwGwAsBzAdgAPhu/r6LATQDOA52s/ztAEaklP8PwF8AvFtK2SClfPc4+30AwBn5r18IYBeAF4z5/i9Sytw4j3sjgM8BaIQ9CQ4AkFI6j312/pg/KeK5fRHACgCrACwH0A7gU/n7bof9M3a8HMAhKeU/hRDtmPzn7dR5KYC5AEL5bTDmOUbzdf5jgtpeDeBnsM/vjwFYAN4P+xw+B8CZAN450XMXQqwGcCPsid0EgB8AWC/GySAWQtQDWAJgx5jbXg+7iXsRgCYA5wJITlDruIQQHQDeDWCNlLIR9s9wt5TyHtjT/j/J1/vs/ENuBmDCPherAbwMwNiYlXWwf0/mwf4dONpkv6uQUpoAnoQdBUJERERE42CDmYiIiKj8ErAbj+YU250vhEgBeAbAKQDOm+Vxvy2lfEZKOQLgzQDullLeLaXMSSn/AGAzgFcKIRYCWAPgv6WUGSnlnwFsmMZx3g7g/0kp90opM7Cbjq8TdkRBFvbzXy6ltKSUD0sp+4vc7wMAnpefUn4BgC8DeG7+vhfiqGnaMX4lpfxb/nmmp/E8jiCEELDzeN8vpdSllAOwm55vyG9yG4BzhRCR/PdvhN10Bib5eY85xE1Sysfz5+dO2E3s6fiHlPKX+f2P5H+2D0opTSnlbtgN4xdO8vgrAfxASrkxf25uAZABcNo420bz/x4Yc9vlAL4spXxI2p6UUj49zedgAQgD6BJCBKWUu6WUO8fbUAgxD/bP7335qwAOAPgGDp8PAOiWUv5v/mcwMs5uJvtddQyMeb5EREREdJSazd8jIiIi8lASQIsQQp2iyXynlPLN49xuAgiOvUEI4XyfnWR/z4z5ehGA1wshzhlzWxD2ombzARhSyqEx9z0Ne+q4GIsA3CWEGDtNbMGeIv1hfj93CCGiAH4Eu8E3Wd0AACnlznzMxSrYcRqfBXBZfur1hQC+PcFDn5ng9umaAyAC4GFxOApbAFDy9T0phNgG4BwhxAbYE7yr89tN9vN29I75ehhAwzTrO+J5CiFWAPg6gFPzdauwp9InsgjAxUKI94y5LQT79+Foqfy/GwE4TfvjAIzbDC5W/mf4PtiN3hOEEL8D8AEpZfcE9QYB9Iw5HwEc+XOY6txP9ru6L/99Iw4/XyIiIiI6CieYiYiIiMrvH7AnQ18zw8fvAbD4qNuWwG487ztm68PGLsb2DIAfSimjY/6pl1J+EUAPgFg+BsGxcMzXQ7AblgAKC+eNjXp4BsArjtq3JqXcl8+a/rSUsgvA6QDOhh2pcHR9E3kAwOsAhKSU+/LfXwwgBmBrEc97Ng4BGAFwwpjn1ZxfiNHhxGS8GsBjUson87dP9vOeSrH1H73d/wHYDuB4KWUT7AzjyRaJfAbA546qMSKlvP3oDfMfPuyEHRcy9vHLiqjziN8f2NniY/d9m5TyebCbvxLAl5y7xqk3A6BlTL1NUsoTxu5uilom/F0FCgsDLgfwryKeFxEREVFNYoOZiIiIqMyklH2wc3u/K4R4jRAiIoQICiFeIYT4chG7uAdApxDiLfnHxWFHNfy8iNgNx49gT9q+XAihCHvxvTOEEAvysQabAXxaCBESQjwPwNjJ28cBaEKIV+Unpz8JO9bA8X0An3MWRhNCzBFCvDr/9YuEECflm9L9sCeunenR/QCWTlH3A7Azep1F6u7Pf/9XKaVV5HMfq5hjAgDy+c7XAfiGEGIuUFhs8OVjNrsDdg7wO2BHZjgm/HkXceiDsH9GRdU5RiPsn/GgEKIzX9NYRz/36wC8XQixTtjq8+e4cYL9340jIzeuB/AhIcQp+ccvn2BxvK2wo1jiQohWAO9z7hBCdAghXpzPfU7DbuiP/f1YnI9IgZSyB8DvAXxNCNGUX7BvmRBishiQo034u5q3FnYG9HSjPoiIiIhqBhvMRERERB6QUn4NwAdgN2cPwp6kfDeAXxbx2AMAXgF7MbYDAP4D+xL+oxuIk+3jGdhTtp8Yc/wP4/D/H74R9gJpOoD/AXDrmMf2wV4s7nrYE9NDAPaO2f23AKwH8HshxACAB/P7Auxp1Z/Bbnxug90w/uGYx71OCGEIISaKu3gAduPUaTD/FfY07J8BQAjxfCHE4ETPWwjxfSHE98fcdDWAW4QQKSHE+UKIhUKIwXwO9Xg+CnvRtweFEP0A7gXQ4dyZb3r+A/Z09k/G3D7Vz3tCUsph2AvU/S1f53iZyOP5EOzzOAC7eXz0IoZXY8xzl1JuBnAFgO/AXuzuSdiLS07kWgBvymdTQ0r503ydt+WP+UvYCxoe7YewJ4J3w24Qj60rDHshxUOwI0PmAvh4/r6f5v+dFEL8M//1RbBjPB7L1/wzAG2T1Hy0yX5XAeBNsJvQRERERDQBIaVbVwwSERERUbUSQlwNe2G+8TKhqUYJIW6DnRX+S69rcVt+Sv0BAKtnszgkERERUbXjIn9ERERERDQjUso3el1DqeSvFFjpdR1ERERElY4RGUREREREREREREQ0I4zIICIiIiIiIiIiIqIZ4QQzEREREREREREREc0IG8xERERERERERERENCOeLfLX0tIiFy9e7NXhiYiIiIiIiIiIiKgIDz/88CEp5Zzx7vOswbx48WJs3rzZq8MTERERERERERERURGEEE9PdB8jMoiIiIiIiIiIiIhoRthgJiIiIiI
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABZgAAAHiCAYAAABlW6lwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3yV5f3/8dd1VpKTQU7IIJCEjYqCEJBYW63VitA6qrbuWWdbS4fd0/Zb7fq1ta227o2rFa22olZbrbYKslyoBBUIkElO1sk46/79cU4iyMo459zJyfv5ePAgOee+r+uTEDG88zmfy1iWhYiIiIiIiIiIiIjIQDnsLkBERERERERERERERiYFzCIiIiIiIiIiIiIyKAqYRURERERERERERGRQFDCLiIiIiIiIiIiIyKAoYBYRERERERERERGRQVHALCIiIiIiIiIiIiKDooBZRERERESGxBhzvzHmM/24bpMx5pMpKGlATMwdxhi/MWalMWa2MeZ/dtclIiIiMhIoYBYRERGxmTHmbGPMKmNMhzGm1hiz3BjzsfhzVxtjQvHnWowx/zPGfGSn5+7dw3qWMWZaqj+ORDHGPGeMuSTFew77z5kxZlK8TleC1x3Sx26MmQ0cCvwtcVXtc789ft0P0ceA44Ayy7IWWJb1GtBijDkxwfuIiIiIpB0FzCIiIiI2MsZ8HbgOuBYoASqAPwEn73TZg5Zl5QBFwIvAMmOMScDeCQ0qRxJjjNPuGlIhRX/GlwNLLcuyUrDXkO3lczIR2GRZVmCnx5YS+9hEREREZB8UMIuIiIjYxBgzBvgp8CXLspZZlhWwLCtkWdbjlmV988PXW5YVAu4CxgFjB7nnJmPMt40xrwEBY4zLGHN4vDO6xRjzqjHm6J2un2yMed4Y026M+acx5vre7lFjzNHGmK17WP+T8bcdxpjvGGPeNcbsMMY8ZIwpiD+XaYy5N/54izHmFWNMiTHmGuBI4Pp41/b1e/gY7jLGXBV/e0K8A/dL8fenGmOajTGOD91zpzHmz8aYJ4wxAeATOz33n/ibr8b3PKMfn8cMY8z/M8ZsMcbUG2NuNMZkxZ97yxhzwk7XuowxjcaYyvj7+/p8P2eM+T9jzH/jn/OnjTGF8ad762yJ1/mRPdR1tTHmr/HPbRtwoTFmgTHmpfh+tfE/Q8++PnZjzAnGmHU7dc3P3senYzHw/IfquDT+eWg3xqzv/dg/dM2dxpif7fT+Ll9P8a/TbfE13jHGHGuMWQR8DzgjXu+r8WvHGGNui39824wxP+v9IYIx5sL45/N3xpgdwNUfquNi4FbgI/E1fxJ/6jngWGNMxj4+dhEREZFRTwGziIiIiH0+AmQCj/Tn4njQdSFQY1lW0xD2PQv4NJBPrGv6H8DPgALgG8DDxpii+LX3AauBQuD/gAsGsM+Xgc8AHwfGA37ghvhzFwBjgHJiYfkVQJdlWd8HXgCutCwrx7KsK/ew7vPA0fG3Pw68Bxy10/svWJYV3cN9ZwPXALnEOsEBsCyr995D43s+2I+P7RfADGAOMA2YAPwo/tz9xD7HvY4HmizLWmOMmcC+P9+9dV4EFAOe+DXs9DHmx+t8aS+1nQz8ldif71IgAnyN2J/hR4BjgS/u7WM3xswFbifWvTsWuAl4bE9BqzEmG5gMvLPTY58jFuKeD+QBJwE79lLrHhljDgCuBA6zLCuX2Odwk2VZTxLr9n8wXu+h8VvuBMLE/izmAguBncesVBH7Oikh9jXQx7Ks24h9/b0UX/PH8ce3ASHggIHULiIiIjLaKGAWERERsc9YYsFjeD/XnW6MaQFqgHnAKUPc9w+WZdVYltUFnAs8YVnWE5ZlRS3L+iewCviUMaYCOAz4oWVZPZZl/Qd4fAD7XAF837KsrZZl9RALHT9rYiMKQsQ+/mmWZUUsy1ptWVZbP9d9HvhYvEv5KOBXwEfjz32cD3XT7uRvlmX9N/5xdg/g49iFMcYAlwFfsyyr2bKsdmKh55nxS+4DTjLGeOPvn00sdIZ9fL532uIOy7I2xP98HiIWYg/ES5ZlPRpfvyv+uX3ZsqywZVmbiAXGH9/H/ZcBN1mWtSL+Z3MX0AMcvodr8+O/t+/02CXAryzLesWK2WhZ1uYBfgwRIAOYaYxxW5a1ybKsd/d0oTGmhNjn76vxVwE0AL/jgz8PgO2WZf0x/jnoGkAd7XzwMYqIiIjIHihgFhEREbHPDqDQ7H9O7kOWZeVbllVsWdYxlmWtjj8eBtw7X2iM6X0/tI/1anZ6eyLwufgohJZ4kP0xoJR41/GH5tIOJCicCDyy07pvEQsOS4B7gKeAB4wx240xv9qp9n2KB40BYsHrkcDfge3xrtd9Bcw1e3l8oIoAL7B6p4/tyfjjWJa1kdjHemI8ZD6JWOgM+/5896rb6e1OIGeA9e3ycRpjZhhj/m6MqYuPzbiWWDfz3kwErvpQjeXEvh4+rCX+e+5Oj5UDewyD+yv+OfwqsR9KNBhjHjDG7Gn/3nrdQO1O9d5ErAO812D/7HP54GMUERERkT1QwCwiIiJin5eIdYZ+ZpD3bwEmfeixycSC5237uG/nw9hqgHviAXbvr2zLsn4B1AK++BiEXhU7vR0gFrQCfQfn7TzqoQZY/KG1My3L2hafNf0Ty7JmAkcAJxAbqfDh+vbmeeCzgCc+yuB5YmM3fMC6fnzcQ9EEdAEH7/RxjYkfxNird0zGycD6eGAK+/58709/6//wdX8G3gamW5aVR2yG8b4OiawBrvlQjV7Lsu7/8IXxHz68S2xcyM73T+1Hnbt8/RCbLb7z2vdZlvUxYgGyBfyy96k91NsDFO5Ub55lWQfvvFw/6tlFfJyJh53Gf4iIiIjI7hQwi4iIiNjEsqxWYnN7bzDGfMYY4zXGuI0xi40xv+rHEk8CBxpjzovfV0CsO/Xhfozd6HUvsU7b440xThM7fO9oY0xZfKzBKuAnxhiPMeZjwIk73bsByDTGfDreffwDYmMNet0IXGOMmQhgjCkyxpwcf/sTxphZ8VC6jVjHde/c5Hpgyn7qfp7YjN7eQ+qei7//omVZkX5+7Dvrz54AxOc73wL8zhhTDH2HDR6/02UPEJsD/AU+6F6GfXy++7F1I7HPUb/q3Ekusc9xhzHmwHhNO/vwx34LcIUxpsrEZMf/jHPZsyfYdeTGrcA3jDHz4vdP6/0a+JB1xEaxFBhjxhHrWAZiM5iNMcfE5z53Ewv0d/76mBQfkYJlWbXA08BvjDF5Jna45FRjzL7GgPTHx4F/xce7iIiIiMheKGAWERERsZFlWb8Bvk4snG0k1o15JfBoP+5tABYTO4ytAXiD2Mv5Pxwg7muNGmJdtt/baf9v8sH3iWcTOyCtGfgxcPdO97YSOyzuVmId0wFg607L/x54DHjaGNMOvBxfC2Ldqn8lFny+RSwwvmen+z5rjPEbY/6wl9KfJxac9gbMLxLrhv0PgDHmSGNMx94+bmPMjcaYG3d66GrgrviIhdONMRXGmI74HOo9+TawEXg5PnbiGXY6DC4eer5ErDv7wZ0e39/ne68sy+okdkDdf+N17mkm8p58g9ifYzux8PjDhxhezU4fu2VZq4BLgeuJHcy4kdjhkntzM3BOfDY1lmX9JV7nffE9HyV2oOGH3QO8CmwiFhDvXFcGsYMUm4iNDCkGvht/7i/x33cYY9bE3z6fWLfx+njNf2XXsSODcQ6xH5KIiIiIyD4Yy0rUKwVFREREJN0ZY64mdjDfuXbXIsOHMeY+YrPCH7W7lkQwxswmdtDhR+yuRURERGS429+BMiIiIiIiIvtkWdbZdteQSJZlvQYoXBYRERHpB43IEBEREREREREREZFB0YgMERERERERERERERkUdTCLiIiIiIiIiIiIyKAoYBYRERERERERERGRQbHtkL/CwkJr0qRJdm0vIiIiIiIiIiIiIv2wevXqJsuyivb0nG0B86RJk1i1apVd24uIiIiIiIiIiIhIPxhjNu/tOY3IEBEREREREREREZFBUcAsIiIiIiIiIiIiIoOigFlEREREREREREREBsW2GcwiIiIiIiIiIiIidgq
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
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},
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
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},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for cluster in \"abcdefgh\":\n",
" prepare_plot(cluster, \"rcpu\")\n",
" prepare_plot(cluster, \"rram\")\n",
"prepare_plot(\"a\", \"rscpu\")\n",
"prepare_plot(\"a\", \"rsram\")\n",
"for cluster in \"abcd\":\n",
" prepare_plot(cluster, \"ucpu\")\n",
" prepare_plot(cluster, \"uram\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f388dc45-2649-479d-a3dc-4ee2ccbd0bbd",
"metadata": {},
"outputs": [],
"source": []
}
],
"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",
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"version": "3.9.4"
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}
},
"nbformat": 4,
"nbformat_minor": 5
}