maj

.idea/.name

+characterizationUseCase.py
\ No newline at end of file

README.md

 #### **Seasonal study of user demand and IT system usage in datacenters artifact**
 
+
+
 **Brief presentation:**
 
 This directory contains the data and python files used to obtain the results of the study on the characterization of the seasonality of different time series from 6 HPC workloads and from the Wikipedia workload. The directory consists of the following elements:
@@ -10,6 +12,8 @@ This directory contains the data and python files used to obtain the results of
 
 - The "characterizationUseCase.py" file allows you to run and obtain the results of the characterization use case example.
 
+Python files were run using python 3.
+
 
 
 **Packages needed:**
@@ -23,7 +27,7 @@ This directory contains the data and python files used to obtain the results of
 - sktime (to use the TBATS forecasting method)
 - scipy (to use the periodogram, the Kruskal-Wallis test and the gaussian_kde method)
 - scikit_posthocs (to use the Conover-Iman test)
-- statsmodels (to use the ADF test, the KPSS test and the lowess, MSTL and STL methods)
+- statsmodels (to use the ADF test, the KPSS test and the LOWESS, MSTL and STL methods)
 
 
 

characterizationUseCase.py

@@ -60,9 +60,6 @@ m = Prophet(seasonality_mode = 'additive',
             daily_seasonality=True,
             weekly_seasonality=True,
             yearly_seasonality=False)
-
-# m.add_country_holidays(country_name = 'US') # Vacances du pays dans lequel a tourné le workload
-# m.add_seasonality(name = 'monthly', period = 84, fourier_order = results[0][1]) # Autre saisonnalité
 m.fit(df[:-steps])
 future = m.make_future_dataframe(periods = steps, freq = 'H')
 future['floor'] = 0

hpc_case/openTimeSeriesJson.py

@@ -2,120 +2,120 @@ import json
 
 ### Maximum number of allocated cores by the system
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresSystemAnlIntrepid.json"
+filename = "time_series_json_hpc_data/AllocatedCoresSystemAnlIntrepid.json"
 with open(filename, 'r') as file:
     AllocatedCoresSystemAnlIntrepid = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresSystemCiematEuler.json"
+filename = "time_series_json_hpc_data/AllocatedCoresSystemCiematEuler.json"
 with open(filename, 'r') as file:
     AllocatedCoresSystemCiematEuler = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresSystemMetacentrum.json"
+filename = "time_series_json_hpc_data/AllocatedCoresSystemMetacentrum.json"
 with open(filename, 'r') as file:
     AllocatedCoresSystemMetacentrum = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresSystemMetacentrumFiltered.json"
+filename = "time_series_json_hpc_data/AllocatedCoresSystemMetacentrumFiltered.json"
 with open(filename, 'r') as file:
     AllocatedCoresSystemMetacentrumFiltered = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresSystemPIKIPLEX.json"
+filename = "time_series_json_hpc_data/AllocatedCoresSystemPIKIPLEX.json"
 with open(filename, 'r') as file:
     AllocatedCoresSystemPIKIPLEX = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresSystemRICC.json"
+filename = "time_series_json_hpc_data/AllocatedCoresSystemRICC.json"
 with open(filename, 'r') as file:
     AllocatedCoresSystemRICC = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresSystemUniLuGaia.json"
+filename = "time_series_json_hpc_data/AllocatedCoresSystemUniLuGaia.json"
 with open(filename, 'r') as file:
     AllocatedCoresSystemUniLuGaia = json.load(file)
 
 ### Maximum number of requested cores by the users
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresAnlIntrepid.json"
+filename = "time_series_json_hpc_data/AllocatedCoresAnlIntrepid.json"
 with open(filename, 'r') as file:
     AllocatedCoresAnlIntrepid = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresCiematEuler.json"
+filename = "time_series_json_hpc_data/AllocatedCoresCiematEuler.json"
 with open(filename, 'r') as file:
     AllocatedCoresCiematEuler = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresMetacentrum.json"
+filename = "time_series_json_hpc_data/AllocatedCoresMetacentrum.json"
 with open(filename, 'r') as file:
     AllocatedCoresMetacentrum = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresMetacentrumFiltered.json"
+filename = "time_series_json_hpc_data/AllocatedCoresMetacentrumFiltered.json"
 with open(filename, 'r') as file:
     AllocatedCoresMetacentrumFiltered = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresPIKIPLEX.json"
+filename = "time_series_json_hpc_data/AllocatedCoresPIKIPLEX.json"
 with open(filename, 'r') as file:
     AllocatedCoresPIKIPLEX = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresRICC.json"
+filename = "time_series_json_hpc_data/AllocatedCoresRICC.json"
 with open(filename, 'r') as file:
     AllocatedCoresRICC = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/AllocatedCoresUniLuGaia.json"
+filename = "time_series_json_hpc_data/AllocatedCoresUniLuGaia.json"
 with open(filename, 'r') as file:
     AllocatedCoresUniLuGaia = json.load(file)
 
 ### Workload mass
 
-filename = "hpc_case/time_series_json_hpc_data/MassJobsAnlIntrepid.json"
+filename = "time_series_json_hpc_data/MassJobsAnlIntrepid.json"
 with open(filename, 'r') as file:
     MassJobsAnlIntrepid = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/MassJobsCiematEuler.json"
+filename = "time_series_json_hpc_data/MassJobsCiematEuler.json"
 with open(filename, 'r') as file:
     MassJobsCiematEuler = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/MassJobsMetacentrum.json"
+filename = "time_series_json_hpc_data/MassJobsMetacentrum.json"
 with open(filename, 'r') as file:
     MassJobsMetacentrum = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/MassJobsMetacentrumFiltered.json"
+filename = "time_series_json_hpc_data/MassJobsMetacentrumFiltered.json"
 with open(filename, 'r') as file:
     MassJobsMetacentrumFiltered = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/MassJobsPIKIPLEX.json"
+filename = "time_series_json_hpc_data/MassJobsPIKIPLEX.json"
 with open(filename, 'r') as file:
     MassJobsPIKIPLEX = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/MassJobsRICC.json"
+filename = "time_series_json_hpc_data/MassJobsRICC.json"
 with open(filename, 'r') as file:
     MassJobsRICC = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/MassJobsUniLuGaia.json"
+filename = "time_series_json_hpc_data/MassJobsUniLuGaia.json"
 with open(filename, 'r') as file:
     MassJobsUniLuGaia = json.load(file)
 
 ### Number of jobs
 
-filename = "hpc_case/time_series_json_hpc_data/NumberJobsAnlIntrepid.json"
+filename = "time_series_json_hpc_data/NumberJobsAnlIntrepid.json"
 with open(filename, 'r') as file:
     NumberJobsAnlIntrepid = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/NumberJobsCiematEuler.json"
+filename = "time_series_json_hpc_data/NumberJobsCiematEuler.json"
 with open(filename, 'r') as file:
     NumberJobsCiematEuler = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/NumberJobsMetacentrum.json"
+filename = "time_series_json_hpc_data/NumberJobsMetacentrum.json"
 with open(filename, 'r') as file:
     NumberJobsMetacentrum = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/NumberJobsMetacentrumFiltered.json"
+filename = "time_series_json_hpc_data/NumberJobsMetacentrumFiltered.json"
 with open(filename, 'r') as file:
     NumberJobsMetacentrumFiltered = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/NumberJobsPIKIPLEX.json"
+filename = "time_series_json_hpc_data/NumberJobsPIKIPLEX.json"
 with open(filename, 'r') as file:
     NumberJobsPIKIPLEX = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/NumberJobsRICC.json"
+filename = "time_series_json_hpc_data/NumberJobsRICC.json"
 with open(filename, 'r') as file:
     NumberJobsRICC = json.load(file)
 
-filename = "hpc_case/time_series_json_hpc_data/NumberJobsUniLuGaia.json"
+filename = "time_series_json_hpc_data/NumberJobsUniLuGaia.json"
 with open(filename, 'r') as file:
     NumberJobsUniLuGaia = json.load(file)
\ No newline at end of file