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logs_cpc.txt

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+nohup: ignoring input
+==================================================
+Lancement de la campagne de 14 expériences (CPC)
+==================================================
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-AU <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-AU ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 17360, val: 1928, test: 4822
+
+
+
+=== Entrainement cpc SEUL (mixte) - en-AU ===
+[cpc-seul-mixte-en-AU] Epoch 1/20 VAL_acc=0.5737 best=0.5737
+[cpc-seul-mixte-en-AU] Epoch 2/20 VAL_acc=0.5928 best=0.5928
+[cpc-seul-mixte-en-AU] Epoch 3/20 VAL_acc=0.6068 best=0.6068
+[cpc-seul-mixte-en-AU] Epoch 4/20 VAL_acc=0.6017 best=0.6068
+[cpc-seul-mixte-en-AU] Epoch 5/20 VAL_acc=0.5975 best=0.6068
+[cpc-seul-mixte-en-AU] Epoch 6/20 VAL_acc=0.5923 best=0.6068
+[cpc-seul-mixte-en-AU] Epoch 7/20 VAL_acc=0.6074 best=0.6074
+[cpc-seul-mixte-en-AU] Epoch 8/20 VAL_acc=0.6058 best=0.6074
+[cpc-seul-mixte-en-AU] Epoch 9/20 VAL_acc=0.6027 best=0.6074
+[cpc-seul-mixte-en-AU] Epoch 10/20 VAL_acc=0.6043 best=0.6074
+[cpc-seul-mixte-en-AU] Epoch 11/20 VAL_acc=0.6037 best=0.6074
+[cpc-seul-mixte-en-AU] Epoch 12/20 VAL_acc=0.6048 best=0.6074
+[cpc-seul-mixte-en-AU] Epoch 13/20 VAL_acc=0.6094 best=0.6094
+[cpc-seul-mixte-en-AU] Epoch 14/20 VAL_acc=0.6115 best=0.6115
+[cpc-seul-mixte-en-AU] Epoch 15/20 VAL_acc=0.6074 best=0.6115
+[cpc-seul-mixte-en-AU] Epoch 16/20 VAL_acc=0.6131 best=0.6131
+[cpc-seul-mixte-en-AU] Epoch 17/20 VAL_acc=0.6115 best=0.6131
+[cpc-seul-mixte-en-AU] Epoch 18/20 VAL_acc=0.6105 best=0.6131
+[cpc-seul-mixte-en-AU] Epoch 19/20 VAL_acc=0.6141 best=0.6141
+[cpc-seul-mixte-en-AU] Epoch 20/20 VAL_acc=0.6146 best=0.6146
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6168 AUC=0.6593 ===
+=== cpc SEUL OOD (mixte): Acc=0.6059 AUC=0.6495 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-AU ===
+[cpc-fusion-mixte-en-AU] Epoch 1/20 VAL_acc=0.7443 best=0.7443
+[cpc-fusion-mixte-en-AU] Epoch 2/20 VAL_acc=0.7464 best=0.7464
+[cpc-fusion-mixte-en-AU] Epoch 3/20 VAL_acc=0.7723 best=0.7723
+[cpc-fusion-mixte-en-AU] Epoch 4/20 VAL_acc=0.7822 best=0.7822
+[cpc-fusion-mixte-en-AU] Epoch 5/20 VAL_acc=0.7811 best=0.7822
+[cpc-fusion-mixte-en-AU] Epoch 6/20 VAL_acc=0.7744 best=0.7822
+[cpc-fusion-mixte-en-AU] Epoch 7/20 VAL_acc=0.7744 best=0.7822
+[cpc-fusion-mixte-en-AU] Epoch 8/20 VAL_acc=0.7775 best=0.7822
+[cpc-fusion-mixte-en-AU] Epoch 9/20 VAL_acc=0.7785 best=0.7822
+[cpc-fusion-mixte-en-AU] Epoch 10/20 VAL_acc=0.7811 best=0.7822
+[cpc-fusion-mixte-en-AU] Epoch 11/20 VAL_acc=0.7754 best=0.7822
+[cpc-fusion-mixte-en-AU] Epoch 12/20 VAL_acc=0.7801 best=0.7822
+[cpc-fusion-mixte-en-AU] Epoch 13/20 VAL_acc=0.7759 best=0.7822
+[cpc-fusion-mixte-en-AU] Epoch 14/20 VAL_acc=0.7827 best=0.7827
+[cpc-fusion-mixte-en-AU] Epoch 15/20 VAL_acc=0.7754 best=0.7827
+[cpc-fusion-mixte-en-AU] Epoch 16/20 VAL_acc=0.7785 best=0.7827
+[cpc-fusion-mixte-en-AU] Epoch 17/20 VAL_acc=0.7707 best=0.7827
+[cpc-fusion-mixte-en-AU] Epoch 18/20 VAL_acc=0.7765 best=0.7827
+[cpc-fusion-mixte-en-AU] Epoch 19/20 VAL_acc=0.7759 best=0.7827
+[cpc-fusion-mixte-en-AU] Epoch 20/20 VAL_acc=0.7770 best=0.7827
+=== cpc FUSION TEST (mixte, combine): Acc=0.7920 AUC=0.8734 ===
+=== cpc FUSION OOD (mixte): Acc=0.8495 AUC=0.9237 ===
+Uploade: mixte-arch-comparison-cpc-en-AU.json
+
+=== MIXTE CPC - en-AU TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-AU <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-CA <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-CA ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 17261, val: 1917, test: 4794
+
+=== Entrainement cpc SEUL (mixte) - en-CA ===
+[cpc-seul-mixte-en-CA] Epoch 1/20 VAL_acc=0.5822 best=0.5822
+[cpc-seul-mixte-en-CA] Epoch 2/20 VAL_acc=0.5822 best=0.5822
+[cpc-seul-mixte-en-CA] Epoch 3/20 VAL_acc=0.5869 best=0.5869
+[cpc-seul-mixte-en-CA] Epoch 4/20 VAL_acc=0.5994 best=0.5994
+[cpc-seul-mixte-en-CA] Epoch 5/20 VAL_acc=0.6093 best=0.6093
+[cpc-seul-mixte-en-CA] Epoch 6/20 VAL_acc=0.6187 best=0.6187
+[cpc-seul-mixte-en-CA] Epoch 7/20 VAL_acc=0.6140 best=0.6187
+[cpc-seul-mixte-en-CA] Epoch 8/20 VAL_acc=0.6129 best=0.6187
+[cpc-seul-mixte-en-CA] Epoch 9/20 VAL_acc=0.6119 best=0.6187
+[cpc-seul-mixte-en-CA] Epoch 10/20 VAL_acc=0.6161 best=0.6187
+[cpc-seul-mixte-en-CA] Epoch 11/20 VAL_acc=0.6166 best=0.6187
+[cpc-seul-mixte-en-CA] Epoch 12/20 VAL_acc=0.6228 best=0.6228
+[cpc-seul-mixte-en-CA] Epoch 13/20 VAL_acc=0.6208 best=0.6228
+[cpc-seul-mixte-en-CA] Epoch 14/20 VAL_acc=0.6218 best=0.6228
+[cpc-seul-mixte-en-CA] Epoch 15/20 VAL_acc=0.6213 best=0.6228
+[cpc-seul-mixte-en-CA] Epoch 16/20 VAL_acc=0.6202 best=0.6228
+[cpc-seul-mixte-en-CA] Epoch 17/20 VAL_acc=0.6223 best=0.6228
+[cpc-seul-mixte-en-CA] Epoch 18/20 VAL_acc=0.6202 best=0.6228
+[cpc-seul-mixte-en-CA] Epoch 19/20 VAL_acc=0.6213 best=0.6228
+[cpc-seul-mixte-en-CA] Epoch 20/20 VAL_acc=0.6228 best=0.6228
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6139 AUC=0.6582 ===
+=== cpc SEUL OOD (mixte): Acc=0.6171 AUC=0.6714 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-CA ===
+[cpc-fusion-mixte-en-CA] Epoch 1/20 VAL_acc=0.7731 best=0.7731
+[cpc-fusion-mixte-en-CA] Epoch 2/20 VAL_acc=0.7663 best=0.7731
+[cpc-fusion-mixte-en-CA] Epoch 3/20 VAL_acc=0.7793 best=0.7793
+[cpc-fusion-mixte-en-CA] Epoch 4/20 VAL_acc=0.7846 best=0.7846
+[cpc-fusion-mixte-en-CA] Epoch 5/20 VAL_acc=0.7939 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 6/20 VAL_acc=0.7887 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 7/20 VAL_acc=0.7877 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 8/20 VAL_acc=0.7893 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 9/20 VAL_acc=0.7861 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 10/20 VAL_acc=0.7866 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 11/20 VAL_acc=0.7903 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 12/20 VAL_acc=0.7929 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 13/20 VAL_acc=0.7934 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 14/20 VAL_acc=0.7893 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 15/20 VAL_acc=0.7887 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 16/20 VAL_acc=0.7872 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 17/20 VAL_acc=0.7861 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 18/20 VAL_acc=0.7840 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 19/20 VAL_acc=0.7820 best=0.7939
+[cpc-fusion-mixte-en-CA] Epoch 20/20 VAL_acc=0.7799 best=0.7939
+=== cpc FUSION TEST (mixte, combine): Acc=0.7968 AUC=0.8713 ===
+=== cpc FUSION OOD (mixte): Acc=0.8018 AUC=0.8931 ===
+Uploade: mixte-arch-comparison-cpc-en-CA.json
+
+=== MIXTE CPC - en-CA TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-CA <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-CN <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-CN ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 17536, val: 1948, test: 4870
+
+=== Entrainement cpc SEUL (mixte) - en-CN ===
+[cpc-seul-mixte-en-CN] Epoch 1/20 VAL_acc=0.5462 best=0.5462
+[cpc-seul-mixte-en-CN] Epoch 2/20 VAL_acc=0.5714 best=0.5714
+[cpc-seul-mixte-en-CN] Epoch 3/20 VAL_acc=0.5903 best=0.5903
+[cpc-seul-mixte-en-CN] Epoch 4/20 VAL_acc=0.5939 best=0.5939
+[cpc-seul-mixte-en-CN] Epoch 5/20 VAL_acc=0.6032 best=0.6032
+[cpc-seul-mixte-en-CN] Epoch 6/20 VAL_acc=0.5852 best=0.6032
+[cpc-seul-mixte-en-CN] Epoch 7/20 VAL_acc=0.6037 best=0.6037
+[cpc-seul-mixte-en-CN] Epoch 8/20 VAL_acc=0.6047 best=0.6047
+[cpc-seul-mixte-en-CN] Epoch 9/20 VAL_acc=0.6042 best=0.6047
+[cpc-seul-mixte-en-CN] Epoch 10/20 VAL_acc=0.6088 best=0.6088
+[cpc-seul-mixte-en-CN] Epoch 11/20 VAL_acc=0.6078 best=0.6088
+[cpc-seul-mixte-en-CN] Epoch 12/20 VAL_acc=0.6119 best=0.6119
+[cpc-seul-mixte-en-CN] Epoch 13/20 VAL_acc=0.6047 best=0.6119
+[cpc-seul-mixte-en-CN] Epoch 14/20 VAL_acc=0.6129 best=0.6129
+[cpc-seul-mixte-en-CN] Epoch 15/20 VAL_acc=0.6037 best=0.6129
+[cpc-seul-mixte-en-CN] Epoch 16/20 VAL_acc=0.6093 best=0.6129
+[cpc-seul-mixte-en-CN] Epoch 17/20 VAL_acc=0.6078 best=0.6129
+[cpc-seul-mixte-en-CN] Epoch 18/20 VAL_acc=0.6073 best=0.6129
+[cpc-seul-mixte-en-CN] Epoch 19/20 VAL_acc=0.6073 best=0.6129
+[cpc-seul-mixte-en-CN] Epoch 20/20 VAL_acc=0.6078 best=0.6129
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6306 AUC=0.6814 ===
+=== cpc SEUL OOD (mixte): Acc=0.5223 AUC=0.5518 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-CN ===
+[cpc-fusion-mixte-en-CN] Epoch 1/20 VAL_acc=0.7690 best=0.7690
+[cpc-fusion-mixte-en-CN] Epoch 2/20 VAL_acc=0.7741 best=0.7741
+[cpc-fusion-mixte-en-CN] Epoch 3/20 VAL_acc=0.7664 best=0.7741
+[cpc-fusion-mixte-en-CN] Epoch 4/20 VAL_acc=0.7941 best=0.7941
+[cpc-fusion-mixte-en-CN] Epoch 5/20 VAL_acc=0.8029 best=0.8029
+[cpc-fusion-mixte-en-CN] Epoch 6/20 VAL_acc=0.8039 best=0.8039
+[cpc-fusion-mixte-en-CN] Epoch 7/20 VAL_acc=0.7926 best=0.8039
+[cpc-fusion-mixte-en-CN] Epoch 8/20 VAL_acc=0.8049 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 9/20 VAL_acc=0.7983 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 10/20 VAL_acc=0.7993 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 11/20 VAL_acc=0.7808 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 12/20 VAL_acc=0.7967 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 13/20 VAL_acc=0.7947 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 14/20 VAL_acc=0.7895 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 15/20 VAL_acc=0.7931 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 16/20 VAL_acc=0.7880 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 17/20 VAL_acc=0.7834 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 18/20 VAL_acc=0.7854 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 19/20 VAL_acc=0.7844 best=0.8049
+[cpc-fusion-mixte-en-CN] Epoch 20/20 VAL_acc=0.7849 best=0.8049
+=== cpc FUSION TEST (mixte, combine): Acc=0.8010 AUC=0.8860 ===
+=== cpc FUSION OOD (mixte): Acc=0.7385 AUC=0.8327 ===
+Uploade: mixte-arch-comparison-cpc-en-CN.json
+
+=== MIXTE CPC - en-CN TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-CN <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-GB <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-GB ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 16929, val: 1881, test: 4702
+
+=== Entrainement cpc SEUL (mixte) - en-GB ===
+[cpc-seul-mixte-en-GB] Epoch 1/20 VAL_acc=0.5789 best=0.5789
+[cpc-seul-mixte-en-GB] Epoch 2/20 VAL_acc=0.5768 best=0.5789
+[cpc-seul-mixte-en-GB] Epoch 3/20 VAL_acc=0.5997 best=0.5997
+[cpc-seul-mixte-en-GB] Epoch 4/20 VAL_acc=0.5960 best=0.5997
+[cpc-seul-mixte-en-GB] Epoch 5/20 VAL_acc=0.6029 best=0.6029
+[cpc-seul-mixte-en-GB] Epoch 6/20 VAL_acc=0.6066 best=0.6066
+[cpc-seul-mixte-en-GB] Epoch 7/20 VAL_acc=0.6082 best=0.6082
+[cpc-seul-mixte-en-GB] Epoch 8/20 VAL_acc=0.6114 best=0.6114
+[cpc-seul-mixte-en-GB] Epoch 9/20 VAL_acc=0.6162 best=0.6162
+[cpc-seul-mixte-en-GB] Epoch 10/20 VAL_acc=0.6183 best=0.6183
+[cpc-seul-mixte-en-GB] Epoch 11/20 VAL_acc=0.6151 best=0.6183
+[cpc-seul-mixte-en-GB] Epoch 12/20 VAL_acc=0.6162 best=0.6183
+[cpc-seul-mixte-en-GB] Epoch 13/20 VAL_acc=0.6209 best=0.6209
+[cpc-seul-mixte-en-GB] Epoch 14/20 VAL_acc=0.6209 best=0.6209
+[cpc-seul-mixte-en-GB] Epoch 15/20 VAL_acc=0.6225 best=0.6225
+[cpc-seul-mixte-en-GB] Epoch 16/20 VAL_acc=0.6194 best=0.6225
+[cpc-seul-mixte-en-GB] Epoch 17/20 VAL_acc=0.6215 best=0.6225
+[cpc-seul-mixte-en-GB] Epoch 18/20 VAL_acc=0.6247 best=0.6247
+[cpc-seul-mixte-en-GB] Epoch 19/20 VAL_acc=0.6225 best=0.6247
+[cpc-seul-mixte-en-GB] Epoch 20/20 VAL_acc=0.6215 best=0.6247
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6157 AUC=0.6605 ===
+=== cpc SEUL OOD (mixte): Acc=0.5710 AUC=0.6250 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-GB ===
+[cpc-fusion-mixte-en-GB] Epoch 1/20 VAL_acc=0.7384 best=0.7384
+[cpc-fusion-mixte-en-GB] Epoch 2/20 VAL_acc=0.7554 best=0.7554
+[cpc-fusion-mixte-en-GB] Epoch 3/20 VAL_acc=0.7608 best=0.7608
+[cpc-fusion-mixte-en-GB] Epoch 4/20 VAL_acc=0.7741 best=0.7741
+[cpc-fusion-mixte-en-GB] Epoch 5/20 VAL_acc=0.7762 best=0.7762
+[cpc-fusion-mixte-en-GB] Epoch 6/20 VAL_acc=0.7836 best=0.7836
+[cpc-fusion-mixte-en-GB] Epoch 7/20 VAL_acc=0.7842 best=0.7842
+[cpc-fusion-mixte-en-GB] Epoch 8/20 VAL_acc=0.7927 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 9/20 VAL_acc=0.7826 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 10/20 VAL_acc=0.7905 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 11/20 VAL_acc=0.7858 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 12/20 VAL_acc=0.7873 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 13/20 VAL_acc=0.7889 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 14/20 VAL_acc=0.7873 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 15/20 VAL_acc=0.7921 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 16/20 VAL_acc=0.7905 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 17/20 VAL_acc=0.7900 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 18/20 VAL_acc=0.7884 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 19/20 VAL_acc=0.7879 best=0.7927
+[cpc-fusion-mixte-en-GB] Epoch 20/20 VAL_acc=0.7873 best=0.7927
+=== cpc FUSION TEST (mixte, combine): Acc=0.8020 AUC=0.8775 ===
+=== cpc FUSION OOD (mixte): Acc=0.7686 AUC=0.8460 ===
+Uploade: mixte-arch-comparison-cpc-en-GB.json
+
+=== MIXTE CPC - en-GB TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-GB <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-GB_SCT <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-GB_SCT ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 16881, val: 1875, test: 4688
+
+=== Entrainement cpc SEUL (mixte) - en-GB_SCT ===
+[cpc-seul-mixte-en-GB_SCT] Epoch 1/20 VAL_acc=0.5808 best=0.5808
+[cpc-seul-mixte-en-GB_SCT] Epoch 2/20 VAL_acc=0.5589 best=0.5808
+[cpc-seul-mixte-en-GB_SCT] Epoch 3/20 VAL_acc=0.5883 best=0.5883
+[cpc-seul-mixte-en-GB_SCT] Epoch 4/20 VAL_acc=0.5872 best=0.5883
+[cpc-seul-mixte-en-GB_SCT] Epoch 5/20 VAL_acc=0.5899 best=0.5899
+[cpc-seul-mixte-en-GB_SCT] Epoch 6/20 VAL_acc=0.5899 best=0.5899
+[cpc-seul-mixte-en-GB_SCT] Epoch 7/20 VAL_acc=0.5968 best=0.5968
+[cpc-seul-mixte-en-GB_SCT] Epoch 8/20 VAL_acc=0.5968 best=0.5968
+[cpc-seul-mixte-en-GB_SCT] Epoch 9/20 VAL_acc=0.6011 best=0.6011
+[cpc-seul-mixte-en-GB_SCT] Epoch 10/20 VAL_acc=0.6021 best=0.6021
+[cpc-seul-mixte-en-GB_SCT] Epoch 11/20 VAL_acc=0.5925 best=0.6021
+[cpc-seul-mixte-en-GB_SCT] Epoch 12/20 VAL_acc=0.5931 best=0.6021
+[cpc-seul-mixte-en-GB_SCT] Epoch 13/20 VAL_acc=0.6043 best=0.6043
+[cpc-seul-mixte-en-GB_SCT] Epoch 14/20 VAL_acc=0.6000 best=0.6043
+[cpc-seul-mixte-en-GB_SCT] Epoch 15/20 VAL_acc=0.6005 best=0.6043
+[cpc-seul-mixte-en-GB_SCT] Epoch 16/20 VAL_acc=0.5973 best=0.6043
+[cpc-seul-mixte-en-GB_SCT] Epoch 17/20 VAL_acc=0.6016 best=0.6043
+[cpc-seul-mixte-en-GB_SCT] Epoch 18/20 VAL_acc=0.6011 best=0.6043
+[cpc-seul-mixte-en-GB_SCT] Epoch 19/20 VAL_acc=0.6000 best=0.6043
+[cpc-seul-mixte-en-GB_SCT] Epoch 20/20 VAL_acc=0.6011 best=0.6043
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6305 AUC=0.6785 ===
+=== cpc SEUL OOD (mixte): Acc=0.5710 AUC=0.6105 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-GB_SCT ===
+[cpc-fusion-mixte-en-GB_SCT] Epoch 1/20 VAL_acc=0.7584 best=0.7584
+[cpc-fusion-mixte-en-GB_SCT] Epoch 2/20 VAL_acc=0.7653 best=0.7653
+[cpc-fusion-mixte-en-GB_SCT] Epoch 3/20 VAL_acc=0.7840 best=0.7840
+[cpc-fusion-mixte-en-GB_SCT] Epoch 4/20 VAL_acc=0.7557 best=0.7840
+[cpc-fusion-mixte-en-GB_SCT] Epoch 5/20 VAL_acc=0.7867 best=0.7867
+[cpc-fusion-mixte-en-GB_SCT] Epoch 6/20 VAL_acc=0.7872 best=0.7872
+[cpc-fusion-mixte-en-GB_SCT] Epoch 7/20 VAL_acc=0.7963 best=0.7963
+[cpc-fusion-mixte-en-GB_SCT] Epoch 8/20 VAL_acc=0.7872 best=0.7963
+[cpc-fusion-mixte-en-GB_SCT] Epoch 9/20 VAL_acc=0.7963 best=0.7963
+[cpc-fusion-mixte-en-GB_SCT] Epoch 10/20 VAL_acc=0.7931 best=0.7963
+[cpc-fusion-mixte-en-GB_SCT] Epoch 11/20 VAL_acc=0.7979 best=0.7979
+[cpc-fusion-mixte-en-GB_SCT] Epoch 12/20 VAL_acc=0.7941 best=0.7979
+[cpc-fusion-mixte-en-GB_SCT] Epoch 13/20 VAL_acc=0.7973 best=0.7979
+[cpc-fusion-mixte-en-GB_SCT] Epoch 14/20 VAL_acc=0.7995 best=0.7995
+[cpc-fusion-mixte-en-GB_SCT] Epoch 15/20 VAL_acc=0.7947 best=0.7995
+[cpc-fusion-mixte-en-GB_SCT] Epoch 16/20 VAL_acc=0.7957 best=0.7995
+[cpc-fusion-mixte-en-GB_SCT] Epoch 17/20 VAL_acc=0.7925 best=0.7995
+[cpc-fusion-mixte-en-GB_SCT] Epoch 18/20 VAL_acc=0.7984 best=0.7995
+[cpc-fusion-mixte-en-GB_SCT] Epoch 19/20 VAL_acc=0.7947 best=0.7995
+[cpc-fusion-mixte-en-GB_SCT] Epoch 20/20 VAL_acc=0.7984 best=0.7995
+=== cpc FUSION TEST (mixte, combine): Acc=0.8012 AUC=0.8775 ===
+=== cpc FUSION OOD (mixte): Acc=0.7528 AUC=0.8306 ===
+Uploade: mixte-arch-comparison-cpc-en-GB_SCT.json
+
+=== MIXTE CPC - en-GB_SCT TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-GB_SCT <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-GB_WLS <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-GB_WLS ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 17316, val: 1923, test: 4809
+
+=== Entrainement cpc SEUL (mixte) - en-GB_WLS ===
+[cpc-seul-mixte-en-GB_WLS] Epoch 1/20 VAL_acc=0.5694 best=0.5694
+[cpc-seul-mixte-en-GB_WLS] Epoch 2/20 VAL_acc=0.5819 best=0.5819
+[cpc-seul-mixte-en-GB_WLS] Epoch 3/20 VAL_acc=0.5939 best=0.5939
+[cpc-seul-mixte-en-GB_WLS] Epoch 4/20 VAL_acc=0.6043 best=0.6043
+[cpc-seul-mixte-en-GB_WLS] Epoch 5/20 VAL_acc=0.5980 best=0.6043
+[cpc-seul-mixte-en-GB_WLS] Epoch 6/20 VAL_acc=0.5959 best=0.6043
+[cpc-seul-mixte-en-GB_WLS] Epoch 7/20 VAL_acc=0.5970 best=0.6043
+[cpc-seul-mixte-en-GB_WLS] Epoch 8/20 VAL_acc=0.6048 best=0.6048
+[cpc-seul-mixte-en-GB_WLS] Epoch 9/20 VAL_acc=0.6043 best=0.6048
+[cpc-seul-mixte-en-GB_WLS] Epoch 10/20 VAL_acc=0.6095 best=0.6095
+[cpc-seul-mixte-en-GB_WLS] Epoch 11/20 VAL_acc=0.6115 best=0.6115
+[cpc-seul-mixte-en-GB_WLS] Epoch 12/20 VAL_acc=0.6048 best=0.6115
+[cpc-seul-mixte-en-GB_WLS] Epoch 13/20 VAL_acc=0.6100 best=0.6115
+[cpc-seul-mixte-en-GB_WLS] Epoch 14/20 VAL_acc=0.6131 best=0.6131
+[cpc-seul-mixte-en-GB_WLS] Epoch 15/20 VAL_acc=0.6173 best=0.6173
+[cpc-seul-mixte-en-GB_WLS] Epoch 16/20 VAL_acc=0.6121 best=0.6173
+[cpc-seul-mixte-en-GB_WLS] Epoch 17/20 VAL_acc=0.6167 best=0.6173
+[cpc-seul-mixte-en-GB_WLS] Epoch 18/20 VAL_acc=0.6152 best=0.6173
+[cpc-seul-mixte-en-GB_WLS] Epoch 19/20 VAL_acc=0.6167 best=0.6173
+[cpc-seul-mixte-en-GB_WLS] Epoch 20/20 VAL_acc=0.6152 best=0.6173
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6184 AUC=0.6671 ===
+=== cpc SEUL OOD (mixte): Acc=0.5812 AUC=0.6129 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-GB_WLS ===
+[cpc-fusion-mixte-en-GB_WLS] Epoch 1/20 VAL_acc=0.7712 best=0.7712
+[cpc-fusion-mixte-en-GB_WLS] Epoch 2/20 VAL_acc=0.7899 best=0.7899
+[cpc-fusion-mixte-en-GB_WLS] Epoch 3/20 VAL_acc=0.7873 best=0.7899
+[cpc-fusion-mixte-en-GB_WLS] Epoch 4/20 VAL_acc=0.8086 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 5/20 VAL_acc=0.7988 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 6/20 VAL_acc=0.8040 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 7/20 VAL_acc=0.8029 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 8/20 VAL_acc=0.7993 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 9/20 VAL_acc=0.8045 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 10/20 VAL_acc=0.8019 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 11/20 VAL_acc=0.8024 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 12/20 VAL_acc=0.8040 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 13/20 VAL_acc=0.7951 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 14/20 VAL_acc=0.7863 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 15/20 VAL_acc=0.7962 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 16/20 VAL_acc=0.7774 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 17/20 VAL_acc=0.7889 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 18/20 VAL_acc=0.7858 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 19/20 VAL_acc=0.7889 best=0.8086
+[cpc-fusion-mixte-en-GB_WLS] Epoch 20/20 VAL_acc=0.7889 best=0.8086
+=== cpc FUSION TEST (mixte, combine): Acc=0.7935 AUC=0.8684 ===
+=== cpc FUSION OOD (mixte): Acc=0.7666 AUC=0.8417 ===
+Uploade: mixte-arch-comparison-cpc-en-GB_WLS.json
+
+=== MIXTE CPC - en-GB_WLS TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-GB_WLS <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-IE <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-IE ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 16920, val: 1880, test: 4700
+
+=== Entrainement cpc SEUL (mixte) - en-IE ===
+[cpc-seul-mixte-en-IE] Epoch 1/20 VAL_acc=0.5644 best=0.5644
+[cpc-seul-mixte-en-IE] Epoch 2/20 VAL_acc=0.5835 best=0.5835
+[cpc-seul-mixte-en-IE] Epoch 3/20 VAL_acc=0.5984 best=0.5984
+[cpc-seul-mixte-en-IE] Epoch 4/20 VAL_acc=0.6043 best=0.6043
+[cpc-seul-mixte-en-IE] Epoch 5/20 VAL_acc=0.6021 best=0.6043
+[cpc-seul-mixte-en-IE] Epoch 6/20 VAL_acc=0.5941 best=0.6043
+[cpc-seul-mixte-en-IE] Epoch 7/20 VAL_acc=0.5947 best=0.6043
+[cpc-seul-mixte-en-IE] Epoch 8/20 VAL_acc=0.6048 best=0.6048
+[cpc-seul-mixte-en-IE] Epoch 9/20 VAL_acc=0.6037 best=0.6048
+[cpc-seul-mixte-en-IE] Epoch 10/20 VAL_acc=0.6101 best=0.6101
+[cpc-seul-mixte-en-IE] Epoch 11/20 VAL_acc=0.6117 best=0.6117
+[cpc-seul-mixte-en-IE] Epoch 12/20 VAL_acc=0.6122 best=0.6122
+[cpc-seul-mixte-en-IE] Epoch 13/20 VAL_acc=0.6096 best=0.6122
+[cpc-seul-mixte-en-IE] Epoch 14/20 VAL_acc=0.6133 best=0.6133
+[cpc-seul-mixte-en-IE] Epoch 15/20 VAL_acc=0.6160 best=0.6160
+[cpc-seul-mixte-en-IE] Epoch 16/20 VAL_acc=0.6181 best=0.6181
+[cpc-seul-mixte-en-IE] Epoch 17/20 VAL_acc=0.6181 best=0.6181
+[cpc-seul-mixte-en-IE] Epoch 18/20 VAL_acc=0.6186 best=0.6186
+[cpc-seul-mixte-en-IE] Epoch 19/20 VAL_acc=0.6186 best=0.6186
+[cpc-seul-mixte-en-IE] Epoch 20/20 VAL_acc=0.6191 best=0.6191
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6187 AUC=0.6655 ===
+=== cpc SEUL OOD (mixte): Acc=0.6615 AUC=0.6999 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-IE ===
+[cpc-fusion-mixte-en-IE] Epoch 1/20 VAL_acc=0.7298 best=0.7298
+[cpc-fusion-mixte-en-IE] Epoch 2/20 VAL_acc=0.7574 best=0.7574
+[cpc-fusion-mixte-en-IE] Epoch 3/20 VAL_acc=0.7793 best=0.7793
+[cpc-fusion-mixte-en-IE] Epoch 4/20 VAL_acc=0.7910 best=0.7910
+[cpc-fusion-mixte-en-IE] Epoch 5/20 VAL_acc=0.7851 best=0.7910
+[cpc-fusion-mixte-en-IE] Epoch 6/20 VAL_acc=0.7910 best=0.7910
+[cpc-fusion-mixte-en-IE] Epoch 7/20 VAL_acc=0.7809 best=0.7910
+[cpc-fusion-mixte-en-IE] Epoch 8/20 VAL_acc=0.7862 best=0.7910
+[cpc-fusion-mixte-en-IE] Epoch 9/20 VAL_acc=0.7883 best=0.7910
+[cpc-fusion-mixte-en-IE] Epoch 10/20 VAL_acc=0.7936 best=0.7936
+[cpc-fusion-mixte-en-IE] Epoch 11/20 VAL_acc=0.7952 best=0.7952
+[cpc-fusion-mixte-en-IE] Epoch 12/20 VAL_acc=0.8005 best=0.8005
+[cpc-fusion-mixte-en-IE] Epoch 13/20 VAL_acc=0.7957 best=0.8005
+[cpc-fusion-mixte-en-IE] Epoch 14/20 VAL_acc=0.7989 best=0.8005
+[cpc-fusion-mixte-en-IE] Epoch 15/20 VAL_acc=0.8000 best=0.8005
+[cpc-fusion-mixte-en-IE] Epoch 16/20 VAL_acc=0.8011 best=0.8011
+[cpc-fusion-mixte-en-IE] Epoch 17/20 VAL_acc=0.8011 best=0.8011
+[cpc-fusion-mixte-en-IE] Epoch 18/20 VAL_acc=0.8005 best=0.8011
+[cpc-fusion-mixte-en-IE] Epoch 19/20 VAL_acc=0.7984 best=0.8011
+[cpc-fusion-mixte-en-IE] Epoch 20/20 VAL_acc=0.7989 best=0.8011
+=== cpc FUSION TEST (mixte, combine): Acc=0.7868 AUC=0.8660 ===
+=== cpc FUSION OOD (mixte): Acc=0.8518 AUC=0.9228 ===
+Uploade: mixte-arch-comparison-cpc-en-IE.json
+
+=== MIXTE CPC - en-IE TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-IE <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-IN <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-IN ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 16800, val: 1866, test: 4666
+
+=== Entrainement cpc SEUL (mixte) - en-IN ===
+[cpc-seul-mixte-en-IN] Epoch 1/20 VAL_acc=0.5681 best=0.5681
+[cpc-seul-mixte-en-IN] Epoch 2/20 VAL_acc=0.6136 best=0.6136
+[cpc-seul-mixte-en-IN] Epoch 3/20 VAL_acc=0.6227 best=0.6227
+[cpc-seul-mixte-en-IN] Epoch 4/20 VAL_acc=0.6195 best=0.6227
+[cpc-seul-mixte-en-IN] Epoch 5/20 VAL_acc=0.6243 best=0.6243
+[cpc-seul-mixte-en-IN] Epoch 6/20 VAL_acc=0.6324 best=0.6324
+[cpc-seul-mixte-en-IN] Epoch 7/20 VAL_acc=0.6286 best=0.6324
+[cpc-seul-mixte-en-IN] Epoch 8/20 VAL_acc=0.6318 best=0.6324
+[cpc-seul-mixte-en-IN] Epoch 9/20 VAL_acc=0.6468 best=0.6468
+[cpc-seul-mixte-en-IN] Epoch 10/20 VAL_acc=0.6254 best=0.6468
+[cpc-seul-mixte-en-IN] Epoch 11/20 VAL_acc=0.6479 best=0.6479
+[cpc-seul-mixte-en-IN] Epoch 12/20 VAL_acc=0.6458 best=0.6479
+[cpc-seul-mixte-en-IN] Epoch 13/20 VAL_acc=0.6468 best=0.6479
+[cpc-seul-mixte-en-IN] Epoch 14/20 VAL_acc=0.6506 best=0.6506
+[cpc-seul-mixte-en-IN] Epoch 15/20 VAL_acc=0.6533 best=0.6533
+[cpc-seul-mixte-en-IN] Epoch 16/20 VAL_acc=0.6522 best=0.6533
+[cpc-seul-mixte-en-IN] Epoch 17/20 VAL_acc=0.6522 best=0.6533
+[cpc-seul-mixte-en-IN] Epoch 18/20 VAL_acc=0.6533 best=0.6533
+[cpc-seul-mixte-en-IN] Epoch 19/20 VAL_acc=0.6543 best=0.6543
+[cpc-seul-mixte-en-IN] Epoch 20/20 VAL_acc=0.6549 best=0.6549
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6249 AUC=0.6685 ===
+=== cpc SEUL OOD (mixte): Acc=0.6289 AUC=0.6727 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-IN ===
+[cpc-fusion-mixte-en-IN] Epoch 1/20 VAL_acc=0.7663 best=0.7663
+[cpc-fusion-mixte-en-IN] Epoch 2/20 VAL_acc=0.7755 best=0.7755
+[cpc-fusion-mixte-en-IN] Epoch 3/20 VAL_acc=0.7889 best=0.7889
+[cpc-fusion-mixte-en-IN] Epoch 4/20 VAL_acc=0.7942 best=0.7942
+[cpc-fusion-mixte-en-IN] Epoch 5/20 VAL_acc=0.7937 best=0.7942
+[cpc-fusion-mixte-en-IN] Epoch 6/20 VAL_acc=0.7947 best=0.7947
+[cpc-fusion-mixte-en-IN] Epoch 7/20 VAL_acc=0.7910 best=0.7947
+[cpc-fusion-mixte-en-IN] Epoch 8/20 VAL_acc=0.7947 best=0.7947
+[cpc-fusion-mixte-en-IN] Epoch 9/20 VAL_acc=0.7937 best=0.7947
+[cpc-fusion-mixte-en-IN] Epoch 10/20 VAL_acc=0.7953 best=0.7953
+[cpc-fusion-mixte-en-IN] Epoch 11/20 VAL_acc=0.7889 best=0.7953
+[cpc-fusion-mixte-en-IN] Epoch 12/20 VAL_acc=0.7942 best=0.7953
+[cpc-fusion-mixte-en-IN] Epoch 13/20 VAL_acc=0.7964 best=0.7964
+[cpc-fusion-mixte-en-IN] Epoch 14/20 VAL_acc=0.7947 best=0.7964
+[cpc-fusion-mixte-en-IN] Epoch 15/20 VAL_acc=0.7926 best=0.7964
+[cpc-fusion-mixte-en-IN] Epoch 16/20 VAL_acc=0.7931 best=0.7964
+[cpc-fusion-mixte-en-IN] Epoch 17/20 VAL_acc=0.7889 best=0.7964
+[cpc-fusion-mixte-en-IN] Epoch 18/20 VAL_acc=0.7915 best=0.7964
+[cpc-fusion-mixte-en-IN] Epoch 19/20 VAL_acc=0.7915 best=0.7964
+[cpc-fusion-mixte-en-IN] Epoch 20/20 VAL_acc=0.7905 best=0.7964
+=== cpc FUSION TEST (mixte, combine): Acc=0.8071 AUC=0.8807 ===
+=== cpc FUSION OOD (mixte): Acc=0.6912 AUC=0.7862 ===
+Uploade: mixte-arch-comparison-cpc-en-IN.json
+
+=== MIXTE CPC - en-IN TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-IN <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-MX <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-MX ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 17170, val: 1907, test: 4769
+
+=== Entrainement cpc SEUL (mixte) - en-MX ===
+[cpc-seul-mixte-en-MX] Epoch 1/20 VAL_acc=0.5265 best=0.5265
+[cpc-seul-mixte-en-MX] Epoch 2/20 VAL_acc=0.5663 best=0.5663
+[cpc-seul-mixte-en-MX] Epoch 3/20 VAL_acc=0.5794 best=0.5794
+[cpc-seul-mixte-en-MX] Epoch 4/20 VAL_acc=0.5962 best=0.5962
+[cpc-seul-mixte-en-MX] Epoch 5/20 VAL_acc=0.6009 best=0.6009
+[cpc-seul-mixte-en-MX] Epoch 6/20 VAL_acc=0.5836 best=0.6009
+[cpc-seul-mixte-en-MX] Epoch 7/20 VAL_acc=0.6088 best=0.6088
+[cpc-seul-mixte-en-MX] Epoch 8/20 VAL_acc=0.5836 best=0.6088
+[cpc-seul-mixte-en-MX] Epoch 9/20 VAL_acc=0.6088 best=0.6088
+[cpc-seul-mixte-en-MX] Epoch 10/20 VAL_acc=0.6051 best=0.6088
+[cpc-seul-mixte-en-MX] Epoch 11/20 VAL_acc=0.6062 best=0.6088
+[cpc-seul-mixte-en-MX] Epoch 12/20 VAL_acc=0.6078 best=0.6088
+[cpc-seul-mixte-en-MX] Epoch 13/20 VAL_acc=0.6114 best=0.6114
+[cpc-seul-mixte-en-MX] Epoch 14/20 VAL_acc=0.6046 best=0.6114
+[cpc-seul-mixte-en-MX] Epoch 15/20 VAL_acc=0.6135 best=0.6135
+[cpc-seul-mixte-en-MX] Epoch 16/20 VAL_acc=0.6141 best=0.6141
+[cpc-seul-mixte-en-MX] Epoch 17/20 VAL_acc=0.6167 best=0.6167
+[cpc-seul-mixte-en-MX] Epoch 18/20 VAL_acc=0.6141 best=0.6167
+[cpc-seul-mixte-en-MX] Epoch 19/20 VAL_acc=0.6125 best=0.6167
+[cpc-seul-mixte-en-MX] Epoch 20/20 VAL_acc=0.6125 best=0.6167
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6196 AUC=0.6636 ===
+=== cpc SEUL OOD (mixte): Acc=0.6087 AUC=0.6938 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-MX ===
+[cpc-fusion-mixte-en-MX] Epoch 1/20 VAL_acc=0.7708 best=0.7708
+[cpc-fusion-mixte-en-MX] Epoch 2/20 VAL_acc=0.7787 best=0.7787
+[cpc-fusion-mixte-en-MX] Epoch 3/20 VAL_acc=0.7792 best=0.7792
+[cpc-fusion-mixte-en-MX] Epoch 4/20 VAL_acc=0.7803 best=0.7803
+[cpc-fusion-mixte-en-MX] Epoch 5/20 VAL_acc=0.7871 best=0.7871
+[cpc-fusion-mixte-en-MX] Epoch 6/20 VAL_acc=0.7881 best=0.7881
+[cpc-fusion-mixte-en-MX] Epoch 7/20 VAL_acc=0.7876 best=0.7881
+[cpc-fusion-mixte-en-MX] Epoch 8/20 VAL_acc=0.8018 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 9/20 VAL_acc=0.7929 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 10/20 VAL_acc=0.7976 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 11/20 VAL_acc=0.7971 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 12/20 VAL_acc=0.7971 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 13/20 VAL_acc=0.7965 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 14/20 VAL_acc=0.7955 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 15/20 VAL_acc=0.7981 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 16/20 VAL_acc=0.7944 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 17/20 VAL_acc=0.7939 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 18/20 VAL_acc=0.7944 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 19/20 VAL_acc=0.7960 best=0.8018
+[cpc-fusion-mixte-en-MX] Epoch 20/20 VAL_acc=0.7965 best=0.8018
+=== cpc FUSION TEST (mixte, combine): Acc=0.7997 AUC=0.8802 ===
+=== cpc FUSION OOD (mixte): Acc=0.7797 AUC=0.8679 ===
+Uploade: mixte-arch-comparison-cpc-en-MX.json
+
+=== MIXTE CPC - en-MX TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-MX <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-SG <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-SG ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 16892, val: 1876, test: 4692
+
+=== Entrainement cpc SEUL (mixte) - en-SG ===
+[cpc-seul-mixte-en-SG] Epoch 1/20 VAL_acc=0.6023 best=0.6023
+[cpc-seul-mixte-en-SG] Epoch 2/20 VAL_acc=0.5778 best=0.6023
+[cpc-seul-mixte-en-SG] Epoch 3/20 VAL_acc=0.6125 best=0.6125
+[cpc-seul-mixte-en-SG] Epoch 4/20 VAL_acc=0.6146 best=0.6146
+[cpc-seul-mixte-en-SG] Epoch 5/20 VAL_acc=0.6135 best=0.6146
+[cpc-seul-mixte-en-SG] Epoch 6/20 VAL_acc=0.6130 best=0.6146
+[cpc-seul-mixte-en-SG] Epoch 7/20 VAL_acc=0.6157 best=0.6157
+[cpc-seul-mixte-en-SG] Epoch 8/20 VAL_acc=0.6285 best=0.6285
+[cpc-seul-mixte-en-SG] Epoch 9/20 VAL_acc=0.6178 best=0.6285
+[cpc-seul-mixte-en-SG] Epoch 10/20 VAL_acc=0.6253 best=0.6285
+[cpc-seul-mixte-en-SG] Epoch 11/20 VAL_acc=0.6258 best=0.6285
+[cpc-seul-mixte-en-SG] Epoch 12/20 VAL_acc=0.6290 best=0.6290
+[cpc-seul-mixte-en-SG] Epoch 13/20 VAL_acc=0.6279 best=0.6290
+[cpc-seul-mixte-en-SG] Epoch 14/20 VAL_acc=0.6253 best=0.6290
+[cpc-seul-mixte-en-SG] Epoch 15/20 VAL_acc=0.6285 best=0.6290
+[cpc-seul-mixte-en-SG] Epoch 16/20 VAL_acc=0.6285 best=0.6290
+[cpc-seul-mixte-en-SG] Epoch 17/20 VAL_acc=0.6279 best=0.6290
+[cpc-seul-mixte-en-SG] Epoch 18/20 VAL_acc=0.6285 best=0.6290
+[cpc-seul-mixte-en-SG] Epoch 19/20 VAL_acc=0.6258 best=0.6290
+[cpc-seul-mixte-en-SG] Epoch 20/20 VAL_acc=0.6263 best=0.6290
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6170 AUC=0.6680 ===
+=== cpc SEUL OOD (mixte): Acc=0.5962 AUC=0.6444 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-SG ===
+[cpc-fusion-mixte-en-SG] Epoch 1/20 VAL_acc=0.7767 best=0.7767
+[cpc-fusion-mixte-en-SG] Epoch 2/20 VAL_acc=0.7814 best=0.7814
+[cpc-fusion-mixte-en-SG] Epoch 3/20 VAL_acc=0.7767 best=0.7814
+[cpc-fusion-mixte-en-SG] Epoch 4/20 VAL_acc=0.7799 best=0.7814
+[cpc-fusion-mixte-en-SG] Epoch 5/20 VAL_acc=0.7804 best=0.7814
+[cpc-fusion-mixte-en-SG] Epoch 6/20 VAL_acc=0.7799 best=0.7814
+[cpc-fusion-mixte-en-SG] Epoch 7/20 VAL_acc=0.7862 best=0.7862
+[cpc-fusion-mixte-en-SG] Epoch 8/20 VAL_acc=0.7809 best=0.7862
+[cpc-fusion-mixte-en-SG] Epoch 9/20 VAL_acc=0.7836 best=0.7862
+[cpc-fusion-mixte-en-SG] Epoch 10/20 VAL_acc=0.7825 best=0.7862
+[cpc-fusion-mixte-en-SG] Epoch 11/20 VAL_acc=0.7814 best=0.7862
+[cpc-fusion-mixte-en-SG] Epoch 12/20 VAL_acc=0.7814 best=0.7862
+[cpc-fusion-mixte-en-SG] Epoch 13/20 VAL_acc=0.7825 best=0.7862
+[cpc-fusion-mixte-en-SG] Epoch 14/20 VAL_acc=0.7910 best=0.7910
+[cpc-fusion-mixte-en-SG] Epoch 15/20 VAL_acc=0.7932 best=0.7932
+[cpc-fusion-mixte-en-SG] Epoch 16/20 VAL_acc=0.7905 best=0.7932
+[cpc-fusion-mixte-en-SG] Epoch 17/20 VAL_acc=0.7868 best=0.7932
+[cpc-fusion-mixte-en-SG] Epoch 18/20 VAL_acc=0.7910 best=0.7932
+[cpc-fusion-mixte-en-SG] Epoch 19/20 VAL_acc=0.7921 best=0.7932
+[cpc-fusion-mixte-en-SG] Epoch 20/20 VAL_acc=0.7900 best=0.7932
+=== cpc FUSION TEST (mixte, combine): Acc=0.7984 AUC=0.8806 ===
+=== cpc FUSION OOD (mixte): Acc=0.7523 AUC=0.8264 ===
+Uploade: mixte-arch-comparison-cpc-en-SG.json
+
+=== MIXTE CPC - en-SG TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-SG <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-US_Aave <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-US_Aave ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 17079, val: 1897, test: 4744
+
+=== Entrainement cpc SEUL (mixte) - en-US_Aave ===
+[cpc-seul-mixte-en-US_Aave] Epoch 1/20 VAL_acc=0.5293 best=0.5293
+[cpc-seul-mixte-en-US_Aave] Epoch 2/20 VAL_acc=0.5667 best=0.5667
+[cpc-seul-mixte-en-US_Aave] Epoch 3/20 VAL_acc=0.5783 best=0.5783
+[cpc-seul-mixte-en-US_Aave] Epoch 4/20 VAL_acc=0.5983 best=0.5983
+[cpc-seul-mixte-en-US_Aave] Epoch 5/20 VAL_acc=0.5846 best=0.5983
+[cpc-seul-mixte-en-US_Aave] Epoch 6/20 VAL_acc=0.5962 best=0.5983
+[cpc-seul-mixte-en-US_Aave] Epoch 7/20 VAL_acc=0.6157 best=0.6157
+[cpc-seul-mixte-en-US_Aave] Epoch 8/20 VAL_acc=0.6141 best=0.6157
+[cpc-seul-mixte-en-US_Aave] Epoch 9/20 VAL_acc=0.5899 best=0.6157
+[cpc-seul-mixte-en-US_Aave] Epoch 10/20 VAL_acc=0.6189 best=0.6189
+[cpc-seul-mixte-en-US_Aave] Epoch 11/20 VAL_acc=0.6157 best=0.6189
+[cpc-seul-mixte-en-US_Aave] Epoch 12/20 VAL_acc=0.5994 best=0.6189
+[cpc-seul-mixte-en-US_Aave] Epoch 13/20 VAL_acc=0.6199 best=0.6199
+[cpc-seul-mixte-en-US_Aave] Epoch 14/20 VAL_acc=0.6321 best=0.6321
+[cpc-seul-mixte-en-US_Aave] Epoch 15/20 VAL_acc=0.6194 best=0.6321
+[cpc-seul-mixte-en-US_Aave] Epoch 16/20 VAL_acc=0.6231 best=0.6321
+[cpc-seul-mixte-en-US_Aave] Epoch 17/20 VAL_acc=0.6268 best=0.6321
+[cpc-seul-mixte-en-US_Aave] Epoch 18/20 VAL_acc=0.6268 best=0.6321
+[cpc-seul-mixte-en-US_Aave] Epoch 19/20 VAL_acc=0.6257 best=0.6321
+[cpc-seul-mixte-en-US_Aave] Epoch 20/20 VAL_acc=0.6263 best=0.6321
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6153 AUC=0.6638 ===
+=== cpc SEUL OOD (mixte): Acc=0.5840 AUC=0.6014 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-US_Aave ===
+[cpc-fusion-mixte-en-US_Aave] Epoch 1/20 VAL_acc=0.7770 best=0.7770
+[cpc-fusion-mixte-en-US_Aave] Epoch 2/20 VAL_acc=0.7686 best=0.7770
+[cpc-fusion-mixte-en-US_Aave] Epoch 3/20 VAL_acc=0.7960 best=0.7960
+[cpc-fusion-mixte-en-US_Aave] Epoch 4/20 VAL_acc=0.8013 best=0.8013
+[cpc-fusion-mixte-en-US_Aave] Epoch 5/20 VAL_acc=0.7976 best=0.8013
+[cpc-fusion-mixte-en-US_Aave] Epoch 6/20 VAL_acc=0.8034 best=0.8034
+[cpc-fusion-mixte-en-US_Aave] Epoch 7/20 VAL_acc=0.8050 best=0.8050
+[cpc-fusion-mixte-en-US_Aave] Epoch 8/20 VAL_acc=0.8065 best=0.8065
+[cpc-fusion-mixte-en-US_Aave] Epoch 9/20 VAL_acc=0.8065 best=0.8065
+[cpc-fusion-mixte-en-US_Aave] Epoch 10/20 VAL_acc=0.8060 best=0.8065
+[cpc-fusion-mixte-en-US_Aave] Epoch 11/20 VAL_acc=0.8102 best=0.8102
+[cpc-fusion-mixte-en-US_Aave] Epoch 12/20 VAL_acc=0.7997 best=0.8102
+[cpc-fusion-mixte-en-US_Aave] Epoch 13/20 VAL_acc=0.8007 best=0.8102
+[cpc-fusion-mixte-en-US_Aave] Epoch 14/20 VAL_acc=0.7897 best=0.8102
+[cpc-fusion-mixte-en-US_Aave] Epoch 15/20 VAL_acc=0.7934 best=0.8102
+[cpc-fusion-mixte-en-US_Aave] Epoch 16/20 VAL_acc=0.7860 best=0.8102
+[cpc-fusion-mixte-en-US_Aave] Epoch 17/20 VAL_acc=0.7928 best=0.8102
+[cpc-fusion-mixte-en-US_Aave] Epoch 18/20 VAL_acc=0.7934 best=0.8102
+[cpc-fusion-mixte-en-US_Aave] Epoch 19/20 VAL_acc=0.7912 best=0.8102
+[cpc-fusion-mixte-en-US_Aave] Epoch 20/20 VAL_acc=0.7918 best=0.8102
+=== cpc FUSION TEST (mixte, combine): Acc=0.7957 AUC=0.8772 ===
+=== cpc FUSION OOD (mixte): Acc=0.7616 AUC=0.8394 ===
+Uploade: mixte-arch-comparison-cpc-en-US_Aave.json
+
+=== MIXTE CPC - en-US_Aave TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-US_Aave <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-US_General <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-US_General ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 17314, val: 1923, test: 4809
+
+=== Entrainement cpc SEUL (mixte) - en-US_General ===
+[cpc-seul-mixte-en-US_General] Epoch 1/20 VAL_acc=0.5575 best=0.5575
+[cpc-seul-mixte-en-US_General] Epoch 2/20 VAL_acc=0.5777 best=0.5777
+[cpc-seul-mixte-en-US_General] Epoch 3/20 VAL_acc=0.5798 best=0.5798
+[cpc-seul-mixte-en-US_General] Epoch 4/20 VAL_acc=0.5866 best=0.5866
+[cpc-seul-mixte-en-US_General] Epoch 5/20 VAL_acc=0.5959 best=0.5959
+[cpc-seul-mixte-en-US_General] Epoch 6/20 VAL_acc=0.5991 best=0.5991
+[cpc-seul-mixte-en-US_General] Epoch 7/20 VAL_acc=0.5970 best=0.5991
+[cpc-seul-mixte-en-US_General] Epoch 8/20 VAL_acc=0.5975 best=0.5991
+[cpc-seul-mixte-en-US_General] Epoch 9/20 VAL_acc=0.6069 best=0.6069
+[cpc-seul-mixte-en-US_General] Epoch 10/20 VAL_acc=0.6100 best=0.6100
+[cpc-seul-mixte-en-US_General] Epoch 11/20 VAL_acc=0.6084 best=0.6100
+[cpc-seul-mixte-en-US_General] Epoch 12/20 VAL_acc=0.6115 best=0.6115
+[cpc-seul-mixte-en-US_General] Epoch 13/20 VAL_acc=0.6121 best=0.6121
+[cpc-seul-mixte-en-US_General] Epoch 14/20 VAL_acc=0.6079 best=0.6121
+[cpc-seul-mixte-en-US_General] Epoch 15/20 VAL_acc=0.6095 best=0.6121
+[cpc-seul-mixte-en-US_General] Epoch 16/20 VAL_acc=0.6095 best=0.6121
+[cpc-seul-mixte-en-US_General] Epoch 17/20 VAL_acc=0.6095 best=0.6121
+[cpc-seul-mixte-en-US_General] Epoch 18/20 VAL_acc=0.6115 best=0.6121
+[cpc-seul-mixte-en-US_General] Epoch 19/20 VAL_acc=0.6110 best=0.6121
+[cpc-seul-mixte-en-US_General] Epoch 20/20 VAL_acc=0.6115 best=0.6121
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6263 AUC=0.6717 ===
+=== cpc SEUL OOD (mixte): Acc=0.5926 AUC=0.6425 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-US_General ===
+[cpc-fusion-mixte-en-US_General] Epoch 1/20 VAL_acc=0.7395 best=0.7395
+[cpc-fusion-mixte-en-US_General] Epoch 2/20 VAL_acc=0.7764 best=0.7764
+[cpc-fusion-mixte-en-US_General] Epoch 3/20 VAL_acc=0.7795 best=0.7795
+[cpc-fusion-mixte-en-US_General] Epoch 4/20 VAL_acc=0.7748 best=0.7795
+[cpc-fusion-mixte-en-US_General] Epoch 5/20 VAL_acc=0.7608 best=0.7795
+[cpc-fusion-mixte-en-US_General] Epoch 6/20 VAL_acc=0.7920 best=0.7920
+[cpc-fusion-mixte-en-US_General] Epoch 7/20 VAL_acc=0.7821 best=0.7920
+[cpc-fusion-mixte-en-US_General] Epoch 8/20 VAL_acc=0.7962 best=0.7962
+[cpc-fusion-mixte-en-US_General] Epoch 9/20 VAL_acc=0.7904 best=0.7962
+[cpc-fusion-mixte-en-US_General] Epoch 10/20 VAL_acc=0.7868 best=0.7962
+[cpc-fusion-mixte-en-US_General] Epoch 11/20 VAL_acc=0.7930 best=0.7962
+[cpc-fusion-mixte-en-US_General] Epoch 12/20 VAL_acc=0.7925 best=0.7962
+[cpc-fusion-mixte-en-US_General] Epoch 13/20 VAL_acc=0.7920 best=0.7962
+[cpc-fusion-mixte-en-US_General] Epoch 14/20 VAL_acc=0.7925 best=0.7962
+[cpc-fusion-mixte-en-US_General] Epoch 15/20 VAL_acc=0.7956 best=0.7962
+[cpc-fusion-mixte-en-US_General] Epoch 16/20 VAL_acc=0.8008 best=0.8008
+[cpc-fusion-mixte-en-US_General] Epoch 17/20 VAL_acc=0.7951 best=0.8008
+[cpc-fusion-mixte-en-US_General] Epoch 18/20 VAL_acc=0.7925 best=0.8008
+[cpc-fusion-mixte-en-US_General] Epoch 19/20 VAL_acc=0.7920 best=0.8008
+[cpc-fusion-mixte-en-US_General] Epoch 20/20 VAL_acc=0.7977 best=0.8008
+=== cpc FUSION TEST (mixte, combine): Acc=0.8006 AUC=0.8824 ===
+=== cpc FUSION OOD (mixte): Acc=0.8040 AUC=0.8812 ===
+Uploade: mixte-arch-comparison-cpc-en-US_General.json
+
+=== MIXTE CPC - en-US_General TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-US_General <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-US_Southern <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-US_Southern ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 17352, val: 1928, test: 4820
+
+=== Entrainement cpc SEUL (mixte) - en-US_Southern ===
+[cpc-seul-mixte-en-US_Southern] Epoch 1/20 VAL_acc=0.5192 best=0.5192
+[cpc-seul-mixte-en-US_Southern] Epoch 2/20 VAL_acc=0.5908 best=0.5908
+[cpc-seul-mixte-en-US_Southern] Epoch 3/20 VAL_acc=0.6011 best=0.6011
+[cpc-seul-mixte-en-US_Southern] Epoch 4/20 VAL_acc=0.6032 best=0.6032
+[cpc-seul-mixte-en-US_Southern] Epoch 5/20 VAL_acc=0.6146 best=0.6146
+[cpc-seul-mixte-en-US_Southern] Epoch 6/20 VAL_acc=0.6084 best=0.6146
+[cpc-seul-mixte-en-US_Southern] Epoch 7/20 VAL_acc=0.6151 best=0.6151
+[cpc-seul-mixte-en-US_Southern] Epoch 8/20 VAL_acc=0.6141 best=0.6151
+[cpc-seul-mixte-en-US_Southern] Epoch 9/20 VAL_acc=0.6281 best=0.6281
+[cpc-seul-mixte-en-US_Southern] Epoch 10/20 VAL_acc=0.6188 best=0.6281
+[cpc-seul-mixte-en-US_Southern] Epoch 11/20 VAL_acc=0.6286 best=0.6286
+[cpc-seul-mixte-en-US_Southern] Epoch 12/20 VAL_acc=0.6328 best=0.6328
+[cpc-seul-mixte-en-US_Southern] Epoch 13/20 VAL_acc=0.6343 best=0.6343
+[cpc-seul-mixte-en-US_Southern] Epoch 14/20 VAL_acc=0.6333 best=0.6343
+[cpc-seul-mixte-en-US_Southern] Epoch 15/20 VAL_acc=0.6291 best=0.6343
+[cpc-seul-mixte-en-US_Southern] Epoch 16/20 VAL_acc=0.6328 best=0.6343
+[cpc-seul-mixte-en-US_Southern] Epoch 17/20 VAL_acc=0.6338 best=0.6343
+[cpc-seul-mixte-en-US_Southern] Epoch 18/20 VAL_acc=0.6312 best=0.6343
+[cpc-seul-mixte-en-US_Southern] Epoch 19/20 VAL_acc=0.6343 best=0.6343
+[cpc-seul-mixte-en-US_Southern] Epoch 20/20 VAL_acc=0.6343 best=0.6343
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6214 AUC=0.6623 ===
+=== cpc SEUL OOD (mixte): Acc=0.6171 AUC=0.6421 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-US_Southern ===
+[cpc-fusion-mixte-en-US_Southern] Epoch 1/20 VAL_acc=0.7780 best=0.7780
+[cpc-fusion-mixte-en-US_Southern] Epoch 2/20 VAL_acc=0.7780 best=0.7780
+[cpc-fusion-mixte-en-US_Southern] Epoch 3/20 VAL_acc=0.7770 best=0.7780
+[cpc-fusion-mixte-en-US_Southern] Epoch 4/20 VAL_acc=0.7770 best=0.7780
+[cpc-fusion-mixte-en-US_Southern] Epoch 5/20 VAL_acc=0.7801 best=0.7801
+[cpc-fusion-mixte-en-US_Southern] Epoch 6/20 VAL_acc=0.7837 best=0.7837
+[cpc-fusion-mixte-en-US_Southern] Epoch 7/20 VAL_acc=0.7853 best=0.7853
+[cpc-fusion-mixte-en-US_Southern] Epoch 8/20 VAL_acc=0.7848 best=0.7853
+[cpc-fusion-mixte-en-US_Southern] Epoch 9/20 VAL_acc=0.7915 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 10/20 VAL_acc=0.7801 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 11/20 VAL_acc=0.7868 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 12/20 VAL_acc=0.7837 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 13/20 VAL_acc=0.7853 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 14/20 VAL_acc=0.7822 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 15/20 VAL_acc=0.7676 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 16/20 VAL_acc=0.7775 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 17/20 VAL_acc=0.7770 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 18/20 VAL_acc=0.7785 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 19/20 VAL_acc=0.7775 best=0.7915
+[cpc-fusion-mixte-en-US_Southern] Epoch 20/20 VAL_acc=0.7785 best=0.7915
+=== cpc FUSION TEST (mixte, combine): Acc=0.7929 AUC=0.8755 ===
+=== cpc FUSION OOD (mixte): Acc=0.7970 AUC=0.8621 ===
+Uploade: mixte-arch-comparison-cpc-en-US_Southern.json
+
+=== MIXTE CPC - en-US_Southern TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-US_Southern <<<
+==================================================
+>>> DÉMARRAGE DE L'EXPÉRIENCE : en-ZA <<<
+
+============================================================
+=== MIXTE: CPC - OOD: en-ZA ===
+============================================================
+Architecture cpc: 33,154 parametres, batch_size=256, input=cpc_features
+AppTek train: 16929, val: 1881, test: 4702
+
+=== Entrainement cpc SEUL (mixte) - en-ZA ===
+[cpc-seul-mixte-en-ZA] Epoch 1/20 VAL_acc=0.5369 best=0.5369
+[cpc-seul-mixte-en-ZA] Epoch 2/20 VAL_acc=0.5906 best=0.5906
+[cpc-seul-mixte-en-ZA] Epoch 3/20 VAL_acc=0.6029 best=0.6029
+[cpc-seul-mixte-en-ZA] Epoch 4/20 VAL_acc=0.6098 best=0.6098
+[cpc-seul-mixte-en-ZA] Epoch 5/20 VAL_acc=0.5944 best=0.6098
+[cpc-seul-mixte-en-ZA] Epoch 6/20 VAL_acc=0.6257 best=0.6257
+[cpc-seul-mixte-en-ZA] Epoch 7/20 VAL_acc=0.6316 best=0.6316
+[cpc-seul-mixte-en-ZA] Epoch 8/20 VAL_acc=0.6247 best=0.6316
+[cpc-seul-mixte-en-ZA] Epoch 9/20 VAL_acc=0.6417 best=0.6417
+[cpc-seul-mixte-en-ZA] Epoch 10/20 VAL_acc=0.6443 best=0.6443
+[cpc-seul-mixte-en-ZA] Epoch 11/20 VAL_acc=0.6220 best=0.6443
+[cpc-seul-mixte-en-ZA] Epoch 12/20 VAL_acc=0.6289 best=0.6443
+[cpc-seul-mixte-en-ZA] Epoch 13/20 VAL_acc=0.6470 best=0.6470
+[cpc-seul-mixte-en-ZA] Epoch 14/20 VAL_acc=0.6465 best=0.6470
+[cpc-seul-mixte-en-ZA] Epoch 15/20 VAL_acc=0.6512 best=0.6512
+[cpc-seul-mixte-en-ZA] Epoch 16/20 VAL_acc=0.6422 best=0.6512
+[cpc-seul-mixte-en-ZA] Epoch 17/20 VAL_acc=0.6481 best=0.6512
+[cpc-seul-mixte-en-ZA] Epoch 18/20 VAL_acc=0.6491 best=0.6512
+[cpc-seul-mixte-en-ZA] Epoch 19/20 VAL_acc=0.6481 best=0.6512
+[cpc-seul-mixte-en-ZA] Epoch 20/20 VAL_acc=0.6497 best=0.6512
+=== cpc SEUL TEST (AppTek, mixte): Acc=0.6265 AUC=0.6729 ===
+=== cpc SEUL OOD (mixte): Acc=0.5467 AUC=0.5581 ===
+Dimension audio pour fusion: 256
+
+=== Entrainement cpc FUSION (mixte) - en-ZA ===
+[cpc-fusion-mixte-en-ZA] Epoch 1/20 VAL_acc=0.7831 best=0.7831
+[cpc-fusion-mixte-en-ZA] Epoch 2/20 VAL_acc=0.7927 best=0.7927
+[cpc-fusion-mixte-en-ZA] Epoch 3/20 VAL_acc=0.7873 best=0.7927
+[cpc-fusion-mixte-en-ZA] Epoch 4/20 VAL_acc=0.8033 best=0.8033
+[cpc-fusion-mixte-en-ZA] Epoch 5/20 VAL_acc=0.7932 best=0.8033
+[cpc-fusion-mixte-en-ZA] Epoch 6/20 VAL_acc=0.8022 best=0.8033
+[cpc-fusion-mixte-en-ZA] Epoch 7/20 VAL_acc=0.8017 best=0.8033
+[cpc-fusion-mixte-en-ZA] Epoch 8/20 VAL_acc=0.8091 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 9/20 VAL_acc=0.7990 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 10/20 VAL_acc=0.8017 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 11/20 VAL_acc=0.8022 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 12/20 VAL_acc=0.7953 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 13/20 VAL_acc=0.7905 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 14/20 VAL_acc=0.7953 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 15/20 VAL_acc=0.7858 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 16/20 VAL_acc=0.7905 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 17/20 VAL_acc=0.7873 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 18/20 VAL_acc=0.7900 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 19/20 VAL_acc=0.7879 best=0.8091
+[cpc-fusion-mixte-en-ZA] Epoch 20/20 VAL_acc=0.7863 best=0.8091
+=== cpc FUSION TEST (mixte, combine): Acc=0.7939 AUC=0.8740 ===
+=== cpc FUSION OOD (mixte): Acc=0.7871 AUC=0.8734 ===
+Uploade: mixte-arch-comparison-cpc-en-ZA.json
+
+=== MIXTE CPC - en-ZA TERMINE ===
+>>> EXPÉRIENCE TERMINÉE POUR : en-ZA <<<
+Toutes les expériences CPC sont terminées !