adding lesson learned concerning core 0 state on samsung galaxy s8

kernel_ridge_linear_model/.~lock.local_lesson_learned_as_table.ods#

-,DESKTOP-D49H2V3/lavoi,DESKTOP-D49H2V3,07.09.2022 20:10,file:///C:/Users/lavoi/AppData/Roaming/LibreOffice/4;
+,DESKTOP-D49H2V3/lavoi,DESKTOP-D49H2V3,08.09.2022 17:32,file:///C:/Users/lavoi/AppData/Roaming/LibreOffice/4;
\ No newline at end of file

kernel_ridge_linear_model/best_R2_exploration_summary.csv

@@ -233,3 +233,12 @@ samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425
 samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
 samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.8599994728431342,10,10,base_Y,
 samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.894738833046469,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.894738833046469,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,

kernel_ridge_linear_model/first_conclusions_based_on_marginal_effect_analysis.txt

@@ -174,24 +174,28 @@ PARTIE C: RESULTATS OBTENUS AVEC LE SAMSUNG, LE MODELE AYANT UN R2 SCORE DE 0.92
     2 - Le niveau de fréquence du Big core interagit aussi positivement avec celle du Litte socket et du core 0
     2 - L'interaction est moins grande avec elle même ou avec le niveau de fréquence des autres cores secondaires
                   (****qui ne sont pas les premiers des sockets****). 
+			
+    --- Les résultats de l'analyse des graphes sont contenus dans les tableaux [4] et [5] plus haut
    
+    Note : les troisièmes cores de chaque socket on un comportement remarquable.
+    La fréquence du little socket interagit positivement avec le core 6. (le core 6 allumé est une bonne précondition pour augmenter la fréquence du little socket)
+    La fréquence du Big socket interagit négativement avec le core 2. (avec le core 2 allumé il est déconseillé d'augmenter la fréquence du little socket)
 
 
 
-
-
-
-
-
-
-
-
-
-
-
-
-
-
+    PARTIE 3: VARIABLE CIBLE: niveau de fréquence du Little socket
+    --- D'après l'estimation de d_X_0 en fonction des autres variables
+    1 - Le niveau de fréquence du little socket interagit positivement avec certains Big cores, le 4 et le 6
+    2 - Ensuite le niveau de fréquence du little socket interagit positivement avec la fréquence du Big socket
+    3 - Le niveau de fréquence du Little core interagit très négativement avec alle même. Plus elle est élévée moins il faut l'augmenter. 
+    
+    
+	
+    PARTIE 4: VARIABLE CIBLE: état core 0
+    
+    --- D'après l'estimation de d_X_1 en fonction des autres variables
+    1- l'état du core 0 interagit très positivement avec la fréquence du Big socket et le core 6
+    1- l'état du core 0 interagit très négativement avec l'état des cores 3 et 4, et la fréquence du little socket.
 
 
 

kernel_ridge_linear_model/kernel_ridge.py

@@ -388,7 +388,7 @@ if compute_marginal_effect:
 
             
             ### Plotting marginal effect plots
-            ## Regression of d_X_6 over all other variable including X_5 is the frequency of big cores
+            ## Regression of d_X_5 over all other variable including X_5 is the frequency of big cores
             d_X_5_coefficients_file = marginal_effect_exploration_folder + "/d_X_5_linear_coefficients.csv"
             d_X_5_ols = sm.OLS(pointwise_margins[:,5], X_train )  # warning in the sm OLS function argument format, y is the first parameter. 
             d_X_5_reg = d_X_5_ols.fit()
@@ -402,7 +402,7 @@ if compute_marginal_effect:
 
             utils.plot_ten_marginal_interactions(X_train, pointwise_margins, 5, 0, 1, 2, 3,4,5,6,7, 8, 9, X_meaning_dictionnary, marginal_effect_exploration_folder)
         
-
+            # processing d_X_0
             d_X_0_coefficients_file = marginal_effect_exploration_folder + "/d_X_0_linear_coefficients.csv"
             d_X_0_ols = sm.OLS(pointwise_margins[:,0], X_train )  # warning in the sm OLS function argument format, y is the first parameter. 
             d_X_0_reg = d_X_0_ols.fit()
@@ -415,6 +415,26 @@ if compute_marginal_effect:
             print("Plotting d_X_0 over other variables")
 
             utils.plot_ten_marginal_interactions(X_train, pointwise_margins, 0, 0, 1, 2, 3,4,5,6,7, 8, 9, X_meaning_dictionnary, marginal_effect_exploration_folder)
+
+
+
+
+            # processing d_X_1 (core 6 state)
+
+            d_X_1_coefficients_file = marginal_effect_exploration_folder + "/d_X_1_linear_coefficients.csv"
+            d_X_1_ols = sm.OLS(pointwise_margins[:,1], X_train )  # warning in the sm OLS function argument format, y is the first parameter. 
+            d_X_1_reg = d_X_1_ols.fit()
+            d_X_1_linear_coefficients = d_X_1_reg.params
+            print("X_1_d linear model parameters  = ",  d_X_1_linear_coefficients)
+            utils.capture_d_X_i_linear_coefficient_on_others_X_variables(d_X_i_indice = 1, 
+                        d_X_i_linear_coefficients = d_X_1_linear_coefficients, 
+                            file_path = d_X_1_coefficients_file,
+                        X_meaning_dictionnary_ = X_meaning_dictionnary)
+            print("Plotting d_X_1 over other variables")
+
+            utils.plot_ten_marginal_interactions(X_train, pointwise_margins, 1, 0, 1, 2, 3,4,5,6,7, 8, 9, X_meaning_dictionnary, marginal_effect_exploration_folder)
+
+
         
             """
 

kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.89_base_Y/d_X_0_linear_coefficients.csv

+Variable,meaning ,d_X_0 (Variation relative to frequency level of Little Socket),asolute d_X_0
+X_0,frequency level of Little Socket,373384919.58668655,373384919.58668655
+X_1,Core 0 state,-377978360.35595423,377978360.35595423
+X_2,Core 1 state,-104453222.82362442,104453222.82362442
+X_3,Core 2 state,-97964386.06804408,97964386.06804408
+X_4,Core 3 state,-1135302611.1490939,1135302611.1490939
+X_5,frequency level of Big Socket,-49124500.586756766,49124500.586756766
+X_6,Core 4 state,-63948546.7433401,63948546.7433401
+X_7,Core 5 state,-230212958.3884098,230212958.3884098
+X_8,Core 6 state,800473717.7649757,800473717.7649757
+X_9,Core 7 state,-189670120.2269056,189670120.2269056
+
+
+ Ordered by value of coefficient, the first has the best positive interaction, with frequency level of Little Socket 
+ Variable,meaning ,d_X_0 (Variation relative to frequency level of Little Socket),asolute d_X_0
+X_8,Core 6 state,800473717.7649757,800473717.7649757
+X_0,frequency level of Little Socket,373384919.58668655,373384919.58668655
+X_5,frequency level of Big Socket,-49124500.586756766,49124500.586756766
+X_6,Core 4 state,-63948546.7433401,63948546.7433401
+X_3,Core 2 state,-97964386.06804408,97964386.06804408
+X_2,Core 1 state,-104453222.82362442,104453222.82362442
+X_9,Core 7 state,-189670120.2269056,189670120.2269056
+X_7,Core 5 state,-230212958.3884098,230212958.3884098
+X_1,Core 0 state,-377978360.35595423,377978360.35595423
+X_4,Core 3 state,-1135302611.1490939,1135302611.1490939
+
+
+ Ordered by absolute value of coefficients,  the first has the best absolute interaction, with frequency level of Little Socket  
+ Variable,meaning ,d_X_0 (Variation relative to frequency level of Little Socket),asolute d_X_0
+X_4,Core 3 state,-1135302611.1490939,1135302611.1490939
+X_8,Core 6 state,800473717.7649757,800473717.7649757
+X_1,Core 0 state,-377978360.35595423,377978360.35595423
+X_0,frequency level of Little Socket,373384919.58668655,373384919.58668655
+X_7,Core 5 state,-230212958.3884098,230212958.3884098
+X_9,Core 7 state,-189670120.2269056,189670120.2269056
+X_2,Core 1 state,-104453222.82362442,104453222.82362442
+X_3,Core 2 state,-97964386.06804408,97964386.06804408
+X_6,Core 4 state,-63948546.7433401,63948546.7433401
+X_5,frequency level of Big Socket,-49124500.586756766,49124500.586756766

kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.89_base_Y/d_X_1_linear_coefficients.csv

+Variable,meaning ,d_X_1 (Variation relative to Core 0 state),asolute d_X_1
+X_0,frequency level of Little Socket,-335184514.64963645,335184514.64963645
+X_1,Core 0 state,399513225.1706406,399513225.1706406
+X_2,Core 1 state,-244073487.3930168,244073487.3930168
+X_3,Core 2 state,-290342930.8225588,290342930.8225588
+X_4,Core 3 state,-793065918.7986119,793065918.7986119
+X_5,frequency level of Big Socket,425875598.804464,425875598.804464
+X_6,Core 4 state,-798590559.6048616,798590559.6048616
+X_7,Core 5 state,-251571531.92454106,251571531.92454106
+X_8,Core 6 state,9226804.122860238,9226804.122860238
+X_9,Core 7 state,-554029038.3502175,554029038.3502175
+
+
+ Ordered by value of coefficient, the first has the best positive interaction, with Core 0 state 
+ Variable,meaning ,d_X_1 (Variation relative to Core 0 state),asolute d_X_1
+X_5,frequency level of Big Socket,425875598.804464,425875598.804464
+X_1,Core 0 state,399513225.1706406,399513225.1706406
+X_8,Core 6 state,9226804.122860238,9226804.122860238
+X_2,Core 1 state,-244073487.3930168,244073487.3930168
+X_7,Core 5 state,-251571531.92454106,251571531.92454106
+X_3,Core 2 state,-290342930.8225588,290342930.8225588
+X_0,frequency level of Little Socket,-335184514.64963645,335184514.64963645
+X_9,Core 7 state,-554029038.3502175,554029038.3502175
+X_4,Core 3 state,-793065918.7986119,793065918.7986119
+X_6,Core 4 state,-798590559.6048616,798590559.6048616
+
+
+ Ordered by absolute value of coefficients,  the first has the best absolute interaction, with Core 0 state  
+ Variable,meaning ,d_X_1 (Variation relative to Core 0 state),asolute d_X_1
+X_6,Core 4 state,-798590559.6048616,798590559.6048616
+X_4,Core 3 state,-793065918.7986119,793065918.7986119
+X_9,Core 7 state,-554029038.3502175,554029038.3502175
+X_5,frequency level of Big Socket,425875598.804464,425875598.804464
+X_1,Core 0 state,399513225.1706406,399513225.1706406
+X_0,frequency level of Little Socket,-335184514.64963645,335184514.64963645
+X_3,Core 2 state,-290342930.8225588,290342930.8225588
+X_7,Core 5 state,-251571531.92454106,251571531.92454106
+X_2,Core 1 state,-244073487.3930168,244073487.3930168
+X_8,Core 6 state,9226804.122860238,9226804.122860238

kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.89_base_Y/d_X_5_linear_coefficients.csv

+Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
+X_0,frequency level of Little Socket,-47768598.22260084,47768598.22260084
+X_1,Core 0 state,722471337.3780107,722471337.3780107
+X_2,Core 1 state,-74414283.67454404,74414283.67454404
+X_3,Core 2 state,108259438.17490467,108259438.17490467
+X_4,Core 3 state,-381485992.13747513,381485992.13747513
+X_5,frequency level of Big Socket,-428620021.48409796,428620021.48409796
+X_6,Core 4 state,665335157.6130294,665335157.6130294
+X_7,Core 5 state,-713452306.0911223,713452306.0911223
+X_8,Core 6 state,-181241145.21797293,181241145.21797293
+X_9,Core 7 state,-2036802.8458278254,2036802.8458278254
+
+
+ Ordered by value of coefficient, the first has the best positive interaction, with frequency level of Big Socket 
+ Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
+X_1,Core 0 state,722471337.3780107,722471337.3780107
+X_6,Core 4 state,665335157.6130294,665335157.6130294
+X_3,Core 2 state,108259438.17490467,108259438.17490467
+X_9,Core 7 state,-2036802.8458278254,2036802.8458278254
+X_0,frequency level of Little Socket,-47768598.22260084,47768598.22260084
+X_2,Core 1 state,-74414283.67454404,74414283.67454404
+X_8,Core 6 state,-181241145.21797293,181241145.21797293
+X_4,Core 3 state,-381485992.13747513,381485992.13747513
+X_5,frequency level of Big Socket,-428620021.48409796,428620021.48409796
+X_7,Core 5 state,-713452306.0911223,713452306.0911223
+
+
+ Ordered by absolute value of coefficients,  the first has the best absolute interaction, with frequency level of Big Socket  
+ Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
+X_1,Core 0 state,722471337.3780107,722471337.3780107
+X_7,Core 5 state,-713452306.0911223,713452306.0911223
+X_6,Core 4 state,665335157.6130294,665335157.6130294
+X_5,frequency level of Big Socket,-428620021.48409796,428620021.48409796
+X_4,Core 3 state,-381485992.13747513,381485992.13747513
+X_8,Core 6 state,-181241145.21797293,181241145.21797293
+X_3,Core 2 state,108259438.17490467,108259438.17490467
+X_2,Core 1 state,-74414283.67454404,74414283.67454404
+X_0,frequency level of Little Socket,-47768598.22260084,47768598.22260084
+X_9,Core 7 state,-2036802.8458278254,2036802.8458278254

kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.89_base_Y/linear_coeff_vs_kernel_ridge_margins.csv

+X_variable,meaning ,kernel ridge margins,linear regression coefficients,difference
+X_0,frequency level of Little Socket,-409689787.8515822,446659667.9972804,856349455.8488626
+X_1,Core 0 state,-1270931914.0312154,1004721676.4753215,2275653590.506537
+X_2,Core 1 state,-1119437208.682456,1187964289.4798267,2307401498.162283
+X_3,Core 2 state,-1472399090.3438091,1158351784.8822968,2630750875.2261057
+X_4,Core 3 state,-3245652712.554738,2448315523.772614,5693968236.327353
+X_5,frequency level of Big Socket,-150348349.53092104,297787260.6526166,448135610.18353766
+X_6,Core 4 state,-2369147979.0747814,2233420992.879535,4602568971.954317
+X_7,Core 5 state,-2843271508.827311,2226591565.268679,5069863074.09599
+X_8,Core 6 state,-2239005635.29848,1806750196.2093525,4045755831.5078325
+X_9,Core 7 state,-2976008929.187396,2687815918.026165,5663824847.213561
+
+
+ Ordered by kernel ridge coefficients, highest is better 
+ X_variable,meaning ,kernel ridge margins,linear regression coefficients,difference
+X_5,frequency level of Big Socket,-150348349.53092104,297787260.6526166,448135610.18353766
+X_0,frequency level of Little Socket,-409689787.8515822,446659667.9972804,856349455.8488626
+X_2,Core 1 state,-1119437208.682456,1187964289.4798267,2307401498.162283
+X_1,Core 0 state,-1270931914.0312154,1004721676.4753215,2275653590.506537
+X_3,Core 2 state,-1472399090.3438091,1158351784.8822968,2630750875.2261057
+X_8,Core 6 state,-2239005635.29848,1806750196.2093525,4045755831.5078325
+X_6,Core 4 state,-2369147979.0747814,2233420992.879535,4602568971.954317
+X_7,Core 5 state,-2843271508.827311,2226591565.268679,5069863074.09599
+X_9,Core 7 state,-2976008929.187396,2687815918.026165,5663824847.213561
+X_4,Core 3 state,-3245652712.554738,2448315523.772614,5693968236.327353
+
+
+ Ordered by linear regression coefficients, highest is better 
+X_variable,meaning ,kernel ridge margins,linear regression coefficients,difference
+X_9,Core 7 state,-2976008929.187396,2687815918.026165,5663824847.213561
+X_4,Core 3 state,-3245652712.554738,2448315523.772614,5693968236.327353
+X_6,Core 4 state,-2369147979.0747814,2233420992.879535,4602568971.954317
+X_7,Core 5 state,-2843271508.827311,2226591565.268679,5069863074.09599
+X_8,Core 6 state,-2239005635.29848,1806750196.2093525,4045755831.5078325
+X_2,Core 1 state,-1119437208.682456,1187964289.4798267,2307401498.162283
+X_3,Core 2 state,-1472399090.3438091,1158351784.8822968,2630750875.2261057
+X_1,Core 0 state,-1270931914.0312154,1004721676.4753215,2275653590.506537
+X_0,frequency level of Little Socket,-409689787.8515822,446659667.9972804,856349455.8488626
+X_5,frequency level of Big Socket,-150348349.53092104,297787260.6526166,448135610.18353766
+
+
+ Ordered by absolute difference, between kernel ridge, and linear coefficients, the first has the maximum non linearity variation  
+X_variable,meaning ,kernel ridge margins,linear regression coefficients,difference
+X_4,Core 3 state,-3245652712.554738,2448315523.772614,5693968236.327353
+X_9,Core 7 state,-2976008929.187396,2687815918.026165,5663824847.213561
+X_7,Core 5 state,-2843271508.827311,2226591565.268679,5069863074.09599
+X_6,Core 4 state,-2369147979.0747814,2233420992.879535,4602568971.954317
+X_8,Core 6 state,-2239005635.29848,1806750196.2093525,4045755831.5078325
+X_3,Core 2 state,-1472399090.3438091,1158351784.8822968,2630750875.2261057
+X_2,Core 1 state,-1119437208.682456,1187964289.4798267,2307401498.162283
+X_1,Core 0 state,-1270931914.0312154,1004721676.4753215,2275653590.506537
+X_0,frequency level of Little Socket,-409689787.8515822,446659667.9972804,856349455.8488626
+X_5,frequency level of Big Socket,-150348349.53092104,297787260.6526166,448135610.18353766