source: TOOLS/PlotRuncard/PlotRuncard.ipynb @ 6650

Last change on this file since 6650 was 6650, checked in by omamce, 7 months ago

O.M. :

TOOLS/PlotRuncard :

  • add a small python notebook to plot execution times from run.card file
  • set properties in all files
  • Property svn:keywords set to Date Revision HeadURL Author Id
File size: 189.3 KB
Line 
1{
2 "cells": [
3  {
4   "cell_type": "markdown",
5   "id": "c4d16889-60d8-4a79-a34d-61fa2390e81c",
6   "metadata": {},
7   "source": [
8    "# Analyse of a `run.card`\n",
9    "\n",
10    "Read the `run.card` log file of a simulation and produces a few plots"
11   ]
12  },
13  {
14   "cell_type": "markdown",
15   "id": "dc2af2ef-5496-42a1-9e54-4aa3e1f1d42e",
16   "metadata": {},
17   "source": [
18    "### SVN information"
19   ]
20  },
21  {
22   "cell_type": "code",
23   "execution_count": 1,
24   "id": "b9b36f58-0f06-4fc3-85e2-1701c8ff3713",
25   "metadata": {},
26   "outputs": [],
27   "source": [
28    "SVN = {\n",
29    "    'Author'  : \"$Author$\",\n",
30    "    'Date'    : \"$Date$\",\n",
31    "    'Revision': \"$Revision$\",\n",
32    "    'Id'      : \"$Id$\",\n",
33    "    'HeadURL' : \"$HeadUrl:  $\"\n",
34    "    }"
35   ]
36  },
37  {
38   "cell_type": "code",
39   "execution_count": 2,
40   "id": "civic-complement",
41   "metadata": {},
42   "outputs": [],
43   "source": [
44    "import numpy as np\n",
45    "import pandas as pd\n",
46    "import matplotlib as mpl\n",
47    "import matplotlib.pyplot as plt\n",
48    "import configparser\n",
49    "from datetime import datetime"
50   ]
51  },
52  {
53   "cell_type": "markdown",
54   "id": "44a6b559-8a35-4a51-8d45-3323192f2452",
55   "metadata": {},
56   "source": [
57    "## Choose the `run.card`file to read"
58   ]
59  },
60  {
61   "cell_type": "code",
62   "execution_count": 3,
63   "id": "c6562988-3067-453a-b97c-3fbd21b27a20",
64   "metadata": {},
65   "outputs": [],
66   "source": [
67    "#CardFile = '/Users/marti/run.card' \n",
68    "#CardFile = '/Users/marti/Unix/CM61-LR-H6k-Vdyn05_run.card'\n",
69    "CardFile = '/Users/marti/CM61-LR-H6k-Vdyn02_run.card'"
70   ]
71  },
72  {
73   "cell_type": "markdown",
74   "id": "a8a6e63b-f44d-4499-92d2-1ce3495a6b51",
75   "metadata": {},
76   "source": [
77    "## Reading the file"
78   ]
79  },
80  {
81   "cell_type": "markdown",
82   "id": "65dabe6a-0e7a-4b82-b1cf-b2c854f540b2",
83   "metadata": {},
84   "source": [
85    "### Reading the file at format `.ini`\n",
86    "To get informations about the simulation"
87   ]
88  },
89  {
90   "cell_type": "code",
91   "execution_count": 4,
92   "id": "5f7daeb4-6f65-4538-97c9-eadfa0241816",
93   "metadata": {},
94   "outputs": [
95    {
96     "name": "stdout",
97     "output_type": "stream",
98     "text": [
99      "SubmitPath = '/ccc/cont003/home/gen12006/p25pasb/TRHOL/IPSLV.1.11/modipsl/config/IPSLCM6/CM61-LR-H6k-Vdyn02'\n",
100      "JobName    = 'CM61-LR-H6k-Vdyn02'\n"
101     ]
102    }
103   ],
104   "source": [
105    "MyReader = configparser.ConfigParser ()\n",
106    "MyReader.optionxform = str # To keep capitals\n",
107    "\n",
108    "MyReader.read (CardFile)\n",
109    "\n",
110    "SubmitPath      = MyReader['Configuration']['SubmitPath']\n",
111    "JobName         = SubmitPath.split('/')[-1]\n",
112    "PeriodDateBegin = MyReader['Configuration']['PeriodDateBegin']\n",
113    "PeriodDateEnd   = MyReader['Configuration']['PeriodDateEnd']\n",
114    "\n",
115    "print ( f'{SubmitPath = }' )\n",
116    "print ( f'{JobName    = }' )"
117   ]
118  },
119  {
120   "cell_type": "markdown",
121   "id": "d082ac01-1d31-4829-8306-66e9596d74cd",
122   "metadata": {},
123   "source": [
124    "## Reading data"
125   ]
126  },
127  {
128   "cell_type": "markdown",
129   "id": "fb87f0c6-5e60-4c68-82b7-8545b8103d9d",
130   "metadata": {},
131   "source": [
132    "### Find the number of header lines to skip"
133   ]
134  },
135  {
136   "cell_type": "code",
137   "execution_count": 5,
138   "id": "7fa10070-cd38-40c7-92ef-cdd3f754e242",
139   "metadata": {},
140   "outputs": [
141    {
142     "name": "stdout",
143     "output_type": "stream",
144     "text": [
145      "nbl=34\n"
146     ]
147    }
148   ],
149   "source": [
150    "fic = open ( CardFile, 'r' )\n",
151    "nbl=0\n",
152    "for ligne in fic.readlines () :\n",
153    "    nbl+=1\n",
154    "    if 'RealCpuTime' in ligne : break\n",
155    "fic.close()\n",
156    "print ( f'{nbl=}' )"
157   ]
158  },
159  {
160   "cell_type": "markdown",
161   "id": "ec6305be-af83-401e-90e1-dea8ff9d772a",
162   "metadata": {},
163   "source": [
164    "### Reading the data"
165   ]
166  },
167  {
168   "cell_type": "code",
169   "execution_count": 6,
170   "id": "84bfa45d-da40-4f5d-b9cb-2bdd5a83b686",
171   "metadata": {},
172   "outputs": [],
173   "source": [
174    "skip_l = np.append ( np.arange (nbl-1), nbl )\n",
175    "parse_dates = ['PeriodDateBegin', 'PeriodDateEnd', 'RunDateBegin', 'RunDateEnd']\n",
176    "df = pd.read_csv (CardFile , skiprows=skip_l, delim_whitespace=True, parse_dates=parse_dates)"
177   ]
178  },
179  {
180   "cell_type": "markdown",
181   "id": "3c66412e-38fc-4115-bde4-e6f070aba0fb",
182   "metadata": {},
183   "source": [
184    "## Plotting time evolution"
185   ]
186  },
187  {
188   "cell_type": "code",
189   "execution_count": 10,
190   "id": "unavailable-buffalo",
191   "metadata": {},
192   "outputs": [
193    {
194     "data": {
195      "text/plain": [
196       "Text(0.5, 0.98, 'CM61-LR-H6k-Vdyn02 - CPU Time')"
197      ]
198     },
199     "execution_count": 10,
200     "metadata": {},
201     "output_type": "execute_result"
202    },
203    {
204     "data": {
205      "image/png": 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",
206      "text/plain": [
207       "<Figure size 1500x800 with 1 Axes>"
208      ]
209     },
210     "metadata": {},
211     "output_type": "display_data"
212    }
213   ],
214   "source": [
215    "plt.rcParams['font.size'] = 18\n",
216    "fig, ax = plt.subplots (1, 1, figsize=(15,8))\n",
217    "\n",
218    "ax.plot ( df.RunDateBegin, df.RealCpuTime, marker='_', markeredgecolor='red' )\n",
219    "\n",
220    "locator   = mpl.dates.DayLocator (interval=5)\n",
221    "formatter = mpl.dates.DateFormatter(\"%b-%d\")\n",
222    "\n",
223    "ax.xaxis.set_major_formatter (formatter)\n",
224    "ax.xaxis.set_major_locator (locator)\n",
225    "ax.tick_params (axis='x', labelrotation=45 )\n",
226    "\n",
227    "ax.yaxis.set_major_formatter (mpl.ticker.StrMethodFormatter ('{x:3.0f}s'))\n",
228    "\n",
229    "ax.grid()\n",
230    "plt.savefig ( f'{JobName}_run_card_serie.png' )\n",
231    "\n",
232    "plt.suptitle ( f'{JobName} - CPU Time' )"
233   ]
234  },
235  {
236   "cell_type": "markdown",
237   "id": "35fb299d-aedf-48c6-9988-b528c7dc2d9a",
238   "metadata": {},
239   "source": [
240    "## Histogram"
241   ]
242  },
243  {
244   "cell_type": "code",
245   "execution_count": 12,
246   "id": "39b9c305-e1a3-48c6-b5c0-9bbfdbb00e5f",
247   "metadata": {},
248   "outputs": [
249    {
250     "data": {
251      "image/png": 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",
252      "text/plain": [
253       "<Figure size 800x600 with 1 Axes>"
254      ]
255     },
256     "metadata": {},
257     "output_type": "display_data"
258    }
259   ],
260   "source": [
261    "fig, ax = plt.subplots (1, 1, figsize=(8,6))\n",
262    "plt.tight_layout\n",
263    "\n",
264    "#classes = [0, 2700, 2800, 2900, 3000, 3500, 4000, 4500, 5000, 1000000]\n",
265    "classes = [0, 3000, 3100, 3200, 3300, 3400, 3500, 4000, 4100, 4200, 4500, 5000, 5500, 6000, 7000, 1000000]\n",
266    "\n",
267    "nbins = len(classes)\n",
268    "counts, bins = np.histogram (df.RealCpuTime[:], bins=classes, )\n",
269    "mbar = ax.bar ( np.arange(nbins-1), height=counts, width=1, edgecolor='k')\n",
270    "\n",
271    "ax.set_xlim (0.3, nbins-2.3)\n",
272    "\n",
273    "labels=[f'{x:3.0f}s' for x in classes]\n",
274    "ax.set_xlabel ('CPU Time')\n",
275    "ax.set_xticks ( np.arange(nbins-2)+0.5, labels=labels[1:-1], ha='center', fontsize='x-small')\n",
276    "ax.tick_params(axis='x', labelrotation=45)\n",
277    "\n",
278    "ax.set_yscale ('log')\n",
279    "ax.set_ylabel ('Number of cases')\n",
280    "ax.yaxis.set_major_formatter (mpl.ticker.StrMethodFormatter ('{x:4.0f}'))\n",
281    "\n",
282    "plt.suptitle ( f'{JobName} - CPU Time' )\n",
283    "plt.savefig ( f'{JobName}_run_card_histo.png' )"
284   ]
285  },
286  {
287   "cell_type": "markdown",
288   "id": "4a7be043-941c-483f-8a4c-78273c26698d",
289   "metadata": {},
290   "source": [
291    "## To Do\n",
292    "\n",
293    "- Implement the possibility to access `run.card` file by http, in the MONITORING folder "
294   ]
295  },
296  {
297   "cell_type": "code",
298   "execution_count": null,
299   "id": "270d626e-6d5d-46f0-8b38-7e40ec568556",
300   "metadata": {},
301   "outputs": [],
302   "source": []
303  }
304 ],
305 "metadata": {
306  "kernelspec": {
307   "display_name": "Python 3.10 (PROD)",
308   "language": "python",
309   "name": "prod"
310  },
311  "language_info": {
312   "codemirror_mode": {
313    "name": "ipython",
314    "version": 3
315   },
316   "file_extension": ".py",
317   "mimetype": "text/x-python",
318   "name": "python",
319   "nbconvert_exporter": "python",
320   "pygments_lexer": "ipython3",
321   "version": "3.10.12"
322  }
323 },
324 "nbformat": 4,
325 "nbformat_minor": 5
326}
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