FS-TFP/exp/MAE/D8/eval_results.log

112 lines
257 KiB
Plaintext

{'Role': 'Server #', 'Round': 0, 'Results_weighted_avg': {'test_avg_loss': np.float64(33.174941524158825), 'test_loss': np.float64(116775.79416503906), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(34.02137698780407), 'val_loss': np.float64(119755.24699707031), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(33.174941524158825), 'test_loss': np.float64(116775.79416503906), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(34.02137698780407), 'val_loss': np.float64(119755.24699707031), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(5.471148235531679), 'test_avg_loss_bottom_decile': np.float64(24.439439288052647), 'test_avg_loss_top_decile': np.float64(41.80502627979625), 'test_avg_loss_min': np.float64(23.59170362299139), 'test_avg_loss_max': np.float64(41.80502627979625), 'test_avg_loss_bottom10%': np.float64(23.59170362299139), 'test_avg_loss_top10%': np.float64(41.80502627979625), 'test_avg_loss_cos1': np.float64(0.9866722681679805), 'test_avg_loss_entropy': np.float64(2.2884850857880887), 'test_loss_std': np.float64(19258.441789071512), 'test_loss_bottom_decile': np.float64(86026.82629394531), 'test_loss_top_decile': np.float64(147153.6925048828), 'test_loss_min': np.float64(83042.79675292969), 'test_loss_max': np.float64(147153.6925048828), 'test_loss_bottom10%': np.float64(83042.79675292969), 'test_loss_top10%': np.float64(147153.6925048828), 'test_loss_cos1': np.float64(0.9866722681679805), 'test_loss_entropy': np.float64(2.288485085787218), 'val_avg_loss_std': np.float64(5.512840607240574), 'val_avg_loss_bottom_decile': np.float64(25.12949211814187), 'val_avg_loss_top_decile': np.float64(42.617746803977276), 'val_avg_loss_min': np.float64(24.327185890891336), 'val_avg_loss_max': np.float64(42.617746803977276), 'val_avg_loss_bottom10%': np.float64(24.327185890891336), 'val_avg_loss_top10%': np.float64(42.617746803977276), 'val_avg_loss_cos1': np.float64(0.9871244483003412), 'val_avg_loss_entropy': np.float64(2.2889465032589493), 'val_loss_std': np.float64(19405.198937486817), 'val_loss_bottom_decile': np.float64(88455.81225585938), 'val_loss_top_decile': np.float64(150014.46875), 'val_loss_min': np.float64(85631.6943359375), 'val_loss_max': np.float64(150014.46875), 'val_loss_bottom10%': np.float64(85631.6943359375), 'val_loss_top10%': np.float64(150014.46875), 'val_loss_cos1': np.float64(0.9871244483003411), 'val_loss_entropy': np.float64(2.2889465032581287)}}
{'Role': 'Server #', 'Round': 1, 'Results_weighted_avg': {'test_avg_loss': np.float64(25.605748233795165), 'test_loss': np.float64(90132.23378295898), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(26.500443635420364), 'val_loss': np.float64(93281.56159667969), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(25.60574823379517), 'test_loss': np.float64(90132.23378295898), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(26.500443635420368), 'val_loss': np.float64(93281.56159667969), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(4.29843288710807), 'test_avg_loss_bottom_decile': np.float64(19.212972901084207), 'test_avg_loss_top_decile': np.float64(33.58737838051536), 'test_avg_loss_min': np.float64(18.40385048606179), 'test_avg_loss_max': np.float64(33.58737838051536), 'test_avg_loss_bottom10%': np.float64(18.40385048606179), 'test_avg_loss_top10%': np.float64(33.58737838051536), 'test_avg_loss_cos1': np.float64(0.98620083118211), 'test_avg_loss_entropy': np.float64(2.288223504915819), 'test_loss_std': np.float64(15130.483762620404), 'test_loss_bottom_decile': np.float64(67629.6646118164), 'test_loss_top_decile': np.float64(118227.57189941406), 'test_loss_min': np.float64(64781.5537109375), 'test_loss_max': np.float64(118227.57189941406), 'test_loss_bottom10%': np.float64(64781.5537109375), 'test_loss_top10%': np.float64(118227.57189941406), 'test_loss_cos1': np.float64(0.9862008311821099), 'test_loss_entropy': np.float64(2.2882235049146797), 'val_avg_loss_std': np.float64(4.309074102563837), 'val_avg_loss_bottom_decile': np.float64(20.022856330871583), 'val_avg_loss_top_decile': np.float64(34.37479851462624), 'val_avg_loss_min': np.float64(19.27824048128995), 'val_avg_loss_max': np.float64(34.37479851462624), 'val_avg_loss_bottom10%': np.float64(19.27824048128995), 'val_avg_loss_top10%': np.float64(34.37479851462624), 'val_avg_loss_cos1': np.float64(0.9870365015929794), 'val_avg_loss_entropy': np.float64(2.289099150316595), 'val_loss_std': np.float64(15167.940841024709), 'val_loss_bottom_decile': np.float64(70480.45428466797), 'val_loss_top_decile': np.float64(120999.29077148438), 'val_loss_min': np.float64(67859.40649414062), 'val_loss_max': np.float64(120999.29077148438), 'val_loss_bottom10%': np.float64(67859.40649414062), 'val_loss_top10%': np.float64(120999.29077148438), 'val_loss_cos1': np.float64(0.9870365015929794), 'val_loss_entropy': np.float64(2.289099150315561)}}
{'Role': 'Server #', 'Round': 2, 'Results_weighted_avg': {'test_avg_loss': np.float64(23.202302122983067), 'test_loss': np.float64(81672.10347290039), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(24.04185309670188), 'val_loss': np.float64(84627.32290039063), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(23.202302122983063), 'test_loss': np.float64(81672.10347290039), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(24.041853096701878), 'val_loss': np.float64(84627.32290039063), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(3.8715373687520245), 'test_avg_loss_bottom_decile': np.float64(17.470497426119717), 'test_avg_loss_top_decile': np.float64(30.7091853575273), 'test_avg_loss_min': np.float64(17.38288104317405), 'test_avg_loss_max': np.float64(30.7091853575273), 'test_avg_loss_bottom10%': np.float64(17.38288104317405), 'test_avg_loss_top10%': np.float64(30.7091853575273), 'test_avg_loss_cos1': np.float64(0.986362974035659), 'test_avg_loss_entropy': np.float64(2.2885580985055713), 'test_loss_std': np.float64(13627.811538007127), 'test_loss_bottom_decile': np.float64(61496.150939941406), 'test_loss_top_decile': np.float64(108096.3324584961), 'test_loss_min': np.float64(61187.741271972656), 'test_loss_max': np.float64(108096.3324584961), 'test_loss_bottom10%': np.float64(61187.741271972656), 'test_loss_top10%': np.float64(108096.3324584961), 'test_loss_cos1': np.float64(0.986362974035659), 'test_loss_entropy': np.float64(2.2885580985043505), 'val_avg_loss_std': np.float64(3.86606108626337), 'val_avg_loss_bottom_decile': np.float64(18.289192581176756), 'val_avg_loss_top_decile': np.float64(31.41313958601518), 'val_avg_loss_min': np.float64(18.276148189197887), 'val_avg_loss_max': np.float64(31.41313958601518), 'val_avg_loss_bottom10%': np.float64(18.276148189197887), 'val_avg_loss_top10%': np.float64(31.41313958601518), 'val_avg_loss_cos1': np.float64(0.9873162655178375), 'val_avg_loss_entropy': np.float64(2.2895495646478747), 'val_loss_std': np.float64(13608.535023647062), 'val_loss_bottom_decile': np.float64(64377.95788574219), 'val_loss_top_decile': np.float64(110574.25134277344), 'val_loss_min': np.float64(64332.04162597656), 'val_loss_max': np.float64(110574.25134277344), 'val_loss_bottom10%': np.float64(64332.04162597656), 'val_loss_top10%': np.float64(110574.25134277344), 'val_loss_cos1': np.float64(0.9873162655178377), 'val_loss_entropy': np.float64(2.2895495646467805)}}
{'Role': 'Server #', 'Round': 3, 'Results_weighted_avg': {'test_avg_loss': np.float64(22.838101992173627), 'test_loss': np.float64(80390.11901245118), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(23.630872233997692), 'val_loss': np.float64(83180.67026367187), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(22.838101992173627), 'test_loss': np.float64(80390.11901245118), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(23.630872233997692), 'val_loss': np.float64(83180.67026367187), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(3.6661621496744683), 'test_avg_loss_bottom_decile': np.float64(17.862378987399016), 'test_avg_loss_top_decile': np.float64(30.09979133605957), 'test_avg_loss_min': np.float64(17.704528617858887), 'test_avg_loss_max': np.float64(30.09979133605957), 'test_avg_loss_bottom10%': np.float64(17.704528617858887), 'test_avg_loss_top10%': np.float64(30.09979133605957), 'test_avg_loss_cos1': np.float64(0.9873591215506128), 'test_avg_loss_entropy': np.float64(2.289714330531547), 'test_loss_std': np.float64(12904.890766854129), 'test_loss_bottom_decile': np.float64(62875.57403564453), 'test_loss_top_decile': np.float64(105951.26550292969), 'test_loss_min': np.float64(62319.94073486328), 'test_loss_max': np.float64(105951.26550292969), 'test_loss_bottom10%': np.float64(62319.94073486328), 'test_loss_top10%': np.float64(105951.26550292969), 'test_loss_cos1': np.float64(0.9873591215506129), 'test_loss_entropy': np.float64(2.2897143305304155), 'val_avg_loss_std': np.float64(3.647771017877355), 'val_avg_loss_bottom_decile': np.float64(18.748098529468884), 'val_avg_loss_top_decile': np.float64(30.68238875649192), 'val_avg_loss_min': np.float64(18.55371769991788), 'val_avg_loss_max': np.float64(30.68238875649192), 'val_avg_loss_bottom10%': np.float64(18.55371769991788), 'val_avg_loss_top10%': np.float64(30.68238875649192), 'val_avg_loss_cos1': np.float64(0.9882945606626682), 'val_avg_loss_entropy': np.float64(2.290671748682171), 'val_loss_std': np.float64(12840.153982928286), 'val_loss_bottom_decile': np.float64(65993.30682373047), 'val_loss_top_decile': np.float64(108002.00842285156), 'val_loss_min': np.float64(65309.08630371094), 'val_loss_max': np.float64(108002.00842285156), 'val_loss_bottom10%': np.float64(65309.08630371094), 'val_loss_top10%': np.float64(108002.00842285156), 'val_loss_cos1': np.float64(0.988294560662668), 'val_loss_entropy': np.float64(2.290671748681158)}}
{'Role': 'Server #', 'Round': 4, 'Results_weighted_avg': {'test_avg_loss': np.float64(22.496807115728206), 'test_loss': np.float64(79188.76104736328), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(23.286215508200904), 'val_loss': np.float64(81967.47858886719), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(22.496807115728206), 'test_loss': np.float64(79188.76104736328), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(23.286215508200904), 'val_loss': np.float64(81967.47858886719), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(3.331766589852431), 'test_avg_loss_bottom_decile': np.float64(18.363328222794966), 'test_avg_loss_top_decile': np.float64(28.90664676319469), 'test_avg_loss_min': np.float64(18.03713500282981), 'test_avg_loss_max': np.float64(28.90664676319469), 'test_avg_loss_bottom10%': np.float64(18.03713500282981), 'test_avg_loss_top10%': np.float64(28.90664676319469), 'test_avg_loss_cos1': np.float64(0.9892104330015001), 'test_avg_loss_entropy': np.float64(2.291646075968901), 'test_loss_std': np.float64(11727.818396280554), 'test_loss_bottom_decile': np.float64(64638.91534423828), 'test_loss_top_decile': np.float64(101751.39660644531), 'test_loss_min': np.float64(63490.71520996094), 'test_loss_max': np.float64(101751.39660644531), 'test_loss_bottom10%': np.float64(63490.71520996094), 'test_loss_top10%': np.float64(101751.39660644531), 'test_loss_cos1': np.float64(0.9892104330015), 'test_loss_entropy': np.float64(2.2916460759679267), 'val_avg_loss_std': np.float64(3.3134495765602483), 'val_avg_loss_bottom_decile': np.float64(19.233528553355825), 'val_avg_loss_top_decile': np.float64(29.430882332541724), 'val_avg_loss_min': np.float64(18.90130235498602), 'val_avg_loss_max': np.float64(29.430882332541724), 'val_avg_loss_bottom10%': np.float64(18.90130235498602), 'val_avg_loss_top10%': np.float64(29.430882332541724), 'val_avg_loss_cos1': np.float64(0.9900276289229689), 'val_avg_loss_entropy': np.float64(2.2924677899180694), 'val_loss_std': np.float64(11663.342509492077), 'val_loss_bottom_decile': np.float64(67702.0205078125), 'val_loss_top_decile': np.float64(103596.70581054688), 'val_loss_min': np.float64(66532.58428955078), 'val_loss_max': np.float64(103596.70581054688), 'val_loss_bottom10%': np.float64(66532.58428955078), 'val_loss_top10%': np.float64(103596.70581054688), 'val_loss_cos1': np.float64(0.9900276289229691), 'val_loss_entropy': np.float64(2.2924677899171986)}}
{'Role': 'Server #', 'Round': 5, 'Results_weighted_avg': {'test_avg_loss': np.float64(22.100437531904742), 'test_loss': np.float64(77793.54011230469), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.87665038022128), 'val_loss': np.float64(80525.80933837891), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(22.100437531904742), 'test_loss': np.float64(77793.54011230469), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.87665038022128), 'val_loss': np.float64(80525.80933837891), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(3.1390895078375176), 'test_avg_loss_bottom_decile': np.float64(18.394339110634544), 'test_avg_loss_top_decile': np.float64(28.4164945082231), 'test_avg_loss_min': np.float64(18.141743087768553), 'test_avg_loss_max': np.float64(28.4164945082231), 'test_avg_loss_bottom10%': np.float64(18.141743087768553), 'test_avg_loss_top10%': np.float64(28.4164945082231), 'test_avg_loss_cos1': np.float64(0.9900627925874074), 'test_avg_loss_entropy': np.float64(2.292584849904139), 'test_loss_std': np.float64(11049.595067588061), 'test_loss_bottom_decile': np.float64(64748.073669433594), 'test_loss_top_decile': np.float64(100026.06066894531), 'test_loss_min': np.float64(63858.93566894531), 'test_loss_max': np.float64(100026.06066894531), 'test_loss_bottom10%': np.float64(63858.93566894531), 'test_loss_top10%': np.float64(100026.06066894531), 'test_loss_cos1': np.float64(0.9900627925874076), 'test_loss_entropy': np.float64(2.2925848499032346), 'val_avg_loss_std': np.float64(3.1160415016601557), 'val_avg_loss_bottom_decile': np.float64(19.170618854869495), 'val_avg_loss_top_decile': np.float64(28.95436012961648), 'val_avg_loss_min': np.float64(19.008802622014827), 'val_avg_loss_max': np.float64(28.95436012961648), 'val_avg_loss_bottom10%': np.float64(19.008802622014827), 'val_avg_loss_top10%': np.float64(28.95436012961648), 'val_avg_loss_cos1': np.float64(0.9908504615104313), 'val_avg_loss_entropy': np.float64(2.2933709588620284), 'val_loss_std': np.float64(10968.466085843747), 'val_loss_bottom_decile': np.float64(67480.57836914062), 'val_loss_top_decile': np.float64(101919.34765625), 'val_loss_min': np.float64(66910.98522949219), 'val_loss_max': np.float64(101919.34765625), 'val_loss_bottom10%': np.float64(66910.98522949219), 'val_loss_top10%': np.float64(101919.34765625), 'val_loss_cos1': np.float64(0.9908504615104315), 'val_loss_entropy': np.float64(2.293370958861223)}}
{'Role': 'Server #', 'Round': 6, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.91181836041537), 'test_loss': np.float64(77129.60062866211), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.68091614289717), 'val_loss': np.float64(79836.82482299805), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.911818360415374), 'test_loss': np.float64(77129.60062866211), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.68091614289717), 'val_loss': np.float64(79836.82482299805), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.9874309365277525), 'test_avg_loss_bottom_decile': np.float64(18.27982377139005), 'test_avg_loss_top_decile': np.float64(27.843758895180443), 'test_avg_loss_min': np.float64(18.250157581676138), 'test_avg_loss_max': np.float64(27.843758895180443), 'test_avg_loss_bottom10%': np.float64(18.250157581676138), 'test_avg_loss_top10%': np.float64(27.843758895180443), 'test_avg_loss_cos1': np.float64(0.9908334627325193), 'test_avg_loss_entropy': np.float64(2.293364141105623), 'test_loss_std': np.float64(10515.756896577688), 'test_loss_bottom_decile': np.float64(64344.97967529297), 'test_loss_top_decile': np.float64(98010.03131103516), 'test_loss_min': np.float64(64240.5546875), 'test_loss_max': np.float64(98010.03131103516), 'test_loss_bottom10%': np.float64(64240.5546875), 'test_loss_top10%': np.float64(98010.03131103516), 'test_loss_cos1': np.float64(0.9908334627325193), 'test_loss_entropy': np.float64(2.2933641411047825), 'val_avg_loss_std': np.float64(2.9674973129564677), 'val_avg_loss_bottom_decile': np.float64(19.132150788740677), 'val_avg_loss_top_decile': np.float64(28.38170757293701), 'val_avg_loss_min': np.float64(19.01552476015958), 'val_avg_loss_max': np.float64(28.38170757293701), 'val_avg_loss_bottom10%': np.float64(19.01552476015958), 'val_avg_loss_top10%': np.float64(28.38170757293701), 'val_avg_loss_cos1': np.float64(0.9915492162074135), 'val_avg_loss_entropy': np.float64(2.2940760487153766), 'val_loss_std': np.float64(10445.590541606767), 'val_loss_bottom_decile': np.float64(67345.17077636719), 'val_loss_top_decile': np.float64(99903.61065673828), 'val_loss_min': np.float64(66934.64715576172), 'val_loss_max': np.float64(99903.61065673828), 'val_loss_bottom10%': np.float64(66934.64715576172), 'val_loss_top10%': np.float64(99903.61065673828), 'val_loss_cos1': np.float64(0.9915492162074138), 'val_loss_entropy': np.float64(2.2940760487146266)}}
{'Role': 'Server #', 'Round': 7, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.78045512112704), 'test_loss': np.float64(76667.20202636719), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.537513321963225), 'val_loss': np.float64(79332.04689331054), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.78045512112704), 'test_loss': np.float64(76667.20202636719), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.537513321963225), 'val_loss': np.float64(79332.04689331054), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.9877047363821028), 'test_avg_loss_bottom_decile': np.float64(18.235499104586516), 'test_avg_loss_top_decile': np.float64(27.71496443314986), 'test_avg_loss_min': np.float64(18.071994920210404), 'test_avg_loss_max': np.float64(27.71496443314986), 'test_avg_loss_bottom10%': np.float64(18.071994920210404), 'test_avg_loss_top10%': np.float64(27.71496443314986), 'test_avg_loss_cos1': np.float64(0.9907224196416998), 'test_avg_loss_entropy': np.float64(2.2932468267554307), 'test_loss_std': np.float64(10516.720672065001), 'test_loss_bottom_decile': np.float64(64188.95684814453), 'test_loss_top_decile': np.float64(97556.6748046875), 'test_loss_min': np.float64(63613.422119140625), 'test_loss_max': np.float64(97556.6748046875), 'test_loss_bottom10%': np.float64(63613.422119140625), 'test_loss_top10%': np.float64(97556.6748046875), 'test_loss_cos1': np.float64(0.9907224196416998), 'test_loss_entropy': np.float64(2.293246826754574), 'val_avg_loss_std': np.float64(2.9478869518843163), 'val_avg_loss_bottom_decile': np.float64(19.089341631802647), 'val_avg_loss_top_decile': np.float64(28.197575811906294), 'val_avg_loss_min': np.float64(18.85551969354803), 'val_avg_loss_max': np.float64(28.197575811906294), 'val_avg_loss_bottom10%': np.float64(18.85551969354803), 'val_avg_loss_top10%': np.float64(28.197575811906294), 'val_avg_loss_cos1': np.float64(0.991554014694232), 'val_avg_loss_entropy': np.float64(2.2940763579205488), 'val_loss_std': np.float64(10376.562070632794), 'val_loss_bottom_decile': np.float64(67194.48254394531), 'val_loss_top_decile': np.float64(99255.46685791016), 'val_loss_min': np.float64(66371.42932128906), 'val_loss_max': np.float64(99255.46685791016), 'val_loss_bottom10%': np.float64(66371.42932128906), 'val_loss_top10%': np.float64(99255.46685791016), 'val_loss_cos1': np.float64(0.9915540146942319), 'val_loss_entropy': np.float64(2.2940763579197934)}}
{'Role': 'Server #', 'Round': 8, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.343511356006967), 'test_loss': np.float64(75129.15997314453), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.097430314150724), 'val_loss': np.float64(77782.95470581055), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.343511356006967), 'test_loss': np.float64(75129.15997314453), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.09743031415072), 'val_loss': np.float64(77782.95470581055), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.946366792183988), 'test_avg_loss_bottom_decile': np.float64(17.847267549688166), 'test_avg_loss_top_decile': np.float64(27.310729668357155), 'test_avg_loss_min': np.float64(17.713002759760077), 'test_avg_loss_max': np.float64(27.310729668357155), 'test_avg_loss_bottom10%': np.float64(17.713002759760077), 'test_avg_loss_top10%': np.float64(27.310729668357155), 'test_avg_loss_cos1': np.float64(0.9906058309477697), 'test_avg_loss_entropy': np.float64(2.293154585806704), 'test_loss_std': np.float64(10371.211108487638), 'test_loss_bottom_decile': np.float64(62822.381774902344), 'test_loss_top_decile': np.float64(96133.76843261719), 'test_loss_min': np.float64(62349.76971435547), 'test_loss_max': np.float64(96133.76843261719), 'test_loss_bottom10%': np.float64(62349.76971435547), 'test_loss_top10%': np.float64(96133.76843261719), 'test_loss_cos1': np.float64(0.9906058309477698), 'test_loss_entropy': np.float64(2.293154585805822), 'val_avg_loss_std': np.float64(2.890554124689889), 'val_avg_loss_bottom_decile': np.float64(18.717717205394397), 'val_avg_loss_top_decile': np.float64(27.79428561817516), 'val_avg_loss_min': np.float64(18.492198805375534), 'val_avg_loss_max': np.float64(27.79428561817516), 'val_avg_loss_bottom10%': np.float64(18.492198805375534), 'val_avg_loss_top10%': np.float64(27.79428561817516), 'val_avg_loss_cos1': np.float64(0.9915526894886398), 'val_avg_loss_entropy': np.float64(2.2940947046384657), 'val_loss_std': np.float64(10174.75051890841), 'val_loss_bottom_decile': np.float64(65886.36456298828), 'val_loss_top_decile': np.float64(97835.88537597656), 'val_loss_min': np.float64(65092.539794921875), 'val_loss_max': np.float64(97835.88537597656), 'val_loss_bottom10%': np.float64(65092.539794921875), 'val_loss_top10%': np.float64(97835.88537597656), 'val_loss_cos1': np.float64(0.9915526894886401), 'val_loss_entropy': np.float64(2.294094704637698)}}
{'Role': 'Server #', 'Round': 9, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.58895479375666), 'test_loss': np.float64(75993.12087402344), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.338095860914752), 'val_loss': np.float64(78630.09743041992), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.588954793756656), 'test_loss': np.float64(75993.12087402344), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.338095860914752), 'val_loss': np.float64(78630.09743041992), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.902260022242517), 'test_avg_loss_bottom_decile': np.float64(18.177804079922762), 'test_avg_loss_top_decile': np.float64(27.418093473261052), 'test_avg_loss_min': np.float64(17.965365635265005), 'test_avg_loss_max': np.float64(27.418093473261052), 'test_avg_loss_bottom10%': np.float64(17.965365635265005), 'test_avg_loss_top10%': np.float64(27.418093473261052), 'test_avg_loss_cos1': np.float64(0.9910845936261492), 'test_avg_loss_entropy': np.float64(2.293630597735816), 'test_loss_std': np.float64(10215.95527829366), 'test_loss_bottom_decile': np.float64(63985.870361328125), 'test_loss_top_decile': np.float64(96511.6890258789), 'test_loss_min': np.float64(63238.08703613281), 'test_loss_max': np.float64(96511.6890258789), 'test_loss_bottom10%': np.float64(63238.08703613281), 'test_loss_top10%': np.float64(96511.6890258789), 'test_loss_cos1': np.float64(0.9910845936261492), 'test_loss_entropy': np.float64(2.2936305977349876), 'val_avg_loss_std': np.float64(2.838788183941931), 'val_avg_loss_bottom_decile': np.float64(19.071290224248713), 'val_avg_loss_top_decile': np.float64(27.873265526511453), 'val_avg_loss_min': np.float64(18.767177495089445), 'val_avg_loss_max': np.float64(27.873265526511453), 'val_avg_loss_bottom10%': np.float64(18.767177495089445), 'val_avg_loss_top10%': np.float64(27.873265526511453), 'val_avg_loss_cos1': np.float64(0.9920214895515332), 'val_avg_loss_entropy': np.float64(2.2945630466294693), 'val_loss_std': np.float64(9992.534407475598), 'val_loss_bottom_decile': np.float64(67130.94158935547), 'val_loss_top_decile': np.float64(98113.89465332031), 'val_loss_min': np.float64(66060.46478271484), 'val_loss_max': np.float64(98113.89465332031), 'val_loss_bottom10%': np.float64(66060.46478271484), 'val_loss_top10%': np.float64(98113.89465332031), 'val_loss_cos1': np.float64(0.992021489551533), 'val_loss_entropy': np.float64(2.2945630466287517)}}
{'Role': 'Server #', 'Round': 10, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.431001198508522), 'test_loss': np.float64(75437.12421875), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.178288556879217), 'val_loss': np.float64(78067.57572021484), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.431001198508522), 'test_loss': np.float64(75437.12421875), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.178288556879217), 'val_loss': np.float64(78067.57572021484), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.8255032706298553), 'test_avg_loss_bottom_decile': np.float64(18.04281779202548), 'test_avg_loss_top_decile': np.float64(27.177487356012517), 'test_avg_loss_min': np.float64(17.934077262878418), 'test_avg_loss_max': np.float64(27.177487356012517), 'test_avg_loss_bottom10%': np.float64(17.934077262878418), 'test_avg_loss_top10%': np.float64(27.177487356012517), 'test_avg_loss_cos1': np.float64(0.9914205478774466), 'test_avg_loss_entropy': np.float64(2.2939871593181254), 'test_loss_std': np.float64(9945.771512617093), 'test_loss_bottom_decile': np.float64(63510.71862792969), 'test_loss_top_decile': np.float64(95664.75549316406), 'test_loss_min': np.float64(63127.95196533203), 'test_loss_max': np.float64(95664.75549316406), 'test_loss_bottom10%': np.float64(63127.95196533203), 'test_loss_top10%': np.float64(95664.75549316406), 'test_loss_cos1': np.float64(0.9914205478774467), 'test_loss_entropy': np.float64(2.293987159317325), 'val_avg_loss_std': np.float64(2.7568748267491365), 'val_avg_loss_bottom_decile': np.float64(18.919436264038087), 'val_avg_loss_top_decile': np.float64(27.606355597756124), 'val_avg_loss_min': np.float64(18.704279206015848), 'val_avg_loss_max': np.float64(27.606355597756124), 'val_avg_loss_bottom10%': np.float64(18.704279206015848), 'val_avg_loss_top10%': np.float64(27.606355597756124), 'val_avg_loss_cos1': np.float64(0.9923625148957009), 'val_avg_loss_entropy': np.float64(2.294917587925619), 'val_loss_std': np.float64(9704.199390156962), 'val_loss_bottom_decile': np.float64(66596.41564941406), 'val_loss_top_decile': np.float64(97174.37170410156), 'val_loss_min': np.float64(65839.06280517578), 'val_loss_max': np.float64(97174.37170410156), 'val_loss_bottom10%': np.float64(65839.06280517578), 'val_loss_top10%': np.float64(97174.37170410156), 'val_loss_cos1': np.float64(0.9923625148957009), 'val_loss_entropy': np.float64(2.2949175879249286)}}
{'Role': 'Server #', 'Round': 11, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.358133704445578), 'test_loss': np.float64(75180.63063964844), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.109487037658692), 'val_loss': np.float64(77825.3943725586), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.35813370444558), 'test_loss': np.float64(75180.63063964844), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.109487037658692), 'val_loss': np.float64(77825.3943725586), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.909948676271657), 'test_avg_loss_bottom_decile': np.float64(17.862616244229404), 'test_avg_loss_top_decile': np.float64(27.338946325128727), 'test_avg_loss_min': np.float64(17.829079419916326), 'test_avg_loss_max': np.float64(27.338946325128727), 'test_avg_loss_bottom10%': np.float64(17.829079419916326), 'test_avg_loss_top10%': np.float64(27.338946325128727), 'test_avg_loss_cos1': np.float64(0.9908458377860933), 'test_avg_loss_entropy': np.float64(2.2934234329037575), 'test_loss_std': np.float64(10243.019340476234), 'test_loss_bottom_decile': np.float64(62876.4091796875), 'test_loss_top_decile': np.float64(96233.09106445312), 'test_loss_min': np.float64(62758.35955810547), 'test_loss_max': np.float64(96233.09106445312), 'test_loss_bottom10%': np.float64(62758.35955810547), 'test_loss_top10%': np.float64(96233.09106445312), 'test_loss_cos1': np.float64(0.9908458377860934), 'test_loss_entropy': np.float64(2.2934234329029026), 'val_avg_loss_std': np.float64(2.836658130650247), 'val_avg_loss_bottom_decile': np.float64(18.7765379298817), 'val_avg_loss_top_decile': np.float64(27.780386994101786), 'val_avg_loss_min': np.float64(18.604883939569646), 'val_avg_loss_max': np.float64(27.780386994101786), 'val_avg_loss_bottom10%': np.float64(18.604883939569646), 'val_avg_loss_top10%': np.float64(27.780386994101786), 'val_avg_loss_cos1': np.float64(0.9918697293201321), 'val_avg_loss_entropy': np.float64(2.2944352163007107), 'val_loss_std': np.float64(9985.036619888868), 'val_loss_bottom_decile': np.float64(66093.4135131836), 'val_loss_top_decile': np.float64(97786.96221923828), 'val_loss_min': np.float64(65489.191467285156), 'val_loss_max': np.float64(97786.96221923828), 'val_loss_bottom10%': np.float64(65489.191467285156), 'val_loss_top10%': np.float64(97786.96221923828), 'val_loss_cos1': np.float64(0.9918697293201324), 'val_loss_entropy': np.float64(2.2944352162999757)}}
{'Role': 'Server #', 'Round': 12, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.2463771091808), 'test_loss': np.float64(74787.2474243164), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.984585420435124), 'val_loss': np.float64(77385.74067993164), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.2463771091808), 'test_loss': np.float64(74787.2474243164), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.984585420435124), 'val_loss': np.float64(77385.74067993164), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.8409491966336273), 'test_avg_loss_bottom_decile': np.float64(17.80307851271196), 'test_avg_loss_top_decile': np.float64(26.98323740525679), 'test_avg_loss_min': np.float64(17.70016378922896), 'test_avg_loss_max': np.float64(26.98323740525679), 'test_avg_loss_bottom10%': np.float64(17.70016378922896), 'test_avg_loss_top10%': np.float64(26.98323740525679), 'test_avg_loss_cos1': np.float64(0.9911783340910256), 'test_avg_loss_entropy': np.float64(2.2937410170948143), 'test_loss_std': np.float64(10000.14117215037), 'test_loss_bottom_decile': np.float64(62666.836364746094), 'test_loss_top_decile': np.float64(94980.9956665039), 'test_loss_min': np.float64(62304.57653808594), 'test_loss_max': np.float64(94980.9956665039), 'test_loss_bottom10%': np.float64(62304.57653808594), 'test_loss_top10%': np.float64(94980.9956665039), 'test_loss_cos1': np.float64(0.9911783340910254), 'test_loss_entropy': np.float64(2.293741017093984), 'val_avg_loss_std': np.float64(2.769555039723492), 'val_avg_loss_bottom_decile': np.float64(18.670727452364837), 'val_avg_loss_top_decile': np.float64(27.4099215074019), 'val_avg_loss_min': np.float64(18.48044180436568), 'val_avg_loss_max': np.float64(27.4099215074019), 'val_avg_loss_bottom10%': np.float64(18.48044180436568), 'val_avg_loss_top10%': np.float64(27.4099215074019), 'val_avg_loss_cos1': np.float64(0.9921580981535285), 'val_avg_loss_entropy': np.float64(2.2947107688667554), 'val_loss_std': np.float64(9748.833739826694), 'val_loss_bottom_decile': np.float64(65720.96063232422), 'val_loss_top_decile': np.float64(96482.92370605469), 'val_loss_min': np.float64(65051.15515136719), 'val_loss_max': np.float64(96482.92370605469), 'val_loss_bottom10%': np.float64(65051.15515136719), 'val_loss_top10%': np.float64(96482.92370605469), 'val_loss_cos1': np.float64(0.9921580981535286), 'val_loss_entropy': np.float64(2.2947107688660404)}}
{'Role': 'Server #', 'Round': 13, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.263408872430976), 'test_loss': np.float64(74847.19923095703), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.998112669858067), 'val_loss': np.float64(77433.35659790039), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.263408872430976), 'test_loss': np.float64(74847.19923095703), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.998112669858067), 'val_loss': np.float64(77433.35659790039), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.8211685541162868), 'test_avg_loss_bottom_decile': np.float64(17.90276144201105), 'test_avg_loss_top_decile': np.float64(27.084478742426093), 'test_avg_loss_min': np.float64(17.76518261649392), 'test_avg_loss_max': np.float64(27.084478742426093), 'test_avg_loss_bottom10%': np.float64(17.76518261649392), 'test_avg_loss_top10%': np.float64(27.084478742426093), 'test_avg_loss_cos1': np.float64(0.9913129103533175), 'test_avg_loss_entropy': np.float64(2.2938976575567156), 'test_loss_std': np.float64(9930.513310489328), 'test_loss_bottom_decile': np.float64(63017.720275878906), 'test_loss_top_decile': np.float64(95337.36517333984), 'test_loss_min': np.float64(62533.442810058594), 'test_loss_max': np.float64(95337.36517333984), 'test_loss_bottom10%': np.float64(62533.442810058594), 'test_loss_top10%': np.float64(95337.36517333984), 'test_loss_cos1': np.float64(0.9913129103533176), 'test_loss_entropy': np.float64(2.2938976575559016), 'val_avg_loss_std': np.float64(2.7348168337553416), 'val_avg_loss_bottom_decile': np.float64(18.796263365312058), 'val_avg_loss_top_decile': np.float64(27.476535987854003), 'val_avg_loss_min': np.float64(18.544762576710095), 'val_avg_loss_max': np.float64(27.476535987854003), 'val_avg_loss_bottom10%': np.float64(18.544762576710095), 'val_avg_loss_top10%': np.float64(27.476535987854003), 'val_avg_loss_cos1': np.float64(0.9923606438953292), 'val_avg_loss_entropy': np.float64(2.2949298511674416), 'val_loss_std': np.float64(9626.555254818804), 'val_loss_bottom_decile': np.float64(66162.84704589844), 'val_loss_top_decile': np.float64(96717.4066772461), 'val_loss_min': np.float64(65277.56427001953), 'val_loss_max': np.float64(96717.4066772461), 'val_loss_bottom10%': np.float64(65277.56427001953), 'val_loss_top10%': np.float64(96717.4066772461), 'val_loss_cos1': np.float64(0.9923606438953291), 'val_loss_entropy': np.float64(2.2949298511667466)}}
{'Role': 'Server #', 'Round': 14, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.31619327545166), 'test_loss': np.float64(75033.00032958985), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.04927403189919), 'val_loss': np.float64(77613.44459228516), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.31619327545166), 'test_loss': np.float64(75033.00032958985), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(22.049274031899195), 'val_loss': np.float64(77613.44459228516), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.814189819399089), 'test_avg_loss_bottom_decile': np.float64(17.895600249550558), 'test_avg_loss_top_decile': np.float64(27.028559268604624), 'test_avg_loss_min': np.float64(17.846490010348234), 'test_avg_loss_max': np.float64(27.028559268604624), 'test_avg_loss_bottom10%': np.float64(17.846490010348234), 'test_avg_loss_top10%': np.float64(27.028559268604624), 'test_avg_loss_cos1': np.float64(0.991397490684303), 'test_avg_loss_entropy': np.float64(2.2939651307470514), 'test_loss_std': np.float64(9905.948164284793), 'test_loss_bottom_decile': np.float64(62992.51287841797), 'test_loss_top_decile': np.float64(95140.52862548828), 'test_loss_min': np.float64(62819.64483642578), 'test_loss_max': np.float64(95140.52862548828), 'test_loss_bottom10%': np.float64(62819.64483642578), 'test_loss_top10%': np.float64(95140.52862548828), 'test_loss_cos1': np.float64(0.991397490684303), 'test_loss_entropy': np.float64(2.293965130746244), 'val_avg_loss_std': np.float64(2.7388240859426163), 'val_avg_loss_bottom_decile': np.float64(18.79321224906228), 'val_avg_loss_top_decile': np.float64(27.41903658780185), 'val_avg_loss_min': np.float64(18.59892033663663), 'val_avg_loss_max': np.float64(27.41903658780185), 'val_avg_loss_bottom10%': np.float64(18.59892033663663), 'val_avg_loss_top10%': np.float64(27.41903658780185), 'val_avg_loss_cos1': np.float64(0.9923736046329649), 'val_avg_loss_entropy': np.float64(2.294930358045061), 'val_loss_std': np.float64(9640.66078251801), 'val_loss_bottom_decile': np.float64(66152.10711669922), 'val_loss_top_decile': np.float64(96515.0087890625), 'val_loss_min': np.float64(65468.19958496094), 'val_loss_max': np.float64(96515.0087890625), 'val_loss_bottom10%': np.float64(65468.19958496094), 'val_loss_top10%': np.float64(96515.0087890625), 'val_loss_cos1': np.float64(0.9923736046329649), 'val_loss_entropy': np.float64(2.2949303580443674)}}
{'Role': 'Server #', 'Round': 15, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.20125864202326), 'test_loss': np.float64(74628.43041992188), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.926318917707963), 'val_loss': np.float64(77180.64259033203), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.20125864202326), 'test_loss': np.float64(74628.43041992188), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.92631891770796), 'val_loss': np.float64(77180.64259033203), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.802725726193454), 'test_avg_loss_bottom_decile': np.float64(17.735507254167036), 'test_avg_loss_top_decile': np.float64(26.893396256186744), 'test_avg_loss_min': np.float64(17.663102288679642), 'test_avg_loss_max': np.float64(26.893396256186744), 'test_avg_loss_bottom10%': np.float64(17.663102288679642), 'test_avg_loss_top10%': np.float64(26.893396256186744), 'test_avg_loss_cos1': np.float64(0.9913749670095668), 'test_avg_loss_entropy': np.float64(2.293944134858288), 'test_loss_std': np.float64(9865.594556200958), 'test_loss_bottom_decile': np.float64(62428.98553466797), 'test_loss_top_decile': np.float64(94664.75482177734), 'test_loss_min': np.float64(62174.120056152344), 'test_loss_max': np.float64(94664.75482177734), 'test_loss_bottom10%': np.float64(62174.120056152344), 'test_loss_top10%': np.float64(94664.75482177734), 'test_loss_cos1': np.float64(0.9913749670095671), 'test_loss_entropy': np.float64(2.2939441348574743), 'val_avg_loss_std': np.float64(2.7235171775942972), 'val_avg_loss_bottom_decile': np.float64(18.547339578108353), 'val_avg_loss_top_decile': np.float64(27.289334921403366), 'val_avg_loss_min': np.float64(18.499841447310015), 'val_avg_loss_max': np.float64(27.289334921403366), 'val_avg_loss_bottom10%': np.float64(18.499841447310015), 'val_avg_loss_top10%': np.float64(27.289334921403366), 'val_avg_loss_cos1': np.float64(0.9923737939032123), 'val_avg_loss_entropy': np.float64(2.2949342919030036), 'val_loss_std': np.float64(9586.780465131926), 'val_loss_bottom_decile': np.float64(65286.635314941406), 'val_loss_top_decile': np.float64(96058.45892333984), 'val_loss_min': np.float64(65119.44189453125), 'val_loss_max': np.float64(96058.45892333984), 'val_loss_bottom10%': np.float64(65119.44189453125), 'val_loss_top10%': np.float64(96058.45892333984), 'val_loss_cos1': np.float64(0.9923737939032125), 'val_loss_entropy': np.float64(2.294934291902307)}}
{'Role': 'Server #', 'Round': 16, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.087390154058284), 'test_loss': np.float64(74227.61334228516), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.805477929548783), 'val_loss': np.float64(76755.28231201172), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.087390154058284), 'test_loss': np.float64(74227.61334228516), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.805477929548783), 'val_loss': np.float64(76755.28231201172), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.821510143963639), 'test_avg_loss_bottom_decile': np.float64(17.773003699562768), 'test_avg_loss_top_decile': np.float64(26.93253935033625), 'test_avg_loss_min': np.float64(17.509763873707165), 'test_avg_loss_max': np.float64(26.93253935033625), 'test_avg_loss_bottom10%': np.float64(17.509763873707165), 'test_avg_loss_top10%': np.float64(26.93253935033625), 'test_avg_loss_cos1': np.float64(0.9911670939829971), 'test_avg_loss_entropy': np.float64(2.2937551418771505), 'test_loss_std': np.float64(9931.715706752007), 'test_loss_bottom_decile': np.float64(62560.97302246094), 'test_loss_top_decile': np.float64(94802.5385131836), 'test_loss_min': np.float64(61634.36883544922), 'test_loss_max': np.float64(94802.5385131836), 'test_loss_bottom10%': np.float64(61634.36883544922), 'test_loss_top10%': np.float64(94802.5385131836), 'test_loss_cos1': np.float64(0.9911670939829974), 'test_loss_entropy': np.float64(2.293755141876316), 'val_avg_loss_std': np.float64(2.7418391359427265), 'val_avg_loss_bottom_decile': np.float64(18.521579239585183), 'val_avg_loss_top_decile': np.float64(27.313060136274856), 'val_avg_loss_min': np.float64(18.38507315895774), 'val_avg_loss_max': np.float64(27.313060136274856), 'val_avg_loss_bottom10%': np.float64(18.38507315895774), 'val_avg_loss_top10%': np.float64(27.313060136274856), 'val_avg_loss_cos1': np.float64(0.9921871447061384), 'val_avg_loss_entropy': np.float64(2.2947625446456508), 'val_loss_std': np.float64(9651.273758518399), 'val_loss_bottom_decile': np.float64(65195.958923339844), 'val_loss_top_decile': np.float64(96141.9716796875), 'val_loss_min': np.float64(64715.45751953125), 'val_loss_max': np.float64(96141.9716796875), 'val_loss_bottom10%': np.float64(64715.45751953125), 'val_loss_top10%': np.float64(96141.9716796875), 'val_loss_cos1': np.float64(0.9921871447061386), 'val_loss_entropy': np.float64(2.2947625446449353)}}
{'Role': 'Server #', 'Round': 17, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.04432724866), 'test_loss': np.float64(74076.03191528321), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.75994130047885), 'val_loss': np.float64(76594.99337768555), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.044327248660004), 'test_loss': np.float64(74076.03191528321), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.75994130047885), 'val_loss': np.float64(76594.99337768555), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.750005535244486), 'test_avg_loss_bottom_decile': np.float64(17.71684856414795), 'test_avg_loss_top_decile': np.float64(26.784502237493342), 'test_avg_loss_min': np.float64(17.625920209017668), 'test_avg_loss_max': np.float64(26.784502237493342), 'test_avg_loss_bottom10%': np.float64(17.625920209017668), 'test_avg_loss_top10%': np.float64(26.784502237493342), 'test_avg_loss_cos1': np.float64(0.9915696042166818), 'test_avg_loss_entropy': np.float64(2.294174899864319), 'test_loss_std': np.float64(9680.01948406059), 'test_loss_bottom_decile': np.float64(62363.30694580078), 'test_loss_top_decile': np.float64(94281.44787597656), 'test_loss_min': np.float64(62043.23913574219), 'test_loss_max': np.float64(94281.44787597656), 'test_loss_bottom10%': np.float64(62043.23913574219), 'test_loss_top10%': np.float64(94281.44787597656), 'test_loss_cos1': np.float64(0.9915696042166818), 'test_loss_entropy': np.float64(2.2941748998635227), 'val_avg_loss_std': np.float64(2.666621505532144), 'val_avg_loss_bottom_decile': np.float64(18.517512980374423), 'val_avg_loss_top_decile': np.float64(27.17040724320845), 'val_avg_loss_min': np.float64(18.46603365811435), 'val_avg_loss_max': np.float64(27.17040724320845), 'val_avg_loss_bottom10%': np.float64(18.46603365811435), 'val_avg_loss_top10%': np.float64(27.17040724320845), 'val_avg_loss_cos1': np.float64(0.9925746137505452), 'val_avg_loss_entropy': np.float64(2.2951643691502697), 'val_loss_std': np.float64(9386.507699473146), 'val_loss_bottom_decile': np.float64(65181.64569091797), 'val_loss_top_decile': np.float64(95639.83349609375), 'val_loss_min': np.float64(65000.4384765625), 'val_loss_max': np.float64(95639.83349609375), 'val_loss_bottom10%': np.float64(65000.4384765625), 'val_loss_top10%': np.float64(95639.83349609375), 'val_loss_cos1': np.float64(0.9925746137505452), 'val_loss_entropy': np.float64(2.29516436914959)}}
{'Role': 'Server #', 'Round': 18, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.97531154459173), 'test_loss': np.float64(73833.09663696289), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.69200832193548), 'val_loss': np.float64(76355.86929321289), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.97531154459173), 'test_loss': np.float64(73833.09663696289), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.69200832193548), 'val_loss': np.float64(76355.86929321289), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6818069229633443), 'test_avg_loss_bottom_decile': np.float64(17.707160967046566), 'test_avg_loss_top_decile': np.float64(26.53289439461448), 'test_avg_loss_min': np.float64(17.574142109264027), 'test_avg_loss_max': np.float64(26.53289439461448), 'test_avg_loss_bottom10%': np.float64(17.574142109264027), 'test_avg_loss_top10%': np.float64(26.53289439461448), 'test_avg_loss_cos1': np.float64(0.9919253612342046), 'test_avg_loss_entropy': np.float64(2.29452544976576), 'test_loss_std': np.float64(9439.960368830973), 'test_loss_bottom_decile': np.float64(62329.206604003906), 'test_loss_top_decile': np.float64(93395.78826904297), 'test_loss_min': np.float64(61860.980224609375), 'test_loss_max': np.float64(93395.78826904297), 'test_loss_bottom10%': np.float64(61860.980224609375), 'test_loss_top10%': np.float64(93395.78826904297), 'test_loss_cos1': np.float64(0.9919253612342046), 'test_loss_entropy': np.float64(2.2945254497649947), 'val_avg_loss_std': np.float64(2.583904272675739), 'val_avg_loss_bottom_decile': np.float64(18.59742605035955), 'val_avg_loss_top_decile': np.float64(26.90904501134699), 'val_avg_loss_min': np.float64(18.33068521673029), 'val_avg_loss_max': np.float64(26.90904501134699), 'val_avg_loss_bottom10%': np.float64(18.33068521673029), 'val_avg_loss_top10%': np.float64(26.90904501134699), 'val_avg_loss_cos1': np.float64(0.9929800917211506), 'val_avg_loss_entropy': np.float64(2.295565332537244), 'val_loss_std': np.float64(9095.343039818601), 'val_loss_bottom_decile': np.float64(65462.939697265625), 'val_loss_top_decile': np.float64(94719.8384399414), 'val_loss_min': np.float64(64524.011962890625), 'val_loss_max': np.float64(94719.8384399414), 'val_loss_bottom10%': np.float64(64524.011962890625), 'val_loss_top10%': np.float64(94719.8384399414), 'val_loss_cos1': np.float64(0.9929800917211504), 'val_loss_entropy': np.float64(2.295565332536598)}}
{'Role': 'Server #', 'Round': 19, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.925117399042303), 'test_loss': np.float64(73656.4132446289), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.632608642578123), 'val_loss': np.float64(76146.782421875), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.925117399042303), 'test_loss': np.float64(73656.4132446289), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.632608642578123), 'val_loss': np.float64(76146.782421875), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7937218152708665), 'test_avg_loss_bottom_decile': np.float64(17.613492012023926), 'test_avg_loss_top_decile': np.float64(26.772769979997115), 'test_avg_loss_min': np.float64(17.412229364568535), 'test_avg_loss_max': np.float64(26.772769979997115), 'test_avg_loss_bottom10%': np.float64(17.412229364568535), 'test_avg_loss_top10%': np.float64(26.772769979997115), 'test_avg_loss_cos1': np.float64(0.9912048868461157), 'test_avg_loss_entropy': np.float64(2.2938106993153253), 'test_loss_std': np.float64(9833.900789753448), 'test_loss_bottom_decile': np.float64(61999.49188232422), 'test_loss_top_decile': np.float64(94240.15032958984), 'test_loss_min': np.float64(61291.04736328125), 'test_loss_max': np.float64(94240.15032958984), 'test_loss_bottom10%': np.float64(61291.04736328125), 'test_loss_top10%': np.float64(94240.15032958984), 'test_loss_cos1': np.float64(0.9912048868461161), 'test_loss_entropy': np.float64(2.2938106993144904), 'val_avg_loss_std': np.float64(2.709757731089721), 'val_avg_loss_bottom_decile': np.float64(18.336590905623), 'val_avg_loss_top_decile': np.float64(27.142018855701792), 'val_avg_loss_min': np.float64(18.284516473249955), 'val_avg_loss_max': np.float64(27.142018855701792), 'val_avg_loss_bottom10%': np.float64(18.284516473249955), 'val_avg_loss_top10%': np.float64(27.142018855701792), 'val_avg_loss_cos1': np.float64(0.9922457689158578), 'val_avg_loss_entropy': np.float64(2.2948337918861244), 'val_loss_std': np.float64(9538.347213435818), 'val_loss_bottom_decile': np.float64(64544.79998779297), 'val_loss_top_decile': np.float64(95539.90637207031), 'val_loss_min': np.float64(64361.497985839844), 'val_loss_max': np.float64(95539.90637207031), 'val_loss_bottom10%': np.float64(64361.497985839844), 'val_loss_top10%': np.float64(95539.90637207031), 'val_loss_cos1': np.float64(0.9922457689158578), 'val_loss_entropy': np.float64(2.29483379188541)}}
{'Role': 'Server #', 'Round': 20, 'Results_weighted_avg': {'test_avg_loss': np.float64(21.01454156702215), 'test_loss': np.float64(73971.18631591796), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.712974669716576), 'val_loss': np.float64(76429.67083740234), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(21.01454156702215), 'test_loss': np.float64(73971.18631591796), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.71297466971658), 'val_loss': np.float64(76429.67083740234), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7822844818297603), 'test_avg_loss_bottom_decile': np.float64(17.720307731628417), 'test_avg_loss_top_decile': np.float64(26.754128057306463), 'test_avg_loss_min': np.float64(17.53510225469416), 'test_avg_loss_max': np.float64(26.754128057306463), 'test_avg_loss_bottom10%': np.float64(17.53510225469416), 'test_avg_loss_top10%': np.float64(26.754128057306463), 'test_avg_loss_cos1': np.float64(0.9913489473112751), 'test_avg_loss_entropy': np.float64(2.29394304766361), 'test_loss_std': np.float64(9793.641376040756), 'test_loss_bottom_decile': np.float64(62375.48321533203), 'test_loss_top_decile': np.float64(94174.53076171875), 'test_loss_min': np.float64(61723.55993652344), 'test_loss_max': np.float64(94174.53076171875), 'test_loss_bottom10%': np.float64(61723.55993652344), 'test_loss_top10%': np.float64(94174.53076171875), 'test_loss_cos1': np.float64(0.991348947311275), 'test_loss_entropy': np.float64(2.2939430476627907), 'val_avg_loss_std': np.float64(2.6931054208290295), 'val_avg_loss_bottom_decile': np.float64(18.44207383936102), 'val_avg_loss_top_decile': np.float64(27.1048208063299), 'val_avg_loss_min': np.float64(18.426274646412242), 'val_avg_loss_max': np.float64(27.1048208063299), 'val_avg_loss_bottom10%': np.float64(18.426274646412242), 'val_avg_loss_top10%': np.float64(27.1048208063299), 'val_avg_loss_cos1': np.float64(0.9923956486475783), 'val_avg_loss_entropy': np.float64(2.294976972543026), 'val_loss_std': np.float64(9479.731081318185), 'val_loss_bottom_decile': np.float64(64916.09991455078), 'val_loss_top_decile': np.float64(95408.96923828125), 'val_loss_min': np.float64(64860.486755371094), 'val_loss_max': np.float64(95408.96923828125), 'val_loss_bottom10%': np.float64(64860.486755371094), 'val_loss_top10%': np.float64(95408.96923828125), 'val_loss_cos1': np.float64(0.9923956486475785), 'val_loss_entropy': np.float64(2.294976972542327)}}
{'Role': 'Server #', 'Round': 21, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.96491236600009), 'test_loss': np.float64(73796.49152832032), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.66359848022461), 'val_loss': np.float64(76255.86665039063), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.96491236600009), 'test_loss': np.float64(73796.49152832032), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.663598480224607), 'val_loss': np.float64(76255.86665039063), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.758154603559449), 'test_avg_loss_bottom_decile': np.float64(17.649438493902032), 'test_avg_loss_top_decile': np.float64(26.750798606872557), 'test_avg_loss_min': np.float64(17.54916142550382), 'test_avg_loss_max': np.float64(26.750798606872557), 'test_avg_loss_bottom10%': np.float64(17.54916142550382), 'test_avg_loss_top10%': np.float64(26.750798606872557), 'test_avg_loss_cos1': np.float64(0.991456659441811), 'test_avg_loss_entropy': np.float64(2.294072322293877), 'test_loss_std': np.float64(9708.704204529262), 'test_loss_bottom_decile': np.float64(62126.023498535156), 'test_loss_top_decile': np.float64(94162.8110961914), 'test_loss_min': np.float64(61773.04821777344), 'test_loss_max': np.float64(94162.8110961914), 'test_loss_bottom10%': np.float64(61773.04821777344), 'test_loss_top10%': np.float64(94162.8110961914), 'test_loss_cos1': np.float64(0.9914566594418113), 'test_loss_entropy': np.float64(2.294072322293069), 'val_avg_loss_std': np.float64(2.6789713238569317), 'val_avg_loss_bottom_decile': np.float64(18.421771864457565), 'val_avg_loss_top_decile': np.float64(27.12428682500666), 'val_avg_loss_min': np.float64(18.34195154363459), 'val_avg_loss_max': np.float64(27.12428682500666), 'val_avg_loss_bottom10%': np.float64(18.34195154363459), 'val_avg_loss_top10%': np.float64(27.12428682500666), 'val_avg_loss_cos1': np.float64(0.9924404060413001), 'val_avg_loss_entropy': np.float64(2.2950373574264242), 'val_loss_std': np.float64(9429.9790599764), 'val_loss_bottom_decile': np.float64(64844.636962890625), 'val_loss_top_decile': np.float64(95477.48962402344), 'val_loss_min': np.float64(64563.66943359375), 'val_loss_max': np.float64(95477.48962402344), 'val_loss_bottom10%': np.float64(64563.66943359375), 'val_loss_top10%': np.float64(95477.48962402344), 'val_loss_cos1': np.float64(0.9924404060413001), 'val_loss_entropy': np.float64(2.29503735742573)}}
{'Role': 'Server #', 'Round': 22, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.784992483312433), 'test_loss': np.float64(73163.17354125976), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.470906089435925), 'val_loss': np.float64(75577.58943481445), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.78499248331243), 'test_loss': np.float64(73163.17354125976), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.470906089435925), 'val_loss': np.float64(75577.58943481445), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.82654619810076), 'test_avg_loss_bottom_decile': np.float64(17.580676338889383), 'test_avg_loss_top_decile': np.float64(26.692713772166858), 'test_avg_loss_min': np.float64(17.04785620949485), 'test_avg_loss_max': np.float64(26.692713772166858), 'test_avg_loss_bottom10%': np.float64(17.04785620949485), 'test_avg_loss_top10%': np.float64(26.692713772166858), 'test_avg_loss_cos1': np.float64(0.9908796968391257), 'test_avg_loss_entropy': np.float64(2.2934812441291177), 'test_loss_std': np.float64(9949.442617314675), 'test_loss_bottom_decile': np.float64(61883.980712890625), 'test_loss_top_decile': np.float64(93958.35247802734), 'test_loss_min': np.float64(60008.453857421875), 'test_loss_max': np.float64(93958.35247802734), 'test_loss_bottom10%': np.float64(60008.453857421875), 'test_loss_top10%': np.float64(93958.35247802734), 'test_loss_cos1': np.float64(0.9908796968391257), 'test_loss_entropy': np.float64(2.293481244128246), 'val_avg_loss_std': np.float64(2.7386577839855977), 'val_avg_loss_bottom_decile': np.float64(18.28648045279763), 'val_avg_loss_top_decile': np.float64(27.037598419189454), 'val_avg_loss_min': np.float64(17.921500223333187), 'val_avg_loss_max': np.float64(27.037598419189454), 'val_avg_loss_bottom10%': np.float64(17.921500223333187), 'val_avg_loss_top10%': np.float64(27.037598419189454), 'val_avg_loss_cos1': np.float64(0.9919631736748723), 'val_avg_loss_entropy': np.float64(2.2945515245968595), 'val_loss_std': np.float64(9640.075399629306), 'val_loss_bottom_decile': np.float64(64368.411193847656), 'val_loss_top_decile': np.float64(95172.34643554688), 'val_loss_min': np.float64(63083.68078613281), 'val_loss_max': np.float64(95172.34643554688), 'val_loss_bottom10%': np.float64(63083.68078613281), 'val_loss_top10%': np.float64(95172.34643554688), 'val_loss_cos1': np.float64(0.9919631736748722), 'val_loss_entropy': np.float64(2.294551524596114)}}
{'Role': 'Server #', 'Round': 23, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.817155780792238), 'test_loss': np.float64(73276.38834838867), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.502970877560703), 'val_loss': np.float64(75690.45748901367), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.817155780792234), 'test_loss': np.float64(73276.38834838867), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.5029708775607), 'val_loss': np.float64(75690.45748901367), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7210303678243144), 'test_avg_loss_bottom_decile': np.float64(17.54068976315585), 'test_avg_loss_top_decile': np.float64(26.620428882945667), 'test_avg_loss_min': np.float64(17.46410650773482), 'test_avg_loss_max': np.float64(26.620428882945667), 'test_avg_loss_bottom10%': np.float64(17.46410650773482), 'test_avg_loss_top10%': np.float64(26.620428882945667), 'test_avg_loss_cos1': np.float64(0.9915652531679544), 'test_avg_loss_entropy': np.float64(2.2942023483642395), 'test_loss_std': np.float64(9578.026894741586), 'test_loss_bottom_decile': np.float64(61743.227966308594), 'test_loss_top_decile': np.float64(93703.90966796875), 'test_loss_min': np.float64(61473.65490722656), 'test_loss_max': np.float64(93703.90966796875), 'test_loss_bottom10%': np.float64(61473.65490722656), 'test_loss_top10%': np.float64(93703.90966796875), 'test_loss_cos1': np.float64(0.9915652531679545), 'test_loss_entropy': np.float64(2.2942023483634393), 'val_avg_loss_std': np.float64(2.6341916647560533), 'val_avg_loss_bottom_decile': np.float64(18.40577283339067), 'val_avg_loss_top_decile': np.float64(26.971835777976295), 'val_avg_loss_min': np.float64(18.165916859019887), 'val_avg_loss_max': np.float64(26.971835777976295), 'val_avg_loss_bottom10%': np.float64(18.165916859019887), 'val_avg_loss_top10%': np.float64(26.971835777976295), 'val_avg_loss_cos1': np.float64(0.9925798449479897), 'val_avg_loss_entropy': np.float64(2.295193701585152), 'val_loss_std': np.float64(9272.354659941308), 'val_loss_bottom_decile': np.float64(64788.320373535156), 'val_loss_top_decile': np.float64(94940.86193847656), 'val_loss_min': np.float64(63944.02734375), 'val_loss_max': np.float64(94940.86193847656), 'val_loss_bottom10%': np.float64(63944.02734375), 'val_loss_top10%': np.float64(94940.86193847656), 'val_loss_cos1': np.float64(0.9925798449479896), 'val_loss_entropy': np.float64(2.295193701584468)}}
{'Role': 'Server #', 'Round': 24, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.78873341473666), 'test_loss': np.float64(73176.34161987304), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.476347770690918), 'val_loss': np.float64(75596.74415283203), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.78873341473666), 'test_loss': np.float64(73176.34161987304), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.47634777069092), 'val_loss': np.float64(75596.74415283203), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7701336902587244), 'test_avg_loss_bottom_decile': np.float64(17.54898607080633), 'test_avg_loss_top_decile': np.float64(26.7312217539007), 'test_avg_loss_min': np.float64(17.364326373013583), 'test_avg_loss_max': np.float64(26.7312217539007), 'test_avg_loss_bottom10%': np.float64(17.364326373013583), 'test_avg_loss_top10%': np.float64(26.7312217539007), 'test_avg_loss_cos1': np.float64(0.9912385004793917), 'test_avg_loss_entropy': np.float64(2.2938861465968925), 'test_loss_std': np.float64(9750.870589710707), 'test_loss_bottom_decile': np.float64(61772.43096923828), 'test_loss_top_decile': np.float64(94093.90057373047), 'test_loss_min': np.float64(61122.42883300781), 'test_loss_max': np.float64(94093.90057373047), 'test_loss_bottom10%': np.float64(61122.42883300781), 'test_loss_top10%': np.float64(94093.90057373047), 'test_loss_cos1': np.float64(0.9912385004793914), 'test_loss_entropy': np.float64(2.2938861465960616), 'val_avg_loss_std': np.float64(2.672348179224), 'val_avg_loss_bottom_decile': np.float64(18.242292230779473), 'val_avg_loss_top_decile': np.float64(27.059897336092863), 'val_avg_loss_min': np.float64(18.233041121742943), 'val_avg_loss_max': np.float64(27.059897336092863), 'val_avg_loss_bottom10%': np.float64(18.233041121742943), 'val_avg_loss_top10%': np.float64(27.059897336092863), 'val_avg_loss_cos1': np.float64(0.9923470756744264), 'val_avg_loss_entropy': np.float64(2.29496653484132), 'val_loss_std': np.float64(9406.665590868479), 'val_loss_bottom_decile': np.float64(64212.86865234375), 'val_loss_top_decile': np.float64(95250.83862304688), 'val_loss_min': np.float64(64180.304748535156), 'val_loss_max': np.float64(95250.83862304688), 'val_loss_bottom10%': np.float64(64180.304748535156), 'val_loss_top10%': np.float64(95250.83862304688), 'val_loss_cos1': np.float64(0.9923470756744265), 'val_loss_entropy': np.float64(2.294966534840614)}}
{'Role': 'Server #', 'Round': 25, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.760485080372202), 'test_loss': np.float64(73076.90748291016), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.43612543106079), 'val_loss': np.float64(75455.16151733398), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.760485080372206), 'test_loss': np.float64(73076.90748291016), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.43612543106079), 'val_loss': np.float64(75455.16151733398), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.722659401468281), 'test_avg_loss_bottom_decile': np.float64(17.54995734474876), 'test_avg_loss_top_decile': np.float64(26.578068056973542), 'test_avg_loss_min': np.float64(17.323888466574928), 'test_avg_loss_max': np.float64(26.578068056973542), 'test_avg_loss_bottom10%': np.float64(17.323888466574928), 'test_avg_loss_top10%': np.float64(26.578068056973542), 'test_avg_loss_cos1': np.float64(0.9915096978814733), 'test_avg_loss_entropy': np.float64(2.294152851506932), 'test_loss_std': np.float64(9583.761093168348), 'test_loss_bottom_decile': np.float64(61775.849853515625), 'test_loss_top_decile': np.float64(93554.79956054688), 'test_loss_min': np.float64(60980.08740234375), 'test_loss_max': np.float64(93554.79956054688), 'test_loss_bottom10%': np.float64(60980.08740234375), 'test_loss_top10%': np.float64(93554.79956054688), 'test_loss_cos1': np.float64(0.9915096978814733), 'test_loss_entropy': np.float64(2.294152851506125), 'val_avg_loss_std': np.float64(2.626510213024734), 'val_avg_loss_bottom_decile': np.float64(18.250228066877884), 'val_avg_loss_top_decile': np.float64(26.90200229991566), 'val_avg_loss_min': np.float64(18.178696406971323), 'val_avg_loss_max': np.float64(26.90200229991566), 'val_avg_loss_bottom10%': np.float64(18.178696406971323), 'val_avg_loss_top10%': np.float64(26.90200229991566), 'val_avg_loss_cos1': np.float64(0.9925770092967728), 'val_avg_loss_entropy': np.float64(2.295194441775374), 'val_loss_std': np.float64(9245.31594984706), 'val_loss_bottom_decile': np.float64(64240.802795410156), 'val_loss_top_decile': np.float64(94695.04809570312), 'val_loss_min': np.float64(63989.01135253906), 'val_loss_max': np.float64(94695.04809570312), 'val_loss_bottom10%': np.float64(63989.01135253906), 'val_loss_top10%': np.float64(94695.04809570312), 'val_loss_cos1': np.float64(0.9925770092967727), 'val_loss_entropy': np.float64(2.295194441774688)}}
{'Role': 'Server #', 'Round': 26, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.760137972398237), 'test_loss': np.float64(73075.6856628418), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.431290139285), 'val_loss': np.float64(75438.14129028321), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.760137972398233), 'test_loss': np.float64(73075.6856628418), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.431290139285), 'val_loss': np.float64(75438.14129028321), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7734671490683174), 'test_avg_loss_bottom_decile': np.float64(17.62430654005571), 'test_avg_loss_top_decile': np.float64(26.742108223655006), 'test_avg_loss_min': np.float64(17.19257743141868), 'test_avg_loss_max': np.float64(26.742108223655006), 'test_avg_loss_bottom10%': np.float64(17.19257743141868), 'test_avg_loss_top10%': np.float64(26.742108223655006), 'test_avg_loss_cos1': np.float64(0.9911937868140207), 'test_avg_loss_entropy': np.float64(2.293843041509867), 'test_loss_std': np.float64(9762.604364720479), 'test_loss_bottom_decile': np.float64(62037.559020996094), 'test_loss_top_decile': np.float64(94132.22094726562), 'test_loss_min': np.float64(60517.87255859375), 'test_loss_max': np.float64(94132.22094726562), 'test_loss_bottom10%': np.float64(60517.87255859375), 'test_loss_top10%': np.float64(94132.22094726562), 'test_loss_cos1': np.float64(0.9911937868140207), 'test_loss_entropy': np.float64(2.2938430415090307), 'val_avg_loss_std': np.float64(2.684595821707142), 'val_avg_loss_bottom_decile': np.float64(18.29895685369318), 'val_avg_loss_top_decile': np.float64(27.055530045249245), 'val_avg_loss_min': np.float64(18.029261606389827), 'val_avg_loss_max': np.float64(27.055530045249245), 'val_avg_loss_bottom10%': np.float64(18.029261606389827), 'val_avg_loss_top10%': np.float64(27.055530045249245), 'val_avg_loss_cos1': np.float64(0.9922454504217582), 'val_avg_loss_entropy': np.float64(2.2948664965115073), 'val_loss_std': np.float64(9449.77729240914), 'val_loss_bottom_decile': np.float64(64412.328125), 'val_loss_top_decile': np.float64(95235.46575927734), 'val_loss_min': np.float64(63463.00085449219), 'val_loss_max': np.float64(95235.46575927734), 'val_loss_bottom10%': np.float64(63463.00085449219), 'val_loss_top10%': np.float64(95235.46575927734), 'val_loss_cos1': np.float64(0.9922454504217583), 'val_loss_entropy': np.float64(2.294866496510791)}}
{'Role': 'Server #', 'Round': 27, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.77462108785456), 'test_loss': np.float64(73126.66622924805), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.451213255795565), 'val_loss': np.float64(75508.27066040039), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.77462108785456), 'test_loss': np.float64(73126.66622924805), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.451213255795565), 'val_loss': np.float64(75508.27066040039), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7187956917451412), 'test_avg_loss_bottom_decile': np.float64(17.5977613622492), 'test_avg_loss_top_decile': np.float64(26.68463639346036), 'test_avg_loss_min': np.float64(17.482492221485483), 'test_avg_loss_max': np.float64(26.68463639346036), 'test_avg_loss_bottom10%': np.float64(17.482492221485483), 'test_avg_loss_top10%': np.float64(26.68463639346036), 'test_avg_loss_cos1': np.float64(0.9915448453508535), 'test_avg_loss_entropy': np.float64(2.29421389952789), 'test_loss_std': np.float64(9570.160834942899), 'test_loss_bottom_decile': np.float64(61944.11999511719), 'test_loss_top_decile': np.float64(93929.92010498047), 'test_loss_min': np.float64(61538.372619628906), 'test_loss_max': np.float64(93929.92010498047), 'test_loss_bottom10%': np.float64(61538.372619628906), 'test_loss_top10%': np.float64(93929.92010498047), 'test_loss_cos1': np.float64(0.9915448453508536), 'test_loss_entropy': np.float64(2.294213899527091), 'val_avg_loss_std': np.float64(2.635654746038013), 'val_avg_loss_bottom_decile': np.float64(18.330325941606002), 'val_avg_loss_top_decile': np.float64(27.014850148287685), 'val_avg_loss_min': np.float64(18.27736856287176), 'val_avg_loss_max': np.float64(27.014850148287685), 'val_avg_loss_bottom10%': np.float64(18.27736856287176), 'val_avg_loss_top10%': np.float64(27.014850148287685), 'val_avg_loss_cos1': np.float64(0.9925362031298585), 'val_avg_loss_entropy': np.float64(2.295172182488019), 'val_loss_std': np.float64(9277.504706053807), 'val_loss_bottom_decile': np.float64(64522.747314453125), 'val_loss_top_decile': np.float64(95092.27252197266), 'val_loss_min': np.float64(64336.337341308594), 'val_loss_max': np.float64(95092.27252197266), 'val_loss_bottom10%': np.float64(64336.337341308594), 'val_loss_top10%': np.float64(95092.27252197266), 'val_loss_cos1': np.float64(0.9925362031298584), 'val_loss_entropy': np.float64(2.295172182487332)}}
{'Role': 'Server #', 'Round': 28, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.787284034382214), 'test_loss': np.float64(73171.2398010254), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.463001903187145), 'val_loss': np.float64(75549.76669921874), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.787284034382214), 'test_loss': np.float64(73171.2398010254), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.46300190318714), 'val_loss': np.float64(75549.76669921874), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.77171126655975), 'test_avg_loss_bottom_decile': np.float64(17.690105282176624), 'test_avg_loss_top_decile': np.float64(26.830430117520418), 'test_avg_loss_min': np.float64(17.301257462935013), 'test_avg_loss_max': np.float64(26.830430117520418), 'test_avg_loss_bottom10%': np.float64(17.301257462935013), 'test_avg_loss_top10%': np.float64(26.830430117520418), 'test_avg_loss_cos1': np.float64(0.9912274421869094), 'test_avg_loss_entropy': np.float64(2.293896998299666), 'test_loss_std': np.float64(9756.423658290318), 'test_loss_bottom_decile': np.float64(62269.17059326172), 'test_loss_top_decile': np.float64(94443.11401367188), 'test_loss_min': np.float64(60900.42626953125), 'test_loss_max': np.float64(94443.11401367188), 'test_loss_bottom10%': np.float64(60900.42626953125), 'test_loss_top10%': np.float64(94443.11401367188), 'test_loss_cos1': np.float64(0.9912274421869095), 'test_loss_entropy': np.float64(2.2938969982988366), 'val_avg_loss_std': np.float64(2.6816995409902424), 'val_avg_loss_bottom_decile': np.float64(18.375584567676892), 'val_avg_loss_top_decile': np.float64(27.132321444424715), 'val_avg_loss_min': np.float64(18.13367850563743), 'val_avg_loss_max': np.float64(27.132321444424715), 'val_avg_loss_bottom10%': np.float64(18.13367850563743), 'val_avg_loss_top10%': np.float64(27.132321444424715), 'val_avg_loss_cos1': np.float64(0.9922845651419211), 'val_avg_loss_entropy': np.float64(2.2949190203958865), 'val_loss_std': np.float64(9439.582384285657), 'val_loss_bottom_decile': np.float64(64682.057678222656), 'val_loss_top_decile': np.float64(95505.771484375), 'val_loss_min': np.float64(63830.54833984375), 'val_loss_max': np.float64(95505.771484375), 'val_loss_bottom10%': np.float64(63830.54833984375), 'val_loss_top10%': np.float64(95505.771484375), 'val_loss_cos1': np.float64(0.9922845651419209), 'val_loss_entropy': np.float64(2.2949190203951773)}}
{'Role': 'Server #', 'Round': 29, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.644277629852294), 'test_loss': np.float64(72667.85725708008), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.300108035694468), 'val_loss': np.float64(74976.38028564453), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.64427762985229), 'test_loss': np.float64(72667.85725708008), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.30010803569447), 'val_loss': np.float64(74976.38028564453), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.768651557271319), 'test_avg_loss_bottom_decile': np.float64(17.520082265680486), 'test_avg_loss_top_decile': np.float64(26.612084544788708), 'test_avg_loss_min': np.float64(17.11286208412864), 'test_avg_loss_max': np.float64(26.612084544788708), 'test_avg_loss_bottom10%': np.float64(17.11286208412864), 'test_avg_loss_top10%': np.float64(26.612084544788708), 'test_avg_loss_cos1': np.float64(0.9911264678988925), 'test_avg_loss_entropy': np.float64(2.293779312663361), 'test_loss_std': np.float64(9745.653481595042), 'test_loss_bottom_decile': np.float64(61670.68957519531), 'test_loss_top_decile': np.float64(93674.53759765625), 'test_loss_min': np.float64(60237.27453613281), 'test_loss_max': np.float64(93674.53759765625), 'test_loss_bottom10%': np.float64(60237.27453613281), 'test_loss_top10%': np.float64(93674.53759765625), 'test_loss_cos1': np.float64(0.9911264678988927), 'test_loss_entropy': np.float64(2.293779312662515), 'val_avg_loss_std': np.float64(2.6751183440711515), 'val_avg_loss_bottom_decile': np.float64(18.204247734763406), 'val_avg_loss_top_decile': np.float64(26.902305152199485), 'val_avg_loss_min': np.float64(17.93676293113015), 'val_avg_loss_max': np.float64(26.902305152199485), 'val_avg_loss_bottom10%': np.float64(17.93676293113015), 'val_avg_loss_top10%': np.float64(26.902305152199485), 'val_avg_loss_cos1': np.float64(0.9922054423412424), 'val_avg_loss_entropy': np.float64(2.29482961902921), 'val_loss_std': np.float64(9416.416571130454), 'val_loss_bottom_decile': np.float64(64078.95202636719), 'val_loss_top_decile': np.float64(94696.11413574219), 'val_loss_min': np.float64(63137.405517578125), 'val_loss_max': np.float64(94696.11413574219), 'val_loss_bottom10%': np.float64(63137.405517578125), 'val_loss_top10%': np.float64(94696.11413574219), 'val_loss_cos1': np.float64(0.9922054423412422), 'val_loss_entropy': np.float64(2.2948296190284863)}}
{'Role': 'Server #', 'Round': 30, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.782788205580278), 'test_loss': np.float64(73155.41448364258), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.438832548314874), 'val_loss': np.float64(75464.69057006836), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.782788205580275), 'test_loss': np.float64(73155.41448364258), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.438832548314878), 'val_loss': np.float64(75464.69057006836), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7662945295841284), 'test_avg_loss_bottom_decile': np.float64(17.57693679115989), 'test_avg_loss_top_decile': np.float64(26.75388521714644), 'test_avg_loss_min': np.float64(17.40933693972501), 'test_avg_loss_max': np.float64(26.75388521714644), 'test_avg_loss_bottom10%': np.float64(17.40933693972501), 'test_avg_loss_top10%': np.float64(26.75388521714644), 'test_avg_loss_cos1': np.float64(0.9912575174983682), 'test_avg_loss_entropy': np.float64(2.293914824590479), 'test_loss_std': np.float64(9737.356744136132), 'test_loss_bottom_decile': np.float64(61870.81750488281), 'test_loss_top_decile': np.float64(94173.67596435547), 'test_loss_min': np.float64(61280.86602783203), 'test_loss_max': np.float64(94173.67596435547), 'test_loss_bottom10%': np.float64(61280.86602783203), 'test_loss_top10%': np.float64(94173.67596435547), 'test_loss_cos1': np.float64(0.9912575174983681), 'test_loss_entropy': np.float64(2.2939148245896512), 'val_avg_loss_std': np.float64(2.6704974761435385), 'val_avg_loss_bottom_decile': np.float64(18.25163853385232), 'val_avg_loss_top_decile': np.float64(27.034471841291946), 'val_avg_loss_min': np.float64(18.241340221058238), 'val_avg_loss_max': np.float64(27.034471841291946), 'val_avg_loss_bottom10%': np.float64(18.241340221058238), 'val_avg_loss_top10%': np.float64(27.034471841291946), 'val_avg_loss_cos1': np.float64(0.9923310878615244), 'val_avg_loss_entropy': np.float64(2.294957565367596), 'val_loss_std': np.float64(9400.151116025258), 'val_loss_bottom_decile': np.float64(64245.767639160156), 'val_loss_top_decile': np.float64(95161.34088134766), 'val_loss_min': np.float64(64209.517578125), 'val_loss_max': np.float64(95161.34088134766), 'val_loss_bottom10%': np.float64(64209.517578125), 'val_loss_top10%': np.float64(95161.34088134766), 'val_loss_cos1': np.float64(0.9923310878615242), 'val_loss_entropy': np.float64(2.2949575653668886)}}
{'Role': 'Server #', 'Round': 31, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.559940750815652), 'test_loss': np.float64(72370.99144287109), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.217044736688788), 'val_loss': np.float64(74683.99747314453), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.55994075081565), 'test_loss': np.float64(72370.99144287109), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.217044736688784), 'val_loss': np.float64(74683.99747314453), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7042662262241204), 'test_avg_loss_bottom_decile': np.float64(17.411687018654565), 'test_avg_loss_top_decile': np.float64(26.445208844271573), 'test_avg_loss_min': np.float64(17.26089011105624), 'test_avg_loss_max': np.float64(26.445208844271573), 'test_avg_loss_bottom10%': np.float64(17.26089011105624), 'test_avg_loss_top10%': np.float64(26.445208844271573), 'test_avg_loss_cos1': np.float64(0.9914604638097942), 'test_avg_loss_entropy': np.float64(2.294129115050877), 'test_loss_std': np.float64(9519.017116308905), 'test_loss_bottom_decile': np.float64(61289.13830566406), 'test_loss_top_decile': np.float64(93087.13513183594), 'test_loss_min': np.float64(60758.33319091797), 'test_loss_max': np.float64(93087.13513183594), 'test_loss_bottom10%': np.float64(60758.33319091797), 'test_loss_top10%': np.float64(93087.13513183594), 'test_loss_cos1': np.float64(0.9914604638097941), 'test_loss_entropy': np.float64(2.294129115050062), 'val_avg_loss_std': np.float64(2.6007344327338315), 'val_avg_loss_bottom_decile': np.float64(18.099047088623045), 'val_avg_loss_top_decile': np.float64(26.72853842648593), 'val_avg_loss_min': np.float64(18.09853734103116), 'val_avg_loss_max': np.float64(26.72853842648593), 'val_avg_loss_bottom10%': np.float64(18.09853734103116), 'val_avg_loss_top10%': np.float64(26.72853842648593), 'val_avg_loss_cos1': np.float64(0.992570979162256), 'val_avg_loss_entropy': np.float64(2.2952064657168156), 'val_loss_std': np.float64(9154.585203223085), 'val_loss_bottom_decile': np.float64(63708.645751953125), 'val_loss_top_decile': np.float64(94084.45526123047), 'val_loss_min': np.float64(63706.85144042969), 'val_loss_max': np.float64(94084.45526123047), 'val_loss_bottom10%': np.float64(63706.85144042969), 'val_loss_top10%': np.float64(94084.45526123047), 'val_loss_cos1': np.float64(0.992570979162256), 'val_loss_entropy': np.float64(2.295206465716124)}}
{'Role': 'Server #', 'Round': 32, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.586858525709673), 'test_loss': np.float64(72465.74201049804), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.247318630218505), 'val_loss': np.float64(74790.56157836915), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.586858525709673), 'test_loss': np.float64(72465.74201049804), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.24731863021851), 'val_loss': np.float64(74790.56157836915), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6986209846628215), 'test_avg_loss_bottom_decile': np.float64(17.468029629100453), 'test_avg_loss_top_decile': np.float64(26.540077140114523), 'test_avg_loss_min': np.float64(17.43891492323442), 'test_avg_loss_max': np.float64(26.540077140114523), 'test_avg_loss_bottom10%': np.float64(17.43891492323442), 'test_avg_loss_top10%': np.float64(26.540077140114523), 'test_avg_loss_cos1': np.float64(0.9915175694516044), 'test_avg_loss_entropy': np.float64(2.294209452760609), 'test_loss_std': np.float64(9499.145866013134), 'test_loss_bottom_decile': np.float64(61487.464294433594), 'test_loss_top_decile': np.float64(93421.07153320312), 'test_loss_min': np.float64(61384.980529785156), 'test_loss_max': np.float64(93421.07153320312), 'test_loss_bottom10%': np.float64(61384.980529785156), 'test_loss_top10%': np.float64(93421.07153320312), 'test_loss_cos1': np.float64(0.9915175694516042), 'test_loss_entropy': np.float64(2.294209452759803), 'val_avg_loss_std': np.float64(2.5985635803675846), 'val_avg_loss_bottom_decile': np.float64(18.31592712402344), 'val_avg_loss_top_decile': np.float64(26.806006414240056), 'val_avg_loss_min': np.float64(18.12127168828791), 'val_avg_loss_max': np.float64(26.806006414240056), 'val_avg_loss_bottom10%': np.float64(18.12127168828791), 'val_avg_loss_top10%': np.float64(26.806006414240056), 'val_avg_loss_cos1': np.float64(0.9926041250467326), 'val_avg_loss_entropy': np.float64(2.295254040870838), 'val_loss_std': np.float64(9146.9438028939), 'val_loss_bottom_decile': np.float64(64472.0634765625), 'val_loss_top_decile': np.float64(94357.142578125), 'val_loss_min': np.float64(63786.87634277344), 'val_loss_max': np.float64(94357.142578125), 'val_loss_bottom10%': np.float64(63786.87634277344), 'val_loss_top10%': np.float64(94357.142578125), 'val_loss_cos1': np.float64(0.9926041250467327), 'val_loss_entropy': np.float64(2.295254040870153)}}
{'Role': 'Server #', 'Round': 33, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.493488967201927), 'test_loss': np.float64(72137.08116455078), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.155495308962735), 'val_loss': np.float64(74467.34348754883), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.493488967201923), 'test_loss': np.float64(72137.08116455078), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.155495308962735), 'val_loss': np.float64(74467.34348754883), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7132218624529445), 'test_avg_loss_bottom_decile': np.float64(17.368722013993697), 'test_avg_loss_top_decile': np.float64(26.44511696208607), 'test_avg_loss_min': np.float64(17.232468032836913), 'test_avg_loss_max': np.float64(26.44511696208607), 'test_avg_loss_bottom10%': np.float64(17.232468032836913), 'test_avg_loss_top10%': np.float64(26.44511696208607), 'test_avg_loss_cos1': np.float64(0.9913494273520196), 'test_avg_loss_entropy': np.float64(2.294034312827673), 'test_loss_std': np.float64(9550.540955834362), 'test_loss_bottom_decile': np.float64(61137.90148925781), 'test_loss_top_decile': np.float64(93086.81170654297), 'test_loss_min': np.float64(60658.28747558594), 'test_loss_max': np.float64(93086.81170654297), 'test_loss_bottom10%': np.float64(60658.28747558594), 'test_loss_top10%': np.float64(93086.81170654297), 'test_loss_cos1': np.float64(0.9913494273520194), 'test_loss_entropy': np.float64(2.294034312826847), 'val_avg_loss_std': np.float64(2.6152262951662073), 'val_avg_loss_bottom_decile': np.float64(18.065538597106933), 'val_avg_loss_top_decile': np.float64(26.70666464025324), 'val_avg_loss_min': np.float64(18.034834844415837), 'val_avg_loss_max': np.float64(26.70666464025324), 'val_avg_loss_bottom10%': np.float64(18.034834844415837), 'val_avg_loss_top10%': np.float64(26.70666464025324), 'val_avg_loss_cos1': np.float64(0.9924456150510356), 'val_avg_loss_entropy': np.float64(2.2950878037776956), 'val_loss_std': np.float64(9205.596558985048), 'val_loss_bottom_decile': np.float64(63590.695861816406), 'val_loss_top_decile': np.float64(94007.4595336914), 'val_loss_min': np.float64(63482.61865234375), 'val_loss_max': np.float64(94007.4595336914), 'val_loss_bottom10%': np.float64(63482.61865234375), 'val_loss_top10%': np.float64(94007.4595336914), 'val_loss_cos1': np.float64(0.9924456150510357), 'val_loss_entropy': np.float64(2.2950878037769917)}}
{'Role': 'Server #', 'Round': 34, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.57275899366899), 'test_loss': np.float64(72416.11165771485), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.22964357029308), 'val_loss': np.float64(74728.34536743164), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.57275899366899), 'test_loss': np.float64(72416.11165771485), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.22964357029308), 'val_loss': np.float64(74728.34536743164), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7161660955518068), 'test_avg_loss_bottom_decile': np.float64(17.42897038893266), 'test_avg_loss_top_decile': np.float64(26.542722667347302), 'test_avg_loss_min': np.float64(17.290959479592065), 'test_avg_loss_max': np.float64(26.542722667347302), 'test_avg_loss_bottom10%': np.float64(17.290959479592065), 'test_avg_loss_top10%': np.float64(26.542722667347302), 'test_avg_loss_cos1': np.float64(0.9913967066783118), 'test_avg_loss_entropy': np.float64(2.294079526869494), 'test_loss_std': np.float64(9560.904656342358), 'test_loss_bottom_decile': np.float64(61349.97576904297), 'test_loss_top_decile': np.float64(93430.3837890625), 'test_loss_min': np.float64(60864.17736816406), 'test_loss_max': np.float64(93430.3837890625), 'test_loss_bottom10%': np.float64(60864.17736816406), 'test_loss_top10%': np.float64(93430.3837890625), 'test_loss_cos1': np.float64(0.9913967066783116), 'test_loss_entropy': np.float64(2.2940795268686736), 'val_avg_loss_std': np.float64(2.6166873917103155), 'val_avg_loss_bottom_decile': np.float64(18.115410249883478), 'val_avg_loss_top_decile': np.float64(26.80831843289462), 'val_avg_loss_min': np.float64(18.113297791914505), 'val_avg_loss_max': np.float64(26.80831843289462), 'val_avg_loss_bottom10%': np.float64(18.113297791914505), 'val_avg_loss_top10%': np.float64(26.80831843289462), 'val_avg_loss_cos1': np.float64(0.9924894106059876), 'val_avg_loss_entropy': np.float64(2.295132578738831), 'val_loss_std': np.float64(9210.73961882031), 'val_loss_bottom_decile': np.float64(63766.244079589844), 'val_loss_top_decile': np.float64(94365.28088378906), 'val_loss_min': np.float64(63758.80822753906), 'val_loss_max': np.float64(94365.28088378906), 'val_loss_bottom10%': np.float64(63758.80822753906), 'val_loss_top10%': np.float64(94365.28088378906), 'val_loss_cos1': np.float64(0.9924894106059874), 'val_loss_entropy': np.float64(2.2951325787381336)}}
{'Role': 'Server #', 'Round': 35, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.48567008451982), 'test_loss': np.float64(72109.55869750977), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.133159223036333), 'val_loss': np.float64(74388.72046508788), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.485670084519818), 'test_loss': np.float64(72109.55869750977), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.133159223036333), 'val_loss': np.float64(74388.72046508788), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7112631575335824), 'test_avg_loss_bottom_decile': np.float64(17.411370173367587), 'test_avg_loss_top_decile': np.float64(26.51193166212602), 'test_avg_loss_min': np.float64(17.28425584272905), 'test_avg_loss_max': np.float64(26.51193166212602), 'test_avg_loss_bottom10%': np.float64(17.28425584272905), 'test_avg_loss_top10%': np.float64(26.51193166212602), 'test_avg_loss_cos1': np.float64(0.9913552414184216), 'test_avg_loss_entropy': np.float64(2.294058584516748), 'test_loss_std': np.float64(9543.64631451821), 'test_loss_bottom_decile': np.float64(61288.023010253906), 'test_loss_top_decile': np.float64(93321.9994506836), 'test_loss_min': np.float64(60840.58056640625), 'test_loss_max': np.float64(93321.9994506836), 'test_loss_bottom10%': np.float64(60840.58056640625), 'test_loss_top10%': np.float64(93321.9994506836), 'test_loss_cos1': np.float64(0.9913552414184218), 'test_loss_entropy': np.float64(2.2940585845159243), 'val_avg_loss_std': np.float64(2.6115961920983404), 'val_avg_loss_bottom_decile': np.float64(18.101481680436567), 'val_avg_loss_top_decile': np.float64(26.76555376919833), 'val_avg_loss_min': np.float64(18.075736184553666), 'val_avg_loss_max': np.float64(26.76555376919833), 'val_avg_loss_bottom10%': np.float64(18.075736184553666), 'val_avg_loss_top10%': np.float64(26.76555376919833), 'val_avg_loss_cos1': np.float64(0.9924505827943898), 'val_avg_loss_entropy': np.float64(2.295109164562709), 'val_loss_std': np.float64(9192.818596186158), 'val_loss_bottom_decile': np.float64(63717.21551513672), 'val_loss_top_decile': np.float64(94214.74926757812), 'val_loss_min': np.float64(63626.591369628906), 'val_loss_max': np.float64(94214.74926757812), 'val_loss_bottom10%': np.float64(63626.591369628906), 'val_loss_top10%': np.float64(94214.74926757812), 'val_loss_cos1': np.float64(0.9924505827943898), 'val_loss_entropy': np.float64(2.295109164562007)}}
{'Role': 'Server #', 'Round': 36, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.457660968086937), 'test_loss': np.float64(72010.96660766602), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.115840298045764), 'val_loss': np.float64(74327.75784912109), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.457660968086937), 'test_loss': np.float64(72010.96660766602), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.115840298045764), 'val_loss': np.float64(74327.75784912109), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7392046692598497), 'test_avg_loss_bottom_decile': np.float64(17.390431473471903), 'test_avg_loss_top_decile': np.float64(26.48676310452548), 'test_avg_loss_min': np.float64(17.143478150801226), 'test_avg_loss_max': np.float64(26.48676310452548), 'test_avg_loss_bottom10%': np.float64(17.143478150801226), 'test_avg_loss_top10%': np.float64(26.48676310452548), 'test_avg_loss_cos1': np.float64(0.9911546531418869), 'test_avg_loss_entropy': np.float64(2.293848448573135), 'test_loss_std': np.float64(9642.000435794673), 'test_loss_bottom_decile': np.float64(61214.318786621094), 'test_loss_top_decile': np.float64(93233.40612792969), 'test_loss_min': np.float64(60345.04309082031), 'test_loss_max': np.float64(93233.40612792969), 'test_loss_bottom10%': np.float64(60345.04309082031), 'test_loss_top10%': np.float64(93233.40612792969), 'test_loss_cos1': np.float64(0.9911546531418868), 'test_loss_entropy': np.float64(2.293848448572289), 'val_avg_loss_std': np.float64(2.648310758313252), 'val_avg_loss_bottom_decile': np.float64(18.049515290693805), 'val_avg_loss_top_decile': np.float64(26.762634138627487), 'val_avg_loss_min': np.float64(17.96586633162065), 'val_avg_loss_max': np.float64(26.762634138627487), 'val_avg_loss_bottom10%': np.float64(17.96586633162065), 'val_avg_loss_top10%': np.float64(26.762634138627487), 'val_avg_loss_cos1': np.float64(0.9922267214839726), 'val_avg_loss_entropy': np.float64(2.2948761684464865), 'val_loss_std': np.float64(9322.053869262645), 'val_loss_bottom_decile': np.float64(63534.29382324219), 'val_loss_top_decile': np.float64(94204.47216796875), 'val_loss_min': np.float64(63239.84948730469), 'val_loss_max': np.float64(94204.47216796875), 'val_loss_bottom10%': np.float64(63239.84948730469), 'val_loss_top10%': np.float64(94204.47216796875), 'val_loss_cos1': np.float64(0.9922267214839725), 'val_loss_entropy': np.float64(2.2948761684457617)}}
{'Role': 'Server #', 'Round': 37, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.43449151472612), 'test_loss': np.float64(71929.41013183593), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.085719491785223), 'val_loss': np.float64(74221.73261108398), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.43449151472612), 'test_loss': np.float64(71929.41013183593), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.085719491785223), 'val_loss': np.float64(74221.73261108398), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.723851005898438), 'test_avg_loss_bottom_decile': np.float64(17.315522818131882), 'test_avg_loss_top_decile': np.float64(26.44936500896107), 'test_avg_loss_min': np.float64(17.158672991665927), 'test_avg_loss_max': np.float64(26.44936500896107), 'test_avg_loss_bottom10%': np.float64(17.158672991665927), 'test_avg_loss_top10%': np.float64(26.44936500896107), 'test_avg_loss_cos1': np.float64(0.9912326525122679), 'test_avg_loss_entropy': np.float64(2.2939279570796147), 'test_loss_std': np.float64(9587.955540762503), 'test_loss_bottom_decile': np.float64(60950.64031982422), 'test_loss_top_decile': np.float64(93101.76483154297), 'test_loss_min': np.float64(60398.52893066406), 'test_loss_max': np.float64(93101.76483154297), 'test_loss_bottom10%': np.float64(60398.52893066406), 'test_loss_top10%': np.float64(93101.76483154297), 'test_loss_cos1': np.float64(0.9912326525122678), 'test_loss_entropy': np.float64(2.2939279570787754), 'val_avg_loss_std': np.float64(2.6273950651272675), 'val_avg_loss_bottom_decile': np.float64(17.987601418928666), 'val_avg_loss_top_decile': np.float64(26.694633986733177), 'val_avg_loss_min': np.float64(17.96879345286976), 'val_avg_loss_max': np.float64(26.694633986733177), 'val_avg_loss_bottom10%': np.float64(17.96879345286976), 'val_avg_loss_top10%': np.float64(26.694633986733177), 'val_avg_loss_cos1': np.float64(0.9923259920721738), 'val_avg_loss_entropy': np.float64(2.294976176104381), 'val_loss_std': np.float64(9248.430629247981), 'val_loss_bottom_decile': np.float64(63316.356994628906), 'val_loss_top_decile': np.float64(93965.11163330078), 'val_loss_min': np.float64(63250.15295410156), 'val_loss_max': np.float64(93965.11163330078), 'val_loss_bottom10%': np.float64(63250.15295410156), 'val_loss_top10%': np.float64(93965.11163330078), 'val_loss_cos1': np.float64(0.9923259920721736), 'val_loss_entropy': np.float64(2.2949761761036642)}}
{'Role': 'Server #', 'Round': 38, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.290174529335715), 'test_loss': np.float64(71421.41434326171), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.931870491721412), 'val_loss': np.float64(73680.18413085937), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.29017452933572), 'test_loss': np.float64(71421.41434326171), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.931870491721412), 'val_loss': np.float64(73680.18413085937), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7220177439158793), 'test_avg_loss_bottom_decile': np.float64(17.252516503767534), 'test_avg_loss_top_decile': np.float64(26.401333410089666), 'test_avg_loss_min': np.float64(17.036169346896084), 'test_avg_loss_max': np.float64(26.401333410089666), 'test_avg_loss_bottom10%': np.float64(17.036169346896084), 'test_avg_loss_top10%': np.float64(26.401333410089666), 'test_avg_loss_cos1': np.float64(0.9911209599395688), 'test_avg_loss_entropy': np.float64(2.293848281498751), 'test_loss_std': np.float64(9581.502458583895), 'test_loss_bottom_decile': np.float64(60728.85809326172), 'test_loss_top_decile': np.float64(92932.69360351562), 'test_loss_min': np.float64(59967.31610107422), 'test_loss_max': np.float64(92932.69360351562), 'test_loss_bottom10%': np.float64(59967.31610107422), 'test_loss_top10%': np.float64(92932.69360351562), 'test_loss_cos1': np.float64(0.9911209599395687), 'test_loss_entropy': np.float64(2.2938482814978998), 'val_avg_loss_std': np.float64(2.6131398817529066), 'val_avg_loss_bottom_decile': np.float64(17.9211914582686), 'val_avg_loss_top_decile': np.float64(26.65267557664351), 'val_avg_loss_min': np.float64(17.859620250355114), 'val_avg_loss_max': np.float64(26.65267557664351), 'val_avg_loss_bottom10%': np.float64(17.859620250355114), 'val_avg_loss_top10%': np.float64(26.65267557664351), 'val_avg_loss_cos1': np.float64(0.9922973749007327), 'val_avg_loss_entropy': np.float64(2.294975497656869), 'val_loss_std': np.float64(9198.25238377023), 'val_loss_bottom_decile': np.float64(63082.59393310547), 'val_loss_top_decile': np.float64(93817.41802978516), 'val_loss_min': np.float64(62865.86328125), 'val_loss_max': np.float64(93817.41802978516), 'val_loss_bottom10%': np.float64(62865.86328125), 'val_loss_top10%': np.float64(93817.41802978516), 'val_loss_cos1': np.float64(0.9922973749007327), 'val_loss_entropy': np.float64(2.2949754976561487)}}
{'Role': 'Server #', 'Round': 39, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.31330142107877), 'test_loss': np.float64(71502.82100219726), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.953830065293747), 'val_loss': np.float64(73757.48182983398), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.31330142107877), 'test_loss': np.float64(71502.82100219726), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.953830065293747), 'val_loss': np.float64(73757.48182983398), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.698098538235307), 'test_avg_loss_bottom_decile': np.float64(17.297146745161577), 'test_avg_loss_top_decile': np.float64(26.326001063260165), 'test_avg_loss_min': np.float64(17.030886910178445), 'test_avg_loss_max': np.float64(26.326001063260165), 'test_avg_loss_bottom10%': np.float64(17.030886910178445), 'test_avg_loss_top10%': np.float64(26.326001063260165), 'test_avg_loss_cos1': np.float64(0.9912938912870206), 'test_avg_loss_entropy': np.float64(2.294006758178986), 'test_loss_std': np.float64(9497.306854588278), 'test_loss_bottom_decile': np.float64(60885.95654296875), 'test_loss_top_decile': np.float64(92667.52374267578), 'test_loss_min': np.float64(59948.721923828125), 'test_loss_max': np.float64(92667.52374267578), 'test_loss_bottom10%': np.float64(59948.721923828125), 'test_loss_top10%': np.float64(92667.52374267578), 'test_loss_cos1': np.float64(0.9912938912870206), 'test_loss_entropy': np.float64(2.29400675817815), 'val_avg_loss_std': np.float64(2.5887810364674806), 'val_avg_loss_bottom_decile': np.float64(17.971975881403143), 'val_avg_loss_top_decile': np.float64(26.56604185971347), 'val_avg_loss_min': np.float64(17.862013799493962), 'val_avg_loss_max': np.float64(26.56604185971347), 'val_avg_loss_bottom10%': np.float64(17.862013799493962), 'val_avg_loss_top10%': np.float64(26.56604185971347), 'val_avg_loss_cos1': np.float64(0.9924543526665273), 'val_avg_loss_entropy': np.float64(2.295120035274671), 'val_loss_std': np.float64(9112.50924836553), 'val_loss_bottom_decile': np.float64(63261.35510253906), 'val_loss_top_decile': np.float64(93512.4673461914), 'val_loss_min': np.float64(62874.28857421875), 'val_loss_max': np.float64(93512.4673461914), 'val_loss_bottom10%': np.float64(62874.28857421875), 'val_loss_top10%': np.float64(93512.4673461914), 'val_loss_cos1': np.float64(0.9924543526665273), 'val_loss_entropy': np.float64(2.295120035273964)}}
{'Role': 'Server #', 'Round': 40, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.49635682886297), 'test_loss': np.float64(72147.17603759766), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.135185298919676), 'val_loss': np.float64(74395.85225219726), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.49635682886297), 'test_loss': np.float64(72147.17603759766), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.135185298919676), 'val_loss': np.float64(74395.85225219726), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.760690678233314), 'test_avg_loss_bottom_decile': np.float64(17.408134495128284), 'test_avg_loss_top_decile': np.float64(26.600342507795855), 'test_avg_loss_min': np.float64(17.125451053272595), 'test_avg_loss_max': np.float64(26.600342507795855), 'test_avg_loss_bottom10%': np.float64(17.125451053272595), 'test_avg_loss_top10%': np.float64(26.600342507795855), 'test_avg_loss_cos1': np.float64(0.9910506489598261), 'test_avg_loss_entropy': np.float64(2.2937477552079777), 'test_loss_std': np.float64(9717.631187381263), 'test_loss_bottom_decile': np.float64(61276.63342285156), 'test_loss_top_decile': np.float64(93633.2056274414), 'test_loss_min': np.float64(60281.58770751953), 'test_loss_max': np.float64(93633.2056274414), 'test_loss_bottom10%': np.float64(60281.58770751953), 'test_loss_top10%': np.float64(93633.2056274414), 'test_loss_cos1': np.float64(0.9910506489598262), 'test_loss_entropy': np.float64(2.2937477552071237), 'val_avg_loss_std': np.float64(2.659160059466335), 'val_avg_loss_bottom_decile': np.float64(18.09002799987793), 'val_avg_loss_top_decile': np.float64(26.8374622518366), 'val_avg_loss_min': np.float64(17.935015123540705), 'val_avg_loss_max': np.float64(26.8374622518366), 'val_avg_loss_bottom10%': np.float64(17.935015123540705), 'val_avg_loss_top10%': np.float64(26.8374622518366), 'val_avg_loss_cos1': np.float64(0.9921778206952953), 'val_avg_loss_entropy': np.float64(2.2948317479011333), 'val_loss_std': np.float64(9360.2434093215), 'val_loss_bottom_decile': np.float64(63676.89855957031), 'val_loss_top_decile': np.float64(94467.86712646484), 'val_loss_min': np.float64(63131.25323486328), 'val_loss_max': np.float64(94467.86712646484), 'val_loss_bottom10%': np.float64(63131.25323486328), 'val_loss_top10%': np.float64(94467.86712646484), 'val_loss_cos1': np.float64(0.9921778206952955), 'val_loss_entropy': np.float64(2.294831747900405)}}
{'Role': 'Server #', 'Round': 41, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.518182027990168), 'test_loss': np.float64(72224.00073852538), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.152079986225473), 'val_loss': np.float64(74455.32155151367), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.518182027990168), 'test_loss': np.float64(72224.00073852538), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.152079986225477), 'val_loss': np.float64(74455.32155151367), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.710295950991552), 'test_avg_loss_bottom_decile': np.float64(17.381869940324265), 'test_avg_loss_top_decile': np.float64(26.548169378800825), 'test_avg_loss_min': np.float64(17.294362536343662), 'test_avg_loss_max': np.float64(26.548169378800825), 'test_avg_loss_bottom10%': np.float64(17.294362536343662), 'test_avg_loss_top10%': np.float64(26.548169378800825), 'test_avg_loss_cos1': np.float64(0.991388331104578), 'test_avg_loss_entropy': np.float64(2.2940951469111908), 'test_loss_std': np.float64(9540.241747490265), 'test_loss_bottom_decile': np.float64(61184.182189941406), 'test_loss_top_decile': np.float64(93449.5562133789), 'test_loss_min': np.float64(60876.15612792969), 'test_loss_max': np.float64(93449.5562133789), 'test_loss_bottom10%': np.float64(60876.15612792969), 'test_loss_top10%': np.float64(93449.5562133789), 'test_loss_cos1': np.float64(0.9913883311045778), 'test_loss_entropy': np.float64(2.2940951469103714), 'val_avg_loss_std': np.float64(2.60578303691129), 'val_avg_loss_bottom_decile': np.float64(18.17182450727983), 'val_avg_loss_top_decile': np.float64(26.75961851640181), 'val_avg_loss_min': np.float64(17.973631564053623), 'val_avg_loss_max': np.float64(26.75961851640181), 'val_avg_loss_bottom10%': np.float64(17.973631564053623), 'val_avg_loss_top10%': np.float64(26.75961851640181), 'val_avg_loss_cos1': np.float64(0.9924970661460528), 'val_avg_loss_entropy': np.float64(2.2951541269836166), 'val_loss_std': np.float64(9172.356289927742), 'val_loss_bottom_decile': np.float64(63964.822265625), 'val_loss_top_decile': np.float64(94193.85717773438), 'val_loss_min': np.float64(63267.18310546875), 'val_loss_max': np.float64(94193.85717773438), 'val_loss_bottom10%': np.float64(63267.18310546875), 'val_loss_top10%': np.float64(94193.85717773438), 'val_loss_cos1': np.float64(0.9924970661460526), 'val_loss_entropy': np.float64(2.2951541269829185)}}
{'Role': 'Server #', 'Round': 42, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.316425930369984), 'test_loss': np.float64(71513.81927490234), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.940134312022817), 'val_loss': np.float64(73709.27277832032), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.31642593036998), 'test_loss': np.float64(71513.81927490234), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.940134312022813), 'val_loss': np.float64(73709.27277832032), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7031027363587055), 'test_avg_loss_bottom_decile': np.float64(17.163489948619496), 'test_avg_loss_top_decile': np.float64(26.295805948430843), 'test_avg_loss_min': np.float64(17.033347927440296), 'test_avg_loss_max': np.float64(26.295805948430843), 'test_avg_loss_bottom10%': np.float64(17.033347927440296), 'test_avg_loss_top10%': np.float64(26.295805948430843), 'test_avg_loss_cos1': np.float64(0.9912646414807175), 'test_avg_loss_entropy': np.float64(2.293961599847087), 'test_loss_std': np.float64(9514.921631982643), 'test_loss_bottom_decile': np.float64(60415.484619140625), 'test_loss_top_decile': np.float64(92561.23693847656), 'test_loss_min': np.float64(59957.384704589844), 'test_loss_max': np.float64(92561.23693847656), 'test_loss_bottom10%': np.float64(59957.384704589844), 'test_loss_top10%': np.float64(92561.23693847656), 'test_loss_cos1': np.float64(0.9912646414807177), 'test_loss_entropy': np.float64(2.293961599846246), 'val_avg_loss_std': np.float64(2.5921487616735424), 'val_avg_loss_bottom_decile': np.float64(17.835303774746983), 'val_avg_loss_top_decile': np.float64(26.49349543831565), 'val_avg_loss_min': np.float64(17.823052284934302), 'val_avg_loss_max': np.float64(26.49349543831565), 'val_avg_loss_bottom10%': np.float64(17.823052284934302), 'val_avg_loss_top10%': np.float64(26.49349543831565), 'val_avg_loss_cos1': np.float64(0.992425143299545), 'val_avg_loss_entropy': np.float64(2.295075248442667), 'val_loss_std': np.float64(9124.363641090871), 'val_loss_bottom_decile': np.float64(62780.269287109375), 'val_loss_top_decile': np.float64(93257.1039428711), 'val_loss_min': np.float64(62737.14404296875), 'val_loss_max': np.float64(93257.1039428711), 'val_loss_bottom10%': np.float64(62737.14404296875), 'val_loss_top10%': np.float64(93257.1039428711), 'val_loss_cos1': np.float64(0.9924251432995452), 'val_loss_entropy': np.float64(2.295075248441955)}}
{'Role': 'Server #', 'Round': 43, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.401787939938632), 'test_loss': np.float64(71814.29354858398), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.030819806185637), 'val_loss': np.float64(74028.48571777344), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.401787939938636), 'test_loss': np.float64(71814.29354858398), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(21.030819806185633), 'val_loss': np.float64(74028.48571777344), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6848689516551576), 'test_avg_loss_bottom_decile': np.float64(17.36901969909668), 'test_avg_loss_top_decile': np.float64(26.395067925886675), 'test_avg_loss_min': np.float64(17.16076030731201), 'test_avg_loss_max': np.float64(26.395067925886675), 'test_avg_loss_bottom10%': np.float64(17.16076030731201), 'test_avg_loss_top10%': np.float64(26.395067925886675), 'test_avg_loss_cos1': np.float64(0.991451635529819), 'test_avg_loss_entropy': np.float64(2.2941612892060066), 'test_loss_std': np.float64(9450.738709826153), 'test_loss_bottom_decile': np.float64(61138.94934082031), 'test_loss_top_decile': np.float64(92910.6390991211), 'test_loss_min': np.float64(60405.87628173828), 'test_loss_max': np.float64(92910.6390991211), 'test_loss_bottom10%': np.float64(60405.87628173828), 'test_loss_top10%': np.float64(92910.6390991211), 'test_loss_cos1': np.float64(0.9914516355298187), 'test_loss_entropy': np.float64(2.294161289205189), 'val_avg_loss_std': np.float64(2.575240929037398), 'val_avg_loss_bottom_decile': np.float64(18.189251934398303), 'val_avg_loss_top_decile': np.float64(26.616980188543145), 'val_avg_loss_min': np.float64(17.830704168839887), 'val_avg_loss_max': np.float64(26.616980188543145), 'val_avg_loss_bottom10%': np.float64(17.830704168839887), 'val_avg_loss_top10%': np.float64(26.616980188543145), 'val_avg_loss_cos1': np.float64(0.9925861694600988), 'val_avg_loss_entropy': np.float64(2.295248793753368), 'val_loss_std': np.float64(9064.84807021164), 'val_loss_bottom_decile': np.float64(64026.16680908203), 'val_loss_top_decile': np.float64(93691.77026367188), 'val_loss_min': np.float64(62764.078674316406), 'val_loss_max': np.float64(93691.77026367188), 'val_loss_bottom10%': np.float64(62764.078674316406), 'val_loss_top10%': np.float64(93691.77026367188), 'val_loss_cos1': np.float64(0.9925861694600987), 'val_loss_entropy': np.float64(2.295248793752676)}}
{'Role': 'Server #', 'Round': 44, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.286254770105536), 'test_loss': np.float64(71407.61679077148), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.910704602328213), 'val_loss': np.float64(73605.68020019532), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.286254770105536), 'test_loss': np.float64(71407.61679077148), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.910704602328217), 'val_loss': np.float64(73605.68020019532), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.69750719344429), 'test_avg_loss_bottom_decile': np.float64(17.194722713123667), 'test_avg_loss_top_decile': np.float64(26.326716527071866), 'test_avg_loss_min': np.float64(17.147163373773747), 'test_avg_loss_max': np.float64(26.326716527071866), 'test_avg_loss_bottom10%': np.float64(17.147163373773747), 'test_avg_loss_top10%': np.float64(26.326716527071866), 'test_avg_loss_cos1': np.float64(0.9912747402100738), 'test_avg_loss_entropy': np.float64(2.293995983908688), 'test_loss_std': np.float64(9495.225320923897), 'test_loss_bottom_decile': np.float64(60525.42395019531), 'test_loss_top_decile': np.float64(92670.04217529297), 'test_loss_min': np.float64(60358.015075683594), 'test_loss_max': np.float64(92670.04217529297), 'test_loss_bottom10%': np.float64(60358.015075683594), 'test_loss_top10%': np.float64(92670.04217529297), 'test_loss_cos1': np.float64(0.9912747402100738), 'test_loss_entropy': np.float64(2.2939959839078505), 'val_avg_loss_std': np.float64(2.583721581331677), 'val_avg_loss_bottom_decile': np.float64(17.955484719709915), 'val_avg_loss_top_decile': np.float64(26.54471631483598), 'val_avg_loss_min': np.float64(17.840547821738504), 'val_avg_loss_max': np.float64(26.54471631483598), 'val_avg_loss_bottom10%': np.float64(17.840547821738504), 'val_avg_loss_top10%': np.float64(26.54471631483598), 'val_avg_loss_cos1': np.float64(0.992452801486742), 'val_avg_loss_entropy': np.float64(2.295123637017124), 'val_loss_std': np.float64(9094.699966287506), 'val_loss_bottom_decile': np.float64(63203.306213378906), 'val_loss_top_decile': np.float64(93437.40142822266), 'val_loss_min': np.float64(62798.72833251953), 'val_loss_max': np.float64(93437.40142822266), 'val_loss_bottom10%': np.float64(62798.72833251953), 'val_loss_top10%': np.float64(93437.40142822266), 'val_loss_cos1': np.float64(0.9924528014867421), 'val_loss_entropy': np.float64(2.2951236370164168)}}
{'Role': 'Server #', 'Round': 45, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.332471519817005), 'test_loss': np.float64(71570.29974975585), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.961461980993096), 'val_loss': np.float64(73784.3461730957), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.332471519817005), 'test_loss': np.float64(71570.29974975585), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.961461980993096), 'val_loss': np.float64(73784.3461730957), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.717026833803259), 'test_avg_loss_bottom_decile': np.float64(17.176927081021397), 'test_avg_loss_top_decile': np.float64(26.366736082597214), 'test_avg_loss_min': np.float64(17.141684358770195), 'test_avg_loss_max': np.float64(26.366736082597214), 'test_avg_loss_bottom10%': np.float64(17.141684358770195), 'test_avg_loss_top10%': np.float64(26.366736082597214), 'test_avg_loss_cos1': np.float64(0.9911893449178102), 'test_avg_loss_entropy': np.float64(2.293900174270036), 'test_loss_std': np.float64(9563.934454987471), 'test_loss_bottom_decile': np.float64(60462.78332519531), 'test_loss_top_decile': np.float64(92810.91101074219), 'test_loss_min': np.float64(60338.728942871094), 'test_loss_max': np.float64(92810.91101074219), 'test_loss_bottom10%': np.float64(60338.728942871094), 'test_loss_top10%': np.float64(92810.91101074219), 'test_loss_cos1': np.float64(0.9911893449178102), 'test_loss_entropy': np.float64(2.2939001742691905), 'val_avg_loss_std': np.float64(2.612887004807575), 'val_avg_loss_bottom_decile': np.float64(17.941203342784537), 'val_avg_loss_top_decile': np.float64(26.59310841993852), 'val_avg_loss_min': np.float64(17.85573319521817), 'val_avg_loss_max': np.float64(26.59310841993852), 'val_avg_loss_bottom10%': np.float64(17.85573319521817), 'val_avg_loss_top10%': np.float64(26.59310841993852), 'val_avg_loss_cos1': np.float64(0.9923203270073405), 'val_avg_loss_entropy': np.float64(2.2949837377752242), 'val_loss_std': np.float64(9197.362256922665), 'val_loss_bottom_decile': np.float64(63153.03576660156), 'val_loss_top_decile': np.float64(93607.7416381836), 'val_loss_min': np.float64(62852.18084716797), 'val_loss_max': np.float64(93607.7416381836), 'val_loss_bottom10%': np.float64(62852.18084716797), 'val_loss_top10%': np.float64(93607.7416381836), 'val_loss_cos1': np.float64(0.9923203270073404), 'val_loss_entropy': np.float64(2.294983737774505)}}
{'Role': 'Server #', 'Round': 46, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.271774399497293), 'test_loss': np.float64(71356.64588623047), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.897169437408447), 'val_loss': np.float64(73558.03641967774), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.27177439949729), 'test_loss': np.float64(71356.64588623047), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.89716943740845), 'val_loss': np.float64(73558.03641967774), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6245799000509655), 'test_avg_loss_bottom_decile': np.float64(17.323547155206853), 'test_avg_loss_top_decile': np.float64(26.148503598299893), 'test_avg_loss_min': np.float64(17.160340551896528), 'test_avg_loss_max': np.float64(26.148503598299893), 'test_avg_loss_bottom10%': np.float64(17.160340551896528), 'test_avg_loss_top10%': np.float64(26.148503598299893), 'test_avg_loss_cos1': np.float64(0.9917227186828489), 'test_avg_loss_entropy': np.float64(2.2944406827182555), 'test_loss_std': np.float64(9238.521248179397), 'test_loss_bottom_decile': np.float64(60978.885986328125), 'test_loss_top_decile': np.float64(92042.73266601562), 'test_loss_min': np.float64(60404.39874267578), 'test_loss_max': np.float64(92042.73266601562), 'test_loss_bottom10%': np.float64(60404.39874267578), 'test_loss_top10%': np.float64(92042.73266601562), 'test_loss_cos1': np.float64(0.9917227186828491), 'test_loss_entropy': np.float64(2.294440682717461), 'val_avg_loss_std': np.float64(2.513761785477584), 'val_avg_loss_bottom_decile': np.float64(18.128492095253684), 'val_avg_loss_top_decile': np.float64(26.359637485850943), 'val_avg_loss_min': np.float64(17.7996036009355), 'val_avg_loss_max': np.float64(26.359637485850943), 'val_avg_loss_bottom10%': np.float64(17.7996036009355), 'val_avg_loss_top10%': np.float64(26.359637485850943), 'val_avg_loss_cos1': np.float64(0.9928425049386519), 'val_avg_loss_entropy': np.float64(2.295508176194275), 'val_loss_std': np.float64(8848.441484881092), 'val_loss_bottom_decile': np.float64(63812.29217529297), 'val_loss_top_decile': np.float64(92785.92395019531), 'val_loss_min': np.float64(62654.60467529297), 'val_loss_max': np.float64(92785.92395019531), 'val_loss_bottom10%': np.float64(62654.60467529297), 'val_loss_top10%': np.float64(92785.92395019531), 'val_loss_cos1': np.float64(0.9928425049386519), 'val_loss_entropy': np.float64(2.2955081761936036)}}
{'Role': 'Server #', 'Round': 47, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.22000205820257), 'test_loss': np.float64(71174.40724487304), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.84209510109641), 'val_loss': np.float64(73364.17475585938), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.220002058202574), 'test_loss': np.float64(71174.40724487304), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.84209510109641), 'val_loss': np.float64(73364.17475585938), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.619336265717911), 'test_avg_loss_bottom_decile': np.float64(17.3669792175293), 'test_avg_loss_top_decile': np.float64(26.118043205954812), 'test_avg_loss_min': np.float64(17.023173505609687), 'test_avg_loss_max': np.float64(26.118043205954812), 'test_avg_loss_bottom10%': np.float64(17.023173505609687), 'test_avg_loss_top10%': np.float64(26.118043205954812), 'test_avg_loss_cos1': np.float64(0.9917136023270201), 'test_avg_loss_entropy': np.float64(2.2944410337101595), 'test_loss_std': np.float64(9220.063655327047), 'test_loss_bottom_decile': np.float64(61131.766845703125), 'test_loss_top_decile': np.float64(91935.51208496094), 'test_loss_min': np.float64(59921.570739746094), 'test_loss_max': np.float64(91935.51208496094), 'test_loss_bottom10%': np.float64(59921.570739746094), 'test_loss_top10%': np.float64(91935.51208496094), 'test_loss_cos1': np.float64(0.9917136023270201), 'test_loss_entropy': np.float64(2.2944410337093633), 'val_avg_loss_std': np.float64(2.5067380381269486), 'val_avg_loss_bottom_decile': np.float64(18.171319822831588), 'val_avg_loss_top_decile': np.float64(26.31999036615545), 'val_avg_loss_min': np.float64(17.65867748260498), 'val_avg_loss_max': np.float64(26.31999036615545), 'val_avg_loss_bottom10%': np.float64(17.65867748260498), 'val_avg_loss_top10%': np.float64(26.31999036615545), 'val_avg_loss_cos1': np.float64(0.9928447571044791), 'val_avg_loss_entropy': np.float64(2.295514678956204), 'val_loss_std': np.float64(8823.717894206859), 'val_loss_bottom_decile': np.float64(63963.04577636719), 'val_loss_top_decile': np.float64(92646.36608886719), 'val_loss_min': np.float64(62158.54473876953), 'val_loss_max': np.float64(92646.36608886719), 'val_loss_bottom10%': np.float64(62158.54473876953), 'val_loss_top10%': np.float64(92646.36608886719), 'val_loss_cos1': np.float64(0.9928447571044793), 'val_loss_entropy': np.float64(2.2955146789555316)}}
{'Role': 'Server #', 'Round': 48, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.25184256813743), 'test_loss': np.float64(71286.48583984375), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.871355082771995), 'val_loss': np.float64(73467.16989135742), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.251842568137427), 'test_loss': np.float64(71286.48583984375), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.871355082771995), 'val_loss': np.float64(73467.16989135742), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6841785577768458), 'test_avg_loss_bottom_decile': np.float64(17.199998526139694), 'test_avg_loss_top_decile': np.float64(26.273262994939632), 'test_avg_loss_min': np.float64(17.104120688004926), 'test_avg_loss_max': np.float64(26.273262994939632), 'test_avg_loss_bottom10%': np.float64(17.104120688004926), 'test_avg_loss_top10%': np.float64(26.273262994939632), 'test_avg_loss_cos1': np.float64(0.9913306327996129), 'test_avg_loss_entropy': np.float64(2.2940517328294585), 'test_loss_std': np.float64(9448.308523374495), 'test_loss_bottom_decile': np.float64(60543.99481201172), 'test_loss_top_decile': np.float64(92481.8857421875), 'test_loss_min': np.float64(60206.504821777344), 'test_loss_max': np.float64(92481.8857421875), 'test_loss_bottom10%': np.float64(60206.504821777344), 'test_loss_top10%': np.float64(92481.8857421875), 'test_loss_cos1': np.float64(0.991330632799613), 'test_loss_entropy': np.float64(2.294051732828625), 'val_avg_loss_std': np.float64(2.5859195707133322), 'val_avg_loss_bottom_decile': np.float64(17.97849322232333), 'val_avg_loss_top_decile': np.float64(26.484027602455832), 'val_avg_loss_min': np.float64(17.74957492134788), 'val_avg_loss_max': np.float64(26.484027602455832), 'val_avg_loss_bottom10%': np.float64(17.74957492134788), 'val_avg_loss_top10%': np.float64(26.484027602455832), 'val_avg_loss_cos1': np.float64(0.9924118915982523), 'val_avg_loss_entropy': np.float64(2.295079812451466), 'val_loss_std': np.float64(9102.43688891093), 'val_loss_bottom_decile': np.float64(63284.296142578125), 'val_loss_top_decile': np.float64(93223.77716064453), 'val_loss_min': np.float64(62478.50372314453), 'val_loss_max': np.float64(93223.77716064453), 'val_loss_bottom10%': np.float64(62478.50372314453), 'val_loss_top10%': np.float64(93223.77716064453), 'val_loss_cos1': np.float64(0.9924118915982525), 'val_loss_entropy': np.float64(2.2950798124507523)}}
{'Role': 'Server #', 'Round': 49, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.15568342208862), 'test_loss': np.float64(70948.00564575195), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.776366948214445), 'val_loss': np.float64(73132.81165771485), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.15568342208862), 'test_loss': np.float64(70948.00564575195), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.776366948214445), 'val_loss': np.float64(73132.81165771485), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6733359826447676), 'test_avg_loss_bottom_decile': np.float64(17.085735494440254), 'test_avg_loss_top_decile': np.float64(26.13699052984064), 'test_avg_loss_min': np.float64(17.04067635969682), 'test_avg_loss_max': np.float64(26.13699052984064), 'test_avg_loss_bottom10%': np.float64(17.04067635969682), 'test_avg_loss_top10%': np.float64(26.13699052984064), 'test_avg_loss_cos1': np.float64(0.9913184416948886), 'test_avg_loss_entropy': np.float64(2.2940421496317414), 'test_loss_std': np.float64(9410.142658909583), 'test_loss_bottom_decile': np.float64(60141.78894042969), 'test_loss_top_decile': np.float64(92002.20666503906), 'test_loss_min': np.float64(59983.18078613281), 'test_loss_max': np.float64(92002.20666503906), 'test_loss_bottom10%': np.float64(59983.18078613281), 'test_loss_top10%': np.float64(92002.20666503906), 'test_loss_cos1': np.float64(0.9913184416948886), 'test_loss_entropy': np.float64(2.294042149630903), 'val_avg_loss_std': np.float64(2.5667993246920333), 'val_avg_loss_bottom_decile': np.float64(17.83646717071533), 'val_avg_loss_top_decile': np.float64(26.3479283766313), 'val_avg_loss_min': np.float64(17.74071858145974), 'val_avg_loss_max': np.float64(26.3479283766313), 'val_avg_loss_bottom10%': np.float64(17.74071858145974), 'val_avg_loss_top10%': np.float64(26.3479283766313), 'val_avg_loss_cos1': np.float64(0.99245468220501), 'val_avg_loss_entropy': np.float64(2.2951246441723554), 'val_loss_std': np.float64(9035.133622915957), 'val_loss_bottom_decile': np.float64(62784.36444091797), 'val_loss_top_decile': np.float64(92744.70788574219), 'val_loss_min': np.float64(62447.32940673828), 'val_loss_max': np.float64(92744.70788574219), 'val_loss_bottom10%': np.float64(62447.32940673828), 'val_loss_top10%': np.float64(92744.70788574219), 'val_loss_cos1': np.float64(0.9924546822050102), 'val_loss_entropy': np.float64(2.2951246441716435)}}
{'Role': 'Server #', 'Round': 50, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.22174042961814), 'test_loss': np.float64(71180.52631225585), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.842070808410643), 'val_loss': np.float64(73364.08924560547), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.221740429618144), 'test_loss': np.float64(71180.52631225585), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.842070808410643), 'val_loss': np.float64(73364.08924560547), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7023732571463275), 'test_avg_loss_bottom_decile': np.float64(17.159667205810546), 'test_avg_loss_top_decile': np.float64(26.239107790860263), 'test_avg_loss_min': np.float64(17.098892385309394), 'test_avg_loss_max': np.float64(26.239107790860263), 'test_avg_loss_bottom10%': np.float64(17.098892385309394), 'test_avg_loss_top10%': np.float64(26.239107790860263), 'test_avg_loss_cos1': np.float64(0.9911884220267064), 'test_avg_loss_entropy': np.float64(2.293904267955693), 'test_loss_std': np.float64(9512.353865155075), 'test_loss_bottom_decile': np.float64(60402.028564453125), 'test_loss_top_decile': np.float64(92361.65942382812), 'test_loss_min': np.float64(60188.10119628906), 'test_loss_max': np.float64(92361.65942382812), 'test_loss_bottom10%': np.float64(60188.10119628906), 'test_loss_top10%': np.float64(92361.65942382812), 'test_loss_cos1': np.float64(0.9911884220267063), 'test_loss_entropy': np.float64(2.2939042679548436), 'val_avg_loss_std': np.float64(2.5979082839113907), 'val_avg_loss_bottom_decile': np.float64(17.948186753012916), 'val_avg_loss_top_decile': np.float64(26.46798789284446), 'val_avg_loss_min': np.float64(17.743735590848054), 'val_avg_loss_max': np.float64(26.46798789284446), 'val_avg_loss_bottom10%': np.float64(17.743735590848054), 'val_avg_loss_top10%': np.float64(26.46798789284446), 'val_avg_loss_cos1': np.float64(0.9923208902411232), 'val_avg_loss_entropy': np.float64(2.2949872193138288), 'val_loss_std': np.float64(9144.637159368096), 'val_loss_bottom_decile': np.float64(63177.61737060547), 'val_loss_top_decile': np.float64(93167.3173828125), 'val_loss_min': np.float64(62457.949279785156), 'val_loss_max': np.float64(93167.3173828125), 'val_loss_bottom10%': np.float64(62457.949279785156), 'val_loss_top10%': np.float64(93167.3173828125), 'val_loss_cos1': np.float64(0.9923208902411234), 'val_loss_entropy': np.float64(2.2949872193131062)}}
{'Role': 'Server #', 'Round': 51, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.180984968705612), 'test_loss': np.float64(71037.06708984375), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.800547764518043), 'val_loss': np.float64(73217.92813110352), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.18098496870561), 'test_loss': np.float64(71037.06708984375), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.800547764518043), 'val_loss': np.float64(73217.92813110352), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7293331733579422), 'test_avg_loss_bottom_decile': np.float64(17.176174718683416), 'test_avg_loss_top_decile': np.float64(26.3100567037409), 'test_avg_loss_min': np.float64(16.888163410533558), 'test_avg_loss_max': np.float64(26.3100567037409), 'test_avg_loss_bottom10%': np.float64(16.888163410533558), 'test_avg_loss_top10%': np.float64(26.3100567037409), 'test_avg_loss_cos1': np.float64(0.990978263706235), 'test_avg_loss_entropy': np.float64(2.2937071195123795), 'test_loss_std': np.float64(9607.252770219955), 'test_loss_bottom_decile': np.float64(60460.135009765625), 'test_loss_top_decile': np.float64(92611.39959716797), 'test_loss_min': np.float64(59446.335205078125), 'test_loss_max': np.float64(92611.39959716797), 'test_loss_bottom10%': np.float64(59446.335205078125), 'test_loss_top10%': np.float64(92611.39959716797), 'test_loss_cos1': np.float64(0.9909782637062351), 'test_loss_entropy': np.float64(2.2937071195115095), 'val_avg_loss_std': np.float64(2.6130481925977493), 'val_avg_loss_bottom_decile': np.float64(17.83301119370894), 'val_avg_loss_top_decile': np.float64(26.475983862443403), 'val_avg_loss_min': np.float64(17.66886704184792), 'val_avg_loss_max': np.float64(26.475983862443403), 'val_avg_loss_bottom10%': np.float64(17.66886704184792), 'val_avg_loss_top10%': np.float64(26.475983862443403), 'val_avg_loss_cos1': np.float64(0.9922014873187874), 'val_avg_loss_entropy': np.float64(2.294872203727902), 'val_loss_std': np.float64(9197.929637944078), 'val_loss_bottom_decile': np.float64(62772.19940185547), 'val_loss_top_decile': np.float64(93195.46319580078), 'val_loss_min': np.float64(62194.41198730469), 'val_loss_max': np.float64(93195.46319580078), 'val_loss_bottom10%': np.float64(62194.41198730469), 'val_loss_top10%': np.float64(93195.46319580078), 'val_loss_cos1': np.float64(0.9922014873187873), 'val_loss_entropy': np.float64(2.294872203727167)}}
{'Role': 'Server #', 'Round': 52, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.15203241521662), 'test_loss': np.float64(70935.1541015625), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.774469113783404), 'val_loss': np.float64(73126.13128051758), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.15203241521662), 'test_loss': np.float64(70935.1541015625), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.774469113783404), 'val_loss': np.float64(73126.13128051758), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7501522248201264), 'test_avg_loss_bottom_decile': np.float64(17.085948874733663), 'test_avg_loss_top_decile': np.float64(26.35487851229581), 'test_avg_loss_min': np.float64(16.943038177490234), 'test_avg_loss_max': np.float64(26.35487851229581), 'test_avg_loss_bottom10%': np.float64(16.943038177490234), 'test_avg_loss_top10%': np.float64(26.35487851229581), 'test_avg_loss_cos1': np.float64(0.990816025337659), 'test_avg_loss_entropy': np.float64(2.2935561194661904), 'test_loss_std': np.float64(9680.535831366846), 'test_loss_bottom_decile': np.float64(60142.5400390625), 'test_loss_top_decile': np.float64(92769.17236328125), 'test_loss_min': np.float64(59639.494384765625), 'test_loss_max': np.float64(92769.17236328125), 'test_loss_bottom10%': np.float64(59639.494384765625), 'test_loss_top10%': np.float64(92769.17236328125), 'test_loss_cos1': np.float64(0.990816025337659), 'test_loss_entropy': np.float64(2.293556119465305), 'val_avg_loss_std': np.float64(2.647290189799077), 'val_avg_loss_bottom_decile': np.float64(17.72500613819469), 'val_avg_loss_top_decile': np.float64(26.566051829944957), 'val_avg_loss_min': np.float64(17.724669352444735), 'val_avg_loss_max': np.float64(26.566051829944957), 'val_avg_loss_bottom10%': np.float64(17.724669352444735), 'val_avg_loss_top10%': np.float64(26.566051829944957), 'val_avg_loss_cos1': np.float64(0.9919783628381764), 'val_avg_loss_entropy': np.float64(2.29465955994685), 'val_loss_std': np.float64(9318.46146809275), 'val_loss_bottom_decile': np.float64(62392.02160644531), 'val_loss_top_decile': np.float64(93512.50244140625), 'val_loss_min': np.float64(62390.83612060547), 'val_loss_max': np.float64(93512.50244140625), 'val_loss_bottom10%': np.float64(62390.83612060547), 'val_loss_top10%': np.float64(93512.50244140625), 'val_loss_cos1': np.float64(0.9919783628381764), 'val_loss_entropy': np.float64(2.294659559946094)}}
{'Role': 'Server #', 'Round': 53, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.14737546227195), 'test_loss': np.float64(70918.76162719727), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.766894786141137), 'val_loss': np.float64(73099.4696472168), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.14737546227195), 'test_loss': np.float64(70918.76162719727), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.766894786141137), 'val_loss': np.float64(73099.4696472168), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6931499078820837), 'test_avg_loss_bottom_decile': np.float64(17.120835321599788), 'test_avg_loss_top_decile': np.float64(26.2010330546986), 'test_avg_loss_min': np.float64(17.100793023542924), 'test_avg_loss_max': np.float64(26.2010330546986), 'test_avg_loss_bottom10%': np.float64(17.100793023542924), 'test_avg_loss_top10%': np.float64(26.2010330546986), 'test_avg_loss_cos1': np.float64(0.99118380595436), 'test_avg_loss_entropy': np.float64(2.293922326446027), 'test_loss_std': np.float64(9479.887675744932), 'test_loss_bottom_decile': np.float64(60265.34033203125), 'test_loss_top_decile': np.float64(92227.63635253906), 'test_loss_min': np.float64(60194.791442871094), 'test_loss_max': np.float64(92227.63635253906), 'test_loss_bottom10%': np.float64(60194.791442871094), 'test_loss_top10%': np.float64(92227.63635253906), 'test_loss_cos1': np.float64(0.9911838059543597), 'test_loss_entropy': np.float64(2.293922326445177), 'val_avg_loss_std': np.float64(2.5850360766155513), 'val_avg_loss_bottom_decile': np.float64(17.888610475713556), 'val_avg_loss_top_decile': np.float64(26.390378553217108), 'val_avg_loss_min': np.float64(17.760590587962756), 'val_avg_loss_max': np.float64(26.390378553217108), 'val_avg_loss_bottom10%': np.float64(17.760590587962756), 'val_avg_loss_top10%': np.float64(26.390378553217108), 'val_avg_loss_cos1': np.float64(0.9923414145490344), 'val_avg_loss_entropy': np.float64(2.295019537458687), 'val_loss_std': np.float64(9099.326989686739), 'val_loss_bottom_decile': np.float64(62967.90887451172), 'val_loss_top_decile': np.float64(92894.13250732422), 'val_loss_min': np.float64(62517.278869628906), 'val_loss_max': np.float64(92894.13250732422), 'val_loss_bottom10%': np.float64(62517.278869628906), 'val_loss_top10%': np.float64(92894.13250732422), 'val_loss_cos1': np.float64(0.9923414145490341), 'val_loss_entropy': np.float64(2.2950195374579647)}}
{'Role': 'Server #', 'Round': 54, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.08956471529874), 'test_loss': np.float64(70715.26779785156), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.713504402854227), 'val_loss': np.float64(72911.53549804687), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.08956471529874), 'test_loss': np.float64(70715.26779785156), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.713504402854223), 'val_loss': np.float64(72911.53549804687), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.711714891492926), 'test_avg_loss_bottom_decile': np.float64(17.084817314147948), 'test_avg_loss_top_decile': np.float64(26.218564206903633), 'test_avg_loss_min': np.float64(16.92431226210161), 'test_avg_loss_max': np.float64(26.218564206903633), 'test_avg_loss_bottom10%': np.float64(16.92431226210161), 'test_avg_loss_top10%': np.float64(26.218564206903633), 'test_avg_loss_cos1': np.float64(0.9910126557105331), 'test_avg_loss_entropy': np.float64(2.2937578273515253), 'test_loss_std': np.float64(9545.236418055098), 'test_loss_bottom_decile': np.float64(60138.55694580078), 'test_loss_top_decile': np.float64(92289.34600830078), 'test_loss_min': np.float64(59573.579162597656), 'test_loss_max': np.float64(92289.34600830078), 'test_loss_bottom10%': np.float64(59573.579162597656), 'test_loss_top10%': np.float64(92289.34600830078), 'test_loss_cos1': np.float64(0.9910126557105329), 'test_loss_entropy': np.float64(2.2937578273506576), 'val_avg_loss_std': np.float64(2.60245434904254), 'val_avg_loss_bottom_decile': np.float64(17.741171021894974), 'val_avg_loss_top_decile': np.float64(26.427827002785424), 'val_avg_loss_min': np.float64(17.71394134868275), 'val_avg_loss_max': np.float64(26.427827002785424), 'val_avg_loss_bottom10%': np.float64(17.71394134868275), 'val_avg_loss_top10%': np.float64(26.427827002785424), 'val_avg_loss_cos1': np.float64(0.9921994677287959), 'val_avg_loss_entropy': np.float64(2.294885728159263), 'val_loss_std': np.float64(9160.639308629741), 'val_loss_bottom_decile': np.float64(62448.92199707031), 'val_loss_top_decile': np.float64(93025.95104980469), 'val_loss_min': np.float64(62353.07354736328), 'val_loss_max': np.float64(93025.95104980469), 'val_loss_bottom10%': np.float64(62353.07354736328), 'val_loss_top10%': np.float64(93025.95104980469), 'val_loss_cos1': np.float64(0.992199467728796), 'val_loss_entropy': np.float64(2.2948857281585266)}}
{'Role': 'Server #', 'Round': 55, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.173974439447576), 'test_loss': np.float64(71012.39002685547), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.78622954975475), 'val_loss': np.float64(73167.52801513672), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.173974439447573), 'test_loss': np.float64(71012.39002685547), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.786229549754747), 'val_loss': np.float64(73167.52801513672), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7231067441923167), 'test_avg_loss_bottom_decile': np.float64(17.0603364944458), 'test_avg_loss_top_decile': np.float64(26.257555788213555), 'test_avg_loss_min': np.float64(16.94980486089533), 'test_avg_loss_max': np.float64(26.257555788213555), 'test_avg_loss_bottom10%': np.float64(16.94980486089533), 'test_avg_loss_top10%': np.float64(26.257555788213555), 'test_avg_loss_cos1': np.float64(0.9910126679453104), 'test_avg_loss_entropy': np.float64(2.2937321140842943), 'test_loss_std': np.float64(9585.335739556955), 'test_loss_bottom_decile': np.float64(60052.38446044922), 'test_loss_top_decile': np.float64(92426.59637451172), 'test_loss_min': np.float64(59663.31311035156), 'test_loss_max': np.float64(92426.59637451172), 'test_loss_bottom10%': np.float64(59663.31311035156), 'test_loss_top10%': np.float64(92426.59637451172), 'test_loss_cos1': np.float64(0.9910126679453106), 'test_loss_entropy': np.float64(2.293732114083426), 'val_avg_loss_std': np.float64(2.6332586100961803), 'val_avg_loss_bottom_decile': np.float64(17.70554353540594), 'val_avg_loss_top_decile': np.float64(26.46711476065896), 'val_avg_loss_min': np.float64(17.6861852125688), 'val_avg_loss_max': np.float64(26.46711476065896), 'val_avg_loss_bottom10%': np.float64(17.6861852125688), 'val_avg_loss_top10%': np.float64(26.46711476065896), 'val_avg_loss_cos1': np.float64(0.9920710385004464), 'val_avg_loss_entropy': np.float64(2.2947350594553644), 'val_loss_std': np.float64(9269.070307538554), 'val_loss_bottom_decile': np.float64(62323.513244628906), 'val_loss_top_decile': np.float64(93164.24395751953), 'val_loss_min': np.float64(62255.37194824219), 'val_loss_max': np.float64(93164.24395751953), 'val_loss_bottom10%': np.float64(62255.37194824219), 'val_loss_top10%': np.float64(93164.24395751953), 'val_loss_cos1': np.float64(0.9920710385004464), 'val_loss_entropy': np.float64(2.2947350594546156)}}
{'Role': 'Server #', 'Round': 56, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.150751609802246), 'test_loss': np.float64(70930.6456665039), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.764895662827925), 'val_loss': np.float64(73092.4327331543), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.150751609802246), 'test_loss': np.float64(70930.6456665039), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.764895662827925), 'val_loss': np.float64(73092.4327331543), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6913568099065377), 'test_avg_loss_bottom_decile': np.float64(17.07535639676181), 'test_avg_loss_top_decile': np.float64(26.219651395624336), 'test_avg_loss_min': np.float64(16.930925525318493), 'test_avg_loss_max': np.float64(26.219651395624336), 'test_avg_loss_bottom10%': np.float64(16.930925525318493), 'test_avg_loss_top10%': np.float64(26.219651395624336), 'test_avg_loss_cos1': np.float64(0.9911982983919089), 'test_avg_loss_entropy': np.float64(2.293927528223509), 'test_loss_std': np.float64(9473.575970871012), 'test_loss_bottom_decile': np.float64(60105.25451660156), 'test_loss_top_decile': np.float64(92293.17291259766), 'test_loss_min': np.float64(59596.857849121094), 'test_loss_max': np.float64(92293.17291259766), 'test_loss_bottom10%': np.float64(59596.857849121094), 'test_loss_top10%': np.float64(92293.17291259766), 'test_loss_cos1': np.float64(0.9911982983919086), 'test_loss_entropy': np.float64(2.2939275282226594), 'val_avg_loss_std': np.float64(2.589630954912981), 'val_avg_loss_bottom_decile': np.float64(17.70837482105602), 'val_avg_loss_top_decile': np.float64(26.41643095883456), 'val_avg_loss_min': np.float64(17.692173090848055), 'val_avg_loss_max': np.float64(26.41643095883456), 'val_avg_loss_bottom10%': np.float64(17.692173090848055), 'val_avg_loss_top10%': np.float64(26.41643095883456), 'val_avg_loss_cos1': np.float64(0.992313014679349), 'val_avg_loss_entropy': np.float64(2.294984757906483), 'val_loss_std': np.float64(9115.500961293692), 'val_loss_bottom_decile': np.float64(62333.47937011719), 'val_loss_top_decile': np.float64(92985.83697509766), 'val_loss_min': np.float64(62276.449279785156), 'val_loss_max': np.float64(92985.83697509766), 'val_loss_bottom10%': np.float64(62276.449279785156), 'val_loss_top10%': np.float64(92985.83697509766), 'val_loss_cos1': np.float64(0.992313014679349), 'val_loss_entropy': np.float64(2.2949847579057576)}}
{'Role': 'Server #', 'Round': 57, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.012752517353405), 'test_loss': np.float64(70444.88886108398), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.626390632282604), 'val_loss': np.float64(72604.89502563476), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.01275251735341), 'test_loss': np.float64(70444.88886108398), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.6263906322826), 'val_loss': np.float64(72604.89502563476), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.680079430477336), 'test_avg_loss_bottom_decile': np.float64(16.965187748995696), 'test_avg_loss_top_decile': np.float64(26.078226228193802), 'test_avg_loss_min': np.float64(16.82315273284912), 'test_avg_loss_max': np.float64(26.078226228193802), 'test_avg_loss_bottom10%': np.float64(16.82315273284912), 'test_avg_loss_top10%': np.float64(26.078226228193802), 'test_avg_loss_cos1': np.float64(0.9911517451522848), 'test_avg_loss_entropy': np.float64(2.2938901995656216), 'test_loss_std': np.float64(9433.879595280225), 'test_loss_bottom_decile': np.float64(59717.460876464844), 'test_loss_top_decile': np.float64(91795.35632324219), 'test_loss_min': np.float64(59217.497619628906), 'test_loss_max': np.float64(91795.35632324219), 'test_loss_bottom10%': np.float64(59217.497619628906), 'test_loss_top10%': np.float64(91795.35632324219), 'test_loss_cos1': np.float64(0.9911517451522848), 'test_loss_entropy': np.float64(2.293890199564763), 'val_avg_loss_std': np.float64(2.576005109252574), 'val_avg_loss_bottom_decile': np.float64(17.59354237643155), 'val_avg_loss_top_decile': np.float64(26.26988405747847), 'val_avg_loss_min': np.float64(17.59107740575617), 'val_avg_loss_max': np.float64(26.26988405747847), 'val_avg_loss_bottom10%': np.float64(17.59107740575617), 'val_avg_loss_top10%': np.float64(26.26988405747847), 'val_avg_loss_cos1': np.float64(0.9922914518046948), 'val_avg_loss_entropy': np.float64(2.2949687822261615), 'val_loss_std': np.float64(9067.53798456906), 'val_loss_bottom_decile': np.float64(61929.26916503906), 'val_loss_top_decile': np.float64(92469.99188232422), 'val_loss_min': np.float64(61920.59246826172), 'val_loss_max': np.float64(92469.99188232422), 'val_loss_bottom10%': np.float64(61920.59246826172), 'val_loss_top10%': np.float64(92469.99188232422), 'val_loss_cos1': np.float64(0.9922914518046947), 'val_loss_entropy': np.float64(2.29496878222543)}}
{'Role': 'Server #', 'Round': 58, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.044265663840555), 'test_loss': np.float64(70555.81513671875), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.659858270124957), 'val_loss': np.float64(72722.70111083984), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.044265663840555), 'test_loss': np.float64(70555.81513671875), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.659858270124953), 'val_loss': np.float64(72722.70111083984), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6995971821901192), 'test_avg_loss_bottom_decile': np.float64(17.01525415940718), 'test_avg_loss_top_decile': np.float64(26.10084342956543), 'test_avg_loss_min': np.float64(16.87889960895885), 'test_avg_loss_max': np.float64(26.10084342956543), 'test_avg_loss_bottom10%': np.float64(16.87889960895885), 'test_avg_loss_top10%': np.float64(26.10084342956543), 'test_avg_loss_cos1': np.float64(0.9910519605937568), 'test_avg_loss_entropy': np.float64(2.2937855772479825), 'test_loss_std': np.float64(9502.58208130922), 'test_loss_bottom_decile': np.float64(59893.69464111328), 'test_loss_top_decile': np.float64(91874.96887207031), 'test_loss_min': np.float64(59413.726623535156), 'test_loss_max': np.float64(91874.96887207031), 'test_loss_bottom10%': np.float64(59413.726623535156), 'test_loss_top10%': np.float64(91874.96887207031), 'test_loss_cos1': np.float64(0.9910519605937567), 'test_loss_entropy': np.float64(2.2937855772471147), 'val_avg_loss_std': np.float64(2.6071418638437076), 'val_avg_loss_bottom_decile': np.float64(17.64888513738459), 'val_avg_loss_top_decile': np.float64(26.310618123141204), 'val_avg_loss_min': np.float64(17.63756046295166), 'val_avg_loss_max': np.float64(26.310618123141204), 'val_avg_loss_bottom10%': np.float64(17.63756046295166), 'val_avg_loss_top10%': np.float64(26.310618123141204), 'val_avg_loss_cos1': np.float64(0.992131443129128), 'val_avg_loss_entropy': np.float64(2.2948056098071663), 'val_loss_std': np.float64(9177.13936072985), 'val_loss_bottom_decile': np.float64(62124.07568359375), 'val_loss_top_decile': np.float64(92613.37579345703), 'val_loss_min': np.float64(62084.212829589844), 'val_loss_max': np.float64(92613.37579345703), 'val_loss_bottom10%': np.float64(62084.212829589844), 'val_loss_top10%': np.float64(92613.37579345703), 'val_loss_cos1': np.float64(0.9921314431291279), 'val_loss_entropy': np.float64(2.2948056098064202)}}
{'Role': 'Server #', 'Round': 59, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.12007577722723), 'test_loss': np.float64(70822.66673583984), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.724369036934593), 'val_loss': np.float64(72949.77901000976), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.12007577722723), 'test_loss': np.float64(70822.66673583984), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.724369036934593), 'val_loss': np.float64(72949.77901000976), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.672458617307098), 'test_avg_loss_bottom_decile': np.float64(17.114143059470436), 'test_avg_loss_top_decile': np.float64(26.110603297840466), 'test_avg_loss_min': np.float64(16.952136837352406), 'test_avg_loss_max': np.float64(26.110603297840466), 'test_avg_loss_bottom10%': np.float64(16.952136837352406), 'test_avg_loss_top10%': np.float64(26.110603297840466), 'test_avg_loss_cos1': np.float64(0.9912937297119723), 'test_avg_loss_entropy': np.float64(2.2940198051006395), 'test_loss_std': np.float64(9407.054332920983), 'test_loss_bottom_decile': np.float64(60241.78356933594), 'test_loss_top_decile': np.float64(91909.32360839844), 'test_loss_min': np.float64(59671.52166748047), 'test_loss_max': np.float64(91909.32360839844), 'test_loss_bottom10%': np.float64(59671.52166748047), 'test_loss_top10%': np.float64(91909.32360839844), 'test_loss_cos1': np.float64(0.9912937297119723), 'test_loss_entropy': np.float64(2.2940198050997984), 'val_avg_loss_std': np.float64(2.57985938474033), 'val_avg_loss_bottom_decile': np.float64(17.74306869506836), 'val_avg_loss_top_decile': np.float64(26.299474369395863), 'val_avg_loss_min': np.float64(17.699412259188566), 'val_avg_loss_max': np.float64(26.299474369395863), 'val_avg_loss_bottom10%': np.float64(17.699412259188566), 'val_avg_loss_top10%': np.float64(26.299474369395863), 'val_avg_loss_cos1': np.float64(0.9923407286418122), 'val_avg_loss_entropy': np.float64(2.2950099153417156), 'val_loss_std': np.float64(9081.105034285963), 'val_loss_bottom_decile': np.float64(62455.601806640625), 'val_loss_top_decile': np.float64(92574.14978027344), 'val_loss_min': np.float64(62301.93115234375), 'val_loss_max': np.float64(92574.14978027344), 'val_loss_bottom10%': np.float64(62301.93115234375), 'val_loss_top10%': np.float64(92574.14978027344), 'val_loss_cos1': np.float64(0.9923407286418121), 'val_loss_entropy': np.float64(2.2950099153409904)}}
{'Role': 'Server #', 'Round': 60, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.07687463413585), 'test_loss': np.float64(70670.5987121582), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.68862719622525), 'val_loss': np.float64(72823.96773071289), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.076874634135855), 'test_loss': np.float64(70670.5987121582), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.68862719622525), 'val_loss': np.float64(72823.96773071289), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.729447821890698), 'test_avg_loss_bottom_decile': np.float64(17.113521627946334), 'test_avg_loss_top_decile': np.float64(26.230058878118342), 'test_avg_loss_min': np.float64(16.838132077997383), 'test_avg_loss_max': np.float64(26.230058878118342), 'test_avg_loss_bottom10%': np.float64(16.838132077997383), 'test_avg_loss_top10%': np.float64(26.230058878118342), 'test_avg_loss_cos1': np.float64(0.9908849784834948), 'test_avg_loss_entropy': np.float64(2.293626942187112), 'test_loss_std': np.float64(9607.656333055256), 'test_loss_bottom_decile': np.float64(60239.596130371094), 'test_loss_top_decile': np.float64(92329.80725097656), 'test_loss_min': np.float64(59270.22491455078), 'test_loss_max': np.float64(92329.80725097656), 'test_loss_bottom10%': np.float64(59270.22491455078), 'test_loss_top10%': np.float64(92329.80725097656), 'test_loss_cos1': np.float64(0.9908849784834945), 'test_loss_entropy': np.float64(2.29362694218623), 'val_avg_loss_std': np.float64(2.6353368739122067), 'val_avg_loss_bottom_decile': np.float64(17.753807900168677), 'val_avg_loss_top_decile': np.float64(26.4236686186357), 'val_avg_loss_min': np.float64(17.60121416612105), 'val_avg_loss_max': np.float64(26.4236686186357), 'val_avg_loss_bottom10%': np.float64(17.60121416612105), 'val_avg_loss_top10%': np.float64(26.4236686186357), 'val_avg_loss_cos1': np.float64(0.9919844611739603), 'val_avg_loss_entropy': np.float64(2.2946658820121577), 'val_loss_std': np.float64(9276.385796170967), 'val_loss_bottom_decile': np.float64(62493.40380859375), 'val_loss_top_decile': np.float64(93011.31353759766), 'val_loss_min': np.float64(61956.273864746094), 'val_loss_max': np.float64(93011.31353759766), 'val_loss_bottom10%': np.float64(61956.273864746094), 'val_loss_top10%': np.float64(93011.31353759766), 'val_loss_cos1': np.float64(0.9919844611739602), 'val_loss_entropy': np.float64(2.294665882011399)}}
{'Role': 'Server #', 'Round': 61, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.91362666910345), 'test_loss': np.float64(70095.96587524415), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.525094406821513), 'val_loss': np.float64(72248.33231201171), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.91362666910345), 'test_loss': np.float64(70095.96587524415), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.52509440682151), 'val_loss': np.float64(72248.33231201171), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.662442117299191), 'test_avg_loss_bottom_decile': np.float64(16.887654980746184), 'test_avg_loss_top_decile': np.float64(25.913850142739037), 'test_avg_loss_min': np.float64(16.776570510864257), 'test_avg_loss_max': np.float64(25.913850142739037), 'test_avg_loss_bottom10%': np.float64(16.776570510864257), 'test_avg_loss_top10%': np.float64(25.913850142739037), 'test_avg_loss_cos1': np.float64(0.9911802889510813), 'test_avg_loss_entropy': np.float64(2.293915321195353), 'test_loss_std': np.float64(9371.796252893151), 'test_loss_bottom_decile': np.float64(59444.54553222656), 'test_loss_top_decile': np.float64(91216.7525024414), 'test_loss_min': np.float64(59053.52819824219), 'test_loss_max': np.float64(91216.7525024414), 'test_loss_bottom10%': np.float64(59053.52819824219), 'test_loss_top10%': np.float64(91216.7525024414), 'test_loss_cos1': np.float64(0.9911802889510815), 'test_loss_entropy': np.float64(2.293915321194493), 'val_avg_loss_std': np.float64(2.559080425242503), 'val_avg_loss_bottom_decile': np.float64(17.549160853299227), 'val_avg_loss_top_decile': np.float64(26.09847424247048), 'val_avg_loss_min': np.float64(17.512308970364657), 'val_avg_loss_max': np.float64(26.09847424247048), 'val_avg_loss_bottom10%': np.float64(17.512308970364657), 'val_avg_loss_top10%': np.float64(26.09847424247048), 'val_avg_loss_cos1': np.float64(0.9923168402992739), 'val_avg_loss_entropy': np.float64(2.2949910081380462), 'val_loss_std': np.float64(9007.96309685361), 'val_loss_bottom_decile': np.float64(61773.04620361328), 'val_loss_top_decile': np.float64(91866.6293334961), 'val_loss_min': np.float64(61643.327575683594), 'val_loss_max': np.float64(91866.6293334961), 'val_loss_bottom10%': np.float64(61643.327575683594), 'val_loss_top10%': np.float64(91866.6293334961), 'val_loss_cos1': np.float64(0.992316840299274), 'val_loss_entropy': np.float64(2.294991008137313)}}
{'Role': 'Server #', 'Round': 62, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.015072550340133), 'test_loss': np.float64(70453.05537719726), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.627361635728317), 'val_loss': np.float64(72608.31295776367), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.01507255034013), 'test_loss': np.float64(70453.05537719726), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.627361635728313), 'val_loss': np.float64(72608.31295776367), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7124594588319826), 'test_avg_loss_bottom_decile': np.float64(16.934692816300824), 'test_avg_loss_top_decile': np.float64(26.079081015153363), 'test_avg_loss_min': np.float64(16.736645369096237), 'test_avg_loss_max': np.float64(26.079081015153363), 'test_avg_loss_bottom10%': np.float64(16.736645369096237), 'test_avg_loss_top10%': np.float64(26.079081015153363), 'test_avg_loss_cos1': np.float64(0.9909416353878171), 'test_avg_loss_entropy': np.float64(2.293664715367297), 'test_loss_std': np.float64(9547.85729508858), 'test_loss_bottom_decile': np.float64(59610.118713378906), 'test_loss_top_decile': np.float64(91798.36517333984), 'test_loss_min': np.float64(58912.99169921875), 'test_loss_max': np.float64(91798.36517333984), 'test_loss_bottom10%': np.float64(58912.99169921875), 'test_loss_top10%': np.float64(91798.36517333984), 'test_loss_cos1': np.float64(0.9909416353878172), 'test_loss_entropy': np.float64(2.293664715366416), 'val_avg_loss_std': np.float64(2.615531151846753), 'val_avg_loss_bottom_decile': np.float64(17.562037537314676), 'val_avg_loss_top_decile': np.float64(26.257791397788306), 'val_avg_loss_min': np.float64(17.49840105230158), 'val_avg_loss_max': np.float64(26.257791397788306), 'val_avg_loss_bottom10%': np.float64(17.49840105230158), 'val_avg_loss_top10%': np.float64(26.257791397788306), 'val_avg_loss_cos1': np.float64(0.9920566501733076), 'val_avg_loss_entropy': np.float64(2.294720021785398), 'val_loss_std': np.float64(9206.669654500573), 'val_loss_bottom_decile': np.float64(61818.372131347656), 'val_loss_top_decile': np.float64(92427.42572021484), 'val_loss_min': np.float64(61594.37170410156), 'val_loss_max': np.float64(92427.42572021484), 'val_loss_bottom10%': np.float64(61594.37170410156), 'val_loss_top10%': np.float64(92427.42572021484), 'val_loss_cos1': np.float64(0.9920566501733077), 'val_loss_entropy': np.float64(2.2947200217846415)}}
{'Role': 'Server #', 'Round': 63, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.9246135226163), 'test_loss': np.float64(70134.63959960938), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.5327882419933), 'val_loss': np.float64(72275.4146118164), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.9246135226163), 'test_loss': np.float64(70134.63959960938), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.5327882419933), 'val_loss': np.float64(72275.4146118164), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6873797727469646), 'test_avg_loss_bottom_decile': np.float64(16.922516493363815), 'test_avg_loss_top_decile': np.float64(25.93357741615989), 'test_avg_loss_min': np.float64(16.67850920937278), 'test_avg_loss_max': np.float64(25.93357741615989), 'test_avg_loss_bottom10%': np.float64(16.67850920937278), 'test_avg_loss_top10%': np.float64(25.93357741615989), 'test_avg_loss_cos1': np.float64(0.9910262981156003), 'test_avg_loss_entropy': np.float64(2.2937506117520567), 'test_loss_std': np.float64(9459.576800069315), 'test_loss_bottom_decile': np.float64(59567.258056640625), 'test_loss_top_decile': np.float64(91286.19250488281), 'test_loss_min': np.float64(58708.35241699219), 'test_loss_max': np.float64(91286.19250488281), 'test_loss_bottom10%': np.float64(58708.35241699219), 'test_loss_top10%': np.float64(91286.19250488281), 'test_loss_cos1': np.float64(0.9910262981156003), 'test_loss_entropy': np.float64(2.2937506117511797), 'val_avg_loss_std': np.float64(2.588468206500512), 'val_avg_loss_bottom_decile': np.float64(17.56687613400546), 'val_avg_loss_top_decile': np.float64(26.13324609236284), 'val_avg_loss_min': np.float64(17.430294539711692), 'val_avg_loss_max': np.float64(26.13324609236284), 'val_avg_loss_bottom10%': np.float64(17.430294539711692), 'val_avg_loss_top10%': np.float64(26.13324609236284), 'val_avg_loss_cos1': np.float64(0.9921472701603724), 'val_avg_loss_entropy': np.float64(2.2948161422883047), 'val_loss_std': np.float64(9111.4080868818), 'val_loss_bottom_decile': np.float64(61835.40399169922), 'val_loss_top_decile': np.float64(91989.02624511719), 'val_loss_min': np.float64(61354.636779785156), 'val_loss_max': np.float64(91989.02624511719), 'val_loss_bottom10%': np.float64(61354.636779785156), 'val_loss_top10%': np.float64(91989.02624511719), 'val_loss_cos1': np.float64(0.9921472701603725), 'val_loss_entropy': np.float64(2.294816142287555)}}
{'Role': 'Server #', 'Round': 64, 'Results_weighted_avg': {'test_avg_loss': np.float64(20.02051078969782), 'test_loss': np.float64(70472.19797973633), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.633749028986152), 'val_loss': np.float64(72630.79658203125), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(20.02051078969782), 'test_loss': np.float64(70472.19797973633), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.633749028986152), 'val_loss': np.float64(72630.79658203125), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.743906605842669), 'test_avg_loss_bottom_decile': np.float64(17.041251303932885), 'test_avg_loss_top_decile': np.float64(26.19958426735618), 'test_avg_loss_min': np.float64(16.703530953147194), 'test_avg_loss_max': np.float64(26.19958426735618), 'test_avg_loss_bottom10%': np.float64(16.703530953147194), 'test_avg_loss_top10%': np.float64(26.19958426735618), 'test_avg_loss_cos1': np.float64(0.9907382712622491), 'test_avg_loss_entropy': np.float64(2.293472415885539), 'test_loss_std': np.float64(9658.551252566196), 'test_loss_bottom_decile': np.float64(59985.20458984375), 'test_loss_top_decile': np.float64(92222.53662109375), 'test_loss_min': np.float64(58796.428955078125), 'test_loss_max': np.float64(92222.53662109375), 'test_loss_bottom10%': np.float64(58796.428955078125), 'test_loss_top10%': np.float64(92222.53662109375), 'test_loss_cos1': np.float64(0.990738271262249), 'test_loss_entropy': np.float64(2.2934724158846387), 'val_avg_loss_std': np.float64(2.660825738714028), 'val_avg_loss_bottom_decile': np.float64(17.639302791248667), 'val_avg_loss_top_decile': np.float64(26.403375469554554), 'val_avg_loss_min': np.float64(17.46753037192605), 'val_avg_loss_max': np.float64(26.403375469554554), 'val_avg_loss_bottom10%': np.float64(17.46753037192605), 'val_avg_loss_top10%': np.float64(26.403375469554554), 'val_avg_loss_cos1': np.float64(0.9917875849129014), 'val_avg_loss_entropy': np.float64(2.294461763712656), 'val_loss_std': np.float64(9366.10660027338), 'val_loss_bottom_decile': np.float64(62090.34582519531), 'val_loss_top_decile': np.float64(92939.88165283203), 'val_loss_min': np.float64(61485.70690917969), 'val_loss_max': np.float64(92939.88165283203), 'val_loss_bottom10%': np.float64(61485.70690917969), 'val_loss_top10%': np.float64(92939.88165283203), 'val_loss_cos1': np.float64(0.9917875849129014), 'val_loss_entropy': np.float64(2.2944617637118747)}}
{'Role': 'Server #', 'Round': 65, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.890822414051403), 'test_loss': np.float64(70015.69489746094), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.495851428292013), 'val_loss': np.float64(72145.3970275879), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.890822414051403), 'test_loss': np.float64(70015.69489746094), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.495851428292013), 'val_loss': np.float64(72145.3970275879), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.734878621684722), 'test_avg_loss_bottom_decile': np.float64(16.96209165399725), 'test_avg_loss_top_decile': np.float64(26.005524149808018), 'test_avg_loss_min': np.float64(16.578086939725008), 'test_avg_loss_max': np.float64(26.005524149808018), 'test_avg_loss_bottom10%': np.float64(16.578086939725008), 'test_avg_loss_top10%': np.float64(26.005524149808018), 'test_avg_loss_cos1': np.float64(0.990679575538657), 'test_avg_loss_entropy': np.float64(2.2934083930938027), 'test_loss_std': np.float64(9626.772748330219), 'test_loss_bottom_decile': np.float64(59706.56262207031), 'test_loss_top_decile': np.float64(91539.44500732422), 'test_loss_min': np.float64(58354.86602783203), 'test_loss_max': np.float64(91539.44500732422), 'test_loss_bottom10%': np.float64(58354.86602783203), 'test_loss_top10%': np.float64(91539.44500732422), 'test_loss_cos1': np.float64(0.9906795755386569), 'test_loss_entropy': np.float64(2.2934083930928897), 'val_avg_loss_std': np.float64(2.6396165305674097), 'val_avg_loss_bottom_decile': np.float64(17.558276818015358), 'val_avg_loss_top_decile': np.float64(26.20395530353893), 'val_avg_loss_min': np.float64(17.335151915116743), 'val_avg_loss_max': np.float64(26.20395530353893), 'val_avg_loss_bottom10%': np.float64(17.335151915116743), 'val_avg_loss_top10%': np.float64(26.20395530353893), 'val_avg_loss_cos1': np.float64(0.9918086046032575), 'val_avg_loss_entropy': np.float64(2.2944798695383724), 'val_loss_std': np.float64(9291.450187597282), 'val_loss_bottom_decile': np.float64(61805.13439941406), 'val_loss_top_decile': np.float64(92237.92266845703), 'val_loss_min': np.float64(61019.73474121094), 'val_loss_max': np.float64(92237.92266845703), 'val_loss_bottom10%': np.float64(61019.73474121094), 'val_loss_top10%': np.float64(92237.92266845703), 'val_loss_cos1': np.float64(0.9918086046032575), 'val_loss_entropy': np.float64(2.294479869537588)}}
{'Role': 'Server #', 'Round': 66, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.88151317769831), 'test_loss': np.float64(69982.92638549805), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.48048640684648), 'val_loss': np.float64(72091.3121520996), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.88151317769831), 'test_loss': np.float64(69982.92638549805), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.48048640684648), 'val_loss': np.float64(72091.3121520996), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6398783860593937), 'test_avg_loss_bottom_decile': np.float64(16.885698145086113), 'test_avg_loss_top_decile': np.float64(25.850129456953567), 'test_avg_loss_min': np.float64(16.846555311029608), 'test_avg_loss_max': np.float64(25.850129456953567), 'test_avg_loss_bottom10%': np.float64(16.846555311029608), 'test_avg_loss_top10%': np.float64(25.850129456953567), 'test_avg_loss_cos1': np.float64(0.9912995405751879), 'test_avg_loss_entropy': np.float64(2.2940407038114725), 'test_loss_std': np.float64(9292.371918929066), 'test_loss_bottom_decile': np.float64(59437.657470703125), 'test_loss_top_decile': np.float64(90992.45568847656), 'test_loss_min': np.float64(59299.87469482422), 'test_loss_max': np.float64(90992.45568847656), 'test_loss_bottom10%': np.float64(59299.87469482422), 'test_loss_top10%': np.float64(90992.45568847656), 'test_loss_cos1': np.float64(0.9912995405751881), 'test_loss_entropy': np.float64(2.2940407038106234), 'val_avg_loss_std': np.float64(2.53781509180275), 'val_avg_loss_bottom_decile': np.float64(17.648430997675117), 'val_avg_loss_top_decile': np.float64(26.02534391229803), 'val_avg_loss_min': np.float64(17.45277671813965), 'val_avg_loss_max': np.float64(26.02534391229803), 'val_avg_loss_bottom10%': np.float64(17.45277671813965), 'val_avg_loss_top10%': np.float64(26.02534391229803), 'val_avg_loss_cos1': np.float64(0.9924099793936125), 'val_avg_loss_entropy': np.float64(2.2950882648171262), 'val_loss_std': np.float64(8933.10912314568), 'val_loss_bottom_decile': np.float64(62122.477111816406), 'val_loss_top_decile': np.float64(91609.21057128906), 'val_loss_min': np.float64(61433.77404785156), 'val_loss_max': np.float64(91609.21057128906), 'val_loss_bottom10%': np.float64(61433.77404785156), 'val_loss_top10%': np.float64(91609.21057128906), 'val_loss_cos1': np.float64(0.9924099793936124), 'val_loss_entropy': np.float64(2.295088264816401)}}
{'Role': 'Server #', 'Round': 67, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.898732396906073), 'test_loss': np.float64(70043.53803710938), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.500219152623956), 'val_loss': np.float64(72160.77141723633), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.898732396906073), 'test_loss': np.float64(70043.53803710938), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.50021915262396), 'val_loss': np.float64(72160.77141723633), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6478443581810973), 'test_avg_loss_bottom_decile': np.float64(16.91218228773637), 'test_avg_loss_top_decile': np.float64(25.96250303441828), 'test_avg_loss_min': np.float64(16.84486404765736), 'test_avg_loss_max': np.float64(25.96250303441828), 'test_avg_loss_bottom10%': np.float64(16.84486404765736), 'test_avg_loss_top10%': np.float64(25.96250303441828), 'test_avg_loss_cos1': np.float64(0.9912625847104534), 'test_avg_loss_entropy': np.float64(2.2940233518769757), 'test_loss_std': np.float64(9320.412140797464), 'test_loss_bottom_decile': np.float64(59530.88165283203), 'test_loss_top_decile': np.float64(91388.01068115234), 'test_loss_min': np.float64(59293.921447753906), 'test_loss_max': np.float64(91388.01068115234), 'test_loss_bottom10%': np.float64(59293.921447753906), 'test_loss_top10%': np.float64(91388.01068115234), 'test_loss_cos1': np.float64(0.9912625847104534), 'test_loss_entropy': np.float64(2.2940233518761266), 'val_avg_loss_std': np.float64(2.5434538073375528), 'val_avg_loss_bottom_decile': np.float64(17.668039443276147), 'val_avg_loss_top_decile': np.float64(26.13990690057928), 'val_avg_loss_min': np.float64(17.45217600735751), 'val_avg_loss_max': np.float64(26.13990690057928), 'val_avg_loss_bottom10%': np.float64(17.45217600735751), 'val_avg_loss_top10%': np.float64(26.13990690057928), 'val_avg_loss_cos1': np.float64(0.9923911008016041), 'val_avg_loss_entropy': np.float64(2.2950842907532625), 'val_loss_std': np.float64(8952.957401828186), 'val_loss_bottom_decile': np.float64(62191.49884033203), 'val_loss_top_decile': np.float64(92012.47229003906), 'val_loss_min': np.float64(61431.65954589844), 'val_loss_max': np.float64(92012.47229003906), 'val_loss_bottom10%': np.float64(61431.65954589844), 'val_loss_top10%': np.float64(92012.47229003906), 'val_loss_cos1': np.float64(0.9923911008016043), 'val_loss_entropy': np.float64(2.295084290752538)}}
{'Role': 'Server #', 'Round': 68, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.955177206559615), 'test_loss': np.float64(70242.22376708985), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.55319582679055), 'val_loss': np.float64(72347.24931030274), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.955177206559615), 'test_loss': np.float64(70242.22376708985), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.55319582679055), 'val_loss': np.float64(72347.24931030274), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.690804273776184), 'test_avg_loss_bottom_decile': np.float64(16.878893175992097), 'test_avg_loss_top_decile': np.float64(26.032970809936522), 'test_avg_loss_min': np.float64(16.83419453014027), 'test_avg_loss_max': np.float64(26.032970809936522), 'test_avg_loss_bottom10%': np.float64(16.83419453014027), 'test_avg_loss_top10%': np.float64(26.032970809936522), 'test_avg_loss_cos1': np.float64(0.9910308884793276), 'test_avg_loss_entropy': np.float64(2.2937711430337364), 'test_loss_std': np.float64(9471.631043692167), 'test_loss_bottom_decile': np.float64(59413.70397949219), 'test_loss_top_decile': np.float64(91636.05725097656), 'test_loss_min': np.float64(59256.36474609375), 'test_loss_max': np.float64(91636.05725097656), 'test_loss_bottom10%': np.float64(59256.36474609375), 'test_loss_top10%': np.float64(91636.05725097656), 'test_loss_cos1': np.float64(0.9910308884793276), 'test_loss_entropy': np.float64(2.293771143032864), 'val_avg_loss_std': np.float64(2.602709308414392), 'val_avg_loss_bottom_decile': np.float64(17.59467912153764), 'val_avg_loss_top_decile': np.float64(26.2181190143932), 'val_avg_loss_min': np.float64(17.485168040882456), 'val_avg_loss_max': np.float64(26.2181190143932), 'val_avg_loss_bottom10%': np.float64(17.485168040882456), 'val_avg_loss_top10%': np.float64(26.2181190143932), 'val_avg_loss_cos1': np.float64(0.992077223613156), 'val_avg_loss_entropy': np.float64(2.294755595858105), 'val_loss_std': np.float64(9161.536765618659), 'val_loss_bottom_decile': np.float64(61933.2705078125), 'val_loss_top_decile': np.float64(92287.77893066406), 'val_loss_min': np.float64(61547.79150390625), 'val_loss_max': np.float64(92287.77893066406), 'val_loss_bottom10%': np.float64(61547.79150390625), 'val_loss_top10%': np.float64(92287.77893066406), 'val_loss_cos1': np.float64(0.9920772236131558), 'val_loss_entropy': np.float64(2.2947555958573504)}}
{'Role': 'Server #', 'Round': 69, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.893945447748358), 'test_loss': np.float64(70026.68797607422), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.499098871404474), 'val_loss': np.float64(72156.82802734376), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.893945447748358), 'test_loss': np.float64(70026.68797607422), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.499098871404478), 'val_loss': np.float64(72156.82802734376), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.668700686716037), 'test_avg_loss_bottom_decile': np.float64(16.933388952775434), 'test_avg_loss_top_decile': np.float64(25.996821316805754), 'test_avg_loss_min': np.float64(16.82976469560103), 'test_avg_loss_max': np.float64(25.996821316805754), 'test_avg_loss_bottom10%': np.float64(16.82976469560103), 'test_avg_loss_top10%': np.float64(25.996821316805754), 'test_avg_loss_cos1': np.float64(0.9911220179450415), 'test_avg_loss_entropy': np.float64(2.2938827976383336), 'test_loss_std': np.float64(9393.82641724045), 'test_loss_bottom_decile': np.float64(59605.52911376953), 'test_loss_top_decile': np.float64(91508.81103515625), 'test_loss_min': np.float64(59240.771728515625), 'test_loss_max': np.float64(91508.81103515625), 'test_loss_bottom10%': np.float64(59240.771728515625), 'test_loss_top10%': np.float64(91508.81103515625), 'test_loss_cos1': np.float64(0.9911220179450416), 'test_loss_entropy': np.float64(2.29388279763747), 'val_avg_loss_std': np.float64(2.583116741096386), 'val_avg_loss_bottom_decile': np.float64(17.68969544497403), 'val_avg_loss_top_decile': np.float64(26.21948413848877), 'val_avg_loss_min': np.float64(17.44372490969571), 'val_avg_loss_max': np.float64(26.21948413848877), 'val_avg_loss_bottom10%': np.float64(17.44372490969571), 'val_avg_loss_top10%': np.float64(26.21948413848877), 'val_avg_loss_cos1': np.float64(0.9921539019525228), 'val_avg_loss_entropy': np.float64(2.294851100434588), 'val_loss_std': np.float64(9092.57092865928), 'val_loss_bottom_decile': np.float64(62267.727966308594), 'val_loss_top_decile': np.float64(92292.58416748047), 'val_loss_min': np.float64(61401.911682128906), 'val_loss_max': np.float64(92292.58416748047), 'val_loss_bottom10%': np.float64(61401.911682128906), 'val_loss_top10%': np.float64(92292.58416748047), 'val_loss_cos1': np.float64(0.9921539019525228), 'val_loss_entropy': np.float64(2.2948511004338417)}}
{'Role': 'Server #', 'Round': 70, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.828720254031094), 'test_loss': np.float64(69797.09529418945), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.421759579398415), 'val_loss': np.float64(71884.59371948242), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.828720254031094), 'test_loss': np.float64(69797.09529418945), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.42175957939842), 'val_loss': np.float64(71884.59371948242), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6949051377781847), 'test_avg_loss_bottom_decile': np.float64(16.85521717071533), 'test_avg_loss_top_decile': np.float64(25.91646459752863), 'test_avg_loss_min': np.float64(16.637659471685236), 'test_avg_loss_max': np.float64(25.91646459752863), 'test_avg_loss_bottom10%': np.float64(16.637659471685236), 'test_avg_loss_top10%': np.float64(25.91646459752863), 'test_avg_loss_cos1': np.float64(0.9908903550007424), 'test_avg_loss_entropy': np.float64(2.293636391301873), 'test_loss_std': np.float64(9486.06608497921), 'test_loss_bottom_decile': np.float64(59330.36444091797), 'test_loss_top_decile': np.float64(91225.95538330078), 'test_loss_min': np.float64(58564.56134033203), 'test_loss_max': np.float64(91225.95538330078), 'test_loss_bottom10%': np.float64(58564.56134033203), 'test_loss_top10%': np.float64(91225.95538330078), 'test_loss_cos1': np.float64(0.9908903550007426), 'test_loss_entropy': np.float64(2.293636391300981), 'val_avg_loss_std': np.float64(2.6053704291439543), 'val_avg_loss_bottom_decile': np.float64(17.455205449191006), 'val_avg_loss_top_decile': np.float64(26.118056175925513), 'val_avg_loss_min': np.float64(17.383899723399768), 'val_avg_loss_max': np.float64(26.118056175925513), 'val_avg_loss_bottom10%': np.float64(17.383899723399768), 'val_avg_loss_top10%': np.float64(26.118056175925513), 'val_avg_loss_cos1': np.float64(0.9919599213699983), 'val_avg_loss_entropy': np.float64(2.294645680002827), 'val_loss_std': np.float64(9170.90391058672), 'val_loss_bottom_decile': np.float64(61442.323181152344), 'val_loss_top_decile': np.float64(91935.55773925781), 'val_loss_min': np.float64(61191.32702636719), 'val_loss_max': np.float64(91935.55773925781), 'val_loss_bottom10%': np.float64(61191.32702636719), 'val_loss_top10%': np.float64(91935.55773925781), 'val_loss_cos1': np.float64(0.9919599213699981), 'val_loss_entropy': np.float64(2.2946456800020565)}}
{'Role': 'Server #', 'Round': 71, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.863320218866523), 'test_loss': np.float64(69918.88717041016), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.471046059348367), 'val_loss': np.float64(72058.08212890624), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.863320218866523), 'test_loss': np.float64(69918.88717041016), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.471046059348364), 'val_loss': np.float64(72058.08212890624), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.728199656597016), 'test_avg_loss_bottom_decile': np.float64(16.910927963256835), 'test_avg_loss_top_decile': np.float64(25.982205338911577), 'test_avg_loss_min': np.float64(16.558983664079147), 'test_avg_loss_max': np.float64(25.982205338911577), 'test_avg_loss_bottom10%': np.float64(16.558983664079147), 'test_avg_loss_top10%': np.float64(25.982205338911577), 'test_avg_loss_cos1': np.float64(0.9906990671884636), 'test_avg_loss_entropy': np.float64(2.2934325250258567), 'test_loss_std': np.float64(9603.262791221496), 'test_loss_bottom_decile': np.float64(59526.46643066406), 'test_loss_top_decile': np.float64(91457.36279296875), 'test_loss_min': np.float64(58287.622497558594), 'test_loss_max': np.float64(91457.36279296875), 'test_loss_bottom10%': np.float64(58287.622497558594), 'test_loss_top10%': np.float64(91457.36279296875), 'test_loss_cos1': np.float64(0.9906990671884638), 'test_loss_entropy': np.float64(2.293432525024946), 'val_avg_loss_std': np.float64(2.6394452888750175), 'val_avg_loss_bottom_decile': np.float64(17.52840702750466), 'val_avg_loss_top_decile': np.float64(26.185140783136543), 'val_avg_loss_min': np.float64(17.315744400024414), 'val_avg_loss_max': np.float64(26.185140783136543), 'val_avg_loss_bottom10%': np.float64(17.315744400024414), 'val_avg_loss_top10%': np.float64(26.185140783136543), 'val_avg_loss_cos1': np.float64(0.9917900372868965), 'val_avg_loss_entropy': np.float64(2.2944642379953524), 'val_loss_std': np.float64(9290.847416840059), 'val_loss_bottom_decile': np.float64(61699.992736816406), 'val_loss_top_decile': np.float64(92171.69555664062), 'val_loss_min': np.float64(60951.42028808594), 'val_loss_max': np.float64(92171.69555664062), 'val_loss_bottom10%': np.float64(60951.42028808594), 'val_loss_top10%': np.float64(92171.69555664062), 'val_loss_cos1': np.float64(0.9917900372868966), 'val_loss_entropy': np.float64(2.2944642379945654)}}
{'Role': 'Server #', 'Round': 72, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.862229706157336), 'test_loss': np.float64(69915.04856567383), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.469655380249023), 'val_loss': np.float64(72053.18693847656), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.862229706157336), 'test_loss': np.float64(69915.04856567383), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.469655380249026), 'val_loss': np.float64(72053.18693847656), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.693317165062035), 'test_avg_loss_bottom_decile': np.float64(16.872167257829148), 'test_avg_loss_top_decile': np.float64(25.955733680725096), 'test_avg_loss_min': np.float64(16.610335488752884), 'test_avg_loss_max': np.float64(25.955733680725096), 'test_avg_loss_bottom10%': np.float64(16.610335488752884), 'test_avg_loss_top10%': np.float64(25.955733680725096), 'test_avg_loss_cos1': np.float64(0.9909312015238246), 'test_avg_loss_entropy': np.float64(2.293670485356373), 'test_loss_std': np.float64(9480.476421018366), 'test_loss_bottom_decile': np.float64(59390.028747558594), 'test_loss_top_decile': np.float64(91364.18255615234), 'test_loss_min': np.float64(58468.380920410156), 'test_loss_max': np.float64(91364.18255615234), 'test_loss_bottom10%': np.float64(58468.380920410156), 'test_loss_top10%': np.float64(91364.18255615234), 'test_loss_cos1': np.float64(0.9909312015238249), 'test_loss_entropy': np.float64(2.293670485355486), 'val_avg_loss_std': np.float64(2.61281773990779), 'val_avg_loss_bottom_decile': np.float64(17.461448496038262), 'val_avg_loss_top_decile': np.float64(26.15937884937633), 'val_avg_loss_min': np.float64(17.347260995344683), 'val_avg_loss_max': np.float64(26.15937884937633), 'val_avg_loss_bottom10%': np.float64(17.347260995344683), 'val_avg_loss_top10%': np.float64(26.15937884937633), 'val_avg_loss_cos1': np.float64(0.9919517867444934), 'val_avg_loss_entropy': np.float64(2.2946277291443047), 'val_loss_std': np.float64(9197.11844447542), 'val_loss_bottom_decile': np.float64(61464.29870605469), 'val_loss_top_decile': np.float64(92081.01354980469), 'val_loss_min': np.float64(61062.35870361328), 'val_loss_max': np.float64(92081.01354980469), 'val_loss_bottom10%': np.float64(61062.35870361328), 'val_loss_top10%': np.float64(92081.01354980469), 'val_loss_cos1': np.float64(0.9919517867444934), 'val_loss_entropy': np.float64(2.2946277291435337)}}
{'Role': 'Server #', 'Round': 73, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.809026005484842), 'test_loss': np.float64(69727.77153930665), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.40787535233931), 'val_loss': np.float64(71835.72124023437), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.80902600548484), 'test_loss': np.float64(69727.77153930665), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.40787535233931), 'val_loss': np.float64(71835.72124023437), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6815561526941156), 'test_avg_loss_bottom_decile': np.float64(16.771312072060326), 'test_avg_loss_top_decile': np.float64(25.8955229325728), 'test_avg_loss_min': np.float64(16.675179568204012), 'test_avg_loss_max': np.float64(25.8955229325728), 'test_avg_loss_bottom10%': np.float64(16.675179568204012), 'test_avg_loss_top10%': np.float64(25.8955229325728), 'test_avg_loss_cos1': np.float64(0.9909614612657989), 'test_avg_loss_entropy': np.float64(2.293713851991331), 'test_loss_std': np.float64(9439.077657483287), 'test_loss_bottom_decile': np.float64(59035.018493652344), 'test_loss_top_decile': np.float64(91152.24072265625), 'test_loss_min': np.float64(58696.632080078125), 'test_loss_max': np.float64(91152.24072265625), 'test_loss_bottom10%': np.float64(58696.632080078125), 'test_loss_top10%': np.float64(91152.24072265625), 'test_loss_cos1': np.float64(0.9909614612657989), 'test_loss_entropy': np.float64(2.293713851990447), 'val_avg_loss_std': np.float64(2.5875896073484004), 'val_avg_loss_bottom_decile': np.float64(17.414560023221103), 'val_avg_loss_top_decile': np.float64(26.06352109042081), 'val_avg_loss_min': np.float64(17.38959168520841), 'val_avg_loss_max': np.float64(26.06352109042081), 'val_avg_loss_bottom10%': np.float64(17.38959168520841), 'val_avg_loss_top10%': np.float64(26.06352109042081), 'val_avg_loss_cos1': np.float64(0.9920573227881004), 'val_avg_loss_entropy': np.float64(2.2947419619731266), 'val_loss_std': np.float64(9108.31541786637), 'val_loss_bottom_decile': np.float64(61299.25128173828), 'val_loss_top_decile': np.float64(91743.59423828125), 'val_loss_min': np.float64(61211.362731933594), 'val_loss_max': np.float64(91743.59423828125), 'val_loss_bottom10%': np.float64(61211.362731933594), 'val_loss_top10%': np.float64(91743.59423828125), 'val_loss_cos1': np.float64(0.9920573227881003), 'val_loss_entropy': np.float64(2.294741961972365)}}
{'Role': 'Server #', 'Round': 74, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.84732195594094), 'test_loss': np.float64(69862.57328491211), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.453508045890114), 'val_loss': np.float64(71996.34832153321), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.84732195594094), 'test_loss': np.float64(69862.57328491211), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.45350804589011), 'val_loss': np.float64(71996.34832153321), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6609920812305083), 'test_avg_loss_bottom_decile': np.float64(16.85044300772927), 'test_avg_loss_top_decile': np.float64(25.859844970703126), 'test_avg_loss_min': np.float64(16.809018100391736), 'test_avg_loss_max': np.float64(25.859844970703126), 'test_avg_loss_bottom10%': np.float64(16.809018100391736), 'test_avg_loss_top10%': np.float64(25.859844970703126), 'test_avg_loss_cos1': np.float64(0.9911315850396866), 'test_avg_loss_entropy': np.float64(2.2938746524267843), 'test_loss_std': np.float64(9366.69212593139), 'test_loss_bottom_decile': np.float64(59313.55938720703), 'test_loss_top_decile': np.float64(91026.654296875), 'test_loss_min': np.float64(59167.743713378906), 'test_loss_max': np.float64(91026.654296875), 'test_loss_bottom10%': np.float64(59167.743713378906), 'test_loss_top10%': np.float64(91026.654296875), 'test_loss_cos1': np.float64(0.9911315850396865), 'test_loss_entropy': np.float64(2.293874652425917), 'val_avg_loss_std': np.float64(2.5706056552780945), 'val_avg_loss_bottom_decile': np.float64(17.536552169106223), 'val_avg_loss_top_decile': np.float64(26.054690326343884), 'val_avg_loss_min': np.float64(17.460552354292435), 'val_avg_loss_max': np.float64(26.054690326343884), 'val_avg_loss_bottom10%': np.float64(17.460552354292435), 'val_avg_loss_top10%': np.float64(26.054690326343884), 'val_avg_loss_cos1': np.float64(0.9921945626827141), 'val_avg_loss_entropy': np.float64(2.2948737492741604), 'val_loss_std': np.float64(9048.531906578892), 'val_loss_bottom_decile': np.float64(61728.663635253906), 'val_loss_top_decile': np.float64(91712.50994873047), 'val_loss_min': np.float64(61461.144287109375), 'val_loss_max': np.float64(91712.50994873047), 'val_loss_bottom10%': np.float64(61461.144287109375), 'val_loss_top10%': np.float64(91712.50994873047), 'val_loss_cos1': np.float64(0.9921945626827144), 'val_loss_entropy': np.float64(2.2948737492734135)}}
{'Role': 'Server #', 'Round': 75, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.813931442607533), 'test_loss': np.float64(69745.03867797852), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.414022867029363), 'val_loss': np.float64(71857.36049194336), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.813931442607533), 'test_loss': np.float64(69745.03867797852), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.414022867029367), 'val_loss': np.float64(71857.36049194336), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6887407557248455), 'test_avg_loss_bottom_decile': np.float64(16.87790933088823), 'test_avg_loss_top_decile': np.float64(25.897637072476474), 'test_avg_loss_min': np.float64(16.647142271562057), 'test_avg_loss_max': np.float64(25.897637072476474), 'test_avg_loss_bottom10%': np.float64(16.647142271562057), 'test_avg_loss_top10%': np.float64(25.897637072476474), 'test_avg_loss_cos1': np.float64(0.9909180595588655), 'test_avg_loss_entropy': np.float64(2.2936633055590114), 'test_loss_std': np.float64(9464.367460151458), 'test_loss_bottom_decile': np.float64(59410.24084472656), 'test_loss_top_decile': np.float64(91159.68249511719), 'test_loss_min': np.float64(58597.94079589844), 'test_loss_max': np.float64(91159.68249511719), 'test_loss_bottom10%': np.float64(58597.94079589844), 'test_loss_top10%': np.float64(91159.68249511719), 'test_loss_cos1': np.float64(0.9909180595588655), 'test_loss_entropy': np.float64(2.2936633055581215), 'val_avg_loss_std': np.float64(2.596873747977035), 'val_avg_loss_bottom_decile': np.float64(17.490504906394264), 'val_avg_loss_top_decile': np.float64(26.074011542580344), 'val_avg_loss_min': np.float64(17.37575380151922), 'val_avg_loss_max': np.float64(26.074011542580344), 'val_avg_loss_bottom10%': np.float64(17.37575380151922), 'val_avg_loss_top10%': np.float64(26.074011542580344), 'val_avg_loss_cos1': np.float64(0.9920056673567327), 'val_avg_loss_entropy': np.float64(2.2946864285803388), 'val_loss_std': np.float64(9140.995592879164), 'val_loss_bottom_decile': np.float64(61566.57727050781), 'val_loss_top_decile': np.float64(91780.52062988281), 'val_loss_min': np.float64(61162.653381347656), 'val_loss_max': np.float64(91780.52062988281), 'val_loss_bottom10%': np.float64(61162.653381347656), 'val_loss_top10%': np.float64(91780.52062988281), 'val_loss_cos1': np.float64(0.9920056673567326), 'val_loss_entropy': np.float64(2.2946864285795723)}}
{'Role': 'Server #', 'Round': 76, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.864655668085273), 'test_loss': np.float64(69923.58795166016), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.469409118999135), 'val_loss': np.float64(72052.32009887695), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.86465566808527), 'test_loss': np.float64(69923.58795166016), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.46940911899913), 'val_loss': np.float64(72052.32009887695), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6986716938813173), 'test_avg_loss_bottom_decile': np.float64(16.87560376253995), 'test_avg_loss_top_decile': np.float64(25.944890663840553), 'test_avg_loss_min': np.float64(16.71606084650213), 'test_avg_loss_max': np.float64(25.944890663840553), 'test_avg_loss_bottom10%': np.float64(16.71606084650213), 'test_avg_loss_top10%': np.float64(25.944890663840553), 'test_avg_loss_cos1': np.float64(0.9908977914721397), 'test_avg_loss_entropy': np.float64(2.2936394267259126), 'test_loss_std': np.float64(9499.324362462237), 'test_loss_bottom_decile': np.float64(59402.125244140625), 'test_loss_top_decile': np.float64(91326.01513671875), 'test_loss_min': np.float64(58840.5341796875), 'test_loss_max': np.float64(91326.01513671875), 'test_loss_bottom10%': np.float64(58840.5341796875), 'test_loss_top10%': np.float64(91326.01513671875), 'test_loss_cos1': np.float64(0.9908977914721397), 'test_loss_entropy': np.float64(2.293639426725022), 'val_avg_loss_std': np.float64(2.6045304175581725), 'val_avg_loss_bottom_decile': np.float64(17.477920376170765), 'val_avg_loss_top_decile': np.float64(26.112994766235353), 'val_avg_loss_min': np.float64(17.47160294272683), 'val_avg_loss_max': np.float64(26.112994766235353), 'val_avg_loss_bottom10%': np.float64(17.47160294272683), 'val_avg_loss_top10%': np.float64(26.112994766235353), 'val_avg_loss_cos1': np.float64(0.9920019603216254), 'val_avg_loss_entropy': np.float64(2.2946769504611826), 'val_loss_std': np.float64(9167.947069804768), 'val_loss_bottom_decile': np.float64(61522.279724121094), 'val_loss_top_decile': np.float64(91917.74157714844), 'val_loss_min': np.float64(61500.04235839844), 'val_loss_max': np.float64(91917.74157714844), 'val_loss_bottom10%': np.float64(61500.04235839844), 'val_loss_top10%': np.float64(91917.74157714844), 'val_loss_cos1': np.float64(0.9920019603216256), 'val_loss_entropy': np.float64(2.2946769504604165)}}
{'Role': 'Server #', 'Round': 77, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.64998630176891), 'test_loss': np.float64(69167.95178222656), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.255860196893867), 'val_loss': np.float64(71300.62789306641), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.649986301768912), 'test_loss': np.float64(69167.95178222656), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.25586019689387), 'val_loss': np.float64(71300.62789306641), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6861936073372665), 'test_avg_loss_bottom_decile': np.float64(16.675923694263805), 'test_avg_loss_top_decile': np.float64(25.744936908375134), 'test_avg_loss_min': np.float64(16.568429426713422), 'test_avg_loss_max': np.float64(25.744936908375134), 'test_avg_loss_bottom10%': np.float64(16.568429426713422), 'test_avg_loss_top10%': np.float64(25.744936908375134), 'test_avg_loss_cos1': np.float64(0.9907852246352722), 'test_avg_loss_entropy': np.float64(2.2935497856602414), 'test_loss_std': np.float64(9455.401497827175), 'test_loss_bottom_decile': np.float64(58699.251403808594), 'test_loss_top_decile': np.float64(90622.17791748047), 'test_loss_min': np.float64(58320.87158203125), 'test_loss_max': np.float64(90622.17791748047), 'test_loss_bottom10%': np.float64(58320.87158203125), 'test_loss_top10%': np.float64(90622.17791748047), 'test_loss_cos1': np.float64(0.9907852246352724), 'test_loss_entropy': np.float64(2.293549785659333), 'val_avg_loss_std': np.float64(2.578800347858722), 'val_avg_loss_bottom_decile': np.float64(17.327288540926848), 'val_avg_loss_top_decile': np.float64(25.9353178544478), 'val_avg_loss_min': np.float64(17.285734540765937), 'val_avg_loss_max': np.float64(25.9353178544478), 'val_avg_loss_bottom10%': np.float64(17.285734540765937), 'val_avg_loss_top10%': np.float64(25.9353178544478), 'val_avg_loss_cos1': np.float64(0.9919931159054444), 'val_avg_loss_entropy': np.float64(2.294688110335527), 'val_loss_std': np.float64(9077.377224462702), 'val_loss_bottom_decile': np.float64(60992.0556640625), 'val_loss_top_decile': np.float64(91292.31884765625), 'val_loss_min': np.float64(60845.785583496094), 'val_loss_max': np.float64(91292.31884765625), 'val_loss_bottom10%': np.float64(60845.785583496094), 'val_loss_top10%': np.float64(91292.31884765625), 'val_loss_cos1': np.float64(0.9919931159054446), 'val_loss_entropy': np.float64(2.2946881103347554)}}
{'Role': 'Server #', 'Round': 78, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.742516744787043), 'test_loss': np.float64(69493.65894165038), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.34849913337014), 'val_loss': np.float64(71626.71694946289), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.742516744787043), 'test_loss': np.float64(69493.65894165038), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.34849913337014), 'val_loss': np.float64(71626.71694946289), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7017347542154373), 'test_avg_loss_bottom_decile': np.float64(16.80536870089444), 'test_avg_loss_top_decile': np.float64(25.77733927640048), 'test_avg_loss_min': np.float64(16.47126430164684), 'test_avg_loss_max': np.float64(25.77733927640048), 'test_avg_loss_bottom10%': np.float64(16.47126430164684), 'test_avg_loss_top10%': np.float64(25.77733927640048), 'test_avg_loss_cos1': np.float64(0.9907657380417098), 'test_avg_loss_entropy': np.float64(2.293499093307564), 'test_loss_std': np.float64(9510.10633483834), 'test_loss_bottom_decile': np.float64(59154.89782714844), 'test_loss_top_decile': np.float64(90736.23425292969), 'test_loss_min': np.float64(57978.850341796875), 'test_loss_max': np.float64(90736.23425292969), 'test_loss_bottom10%': np.float64(57978.850341796875), 'test_loss_top10%': np.float64(90736.23425292969), 'test_loss_cos1': np.float64(0.9907657380417096), 'test_loss_entropy': np.float64(2.2934990933066546), 'val_avg_loss_std': np.float64(2.621188605254259), 'val_avg_loss_bottom_decile': np.float64(17.417140423167837), 'val_avg_loss_top_decile': np.float64(25.99726144617254), 'val_avg_loss_min': np.float64(17.209034000743518), 'val_avg_loss_max': np.float64(25.99726144617254), 'val_avg_loss_bottom10%': np.float64(17.209034000743518), 'val_avg_loss_top10%': np.float64(25.99726144617254), 'val_avg_loss_cos1': np.float64(0.9918052126746826), 'val_avg_loss_entropy': np.float64(2.294478183549999), 'val_loss_std': np.float64(9226.58389049499), 'val_loss_bottom_decile': np.float64(61308.33428955078), 'val_loss_top_decile': np.float64(91510.36029052734), 'val_loss_min': np.float64(60575.79968261719), 'val_loss_max': np.float64(91510.36029052734), 'val_loss_bottom10%': np.float64(60575.79968261719), 'val_loss_top10%': np.float64(91510.36029052734), 'val_loss_cos1': np.float64(0.9918052126746828), 'val_loss_entropy': np.float64(2.2944781835492094)}}
{'Role': 'Server #', 'Round': 79, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.761497339768844), 'test_loss': np.float64(69560.47063598633), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.358806322271175), 'val_loss': np.float64(71662.99825439454), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.761497339768844), 'test_loss': np.float64(69560.47063598633), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.35880632227117), 'val_loss': np.float64(71662.99825439454), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.694397503905292), 'test_avg_loss_bottom_decile': np.float64(16.851076299493965), 'test_avg_loss_top_decile': np.float64(25.836222405867144), 'test_avg_loss_min': np.float64(16.622019681063566), 'test_avg_loss_max': np.float64(25.836222405867144), 'test_avg_loss_bottom10%': np.float64(16.622019681063566), 'test_avg_loss_top10%': np.float64(25.836222405867144), 'test_avg_loss_cos1': np.float64(0.9908325315502914), 'test_avg_loss_entropy': np.float64(2.293581112777708), 'test_loss_std': np.float64(9484.27921374663), 'test_loss_bottom_decile': np.float64(59315.78857421875), 'test_loss_top_decile': np.float64(90943.50286865234), 'test_loss_min': np.float64(58509.50927734375), 'test_loss_max': np.float64(90943.50286865234), 'test_loss_bottom10%': np.float64(58509.50927734375), 'test_loss_top10%': np.float64(90943.50286865234), 'test_loss_cos1': np.float64(0.9908325315502915), 'test_loss_entropy': np.float64(2.2935811127768084), 'val_avg_loss_std': np.float64(2.5930941538163994), 'val_avg_loss_bottom_decile': np.float64(17.48143561970104), 'val_avg_loss_top_decile': np.float64(26.007685574618254), 'val_avg_loss_min': np.float64(17.3684083071622), 'val_avg_loss_max': np.float64(26.007685574618254), 'val_avg_loss_bottom10%': np.float64(17.3684083071622), 'val_avg_loss_top10%': np.float64(26.007685574618254), 'val_avg_loss_cos1': np.float64(0.9919858647854332), 'val_avg_loss_entropy': np.float64(2.2946705359683226), 'val_loss_std': np.float64(9127.691421433725), 'val_loss_bottom_decile': np.float64(61534.653381347656), 'val_loss_top_decile': np.float64(91547.05322265625), 'val_loss_min': np.float64(61136.79724121094), 'val_loss_max': np.float64(91547.05322265625), 'val_loss_bottom10%': np.float64(61136.79724121094), 'val_loss_top10%': np.float64(91547.05322265625), 'val_loss_cos1': np.float64(0.9919858647854334), 'val_loss_entropy': np.float64(2.294670535967553)}}
{'Role': 'Server #', 'Round': 80, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.66372531197288), 'test_loss': np.float64(69216.31309814453), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.260102854642), 'val_loss': np.float64(71315.56204833984), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.66372531197288), 'test_loss': np.float64(69216.31309814453), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.260102854642003), 'val_loss': np.float64(71315.56204833984), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.704758478525181), 'test_avg_loss_bottom_decile': np.float64(16.770804439891467), 'test_avg_loss_top_decile': np.float64(25.798029760880905), 'test_avg_loss_min': np.float64(16.42371512326327), 'test_avg_loss_max': np.float64(25.798029760880905), 'test_avg_loss_bottom10%': np.float64(16.42371512326327), 'test_avg_loss_top10%': np.float64(25.798029760880905), 'test_avg_loss_cos1': np.float64(0.9906720653237503), 'test_avg_loss_entropy': np.float64(2.293427865357283), 'test_loss_std': np.float64(9520.749844408636), 'test_loss_bottom_decile': np.float64(59033.23162841797), 'test_loss_top_decile': np.float64(90809.06475830078), 'test_loss_min': np.float64(57811.47723388672), 'test_loss_max': np.float64(90809.06475830078), 'test_loss_bottom10%': np.float64(57811.47723388672), 'test_loss_top10%': np.float64(90809.06475830078), 'test_loss_cos1': np.float64(0.9906720653237505), 'test_loss_entropy': np.float64(2.293427865356364), 'val_avg_loss_std': np.float64(2.612723670033529), 'val_avg_loss_bottom_decile': np.float64(17.378150766546074), 'val_avg_loss_top_decile': np.float64(25.981343789534137), 'val_avg_loss_min': np.float64(17.162578426707874), 'val_avg_loss_max': np.float64(25.981343789534137), 'val_avg_loss_bottom10%': np.float64(17.162578426707874), 'val_avg_loss_top10%': np.float64(25.981343789534137), 'val_avg_loss_cos1': np.float64(0.991787078927761), 'val_avg_loss_entropy': np.float64(2.2944760422816137), 'val_loss_std': np.float64(9196.787318518021), 'val_loss_bottom_decile': np.float64(61171.09069824219), 'val_loss_top_decile': np.float64(91454.33013916016), 'val_loss_min': np.float64(60412.27606201172), 'val_loss_max': np.float64(91454.33013916016), 'val_loss_bottom10%': np.float64(60412.27606201172), 'val_loss_top10%': np.float64(91454.33013916016), 'val_loss_cos1': np.float64(0.9917870789277607), 'val_loss_entropy': np.float64(2.294476042280821)}}
{'Role': 'Server #', 'Round': 81, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.72731955614957), 'test_loss': np.float64(69440.16483764649), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.323272281993518), 'val_loss': np.float64(71537.91843261718), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.72731955614957), 'test_loss': np.float64(69440.16483764649), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.323272281993518), 'val_loss': np.float64(71537.91843261718), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7056486405128046), 'test_avg_loss_bottom_decile': np.float64(16.757821048389783), 'test_avg_loss_top_decile': np.float64(25.85059797113592), 'test_avg_loss_min': np.float64(16.597274017333984), 'test_avg_loss_max': np.float64(25.85059797113592), 'test_avg_loss_bottom10%': np.float64(16.597274017333984), 'test_avg_loss_top10%': np.float64(25.85059797113592), 'test_avg_loss_cos1': np.float64(0.9907252592084471), 'test_avg_loss_entropy': np.float64(2.29347988478197), 'test_loss_std': np.float64(9523.883214605072), 'test_loss_bottom_decile': np.float64(58987.53009033203), 'test_loss_top_decile': np.float64(90994.10485839844), 'test_loss_min': np.float64(58422.404541015625), 'test_loss_max': np.float64(90994.10485839844), 'test_loss_bottom10%': np.float64(58422.404541015625), 'test_loss_top10%': np.float64(90994.10485839844), 'test_loss_cos1': np.float64(0.9907252592084469), 'test_loss_entropy': np.float64(2.293479884781058), 'val_avg_loss_std': np.float64(2.6254645575967404), 'val_avg_loss_bottom_decile': np.float64(17.349561656605115), 'val_avg_loss_top_decile': np.float64(26.056853693181818), 'val_avg_loss_min': np.float64(17.34873350316828), 'val_avg_loss_max': np.float64(26.056853693181818), 'val_avg_loss_bottom10%': np.float64(17.34873350316828), 'val_avg_loss_top10%': np.float64(26.056853693181818), 'val_avg_loss_cos1': np.float64(0.9917586130378614), 'val_avg_loss_entropy': np.float64(2.294448465779222), 'val_loss_std': np.float64(9241.635242740527), 'val_loss_bottom_decile': np.float64(61070.45703125), 'val_loss_top_decile': np.float64(91720.125), 'val_loss_min': np.float64(61067.541931152344), 'val_loss_max': np.float64(91720.125), 'val_loss_bottom10%': np.float64(61067.541931152344), 'val_loss_top10%': np.float64(91720.125), 'val_loss_cos1': np.float64(0.9917586130378613), 'val_loss_entropy': np.float64(2.2944484657784288)}}
{'Role': 'Server #', 'Round': 82, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.77475495598533), 'test_loss': np.float64(69607.13744506837), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.36702052896673), 'val_loss': np.float64(71691.91226196289), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.77475495598533), 'test_loss': np.float64(69607.13744506837), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.36702052896673), 'val_loss': np.float64(71691.91226196289), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7081775691214687), 'test_avg_loss_bottom_decile': np.float64(16.805049705505372), 'test_avg_loss_top_decile': np.float64(25.863753526861018), 'test_avg_loss_min': np.float64(16.564739920876242), 'test_avg_loss_max': np.float64(25.863753526861018), 'test_avg_loss_bottom10%': np.float64(16.564739920876242), 'test_avg_loss_top10%': np.float64(25.863753526861018), 'test_avg_loss_cos1': np.float64(0.9907520632957416), 'test_avg_loss_entropy': np.float64(2.2934931542700454), 'test_loss_std': np.float64(9532.78504330757), 'test_loss_bottom_decile': np.float64(59153.774963378906), 'test_loss_top_decile': np.float64(91040.41241455078), 'test_loss_min': np.float64(58307.884521484375), 'test_loss_max': np.float64(91040.41241455078), 'test_loss_bottom10%': np.float64(58307.884521484375), 'test_loss_top10%': np.float64(91040.41241455078), 'test_loss_cos1': np.float64(0.990752063295742), 'test_loss_entropy': np.float64(2.293493154269137), 'val_avg_loss_std': np.float64(2.6289363666482743), 'val_avg_loss_bottom_decile': np.float64(17.40571758963845), 'val_avg_loss_top_decile': np.float64(26.075986810164018), 'val_avg_loss_min': np.float64(17.297495027021927), 'val_avg_loss_max': np.float64(26.075986810164018), 'val_avg_loss_bottom10%': np.float64(17.297495027021927), 'val_avg_loss_top10%': np.float64(26.075986810164018), 'val_avg_loss_cos1': np.float64(0.9917720949439799), 'val_avg_loss_entropy': np.float64(2.2944529542281216), 'val_loss_std': np.float64(9253.856010601925), 'val_loss_bottom_decile': np.float64(61268.125915527344), 'val_loss_top_decile': np.float64(91787.47357177734), 'val_loss_min': np.float64(60887.18249511719), 'val_loss_max': np.float64(91787.47357177734), 'val_loss_bottom10%': np.float64(60887.18249511719), 'val_loss_top10%': np.float64(91787.47357177734), 'val_loss_cos1': np.float64(0.9917720949439799), 'val_loss_entropy': np.float64(2.29445295422733)}}
{'Role': 'Server #', 'Round': 83, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.728381198536265), 'test_loss': np.float64(69443.90181884766), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.321892982829702), 'val_loss': np.float64(71533.06329956054), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.728381198536265), 'test_loss': np.float64(69443.90181884766), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.321892982829702), 'val_loss': np.float64(71533.06329956054), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6244518463574735), 'test_avg_loss_bottom_decile': np.float64(16.773949033563788), 'test_avg_loss_top_decile': np.float64(25.706192536787555), 'test_avg_loss_min': np.float64(16.755777792497113), 'test_avg_loss_max': np.float64(25.706192536787555), 'test_avg_loss_bottom10%': np.float64(16.755777792497113), 'test_avg_loss_top10%': np.float64(25.706192536787555), 'test_avg_loss_cos1': np.float64(0.9912673442037317), 'test_avg_loss_entropy': np.float64(2.294024650229111), 'test_loss_std': np.float64(9238.070499178306), 'test_loss_bottom_decile': np.float64(59044.30059814453), 'test_loss_top_decile': np.float64(90485.79772949219), 'test_loss_min': np.float64(58980.337829589844), 'test_loss_max': np.float64(90485.79772949219), 'test_loss_bottom10%': np.float64(58980.337829589844), 'test_loss_top10%': np.float64(90485.79772949219), 'test_loss_cos1': np.float64(0.9912673442037321), 'test_loss_entropy': np.float64(2.2940246502282546), 'val_avg_loss_std': np.float64(2.5465035627366164), 'val_avg_loss_bottom_decile': np.float64(17.5044602134011), 'val_avg_loss_top_decile': np.float64(25.908453195745295), 'val_avg_loss_min': np.float64(17.33793595053933), 'val_avg_loss_max': np.float64(25.908453195745295), 'val_avg_loss_bottom10%': np.float64(17.33793595053933), 'val_avg_loss_top10%': np.float64(25.908453195745295), 'val_avg_loss_cos1': np.float64(0.9922401705854681), 'val_avg_loss_entropy': np.float64(2.2949297356052774), 'val_loss_std': np.float64(8963.692540832888), 'val_loss_bottom_decile': np.float64(61615.699951171875), 'val_loss_top_decile': np.float64(91197.75524902344), 'val_loss_min': np.float64(61029.53454589844), 'val_loss_max': np.float64(91197.75524902344), 'val_loss_bottom10%': np.float64(61029.53454589844), 'val_loss_top10%': np.float64(91197.75524902344), 'val_loss_cos1': np.float64(0.992240170585468), 'val_loss_entropy': np.float64(2.2949297356045313)}}
{'Role': 'Server #', 'Round': 84, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.64551083651456), 'test_loss': np.float64(69152.19814453126), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.24133523420854), 'val_loss': np.float64(71249.50002441407), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.645510836514564), 'test_loss': np.float64(69152.19814453126), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.24133523420854), 'val_loss': np.float64(71249.50002441407), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6814570465159577), 'test_avg_loss_bottom_decile': np.float64(16.67922873063521), 'test_avg_loss_top_decile': np.float64(25.740421485900878), 'test_avg_loss_min': np.float64(16.625074403936214), 'test_avg_loss_max': np.float64(25.740421485900878), 'test_avg_loss_bottom10%': np.float64(16.625074403936214), 'test_avg_loss_top10%': np.float64(25.740421485900878), 'test_avg_loss_cos1': np.float64(0.9908131200746702), 'test_avg_loss_entropy': np.float64(2.293581370981001), 'test_loss_std': np.float64(9438.72880373617), 'test_loss_bottom_decile': np.float64(58710.88513183594), 'test_loss_top_decile': np.float64(90606.2836303711), 'test_loss_min': np.float64(58520.26190185547), 'test_loss_max': np.float64(90606.2836303711), 'test_loss_bottom10%': np.float64(58520.26190185547), 'test_loss_top10%': np.float64(90606.2836303711), 'test_loss_cos1': np.float64(0.9908131200746705), 'test_loss_entropy': np.float64(2.2935813709800965), 'val_avg_loss_std': np.float64(2.580625720046462), 'val_avg_loss_bottom_decile': np.float64(17.370971558310767), 'val_avg_loss_top_decile': np.float64(25.929015506397594), 'val_avg_loss_min': np.float64(17.284578097950327), 'val_avg_loss_max': np.float64(25.929015506397594), 'val_avg_loss_bottom10%': np.float64(17.284578097950327), 'val_avg_loss_top10%': np.float64(25.929015506397594), 'val_avg_loss_cos1': np.float64(0.9919705395200368), 'val_avg_loss_entropy': np.float64(2.2946693483434712), 'val_loss_std': np.float64(9083.802534563545), 'val_loss_bottom_decile': np.float64(61145.819885253906), 'val_loss_top_decile': np.float64(91270.13458251953), 'val_loss_min': np.float64(60841.714904785156), 'val_loss_max': np.float64(91270.13458251953), 'val_loss_bottom10%': np.float64(60841.714904785156), 'val_loss_top10%': np.float64(91270.13458251953), 'val_loss_cos1': np.float64(0.9919705395200368), 'val_loss_entropy': np.float64(2.2946693483426968)}}
{'Role': 'Server #', 'Round': 85, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.629175342213024), 'test_loss': np.float64(69094.69720458984), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.218828792572022), 'val_loss': np.float64(71170.27734985351), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.629175342213024), 'test_loss': np.float64(69094.69720458984), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.218828792572022), 'val_loss': np.float64(71170.27734985351), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.7544054211605986), 'test_avg_loss_bottom_decile': np.float64(16.752084628018466), 'test_avg_loss_top_decile': np.float64(25.879511919888582), 'test_avg_loss_min': np.float64(16.349969257007945), 'test_avg_loss_max': np.float64(25.879511919888582), 'test_avg_loss_bottom10%': np.float64(16.349969257007945), 'test_avg_loss_top10%': np.float64(25.879511919888582), 'test_avg_loss_cos1': np.float64(0.9902979109021937), 'test_avg_loss_entropy': np.float64(2.2930667994721863), 'test_loss_std': np.float64(9695.507082485308), 'test_loss_bottom_decile': np.float64(58967.337890625), 'test_loss_top_decile': np.float64(91095.88195800781), 'test_loss_min': np.float64(57551.89178466797), 'test_loss_max': np.float64(91095.88195800781), 'test_loss_bottom10%': np.float64(57551.89178466797), 'test_loss_top10%': np.float64(91095.88195800781), 'test_loss_cos1': np.float64(0.9902979109021938), 'test_loss_entropy': np.float64(2.293066799471229), 'val_avg_loss_std': np.float64(2.6679244081636697), 'val_avg_loss_bottom_decile': np.float64(17.32871156172319), 'val_avg_loss_top_decile': np.float64(26.081469587846236), 'val_avg_loss_min': np.float64(17.077041990106757), 'val_avg_loss_max': np.float64(26.081469587846236), 'val_avg_loss_bottom10%': np.float64(17.077041990106757), 'val_avg_loss_top10%': np.float64(26.081469587846236), 'val_avg_loss_cos1': np.float64(0.9914063325367766), 'val_avg_loss_entropy': np.float64(2.294106325603041), 'val_loss_std': np.float64(9391.093916736116), 'val_loss_bottom_decile': np.float64(60997.064697265625), 'val_loss_top_decile': np.float64(91806.77294921875), 'val_loss_min': np.float64(60111.18780517578), 'val_loss_max': np.float64(91806.77294921875), 'val_loss_bottom10%': np.float64(60111.18780517578), 'val_loss_top10%': np.float64(91806.77294921875), 'val_loss_cos1': np.float64(0.9914063325367768), 'val_loss_entropy': np.float64(2.294106325602211)}}
{'Role': 'Server #', 'Round': 86, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.607612417394463), 'test_loss': np.float64(69018.79570922852), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.20326379255815), 'val_loss': np.float64(71115.4885498047), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.607612417394467), 'test_loss': np.float64(69018.79570922852), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.203263792558154), 'val_loss': np.float64(71115.4885498047), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6409052876329424), 'test_avg_loss_bottom_decile': np.float64(16.707768093455922), 'test_avg_loss_top_decile': np.float64(25.639483365145598), 'test_avg_loss_min': np.float64(16.640283862027253), 'test_avg_loss_max': np.float64(25.639483365145598), 'test_avg_loss_bottom10%': np.float64(16.640283862027253), 'test_avg_loss_top10%': np.float64(25.639483365145598), 'test_avg_loss_cos1': np.float64(0.9910511760451255), 'test_avg_loss_entropy': np.float64(2.293824291972399), 'test_loss_std': np.float64(9295.986612467954), 'test_loss_bottom_decile': np.float64(58811.343688964844), 'test_loss_top_decile': np.float64(90250.9814453125), 'test_loss_min': np.float64(58573.79919433594), 'test_loss_max': np.float64(90250.9814453125), 'test_loss_bottom10%': np.float64(58573.79919433594), 'test_loss_top10%': np.float64(90250.9814453125), 'test_loss_cos1': np.float64(0.9910511760451256), 'test_loss_entropy': np.float64(2.2938242919715184), 'val_avg_loss_std': np.float64(2.5507435925295194), 'val_avg_loss_bottom_decile': np.float64(17.452260745655405), 'val_avg_loss_top_decile': np.float64(25.85977743322199), 'val_avg_loss_min': np.float64(17.243038819052956), 'val_avg_loss_max': np.float64(25.85977743322199), 'val_avg_loss_bottom10%': np.float64(17.243038819052956), 'val_avg_loss_top10%': np.float64(25.85977743322199), 'val_avg_loss_cos1': np.float64(0.992123993262645), 'val_avg_loss_entropy': np.float64(2.2948294736466432), 'val_loss_std': np.float64(8978.617445703907), 'val_loss_bottom_decile': np.float64(61431.95782470703), 'val_loss_top_decile': np.float64(91026.4165649414), 'val_loss_min': np.float64(60695.496643066406), 'val_loss_max': np.float64(91026.4165649414), 'val_loss_bottom10%': np.float64(60695.496643066406), 'val_loss_top10%': np.float64(91026.4165649414), 'val_loss_cos1': np.float64(0.9921239932626449), 'val_loss_entropy': np.float64(2.294829473645884)}}
{'Role': 'Server #', 'Round': 87, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.618129272460937), 'test_loss': np.float64(69055.8150390625), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.214461408094927), 'val_loss': np.float64(71154.90415649414), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.618129272460937), 'test_loss': np.float64(69055.8150390625), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.214461408094927), 'val_loss': np.float64(71154.90415649414), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.661255333105881), 'test_avg_loss_bottom_decile': np.float64(16.65147422443737), 'test_avg_loss_top_decile': np.float64(25.685641531510786), 'test_avg_loss_min': np.float64(16.575284507057884), 'test_avg_loss_max': np.float64(25.685641531510786), 'test_avg_loss_bottom10%': np.float64(16.575284507057884), 'test_avg_loss_top10%': np.float64(25.685641531510786), 'test_avg_loss_cos1': np.float64(0.9909242178812573), 'test_avg_loss_entropy': np.float64(2.2936939715621802), 'test_loss_std': np.float64(9367.618772532702), 'test_loss_bottom_decile': np.float64(58613.18927001953), 'test_loss_top_decile': np.float64(90413.45819091797), 'test_loss_min': np.float64(58345.00146484375), 'test_loss_max': np.float64(90413.45819091797), 'test_loss_bottom10%': np.float64(58345.00146484375), 'test_loss_top10%': np.float64(90413.45819091797), 'test_loss_cos1': np.float64(0.9909242178812573), 'test_loss_entropy': np.float64(2.2936939715612854), 'val_avg_loss_std': np.float64(2.567061159906382), 'val_avg_loss_bottom_decile': np.float64(17.31618000377308), 'val_avg_loss_top_decile': np.float64(25.863159335743298), 'val_avg_loss_min': np.float64(17.227883720397948), 'val_avg_loss_max': np.float64(25.863159335743298), 'val_avg_loss_bottom10%': np.float64(17.227883720397948), 'val_avg_loss_top10%': np.float64(25.863159335743298), 'val_avg_loss_cos1': np.float64(0.9920328373144861), 'val_avg_loss_entropy': np.float64(2.2947280646663986), 'val_loss_std': np.float64(9036.055282870462), 'val_loss_bottom_decile': np.float64(60952.95361328125), 'val_loss_top_decile': np.float64(91038.3208618164), 'val_loss_min': np.float64(60642.15069580078), 'val_loss_max': np.float64(91038.3208618164), 'val_loss_bottom10%': np.float64(60642.15069580078), 'val_loss_top10%': np.float64(91038.3208618164), 'val_loss_cos1': np.float64(0.9920328373144861), 'val_loss_entropy': np.float64(2.294728064665629)}}
{'Role': 'Server #', 'Round': 88, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.619573076421563), 'test_loss': np.float64(69060.89722900391), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.21772842233831), 'val_loss': np.float64(71166.40404663087), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.619573076421563), 'test_loss': np.float64(69060.89722900391), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.21772842233831), 'val_loss': np.float64(71166.40404663087), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6809768656345456), 'test_avg_loss_bottom_decile': np.float64(16.790579813176937), 'test_avg_loss_top_decile': np.float64(25.695999041470614), 'test_avg_loss_min': np.float64(16.47362339713357), 'test_avg_loss_max': np.float64(25.695999041470614), 'test_avg_loss_bottom10%': np.float64(16.47362339713357), 'test_avg_loss_top10%': np.float64(25.695999041470614), 'test_avg_loss_cos1': np.float64(0.9907924012125587), 'test_avg_loss_entropy': np.float64(2.293550895970409), 'test_loss_std': np.float64(9437.038567033602), 'test_loss_bottom_decile': np.float64(59102.84094238281), 'test_loss_top_decile': np.float64(90449.91662597656), 'test_loss_min': np.float64(57987.154357910156), 'test_loss_max': np.float64(90449.91662597656), 'test_loss_bottom10%': np.float64(57987.154357910156), 'test_loss_top10%': np.float64(90449.91662597656), 'test_loss_cos1': np.float64(0.990792401212559), 'test_loss_entropy': np.float64(2.2935508959695), 'val_avg_loss_std': np.float64(2.5961156828560163), 'val_avg_loss_bottom_decile': np.float64(17.36239162791859), 'val_avg_loss_top_decile': np.float64(25.899436378479002), 'val_avg_loss_min': np.float64(17.21547737121582), 'val_avg_loss_max': np.float64(25.899436378479002), 'val_avg_loss_bottom10%': np.float64(17.21547737121582), 'val_avg_loss_top10%': np.float64(25.899436378479002), 'val_avg_loss_cos1': np.float64(0.9918562795031116), 'val_avg_loss_entropy': np.float64(2.2945475937686894), 'val_loss_std': np.float64(9138.327203653178), 'val_loss_bottom_decile': np.float64(61115.61853027344), 'val_loss_top_decile': np.float64(91166.0160522461), 'val_loss_min': np.float64(60598.48034667969), 'val_loss_max': np.float64(91166.0160522461), 'val_loss_bottom10%': np.float64(60598.48034667969), 'val_loss_top10%': np.float64(91166.0160522461), 'val_loss_cos1': np.float64(0.9918562795031117), 'val_loss_entropy': np.float64(2.294547593767902)}}
{'Role': 'Server #', 'Round': 89, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.63653724497015), 'test_loss': np.float64(69120.61110229492), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.233921047557484), 'val_loss': np.float64(71223.40208740234), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.63653724497015), 'test_loss': np.float64(69120.61110229492), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.233921047557484), 'val_loss': np.float64(71223.40208740234), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.717525830342291), 'test_avg_loss_bottom_decile': np.float64(16.725124099037863), 'test_avg_loss_top_decile': np.float64(25.7975115515969), 'test_avg_loss_min': np.float64(16.44754310954701), 'test_avg_loss_max': np.float64(25.7975115515969), 'test_avg_loss_bottom10%': np.float64(16.44754310954701), 'test_avg_loss_top10%': np.float64(25.7975115515969), 'test_avg_loss_cos1': np.float64(0.9905593173025106), 'test_avg_loss_entropy': np.float64(2.2933190190547186), 'test_loss_std': np.float64(9565.690922804866), 'test_loss_bottom_decile': np.float64(58872.43682861328), 'test_loss_top_decile': np.float64(90807.2406616211), 'test_loss_min': np.float64(57895.35174560547), 'test_loss_max': np.float64(90807.2406616211), 'test_loss_bottom10%': np.float64(57895.35174560547), 'test_loss_top10%': np.float64(90807.2406616211), 'test_loss_cos1': np.float64(0.9905593173025105), 'test_loss_entropy': np.float64(2.293319019053787), 'val_avg_loss_std': np.float64(2.6337379377248213), 'val_avg_loss_bottom_decile': np.float64(17.326076472889294), 'val_avg_loss_top_decile': np.float64(25.998740907148882), 'val_avg_loss_min': np.float64(17.188727552240547), 'val_avg_loss_max': np.float64(25.998740907148882), 'val_avg_loss_bottom10%': np.float64(17.188727552240547), 'val_avg_loss_top10%': np.float64(25.998740907148882), 'val_avg_loss_cos1': np.float64(0.9916347524337117), 'val_avg_loss_entropy': np.float64(2.2943277130123336), 'val_loss_std': np.float64(9270.757540791372), 'val_loss_bottom_decile': np.float64(60987.78918457031), 'val_loss_top_decile': np.float64(91515.56799316406), 'val_loss_min': np.float64(60504.32098388672), 'val_loss_max': np.float64(91515.56799316406), 'val_loss_bottom10%': np.float64(60504.32098388672), 'val_loss_top10%': np.float64(91515.56799316406), 'val_loss_cos1': np.float64(0.9916347524337114), 'val_loss_entropy': np.float64(2.294327713011526)}}
{'Role': 'Server #', 'Round': 90, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.561537841450086), 'test_loss': np.float64(68856.6132019043), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.168583089655097), 'val_loss': np.float64(70993.41247558594), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.561537841450086), 'test_loss': np.float64(68856.6132019043), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.168583089655094), 'val_loss': np.float64(70993.41247558594), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6635182578415373), 'test_avg_loss_bottom_decile': np.float64(16.736396962946113), 'test_avg_loss_top_decile': np.float64(25.701761037653142), 'test_avg_loss_min': np.float64(16.543888716264206), 'test_avg_loss_max': np.float64(25.701761037653142), 'test_avg_loss_bottom10%': np.float64(16.543888716264206), 'test_avg_loss_top10%': np.float64(25.701761037653142), 'test_avg_loss_cos1': np.float64(0.9908570302027635), 'test_avg_loss_entropy': np.float64(2.2936492677194136), 'test_loss_std': np.float64(9375.584267602211), 'test_loss_bottom_decile': np.float64(58912.11730957031), 'test_loss_top_decile': np.float64(90470.19885253906), 'test_loss_min': np.float64(58234.48828125), 'test_loss_max': np.float64(90470.19885253906), 'test_loss_bottom10%': np.float64(58234.48828125), 'test_loss_top10%': np.float64(90470.19885253906), 'test_loss_cos1': np.float64(0.9908570302027637), 'test_loss_entropy': np.float64(2.2936492677185134), 'val_avg_loss_std': np.float64(2.5817418692406857), 'val_avg_loss_bottom_decile': np.float64(17.37248008034446), 'val_avg_loss_top_decile': np.float64(25.906740084561434), 'val_avg_loss_min': np.float64(17.26237506866455), 'val_avg_loss_max': np.float64(25.906740084561434), 'val_avg_loss_bottom10%': np.float64(17.26237506866455), 'val_avg_loss_top10%': np.float64(25.906740084561434), 'val_avg_loss_cos1': np.float64(0.9919062972774768), 'val_avg_loss_entropy': np.float64(2.2946220374455444), 'val_loss_std': np.float64(9087.731379727213), 'val_loss_bottom_decile': np.float64(61151.1298828125), 'val_loss_top_decile': np.float64(91191.72509765625), 'val_loss_min': np.float64(60763.56024169922), 'val_loss_max': np.float64(91191.72509765625), 'val_loss_bottom10%': np.float64(60763.56024169922), 'val_loss_top10%': np.float64(91191.72509765625), 'val_loss_cos1': np.float64(0.9919062972774767), 'val_loss_entropy': np.float64(2.2946220374447637)}}
{'Role': 'Server #', 'Round': 91, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.574825784509834), 'test_loss': np.float64(68903.38676147461), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.177536614157937), 'val_loss': np.float64(71024.92888183593), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.574825784509834), 'test_loss': np.float64(68903.38676147461), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.177536614157937), 'val_loss': np.float64(71024.92888183593), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.677339412382218), 'test_avg_loss_bottom_decile': np.float64(16.587014146284623), 'test_avg_loss_top_decile': np.float64(25.700104262612083), 'test_avg_loss_min': np.float64(16.57322505604137), 'test_avg_loss_max': np.float64(25.700104262612083), 'test_avg_loss_bottom10%': np.float64(16.57322505604137), 'test_avg_loss_top10%': np.float64(25.700104262612083), 'test_avg_loss_cos1': np.float64(0.990775574440554), 'test_avg_loss_entropy': np.float64(2.293551041551718), 'test_loss_std': np.float64(9424.234731585408), 'test_loss_bottom_decile': np.float64(58386.289794921875), 'test_loss_top_decile': np.float64(90464.36700439453), 'test_loss_min': np.float64(58337.752197265625), 'test_loss_max': np.float64(90464.36700439453), 'test_loss_bottom10%': np.float64(58337.752197265625), 'test_loss_top10%': np.float64(90464.36700439453), 'test_loss_cos1': np.float64(0.9907755744405542), 'test_loss_entropy': np.float64(2.293551041550807), 'val_avg_loss_std': np.float64(2.593452440853413), 'val_avg_loss_bottom_decile': np.float64(17.298620744185015), 'val_avg_loss_top_decile': np.float64(25.898156408830122), 'val_avg_loss_min': np.float64(17.20649212923917), 'val_avg_loss_max': np.float64(25.898156408830122), 'val_avg_loss_bottom10%': np.float64(17.20649212923917), 'val_avg_loss_top10%': np.float64(25.898156408830122), 'val_avg_loss_cos1': np.float64(0.991840762435333), 'val_avg_loss_entropy': np.float64(2.2945422122241124), 'val_loss_std': np.float64(9128.952591804016), 'val_loss_bottom_decile': np.float64(60891.14501953125), 'val_loss_top_decile': np.float64(91161.51055908203), 'val_loss_min': np.float64(60566.852294921875), 'val_loss_max': np.float64(91161.51055908203), 'val_loss_bottom10%': np.float64(60566.852294921875), 'val_loss_top10%': np.float64(91161.51055908203), 'val_loss_cos1': np.float64(0.9918407624353329), 'val_loss_entropy': np.float64(2.294542212223323)}}
{'Role': 'Server #', 'Round': 92, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.668382972370495), 'test_loss': np.float64(69232.70806274415), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.264196869243275), 'val_loss': np.float64(71329.97297973633), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.668382972370495), 'test_loss': np.float64(69232.70806274415), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.26419686924327), 'val_loss': np.float64(71329.97297973633), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.728888672767363), 'test_avg_loss_bottom_decile': np.float64(16.803620875965464), 'test_avg_loss_top_decile': np.float64(25.85388223474676), 'test_avg_loss_min': np.float64(16.46092029918324), 'test_avg_loss_max': np.float64(25.85388223474676), 'test_avg_loss_bottom10%': np.float64(16.46092029918324), 'test_avg_loss_top10%': np.float64(25.85388223474676), 'test_avg_loss_cos1': np.float64(0.9905116913323897), 'test_avg_loss_entropy': np.float64(2.2932745249870297), 'test_loss_std': np.float64(9605.688128141119), 'test_loss_bottom_decile': np.float64(59148.74548339844), 'test_loss_top_decile': np.float64(91005.6654663086), 'test_loss_min': np.float64(57942.439453125), 'test_loss_max': np.float64(91005.6654663086), 'test_loss_bottom10%': np.float64(57942.439453125), 'test_loss_top10%': np.float64(91005.6654663086), 'test_loss_cos1': np.float64(0.9905116913323896), 'test_loss_entropy': np.float64(2.2932745249860944), 'val_avg_loss_std': np.float64(2.6487906147883273), 'val_avg_loss_bottom_decile': np.float64(17.408503150939943), 'val_avg_loss_top_decile': np.float64(26.069555629383434), 'val_avg_loss_min': np.float64(17.181366712396795), 'val_avg_loss_max': np.float64(26.069555629383434), 'val_avg_loss_bottom10%': np.float64(17.181366712396795), 'val_avg_loss_top10%': np.float64(26.069555629383434), 'val_avg_loss_cos1': np.float64(0.9915650139782674), 'val_avg_loss_entropy': np.float64(2.294262806490218), 'val_loss_std': np.float64(9323.742964054913), 'val_loss_bottom_decile': np.float64(61277.931091308594), 'val_loss_top_decile': np.float64(91764.83581542969), 'val_loss_min': np.float64(60478.41082763672), 'val_loss_max': np.float64(91764.83581542969), 'val_loss_bottom10%': np.float64(60478.41082763672), 'val_loss_top10%': np.float64(91764.83581542969), 'val_loss_cos1': np.float64(0.9915650139782672), 'val_loss_entropy': np.float64(2.2942628064894053)}}
{'Role': 'Server #', 'Round': 93, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.622482396906072), 'test_loss': np.float64(69071.13803710937), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.211703421852807), 'val_loss': np.float64(71145.19604492188), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.622482396906072), 'test_loss': np.float64(69071.13803710937), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.211703421852807), 'val_loss': np.float64(71145.19604492188), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6345018902495867), 'test_avg_loss_bottom_decile': np.float64(16.651274022189053), 'test_avg_loss_top_decile': np.float64(25.630565938082608), 'test_avg_loss_min': np.float64(16.616266441345214), 'test_avg_loss_max': np.float64(25.630565938082608), 'test_avg_loss_bottom10%': np.float64(16.616266441345214), 'test_avg_loss_top10%': np.float64(25.630565938082608), 'test_avg_loss_cos1': np.float64(0.9911072560244849), 'test_avg_loss_entropy': np.float64(2.293866896953842), 'test_loss_std': np.float64(9273.446653678546), 'test_loss_bottom_decile': np.float64(58612.48455810547), 'test_loss_top_decile': np.float64(90219.59210205078), 'test_loss_min': np.float64(58489.257873535156), 'test_loss_max': np.float64(90219.59210205078), 'test_loss_bottom10%': np.float64(58489.257873535156), 'test_loss_top10%': np.float64(90219.59210205078), 'test_loss_cos1': np.float64(0.9911072560244849), 'test_loss_entropy': np.float64(2.2938668969529648), 'val_avg_loss_std': np.float64(2.544097819069271), 'val_avg_loss_bottom_decile': np.float64(17.370396319302646), 'val_avg_loss_top_decile': np.float64(25.80535637248646), 'val_avg_loss_min': np.float64(17.20873896858909), 'val_avg_loss_max': np.float64(25.80535637248646), 'val_avg_loss_bottom10%': np.float64(17.20873896858909), 'val_avg_loss_top10%': np.float64(25.80535637248646), 'val_avg_loss_cos1': np.float64(0.9921709656422879), 'val_avg_loss_entropy': np.float64(2.2948599739421027), 'val_loss_std': np.float64(8955.224323123834), 'val_loss_bottom_decile': np.float64(61143.79504394531), 'val_loss_top_decile': np.float64(90834.85443115234), 'val_loss_min': np.float64(60574.761169433594), 'val_loss_max': np.float64(90834.85443115234), 'val_loss_bottom10%': np.float64(60574.761169433594), 'val_loss_top10%': np.float64(90834.85443115234), 'val_loss_cos1': np.float64(0.9921709656422878), 'val_loss_entropy': np.float64(2.294859973941346)}}
{'Role': 'Server #', 'Round': 94, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.58493274688721), 'test_loss': np.float64(68938.96326904297), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.18332808928056), 'val_loss': np.float64(71045.31487426758), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.584932746887212), 'test_loss': np.float64(68938.96326904297), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.18332808928056), 'val_loss': np.float64(71045.31487426758), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6472200249710616), 'test_avg_loss_bottom_decile': np.float64(16.72529622858221), 'test_avg_loss_top_decile': np.float64(25.61173302043568), 'test_avg_loss_min': np.float64(16.560089510137384), 'test_avg_loss_max': np.float64(25.61173302043568), 'test_avg_loss_bottom10%': np.float64(16.560089510137384), 'test_avg_loss_top10%': np.float64(25.61173302043568), 'test_avg_loss_cos1': np.float64(0.9909883505560751), 'test_avg_loss_entropy': np.float64(2.2937560915195903), 'test_loss_std': np.float64(9318.214487898138), 'test_loss_bottom_decile': np.float64(58873.042724609375), 'test_loss_top_decile': np.float64(90153.3002319336), 'test_loss_min': np.float64(58291.515075683594), 'test_loss_max': np.float64(90153.3002319336), 'test_loss_bottom10%': np.float64(58291.515075683594), 'test_loss_top10%': np.float64(90153.3002319336), 'test_loss_cos1': np.float64(0.9909883505560751), 'test_loss_entropy': np.float64(2.2937560915187007), 'val_avg_loss_std': np.float64(2.565319064188357), 'val_avg_loss_bottom_decile': np.float64(17.456409506364302), 'val_avg_loss_top_decile': np.float64(25.818112685463646), 'val_avg_loss_min': np.float64(17.18235768404874), 'val_avg_loss_max': np.float64(25.818112685463646), 'val_avg_loss_bottom10%': np.float64(17.18235768404874), 'val_avg_loss_top10%': np.float64(25.818112685463646), 'val_avg_loss_cos1': np.float64(0.9920192467459586), 'val_avg_loss_entropy': np.float64(2.294717372972228), 'val_loss_std': np.float64(9029.923105943015), 'val_loss_bottom_decile': np.float64(61446.561462402344), 'val_loss_top_decile': np.float64(90879.75665283203), 'val_loss_min': np.float64(60481.89904785156), 'val_loss_max': np.float64(90879.75665283203), 'val_loss_bottom10%': np.float64(60481.89904785156), 'val_loss_top10%': np.float64(90879.75665283203), 'val_loss_cos1': np.float64(0.9920192467459584), 'val_loss_entropy': np.float64(2.2947173729714563)}}
{'Role': 'Server #', 'Round': 95, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.578335267847233), 'test_loss': np.float64(68915.74014282227), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.162540151422675), 'val_loss': np.float64(70972.1413330078), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.578335267847237), 'test_loss': np.float64(68915.74014282227), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.162540151422675), 'val_loss': np.float64(70972.1413330078), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.678547496355163), 'test_avg_loss_bottom_decile': np.float64(16.70528025193648), 'test_avg_loss_top_decile': np.float64(25.639912397211248), 'test_avg_loss_min': np.float64(16.525104956193402), 'test_avg_loss_max': np.float64(25.639912397211248), 'test_avg_loss_bottom10%': np.float64(16.525104956193402), 'test_avg_loss_top10%': np.float64(25.639912397211248), 'test_avg_loss_cos1': np.float64(0.9907706269159077), 'test_avg_loss_entropy': np.float64(2.2935315798577594), 'test_loss_std': np.float64(9428.487187170176), 'test_loss_bottom_decile': np.float64(58802.586486816406), 'test_loss_top_decile': np.float64(90252.4916381836), 'test_loss_min': np.float64(58168.36944580078), 'test_loss_max': np.float64(90252.4916381836), 'test_loss_bottom10%': np.float64(58168.36944580078), 'test_loss_top10%': np.float64(90252.4916381836), 'test_loss_cos1': np.float64(0.9907706269159078), 'test_loss_entropy': np.float64(2.2935315798568467), 'val_avg_loss_std': np.float64(2.5978851287578792), 'val_avg_loss_bottom_decile': np.float64(17.309024637395684), 'val_avg_loss_top_decile': np.float64(25.82050873149525), 'val_avg_loss_min': np.float64(17.247022212635386), 'val_avg_loss_max': np.float64(25.82050873149525), 'val_avg_loss_bottom10%': np.float64(17.247022212635386), 'val_avg_loss_top10%': np.float64(25.82050873149525), 'val_avg_loss_cos1': np.float64(0.9918011557330155), 'val_avg_loss_entropy': np.float64(2.2944945900317917), 'val_loss_std': np.float64(9144.555653227737), 'val_loss_bottom_decile': np.float64(60927.76672363281), 'val_loss_top_decile': np.float64(90888.19073486328), 'val_loss_min': np.float64(60709.51818847656), 'val_loss_max': np.float64(90888.19073486328), 'val_loss_bottom10%': np.float64(60709.51818847656), 'val_loss_top10%': np.float64(90888.19073486328), 'val_loss_cos1': np.float64(0.9918011557330157), 'val_loss_entropy': np.float64(2.294494590030998)}}
{'Role': 'Server #', 'Round': 96, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.555645701668478), 'test_loss': np.float64(68835.87286987304), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.141293773651125), 'val_loss': np.float64(70897.35408325195), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.555645701668475), 'test_loss': np.float64(68835.87286987304), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.14129377365112), 'val_loss': np.float64(70897.35408325195), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6551451295089357), 'test_avg_loss_bottom_decile': np.float64(16.65384479869496), 'test_avg_loss_top_decile': np.float64(25.580167857083406), 'test_avg_loss_min': np.float64(16.538480082425203), 'test_avg_loss_max': np.float64(25.580167857083406), 'test_avg_loss_bottom10%': np.float64(16.538480082425203), 'test_avg_loss_top10%': np.float64(25.580167857083406), 'test_avg_loss_cos1': np.float64(0.9909082424577528), 'test_avg_loss_entropy': np.float64(2.2936688009569646), 'test_loss_std': np.float64(9346.110855871453), 'test_loss_bottom_decile': np.float64(58621.53369140625), 'test_loss_top_decile': np.float64(90042.1908569336), 'test_loss_min': np.float64(58215.44989013672), 'test_loss_max': np.float64(90042.1908569336), 'test_loss_bottom10%': np.float64(58215.44989013672), 'test_loss_top10%': np.float64(90042.1908569336), 'test_loss_cos1': np.float64(0.9909082424577528), 'test_loss_entropy': np.float64(2.2936688009560644), 'val_avg_loss_std': np.float64(2.5765612898290224), 'val_avg_loss_bottom_decile': np.float64(17.265533204512163), 'val_avg_loss_top_decile': np.float64(25.7783448305997), 'val_avg_loss_min': np.float64(17.263759023492987), 'val_avg_loss_max': np.float64(25.7783448305997), 'val_avg_loss_bottom10%': np.float64(17.263759023492987), 'val_avg_loss_top10%': np.float64(25.7783448305997), 'val_avg_loss_cos1': np.float64(0.9919167595437295), 'val_avg_loss_entropy': np.float64(2.2946116358697477), 'val_loss_std': np.float64(9069.495740198157), 'val_loss_bottom_decile': np.float64(60774.67687988281), 'val_loss_top_decile': np.float64(90739.77380371094), 'val_loss_min': np.float64(60768.43176269531), 'val_loss_max': np.float64(90739.77380371094), 'val_loss_bottom10%': np.float64(60768.43176269531), 'val_loss_top10%': np.float64(90739.77380371094), 'val_loss_cos1': np.float64(0.9919167595437295), 'val_loss_entropy': np.float64(2.2946116358689643)}}
{'Role': 'Server #', 'Round': 97, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.47471038471569), 'test_loss': np.float64(68550.98055419922), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.05658555290916), 'val_loss': np.float64(70599.18114624024), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.47471038471569), 'test_loss': np.float64(68550.98055419922), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.05658555290916), 'val_loss': np.float64(70599.18114624024), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.6960783088808062), 'test_avg_loss_bottom_decile': np.float64(16.586165653575552), 'test_avg_loss_top_decile': np.float64(25.60901326266202), 'test_avg_loss_min': np.float64(16.35923928347501), 'test_avg_loss_max': np.float64(25.60901326266202), 'test_avg_loss_bottom10%': np.float64(16.35923928347501), 'test_avg_loss_top10%': np.float64(25.60901326266202), 'test_avg_loss_cos1': np.float64(0.9905527691739255), 'test_avg_loss_entropy': np.float64(2.2933296617059726), 'test_loss_std': np.float64(9490.19564726044), 'test_loss_bottom_decile': np.float64(58383.30310058594), 'test_loss_top_decile': np.float64(90143.72668457031), 'test_loss_min': np.float64(57584.52227783203), 'test_loss_max': np.float64(90143.72668457031), 'test_loss_bottom10%': np.float64(57584.52227783203), 'test_loss_top10%': np.float64(90143.72668457031), 'test_loss_cos1': np.float64(0.9905527691739255), 'test_loss_entropy': np.float64(2.293329661705035), 'val_avg_loss_std': np.float64(2.618396452192897), 'val_avg_loss_bottom_decile': np.float64(17.18679107319225), 'val_avg_loss_top_decile': np.float64(25.827738363092596), 'val_avg_loss_min': np.float64(17.08305560025302), 'val_avg_loss_max': np.float64(25.827738363092596), 'val_avg_loss_bottom10%': np.float64(17.08305560025302), 'val_avg_loss_top10%': np.float64(25.827738363092596), 'val_avg_loss_cos1': np.float64(0.9915856937711136), 'val_avg_loss_entropy': np.float64(2.294294827598796), 'val_loss_std': np.float64(9216.755511718999), 'val_loss_bottom_decile': np.float64(60497.50457763672), 'val_loss_top_decile': np.float64(90913.63903808594), 'val_loss_min': np.float64(60132.355712890625), 'val_loss_max': np.float64(90913.63903808594), 'val_loss_bottom10%': np.float64(60132.355712890625), 'val_loss_top10%': np.float64(90913.63903808594), 'val_loss_cos1': np.float64(0.9915856937711136), 'val_loss_entropy': np.float64(2.2942948275979784)}}
{'Role': 'Server #', 'Round': 98, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.483114006736063), 'test_loss': np.float64(68580.56130371094), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.077914463390005), 'val_loss': np.float64(70674.25891113281), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.48311400673606), 'test_loss': np.float64(68580.56130371094), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.07791446339), 'val_loss': np.float64(70674.25891113281), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.682956253277898), 'test_avg_loss_bottom_decile': np.float64(16.6225960298018), 'test_avg_loss_top_decile': np.float64(25.559346337751908), 'test_avg_loss_min': np.float64(16.36320089860396), 'test_avg_loss_max': np.float64(25.559346337751908), 'test_avg_loss_bottom10%': np.float64(16.36320089860396), 'test_avg_loss_top10%': np.float64(25.559346337751908), 'test_avg_loss_cos1': np.float64(0.9906511800486141), 'test_avg_loss_entropy': np.float64(2.2934149108391), 'test_loss_std': np.float64(9444.006011538202), 'test_loss_bottom_decile': np.float64(58511.538024902344), 'test_loss_top_decile': np.float64(89968.89910888672), 'test_loss_min': np.float64(57598.46716308594), 'test_loss_max': np.float64(89968.89910888672), 'test_loss_bottom10%': np.float64(57598.46716308594), 'test_loss_top10%': np.float64(89968.89910888672), 'test_loss_cos1': np.float64(0.9906511800486142), 'test_loss_entropy': np.float64(2.2934149108381714), 'val_avg_loss_std': np.float64(2.602022045670075), 'val_avg_loss_bottom_decile': np.float64(17.25577094338157), 'val_avg_loss_top_decile': np.float64(25.78410075794567), 'val_avg_loss_min': np.float64(17.095961900190872), 'val_avg_loss_max': np.float64(25.78410075794567), 'val_avg_loss_bottom10%': np.float64(17.095961900190872), 'val_avg_loss_top10%': np.float64(25.78410075794567), 'val_avg_loss_cos1': np.float64(0.9917067286874449), 'val_avg_loss_entropy': np.float64(2.2944049446608554), 'val_loss_std': np.float64(9159.117600758662), 'val_loss_bottom_decile': np.float64(60740.313720703125), 'val_loss_top_decile': np.float64(90760.03466796875), 'val_loss_min': np.float64(60177.785888671875), 'val_loss_max': np.float64(90760.03466796875), 'val_loss_bottom10%': np.float64(60177.785888671875), 'val_loss_top10%': np.float64(90760.03466796875), 'val_loss_cos1': np.float64(0.9917067286874449), 'val_loss_entropy': np.float64(2.294404944660049)}}
{'Role': 'Server #', 'Round': 99, 'Results_weighted_avg': {'test_avg_loss': np.float64(19.494878886829724), 'test_loss': np.float64(68621.97368164062), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.075587957555598), 'val_loss': np.float64(70666.0696105957), 'val_total': np.float64(3520.0)}, 'Results_avg': {'test_avg_loss': np.float64(19.494878886829724), 'test_loss': np.float64(68621.97368164062), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.0755879575556), 'val_loss': np.float64(70666.0696105957), 'val_total': np.float64(3520.0)}, 'Results_fairness': {'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(2.640625438551562), 'test_avg_loss_bottom_decile': np.float64(16.679174665971235), 'test_avg_loss_top_decile': np.float64(25.515295132723722), 'test_avg_loss_min': np.float64(16.497970164905894), 'test_avg_loss_max': np.float64(25.515295132723722), 'test_avg_loss_bottom10%': np.float64(16.497970164905894), 'test_avg_loss_top10%': np.float64(25.515295132723722), 'test_avg_loss_cos1': np.float64(0.9909506768148013), 'test_avg_loss_entropy': np.float64(2.29371953148794), 'test_loss_std': np.float64(9295.001543701499), 'test_loss_bottom_decile': np.float64(58710.69482421875), 'test_loss_top_decile': np.float64(89813.8388671875), 'test_loss_min': np.float64(58072.85498046875), 'test_loss_max': np.float64(89813.8388671875), 'test_loss_bottom10%': np.float64(58072.85498046875), 'test_loss_top10%': np.float64(89813.8388671875), 'test_loss_cos1': np.float64(0.9909506768148011), 'test_loss_entropy': np.float64(2.2937195314870427), 'val_avg_loss_std': np.float64(2.555368221644665), 'val_avg_loss_bottom_decile': np.float64(17.272584932500667), 'val_avg_loss_top_decile': np.float64(25.72039583379572), 'val_avg_loss_min': np.float64(17.226142779263583), 'val_avg_loss_max': np.float64(25.72039583379572), 'val_avg_loss_bottom10%': np.float64(17.226142779263583), 'val_avg_loss_top10%': np.float64(25.72039583379572), 'val_avg_loss_cos1': np.float64(0.991996095917772), 'val_avg_loss_entropy': np.float64(2.2946990424194813), 'val_loss_std': np.float64(8994.896140189223), 'val_loss_bottom_decile': np.float64(60799.498962402344), 'val_loss_top_decile': np.float64(90535.79333496094), 'val_loss_min': np.float64(60636.02258300781), 'val_loss_max': np.float64(90535.79333496094), 'val_loss_bottom10%': np.float64(60636.02258300781), 'val_loss_top10%': np.float64(90535.79333496094), 'val_loss_cos1': np.float64(0.9919960959177719), 'val_loss_entropy': np.float64(2.2946990424187037)}}
{'Role': 'Server #', 'Round': 'Final', 'Results_raw': {'client_best_individual': {'val_loss': 60111.18780517578, 'test_avg_loss': 16.349969257007945, 'test_loss': 57551.89178466797, 'test_total': 3520.0, 'val_avg_loss': 17.077041990106757, 'val_total': 3520.0}, 'client_summarized_weighted_avg': {'val_loss': np.float64(70599.18114624024), 'test_avg_loss': np.float64(19.47471038471569), 'test_loss': np.float64(68550.98055419922), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.05658555290916), 'val_total': np.float64(3520.0)}, 'client_summarized_avg': {'val_loss': np.float64(70599.18114624024), 'test_avg_loss': np.float64(19.47471038471569), 'test_loss': np.float64(68550.98055419922), 'test_total': np.float64(3520.0), 'val_avg_loss': np.float64(20.05658555290916), 'val_total': np.float64(3520.0)}, 'client_summarized_fairness': {'val_loss_entropy': np.float64(2.2889465032581287), 'val_loss_cos1': np.float64(0.9871244483003411), 'val_loss_top10%': np.float64(150014.46875), 'val_loss_bottom10%': np.float64(85631.6943359375), 'val_loss_max': np.float64(150014.46875), 'val_loss_min': np.float64(85631.6943359375), 'val_loss_top_decile': np.float64(150014.46875), 'val_loss_bottom_decile': np.float64(88455.81225585938), 'val_loss_std': np.float64(19405.198937486817), 'test_total': np.float64(3520.0), 'val_total': np.float64(3520.0), 'test_avg_loss_std': np.float64(5.471148235531679), 'test_avg_loss_bottom_decile': np.float64(24.439439288052647), 'test_avg_loss_top_decile': np.float64(41.80502627979625), 'test_avg_loss_min': np.float64(23.59170362299139), 'test_avg_loss_max': np.float64(41.80502627979625), 'test_avg_loss_bottom10%': np.float64(23.59170362299139), 'test_avg_loss_top10%': np.float64(41.80502627979625), 'test_avg_loss_cos1': np.float64(0.9866722681679805), 'test_avg_loss_entropy': np.float64(2.2884850857880887), 'test_loss_std': np.float64(19258.441789071512), 'test_loss_bottom_decile': np.float64(86026.82629394531), 'test_loss_top_decile': np.float64(147153.6925048828), 'test_loss_min': np.float64(83042.79675292969), 'test_loss_max': np.float64(147153.6925048828), 'test_loss_bottom10%': np.float64(83042.79675292969), 'test_loss_top10%': np.float64(147153.6925048828), 'test_loss_cos1': np.float64(0.9866722681679805), 'test_loss_entropy': np.float64(2.288485085787218), 'val_avg_loss_std': np.float64(5.512840607240574), 'val_avg_loss_bottom_decile': np.float64(25.12949211814187), 'val_avg_loss_top_decile': np.float64(42.617746803977276), 'val_avg_loss_min': np.float64(24.327185890891336), 'val_avg_loss_max': np.float64(42.617746803977276), 'val_avg_loss_bottom10%': np.float64(24.327185890891336), 'val_avg_loss_top10%': np.float64(42.617746803977276), 'val_avg_loss_cos1': np.float64(0.9871244483003412), 'val_avg_loss_entropy': np.float64(2.2889465032589493)}}}
{'Role': 'Client #1', 'Round': 100, 'Results_raw': {'test_avg_loss': 25.515295132723722, 'test_loss': 89813.8388671875, 'test_total': 3520, 'val_avg_loss': 25.72039583379572, 'val_loss': 90535.79333496094, 'val_total': 3520}}
{'Role': 'Client #2', 'Round': 100, 'Results_raw': {'test_avg_loss': 20.457088626514782, 'test_loss': 72008.95196533203, 'test_total': 3520, 'val_avg_loss': 20.67673110961914, 'val_loss': 72782.09350585938, 'val_total': 3520}}
{'Role': 'Client #3', 'Round': 100, 'Results_raw': {'test_avg_loss': 22.197388909079812, 'test_loss': 78134.80895996094, 'test_total': 3520, 'val_avg_loss': 22.290271897749466, 'val_loss': 78461.75708007812, 'val_total': 3520}}
{'Role': 'Client #4', 'Round': 100, 'Results_raw': {'test_avg_loss': 18.222161154313522, 'test_loss': 64142.007263183594, 'test_total': 3520, 'val_avg_loss': 18.569577009027654, 'val_loss': 65364.911071777344, 'val_total': 3520}}
{'Role': 'Client #5', 'Round': 100, 'Results_raw': {'test_avg_loss': 16.679174665971235, 'test_loss': 58710.69482421875, 'test_total': 3520, 'val_avg_loss': 17.272584932500667, 'val_loss': 60799.498962402344, 'val_total': 3520}}
{'Role': 'Client #6', 'Round': 100, 'Results_raw': {'test_avg_loss': 17.006405500932175, 'test_loss': 59862.54736328125, 'test_total': 3520, 'val_avg_loss': 17.752509585293858, 'val_loss': 62488.833740234375, 'val_total': 3520}}
{'Role': 'Client #7', 'Round': 100, 'Results_raw': {'test_avg_loss': 16.497970164905894, 'test_loss': 58072.85498046875, 'test_total': 3520, 'val_avg_loss': 17.226142779263583, 'val_loss': 60636.02258300781, 'val_total': 3520}}
{'Role': 'Client #8', 'Round': 100, 'Results_raw': {'test_avg_loss': 19.646505824002354, 'test_loss': 69155.70050048828, 'test_total': 3520, 'val_avg_loss': 21.488609730113637, 'val_loss': 75639.90625, 'val_total': 3520}}
{'Role': 'Client #9', 'Round': 100, 'Results_raw': {'test_avg_loss': 19.850575239008123, 'test_loss': 69874.0248413086, 'test_total': 3520, 'val_avg_loss': 20.9873591856523, 'val_loss': 73875.5043334961, 'val_total': 3520}}
{'Role': 'Client #10', 'Round': 100, 'Results_raw': {'test_avg_loss': 18.876223650845613, 'test_loss': 66444.30725097656, 'test_total': 3520, 'val_avg_loss': 18.77169751253995, 'val_loss': 66076.37524414062, 'val_total': 3520}}