bachelorThesis/figure_9/figure_9.ipynb

450 lines
1.4 MiB
Text
Raw Normal View History

2021-04-27 14:37:09 +00:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"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": 2,
"id": "68c2f54a-f838-4d41-af1e-d63f13f3d894",
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_9/\""
]
},
{
"cell_type": "code",
"execution_count": 15,
"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] == x)][\"count\"].sum().astype(int)\n",
" y = df[(df.term == t) & (df[key] == 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": 27,
"id": "a9a09b9c-4281-41f4-a069-eb954e0a018f",
"metadata": {},
"outputs": [
{
"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": {
"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": {
"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": {
"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": "iVBORw0KGgoAAAANSUhEUgAABZgAAAHiCAYAAABlW6lwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAC1XklEQVR4nOzdd3zUZb73//c1k0lPZiaE3pvSBcW+2BBUpAWVkigWwAqerefsnvv+nXvvvbee1T27C+oqWNdQRDN0C9hARQUE6aB0kJKQZNKTycz1+yORRQSkhHxTXs/HgwfMzPf7nfdMWDe8c83nMtZaAQAAAAAAAABwtlxOBwAAAAAAAAAA1E8UzAAAAAAAAACAc0LBDAAAAAAAAAA4JxTMAAAAAAAAAIBzQsEMAAAAAAAAADgnFMwAAAAAAAAAgHNCwQwAANBAGGNeMsb89jSPFxljOl2A5/3AGDOxpq973PU7GGOsMSaq+vabxph7L9Tz1SZjTLvqr4v7DI79tTHm1drIda6MMT2MMauNMeYHjrvPGPNRbeU6H8f//TbGDDPGzHE6EwAAQF1CwQwAAFBLjDG7jTEVxpjUE+5fW12gdriQz2+tTbTW7ryQz1EbrLW3WWtflupeUXm2JbC1dm/11yV8IXOdiRoqsP+fpCestbYmMv2Q6v/ddKmN55Ika+1CST2NMX1q6zkBAADqOgpmAACA2rVL0rhvbxhjekuKdy4Ozse3q6rrutrIaYxpKelGSfMu9HPVhPN4T2ZJerAmswAAANRnFMwAAAC165+Sxh93+15Jrxx/gDHm9upVzQXGmH3GmF+f8PiPjDGfGGPyqx+/77iH/caYxcaYQmPMZ8aYzsedd2y1Z/U4jadOc2w3Y8xSY0yuMWabMWb0mbw4Y4zLGPO/jTF7jDFHjDGvGGO8P5T9h17zCc/xgTFmojGmu6R/SLq6esxEvjHmcmPM4eNHThhjRhljvjzJdTpWn+Oqvj3dGHPkuMf/aYz58QnnfDuuY4IxZq+k94577FZJ/ylpTHWe7z3nSTKcOP6jlTFmQfX7/rUxZtIJp8QaY+ZUf82+MMZccpprW2PMY8aYryR9VX3f36rf3wJjzBpjzIDTZTfGeI0xzxtjDhpjDhhjfmtOPc5jkKQvrLVlx2Voa4zJMsZkG2OOGmOm/dB7UH3f8WMpuhhjPjTGBI0xOaZ6RIUxZnn14V9WZx5Tff9QY8y66q/tJ+a41cam6lME/2GMWS+p2JykZDbGDDLGbK1+vmmSThz38YGk20/1vgMAADQ2FMwAAAC161NJycaY7tVF3VhJJ44lKFZVCe1TVZH1iDFmpCQZY9pLelPSVElNJfWVtO64c8dK+r+S/JK+lvS702Q56bHGmARJSyXNlNSs+rinjTE9zuD13Vf960ZJnSQlSpp2BtlP+ZpPxVq7RdLDklZWj5nwWWtXSToqafBxh96jE0r86vN3SSqQ1K/6ruskFVUX15J0vaQPT/H010vqLumW4673lqTfS5pTneeU5e9pzJa0X1IrSXdK+r0x5qbjHh8haa6kFFV9feYZYzynud5ISVdK+vZrt0pV7/u35881xsSeJvtLkioldVHV+zRY0qnmbfeWtO3bG9V/vxdJ2iOpg6TW1a/vbP0/Se+o6u9pG1X9/ZG19rrqxy+pzjzHGNNP0guSHpLURNKzkhYYY2KOu944Vf0d81lrK49/IlM1viZL0v+WlCpph6RrT8izRVIHY0zyObwWAACABoeCGQAAoPZ9u4p5kKrKqgPHP2it/cBau8FaG7HWrlfVR/Kvr344XdIya+0sa23IWnvUWrvuuNMD1trPq4uzTFWViadyqmOHStptrX3RWltprV0r6Q1Jd53Ba8uQ9Bdr7U5rbZGkX0kaW71S9JTZf+A1n62XJd0tScaYFFWVwDNPceyHkq43xrSovv169e2OkpIlnWoV8q+ttcXW2tJzzPg9xpi2qioz/8NaW1b93szQd1e8r7HWvm6tDUn6i6RYSVed5rJ/sNbmfpvTWvtq9fteaa19UlKMpItPkae5pCGSflz9Wo9I+h9V/cDhZHySCo+7fYWqivJfVJ9fZq09l3nZIUntJbU6g2s8KOlZa+1n1tpw9azucn33Pfq7tXbfKb52QyRtOu49/qukQycc8+1r9J3DawEAAGhw6sXMOAAAgAbmn5KWS+qok6ysNcZcKemPknpJilZVCTi3+uG2qlpVeSrHl2ElqlpBfLbHtpd0pTEm/7jHo6pz/5BWqlqx+q091ec212my/8BrPluvStpSvRJ7tKQV1tqDpzj2Q0nDVbVqeLmqxh/cI6ms+rzIKc7bd47ZTqeVpFxr7fEl7R5J/U/2vNbaiDHm29XOp/KdnMaYn0uaUH2OVVWJnnqS86SqvwceSQeNOTYlwnXiNY+TJynpuNttJe05cZXwOfh3Va1i/twYkyfpSWvtC6fJfK8xZspx90Xru+/R6b52rfTd99gaY048/tvXmH8G2QEAABo8VjADAADUMmvtHlVt9jdEVR/HP9FMSQsktbXWelU1Z/jbhm+fpM4nOacm7ZP0YfXIiW9/JVprHzmDc79RVcn3rXaqGrFwWKfPfrrXfDr2e3dYe0DSSkmjVFUWn64Y/1DSAEk3VP/5I1WtIj7deIyTPu8P3H8mvpGUYow5vqRtp++ucG/77R+qZ0e3qT7vVI7lqZ63/O+qKt391lqfpKD+9T6fmH2fqlb/ph739yDZWtvzFM+1XtJFJ5zf7mRzjk9QXP378ZtdfruiXNbaQ9baSdbaVqoaffG0qZ4lfhL7JP3uhL+78dbaWccdc7qv0UF99z02x9+u1l1VK/wLTv+yAAAAGgcKZgAAAGdMkHSTtbb4JI8lqWola5kx5gpVjZb4Vqakm40xo40xUcaYJsaYvjWcbZGki4wx9xhjPNW/Lj9uNvHpzJL0E1O1gV6i/jXX99sxHKfKfrrXfDqHJbUxxkSfcP8rqipTe+vkJb4kyVr7laRSVY3U+LC6NDws6Q6dvmA+XZ4O1eXvWbHW7pP0iaQ/GGNiqzenm6Dvzui+zFRtWhgl6ceqKoA/PcOnSFJV2Z8tKcoY81+qWsF80uzVq77fkfSkMSbZVG3g2NkYc6rRJUslXWqMia2+/bmqCts/GmMSql/TifOMZa3NVlWJfrcxxm2MeUDH/SDCGHOXMaZN9c08VRXE364sP6yqWd/fmi7pYWPMlaZKgqnaQPL40v50Fkvqedx7/LiOK7urXa+qWeIAAAAQBTMAAIAjrLU7rLWrT/Hwo5J+Y4wplPRfkl477ry9qlr5/DNJuaraJO9cNpM7XbZCVW3mNlZVq2MPSfqTqsZW/JAX9K8RILtUNWpiyhlkP+Vr/gHvSdok6ZAxJue4+wOqWkkdsNaW/MA1PpR0tLrg/fa2kfSFJBlj3jTG/OfJTjTGtDPGFBlj2lXf9e1Yj6PGmG/P/4cx5h9n+HrGqWpDvG+qX8P/sdYuO+7x+ZLGqKpovUfSqOpZwWfibUlvSdquqtEbZfruuIjvZVfV/OdoSZurn/N1SS1PdnFr7WFVfT1GVN8OSxqmqg0C96pqDMmYU2SbJOkXqtqgsaeqivZvXS7pM2NMkapWuf+btXZn9WO/lvSyMSbfGDO6+n9Tk1S1sWSeqjavvO9Ub8hJXkOOqmaN/7E6S1dJH59w2DhVbR4IAAAAScba8/kUHwAAAFA3GWN2SHrohIK2TjHGdFJV4euxDeAbc2NMD1VtsnhFQ3g9JzLGDJN0j7V2tNNZAAAA6goKZgAAADQ4xpg7VLXq+qLTbNTnOGPMcEn/Y6290HO1AQAAgAvihzbcAAAAAOoVY8wHknqoaqVpXS6Xf6qqOdFTnM4CAAAAnCtWMAMAAAAAAAAAzgmb/AEAAAAAAAAAzgkFMwAAAAAAAADgnDg2gzk1NdV26NDBqacHAAAAAAAAAJyBNWvW5Fhrm57sMccK5g4dOmj16tVOPT0AAAAAAAAA4AwYY/ac6jFGZAAAAAAAAAAAzgkFMwAAAAAAAADgnFAwAwAAAAAAAADOiWMzmAEAAAAAAADASaFQSPv371dZWZnTUeq
"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": {
"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": {
"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": "iVBORw0KGgoAAAANSUhEUgAABZgAAAHiCAYAAABlW6lwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAACydElEQVR4nOzdd3hUZd7G8fuZ9J5ASEJIhyCgaECKFevaEQvN8ioqll0LKM0uonRUwK4o2FFAsa9lV9FVRKoK0jshJLT0njnvH5OMiQQIkOSkfD/XxZVk5plz7hkSyp0nv2MsyxIAAAAAAAAAAEfKYXcAAAAAAAAAAEDjRMEMAAAAAAAAADgqFMwAAAAAAAAAgKNCwQwAAAAAAAAAOCoUzAAAAAAAAACAo0LBDAAAAAAAAAA4KhTMAACg2TPGWMaYdnbnqA3GmOuMMV/X07keNMbMqI9zlZ/vJ2NMl/o+tzFmlTHm7GM8xt3GmIm1k6huHMlraozZYow5v64zHQtjzHhjzNAarPveGDO4HiLVKmPMPGPMxXbnAAAAMJZl2Z0BAACgThhjvpf0tmVZhyzNjDGWpGTLsjbUS7BaYoxJkLRZkpdlWaV1fK6z5XotY+ryPIc4f29Jd1qWdZEd5z9WxhhfSRskdbUsK6OezrlF0mDLsr5tTMeujeMbY1pJWiGpnWVZBYdZ+71q8OfEYY4xSK68ZxztMY7inD0kvWhZ1sn1dU4AAIDqsIMZAAAAjcEdkt6yO8TRsiyrUNKXkm6oq3MYYzzr6ti1qZ5yDpL0xeHK5YbiaF4Ty7J+lRRsjOlWB5EAAABqjIIZAAA0C8aYW40xG4wx+4wxnxhjov+25BJjzCZjzB5jzGRjTLX/TjLGOIwx9xtjNhpj9hpjPjDGtCi/70VjzLxKaycaY/5jXHyMMVOMMduMMenGmJeMMX6V1vYxxqwwxmSXH/ui8turjCIwxow2xrxd/uEP5W8zjTG5xphTjTGDjDH/q7T+NGPMYmNMVvnb0yrd970x5ony0RM5xpivjTHh1TznALnK0ejy8+QaY6IrZzHGJJSPGrnJGLPdGLPfGHOHMaa7MeZ3Y0ymMea5vx33ZmPM6vK1Xxlj4g/ymntLOlfSgupeh0rnvrH89d1jjHmoumOVr59ljHnBGPNl+XP5yRgTZYyZWp5lTcUojr//HpSf9wNjzJvlr9mqygWfMWaUMSa1/L61xpjzKp36e0mXHiTT48aYZ8vf9zLG5BljJpd/7GeMKaz4PPvbazDXGPO2MSZbrlK14r63JMVJ+rT8OY482OtR3Wta/vHl5c8vs/xzpePfHtLdGPNn+Ws207h2aVd33EHlr/Ezxpi9kkYbY9oaY/5rXF9De4wx7xhjQg+V3RhzijHm5/I8v5lDjy25WJU+X8ofX+3X2GFeg4rPLc9Kz2VT+e/vZuMaSdNR0kuSTi3Pm1m+9qBf88aYs40xO8o/X3ZJmllNFg9jzFPlr89mY8xdlbOU+14H+ZwCAACoLxTMAACgyTPGnCtpvKT+klpL2ipp9t+WXSmpm6SukvpIuvkgh7tb0hWSzpIULWm/pOfL7xsmqXN5CXWmpFsk3Wi5ZpJNkNReUoqkdpLaSHq0PF8PSW9KGiEpVFIvSVtq8NR6lb8NtSwr0LKshX973i0kfS5puqSWkp6W9LkxpmWlZddKuklShCRvScP/fhLLsvLkKux2lp8n0LKsnQfJ1FNSsqQBkqZKekjS+ZKOl9TfGHNWebY+kh6UdJWkVpJ+lPTeQY6ZLMlpWdaOg9xf4QxJx0k6T9Kj1RSilfWX9LCkcElFkhZKWlb+8Vy5XquDuVyuz59QSZ9Ieq78OR0n6S5J3S3LCpJ0oar+Pq6WdNJBjrlA0tnl73eXtEt//f6eKmmtZVn7qnlcn/K8oZLeqbjRsqz/k7RNUu/y369Jh3g+BzDGtJfr92OoXL8/X8hV+HpXWnadXM+xrVyf2w8f4pA9JW2SFClprCQj19dktKSOkmIljT5YdmNMG7k+l5+U1EKuz9N5xjUKozqdJa2t9HyO9mvMzbi+0TJd0sXlv7+nSVphWdZquXbYLyzPG1r+kIN+zZeLKn8u8ZJuq+aUt8r1dZci159LV1Sz5lCfUwAAAPWCghkAADQH10l63bKsZZZlFUl6QK7dhgmV1ky0LGufZVnb5CpGrznIse6Q9JBlWTvKjzVaUl9jjKdlWfmS/k+ucvJtSXdblrXDGGPkKpDuLT9HjqRxkgaWH/OW8nzfWJbltCwr1bKsNbXwvC+VtN6yrLcsyyq1LOs9SWsk9a60ZqZlWevKRwl8IFeZdSyesCyr0LKsryXlSXrPsqwMy7JS5SqRK3YG3yFpvGVZq8vnR4+TlGKq38UcKimnBud+3LKsAsuyfpP0mw5dvH1kWdbS8tEVH0kqtCzrTcuyyiS9Xylndf5nWdYX5WvfqnSeMkk+kjoZY7wsy9piWdbGSo/LkRRykGMulJRcXv73kvSapDbGmEC5vpmx4GCPsyxrfvnnTW2Ogxgg6fPyz8kSSVMk+clVqlZ4zrKs7eXF91gd/GtGcn1z4tnyz8MCy7I2lB+7yLKs3XJ9zZx1iMdfL9fIiy/Kn+s3kpZIuuQg60NV9XOmtr7GnJJOMMb4WZaVZlnWquoW1eBrvuJYj5W/BtX93vWXNK38z5r9chXWf5cj13MFAACwDQUzAABoDqLl2rUsSbIsK1fSXrl2FFbYXun9reWPqU68pI/Kf0w/U64dhGVy7cyUZVmL5NqpaeQqbCXXDlB/SUsrPe7f5bdLrt2blYvI2lLleZfbqqrPe1el9/MlBR7jOdMrvV9QzccVx4+XNK3S67FPrtescrYK+yUF1eDcR/JcapqzJufxLf8Gwwa5dvyOlpRhjJltqo5iCZKUVd0BywvGJXKVrL3kKpR/lnS6Dl0wbz/I7cfq718zzvJzHc3XzN/XyhgTWf76pJaP93hbrt3jBxMvqV/F50v558wZcv1EQnX+/jlzzF9j5Tv5B8j1zZE0Y8znxpgOB1l+uK95Sdpd/g2Og4lW1detut/rIEmZNXsGAAAAdYOCGQAANAc75SqoJLl/1L2lpNRKa2IrvR9X/pjqbJfrR+RDK/3yLd+hK2PMnXLtYt0pqWLu7R65SsvjKz0mxLKswErHbHuQ8+XJVVRViKr0vnWQx1So8rwrPbfUatYezuHOdaS2S7r9b6+jn2VZP1ezdoNcm0KrK58bFMuy3rUs6wy5XndL0sRKd3eUa2f1wSyQa9Z0F0mLyz++UFIP/TVv+4BTHipODWNX5+9fM0aur5Gj+ZqpLsu48ts6W5YVLNcOZXOI9dslvfW3z5cAy7Kq29UrSb/LNZ6i8uMP9jVW2aG+3mRZ1leWZf1DrmJ7jaRXD5L3cF/z1T3m79IkxVT6OLaaNYf7nAIAAKhzFMwAAKA5eE/STcaYFGOMj1zl1iLLsrZUWjPCGBNmjImVNESuMQnVeUnS2IpRDsaYVuXzhCvm1j4pV1n2f5JGGmNSynd/virpGWNMRPnaNsaYC8uP+Vp5vvOM6yKCbSrtjFwhaaBxXfitm6S+lbLsluvH7JMOkvULSe2NMdcaYzyNMQMkdZL02eFesGqkS2ppjDnYiIcj9ZKkB4wxx0uSMSbEGNOvuoWWZRVL+laHHqFgO2PMccaYc8s/xwrlKhidlZacJdfFEg9mgaQbJP1Z/py/lzRY0ubyMRJHKl0H/9w4nA8kXVr+Oekl13zxIrl2VVe40xgTUz7r+yEd/GumOkGSciVllX/jYMRhsr8tqbcx5sLyi9/5ll8oL0bV+0JVP18O9TVW2QpJvYwxceWf6w9U3FG+67pP+TeoisrzV/z+pkuKqZhRXYOv+Zr4QNKQ8seFShpVzZrDfU4BAADUOQpmAADQ1FmWZX0r6RFJ8+TaFdhWVWehStLHkpbKVTB9LlchVZ1pcl3Y7WtjTI6kXyT1NMZ4ylWCTbQs6zfLstbLdRG7t8oLx1Fy7cT9pXwkwLdyXZBOlmX9KteF9p6Ra4TCAv21e/SR8rz7JT0u6d1KTyxfrtm3P5X/GP4pf3vieyVdJlc5uFeuHdW
"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": {
"image/png": "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
"text/plain": [
"<Figure size 1800x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def to_9a_bin(col):\n",
" # 1 [2,10] [11,50] [51,100] 101+\n",
" if col <= 0:\n",
" return \"None known\"\n",
" elif col == 1:\n",
" return \"1\"\n",
" elif col <= 10:\n",
" return \"2-10\"\n",
" elif col <= 50:\n",
" return \"11-50\"\n",
" elif col <= 100:\n",
" return \"51-100\"\n",
" else:\n",
" return \"101+\"\n",
" \n",
"def to_9c_bin(col):\n",
" # 1 [2,10] [11,50] [51,100] 101+\n",
" if col <= 0:\n",
" return \"Unknown\"\n",
" elif col < 0.5:\n",
" return \"(0,0.5)\"\n",
" elif col < 0.9:\n",
" return \"[0.5,0.9)\"\n",
" elif col < 1.1:\n",
" return \"[0.9,1.1)\"\n",
" elif col < 1.5:\n",
" return \"[1.1,1.5)\"\n",
" else:\n",
" return \">=1.5\"\n",
"\n",
"for cluster in \"abcdefgh\":\n",
" dfa = pd.read_csv(DIR + cluster + \"_term_task_count.csv\") \\\n",
" .sort_values([\"term\", \"task_count\"])\n",
" dfa[\"task_count\"] = dfa[\"task_count\"].apply(to_9a_bin)\n",
" dfa = dfa.groupby([\"term\", \"task_count\"]).sum().reset_index()\n",
" \n",
" categorical_plot(dfa, \"task_count\", \"# of tasks w.r.t. job rate (cluster \" + \n",
" cluster + \")\", [to_9a_bin(x) for x in [-1,1,10,50,100,101]])\n",
" \n",
" # column should be called machine_count here, typo in analysis scripts\n",
" dfb = pd.read_csv(DIR + cluster + \"_priority_exectime/part-00000\", header=None,\n",
" names=[\"term\", \"priority\", \"interval\", \"count\"]).sort_values([\"term\", \"interval\"])\n",
" del dfb[\"priority\"]\n",
" dfb = dfb.groupby([\"term\", \"interval\"]).sum().reset_index()\n",
" \n",
" xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
" categorical_plot(dfb, \"interval\", \"Job execution time (in mins) w.r.t. job rate (cluster \" + \n",
" cluster + \")\", xs)\n",
" \n",
" dfc = pd.read_csv(DIR + cluster + \"_term_machine_locality.csv\") \\\n",
" .sort_values([\"term\", \"machine_locality\"])\n",
" dfc[\"machine_locality\"] = dfc[\"machine_locality\"].apply(to_9c_bin)\n",
" dfc = dfc.groupby([\"term\", \"machine_locality\"]).sum().reset_index()\n",
" \n",
" categorical_plot(dfc, \"machine_locality\", \"Machine locality w.r.t. job rate (cluster \" + \n",
" cluster + \")\", [to_9c_bin(x) for x in [-1,0.49,0.99,1.09,1.49,1.5]])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a81da964-f539-49df-8fa3-7b358ea642e1",
"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": "3.9.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}