bachelorThesis/figure_7/figure_7.ipynb

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2021-04-17 09:37:58 +00:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 18,
"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": 19,
"id": "hawaiian-cabin",
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_7/\""
]
},
{
"cell_type": "code",
"execution_count": 140,
"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",
" plt.figure(figsize=(10,8))\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] == (int(x) if key == \"priority\" else x))][\"count\"].sum().astype(int)\n",
" y = df[(df.term == t) & (df[key] == (int(x) if key == \"priority\" else 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": 141,
"id": "d79f5580-3b46-40e5-863f-a40a3b325e72",
"metadata": {},
"outputs": [
{
"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"
},
{
"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": {
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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"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for cluster in \"bcdefgh\":\n",
" # 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",
" \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",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a9a09b9c-4281-41f4-a069-eb954e0a018f",
"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",
"version": "3.9.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}