bachelorThesis/figure_7/figure_7.ipynb

438 lines
1.1 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 14,
"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": 15,
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/Users/maggicl/Git/bachelorThesis/figure_7/\""
]
},
{
"cell_type": "code",
"execution_count": 24,
"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 if key != \"n_exec\" else 22,8))\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": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1584x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1584x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1584x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1584x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1584x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1584x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1584x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1584x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for cluster in \"abcdefgh\":\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",
" 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",
" # Processing figure 7c\n",
" \n",
" bins = [\"0\", \"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"]\n",
" bin_max = [1, 3, 5, 7, 9, 11, 13]\n",
" def map_bins(value):\n",
" for i, m in enumerate(bin_max):\n",
" if value < m:\n",
" return bins[i-1]\n",
" return bins[-1]\n",
" \n",
" dfc = pd.read_csv(DIR + cluster + \"_figure7c.csv\", header=0)\n",
" dfc = dfc.sort_values([\"term\", \"n_exec\"])\n",
" dfc[\"n_exec\"] = dfc[\"n_exec\"].map(map_bins)\n",
" dfc = dfc.groupby([\"term\", \"n_exec\"]).sum().reset_index()\n",
" categorical_plot(dfc, \"n_exec\", \"Figure 7c: Priorities w.r.t. machine concurrency (cluster \" + cluster + \")\")\n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}