FS-TFP/exp/MAE/D4/eval_results.log

{'Role': 'Server #', 'Round': 0, 'Results_weighted_avg': {'test_loss': np.float64(114455.36509399414), 'test_avg_loss': np.float64(33.742737350823745), 'test_total': np.float64(3392.0), 'val_loss': np.float64(118471.29837646484), 'val_avg_loss': np.float64(34.926679945891756), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(114455.36509399414), 'test_avg_loss': np.float64(33.742737350823745), 'test_total': np.float64(3392.0), 'val_loss': np.float64(118471.29837646484), 'val_avg_loss': np.float64(34.92667994589176), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(17291.740305242474), 'test_loss_bottom_decile': np.float64(98141.283203125), 'test_loss_top_decile': np.float64(149436.84606933594), 'test_loss_min': np.float64(88376.51489257812), 'test_loss_max': np.float64(149436.84606933594), 'test_loss_bottom10%': np.float64(88376.51489257812), 'test_loss_top10%': np.float64(149436.84606933594), 'test_loss_cos1': np.float64(0.9887793688772397), 'test_loss_entropy': np.float64(2.291382063340987), 'test_avg_loss_std': np.float64(5.097800797536106), 'test_avg_loss_bottom_decile': np.float64(28.933161321676003), 'test_avg_loss_top_decile': np.float64(44.05567395912026), 'test_avg_loss_min': np.float64(26.05439707917987), 'test_avg_loss_max': np.float64(44.05567395912026), 'test_avg_loss_bottom10%': np.float64(26.05439707917987), 'test_avg_loss_top10%': np.float64(44.05567395912026), 'test_avg_loss_cos1': np.float64(0.9887793688772397), 'test_avg_loss_entropy': np.float64(2.2913820633416475), 'val_loss_std': np.float64(18244.49673184807), 'val_loss_bottom_decile': np.float64(99362.7592163086), 'val_loss_top_decile': np.float64(154022.10546875), 'val_loss_min': np.float64(88373.64587402344), 'val_loss_max': np.float64(154022.10546875), 'val_loss_bottom10%': np.float64(88373.64587402344), 'val_loss_top10%': np.float64(154022.10546875), 'val_loss_cos1': np.float64(0.9883489389301211), 'val_loss_entropy': np.float64(2.290810110729857), 'val_avg_loss_std': np.float64(5.3786841780212455), 'val_avg_loss_bottom_decile': np.float64(29.293266278392863), 'val_avg_loss_top_decile': np.float64(45.40746033866451), 'val_avg_loss_min': np.float64(26.053551260030495), 'val_avg_loss_max': np.float64(45.40746033866451), 'val_avg_loss_bottom10%': np.float64(26.053551260030495), 'val_avg_loss_top10%': np.float64(45.40746033866451), 'val_avg_loss_cos1': np.float64(0.9883489389301213), 'val_avg_loss_entropy': np.float64(2.2908101107305314)}}
{'Role': 'Server #', 'Round': 1, 'Results_weighted_avg': {'test_loss': np.float64(100268.05416870117), 'test_avg_loss': np.float64(29.560157478980297), 'test_total': np.float64(3392.0), 'val_loss': np.float64(104280.3710144043), 'val_avg_loss': np.float64(30.743033907548437), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(100268.05416870117), 'test_avg_loss': np.float64(29.560157478980294), 'test_total': np.float64(3392.0), 'val_loss': np.float64(104280.3710144043), 'val_avg_loss': np.float64(30.743033907548437), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(16686.677281743974), 'test_loss_bottom_decile': np.float64(83283.09649658203), 'test_loss_top_decile': np.float64(135765.9344482422), 'test_loss_min': np.float64(76445.22760009766), 'test_loss_max': np.float64(135765.9344482422), 'test_loss_bottom10%': np.float64(76445.22760009766), 'test_loss_top10%': np.float64(135765.9344482422), 'test_loss_cos1': np.float64(0.9864332448908535), 'test_loss_entropy': np.float64(2.2890842293105487), 'test_avg_loss_std': np.float64(4.919421368438672), 'test_avg_loss_bottom_decile': np.float64(24.55279967469989), 'test_avg_loss_top_decile': np.float64(40.02533444818461), 'test_avg_loss_min': np.float64(22.536918514179735), 'test_avg_loss_max': np.float64(40.02533444818461), 'test_avg_loss_bottom10%': np.float64(22.536918514179735), 'test_avg_loss_top10%': np.float64(40.02533444818461), 'test_avg_loss_cos1': np.float64(0.9864332448908533), 'test_avg_loss_entropy': np.float64(2.289084229311455), 'val_loss_std': np.float64(17743.273604031117), 'val_loss_bottom_decile': np.float64(84658.9541015625), 'val_loss_top_decile': np.float64(140703.1219482422), 'val_loss_min': np.float64(76330.58312988281), 'val_loss_max': np.float64(140703.1219482422), 'val_loss_bottom10%': np.float64(76330.58312988281), 'val_loss_top10%': np.float64(140703.1219482422), 'val_loss_cos1': np.float64(0.9858314528760368), 'val_loss_entropy': np.float64(2.2882957585942143), 'val_avg_loss_std': np.float64(5.230917925716722), 'val_avg_loss_bottom_decile': np.float64(24.958418072394604), 'val_avg_loss_top_decile': np.float64(41.48087321587329), 'val_avg_loss_min': np.float64(22.503120026498472), 'val_avg_loss_max': np.float64(41.48087321587329), 'val_avg_loss_bottom10%': np.float64(22.503120026498472), 'val_avg_loss_top10%': np.float64(41.48087321587329), 'val_avg_loss_cos1': np.float64(0.985831452876037), 'val_avg_loss_entropy': np.float64(2.2882957585951433)}}
{'Role': 'Server #', 'Round': 2, 'Results_weighted_avg': {'test_loss': np.float64(98204.32389526367), 'test_avg_loss': np.float64(28.951746431386695), 'test_total': np.float64(3392.0), 'val_loss': np.float64(102200.02456054688), 'val_avg_loss': np.float64(30.129724221859338), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(98204.32389526367), 'test_avg_loss': np.float64(28.95174643138669), 'test_total': np.float64(3392.0), 'val_loss': np.float64(102200.02456054688), 'val_avg_loss': np.float64(30.12972422185934), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(17370.72098021666), 'test_loss_bottom_decile': np.float64(80293.44506835938), 'test_loss_top_decile': np.float64(135251.28314208984), 'test_loss_min': np.float64(74468.74395751953), 'test_loss_max': np.float64(135251.28314208984), 'test_loss_bottom10%': np.float64(74468.74395751953), 'test_loss_top10%': np.float64(135251.28314208984), 'test_loss_cos1': np.float64(0.9847139000724222), 'test_loss_entropy': np.float64(2.2874072359728097), 'test_avg_loss_std': np.float64(5.121085194639347), 'test_avg_loss_bottom_decile': np.float64(23.671416588549345), 'test_avg_loss_top_decile': np.float64(39.87360941688969), 'test_avg_loss_min': np.float64(21.95422876106118), 'test_avg_loss_max': np.float64(39.87360941688969), 'test_avg_loss_bottom10%': np.float64(21.95422876106118), 'test_avg_loss_top10%': np.float64(39.87360941688969), 'test_avg_loss_cos1': np.float64(0.9847139000724222), 'test_avg_loss_entropy': np.float64(2.2874072359738484), 'val_loss_std': np.float64(18331.292328336855), 'val_loss_bottom_decile': np.float64(81838.6470336914), 'val_loss_top_decile': np.float64(140045.92639160156), 'val_loss_min': np.float64(74426.19165039062), 'val_loss_max': np.float64(140045.92639160156), 'val_loss_bottom10%': np.float64(74426.19165039062), 'val_loss_top10%': np.float64(140045.92639160156), 'val_loss_cos1': np.float64(0.9842918021102034), 'val_loss_entropy': np.float64(2.2867819315473774), 'val_avg_loss_std': np.float64(5.404272502457798), 'val_avg_loss_bottom_decile': np.float64(24.126959620781665), 'val_avg_loss_top_decile': np.float64(41.28712452582593), 'val_avg_loss_min': np.float64(21.94168385919535), 'val_avg_loss_max': np.float64(41.28712452582593), 'val_avg_loss_bottom10%': np.float64(21.94168385919535), 'val_avg_loss_top10%': np.float64(41.28712452582593), 'val_avg_loss_cos1': np.float64(0.9842918021102035), 'val_avg_loss_entropy': np.float64(2.2867819315484237)}}
{'Role': 'Server #', 'Round': 3, 'Results_weighted_avg': {'test_loss': np.float64(94123.74282836914), 'test_avg_loss': np.float64(27.748744937608826), 'test_total': np.float64(3392.0), 'val_loss': np.float64(98113.31774902344), 'val_avg_loss': np.float64(28.924916789216816), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(94123.74282836914), 'test_avg_loss': np.float64(27.748744937608826), 'test_total': np.float64(3392.0), 'val_loss': np.float64(98113.31774902344), 'val_avg_loss': np.float64(28.924916789216816), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(16571.602924840554), 'test_loss_bottom_decile': np.float64(74625.08697509766), 'test_loss_top_decile': np.float64(129393.2280883789), 'test_loss_min': np.float64(72588.92901611328), 'test_loss_max': np.float64(129393.2280883789), 'test_loss_bottom10%': np.float64(72588.92901611328), 'test_loss_top10%': np.float64(129393.2280883789), 'test_loss_cos1': np.float64(0.9848523689741133), 'test_loss_entropy': np.float64(2.2875138867149576), 'test_avg_loss_std': np.float64(4.885496145294974), 'test_avg_loss_bottom_decile': np.float64(22.000320452564168), 'test_avg_loss_top_decile': np.float64(38.14658846945133), 'test_avg_loss_min': np.float64(21.400038035410756), 'test_avg_loss_max': np.float64(38.14658846945133), 'test_avg_loss_bottom10%': np.float64(21.400038035410756), 'test_avg_loss_top10%': np.float64(38.14658846945133), 'test_avg_loss_cos1': np.float64(0.9848523689741135), 'test_avg_loss_entropy': np.float64(2.2875138867160345), 'val_loss_std': np.float64(17473.672063258848), 'val_loss_bottom_decile': np.float64(76478.97827148438), 'val_loss_top_decile': np.float64(134074.7138671875), 'val_loss_min': np.float64(72437.26678466797), 'val_loss_max': np.float64(134074.7138671875), 'val_loss_bottom10%': np.float64(72437.26678466797), 'val_loss_top10%': np.float64(134074.7138671875), 'val_loss_cos1': np.float64(0.9845083277417404), 'val_loss_entropy': np.float64(2.286960679099428), 'val_avg_loss_std': np.float64(5.151436339404142), 'val_avg_loss_bottom_decile': np.float64(22.54686859418761), 'val_avg_loss_top_decile': np.float64(39.526743474996316), 'val_avg_loss_min': np.float64(21.355326292649757), 'val_avg_loss_max': np.float64(39.526743474996316), 'val_avg_loss_bottom10%': np.float64(21.355326292649757), 'val_avg_loss_top10%': np.float64(39.526743474996316), 'val_avg_loss_cos1': np.float64(0.9845083277417404), 'val_avg_loss_entropy': np.float64(2.2869606791005066)}}
{'Role': 'Server #', 'Round': 4, 'Results_weighted_avg': {'test_loss': np.float64(92765.45567321777), 'test_avg_loss': np.float64(27.348306507434486), 'test_total': np.float64(3392.0), 'val_loss': np.float64(96845.4800415039), 'val_avg_loss': np.float64(28.55114388016035), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(92765.45567321777), 'test_avg_loss': np.float64(27.348306507434483), 'test_total': np.float64(3392.0), 'val_loss': np.float64(96845.4800415039), 'val_avg_loss': np.float64(28.55114388016035), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15884.38437455886), 'test_loss_bottom_decile': np.float64(73322.42211914062), 'test_loss_top_decile': np.float64(127079.7601928711), 'test_loss_min': np.float64(72694.50903320312), 'test_loss_max': np.float64(127079.7601928711), 'test_loss_bottom10%': np.float64(72694.50903320312), 'test_loss_top10%': np.float64(127079.7601928711), 'test_loss_cos1': np.float64(0.9856545564108627), 'test_loss_entropy': np.float64(2.288334571800224), 'test_avg_loss_std': np.float64(4.682896336839287), 'test_avg_loss_bottom_decile': np.float64(21.616280105878722), 'test_avg_loss_top_decile': np.float64(37.464551943653035), 'test_avg_loss_min': np.float64(21.431164219694317), 'test_avg_loss_max': np.float64(37.464551943653035), 'test_avg_loss_bottom10%': np.float64(21.431164219694317), 'test_avg_loss_top10%': np.float64(37.464551943653035), 'test_avg_loss_cos1': np.float64(0.9856545564108627), 'test_avg_loss_entropy': np.float64(2.2883345718012564), 'val_loss_std': np.float64(16852.841056585377), 'val_loss_bottom_decile': np.float64(75354.53826904297), 'val_loss_top_decile': np.float64(131962.65032958984), 'val_loss_min': np.float64(72609.2919921875), 'val_loss_max': np.float64(131962.65032958984), 'val_loss_bottom10%': np.float64(72609.2919921875), 'val_loss_top10%': np.float64(131962.65032958984), 'val_loss_cos1': np.float64(0.9851943215529133), 'val_loss_entropy': np.float64(2.2876794339507307), 'val_avg_loss_std': np.float64(4.968408330361255), 'val_avg_loss_bottom_decile': np.float64(22.215370951958423), 'val_avg_loss_top_decile': np.float64(38.90408323395927), 'val_avg_loss_min': np.float64(21.40604127128169), 'val_avg_loss_max': np.float64(38.90408323395927), 'val_avg_loss_bottom10%': np.float64(21.40604127128169), 'val_avg_loss_top10%': np.float64(38.90408323395927), 'val_avg_loss_cos1': np.float64(0.9851943215529134), 'val_avg_loss_entropy': np.float64(2.287679433951773)}}
{'Role': 'Server #', 'Round': 5, 'Results_weighted_avg': {'test_loss': np.float64(92358.05826416015), 'test_avg_loss': np.float64(27.22820113919816), 'test_total': np.float64(3392.0), 'val_loss': np.float64(96543.19562988282), 'val_avg_loss': np.float64(28.46202701352677), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(92358.05826416015), 'test_avg_loss': np.float64(27.22820113919816), 'test_total': np.float64(3392.0), 'val_loss': np.float64(96543.19562988282), 'val_avg_loss': np.float64(28.462027013526768), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15624.682184144825), 'test_loss_bottom_decile': np.float64(73162.7099609375), 'test_loss_top_decile': np.float64(126336.14581298828), 'test_loss_min': np.float64(72489.77154541016), 'test_loss_max': np.float64(126336.14581298828), 'test_loss_bottom10%': np.float64(72489.77154541016), 'test_loss_top10%': np.float64(126336.14581298828), 'test_loss_cos1': np.float64(0.9859899170887272), 'test_loss_entropy': np.float64(2.288672669561156), 'test_avg_loss_std': np.float64(4.606333191080433), 'test_avg_loss_bottom_decile': np.float64(21.56919515357827), 'test_avg_loss_top_decile': np.float64(37.24532600618758), 'test_avg_loss_min': np.float64(21.37080529051007), 'test_avg_loss_max': np.float64(37.24532600618758), 'test_avg_loss_bottom10%': np.float64(21.37080529051007), 'test_avg_loss_top10%': np.float64(37.24532600618758), 'test_avg_loss_cos1': np.float64(0.9859899170887275), 'test_avg_loss_entropy': np.float64(2.288672669562169), 'val_loss_std': np.float64(16622.137891173712), 'val_loss_bottom_decile': np.float64(74734.18048095703), 'val_loss_top_decile': np.float64(131356.4971923828), 'val_loss_min': np.float64(73189.12353515625), 'val_loss_max': np.float64(131356.4971923828), 'val_loss_bottom10%': np.float64(73189.12353515625), 'val_loss_top10%': np.float64(131356.4971923828), 'val_loss_cos1': np.float64(0.9854998110366202), 'val_loss_entropy': np.float64(2.2879996906536277), 'val_avg_loss_std': np.float64(4.900394425463949), 'val_avg_loss_bottom_decile': np.float64(22.032482453112333), 'val_avg_loss_top_decile': np.float64(38.72538242699965), 'val_avg_loss_min': np.float64(21.576982174279554), 'val_avg_loss_max': np.float64(38.72538242699965), 'val_avg_loss_bottom10%': np.float64(21.576982174279554), 'val_avg_loss_top10%': np.float64(38.72538242699965), 'val_avg_loss_cos1': np.float64(0.9854998110366202), 'val_avg_loss_entropy': np.float64(2.28799969065465)}}
{'Role': 'Server #', 'Round': 6, 'Results_weighted_avg': {'test_loss': np.float64(91064.54966430664), 'test_avg_loss': np.float64(26.84686016046776), 'test_total': np.float64(3392.0), 'val_loss': np.float64(95148.227734375), 'val_avg_loss': np.float64(28.050774685841688), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(91064.54966430664), 'test_avg_loss': np.float64(26.84686016046776), 'test_total': np.float64(3392.0), 'val_loss': np.float64(95148.227734375), 'val_avg_loss': np.float64(28.05077468584169), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15406.433286677902), 'test_loss_bottom_decile': np.float64(71776.0786743164), 'test_loss_top_decile': np.float64(124692.39294433594), 'test_loss_min': np.float64(71633.35778808594), 'test_loss_max': np.float64(124692.39294433594), 'test_loss_bottom10%': np.float64(71633.35778808594), 'test_loss_top10%': np.float64(124692.39294433594), 'test_loss_cos1': np.float64(0.9859888832930181), 'test_loss_entropy': np.float64(2.2886738642855557), 'test_avg_loss_std': np.float64(4.541990945364948), 'test_avg_loss_bottom_decile': np.float64(21.160400552569694), 'test_avg_loss_top_decile': np.float64(36.760729051985834), 'test_avg_loss_min': np.float64(21.118324819600808), 'test_avg_loss_max': np.float64(36.760729051985834), 'test_avg_loss_bottom10%': np.float64(21.118324819600808), 'test_avg_loss_top10%': np.float64(36.760729051985834), 'test_avg_loss_cos1': np.float64(0.985988883293018), 'test_avg_loss_entropy': np.float64(2.288673864286583), 'val_loss_std': np.float64(16414.826678433586), 'val_loss_bottom_decile': np.float64(74002.96984863281), 'val_loss_top_decile': np.float64(129549.37194824219), 'val_loss_min': np.float64(71500.4223022461), 'val_loss_max': np.float64(129549.37194824219), 'val_loss_bottom10%': np.float64(71500.4223022461), 'val_loss_top10%': np.float64(129549.37194824219), 'val_loss_cos1': np.float64(0.9854428390488796), 'val_loss_entropy': np.float64(2.2879319179828714), 'val_avg_loss_std': np.float64(4.83927673302877), 'val_avg_loss_bottom_decile': np.float64(21.816913280846936), 'val_avg_loss_top_decile': np.float64(38.192621447005365), 'val_avg_loss_min': np.float64(21.079133933445192), 'val_avg_loss_max': np.float64(38.192621447005365), 'val_avg_loss_bottom10%': np.float64(21.079133933445192), 'val_avg_loss_top10%': np.float64(38.192621447005365), 'val_avg_loss_cos1': np.float64(0.9854428390488795), 'val_avg_loss_entropy': np.float64(2.287931917983914)}}
{'Role': 'Server #', 'Round': 7, 'Results_weighted_avg': {'test_loss': np.float64(90559.08076782226), 'test_avg_loss': np.float64(26.697842207494773), 'test_total': np.float64(3392.0), 'val_loss': np.float64(94642.48393554687), 'val_avg_loss': np.float64(27.90167568854566), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(90559.08076782226), 'test_avg_loss': np.float64(26.697842207494773), 'test_total': np.float64(3392.0), 'val_loss': np.float64(94642.48393554687), 'val_avg_loss': np.float64(27.90167568854566), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15223.637849557337), 'test_loss_bottom_decile': np.float64(71678.85723876953), 'test_loss_top_decile': np.float64(124103.98040771484), 'test_loss_min': np.float64(71622.57720947266), 'test_loss_max': np.float64(124103.98040771484), 'test_loss_bottom10%': np.float64(71622.57720947266), 'test_loss_top10%': np.float64(124103.98040771484), 'test_loss_cos1': np.float64(0.9861625800894526), 'test_loss_entropy': np.float64(2.2888746186544218), 'test_avg_loss_std': np.float64(4.488100781119498), 'test_avg_loss_bottom_decile': np.float64(21.13173857275045), 'test_avg_loss_top_decile': np.float64(36.58725837491593), 'test_avg_loss_min': np.float64(21.115146582981325), 'test_avg_loss_max': np.float64(36.58725837491593), 'test_avg_loss_bottom10%': np.float64(21.115146582981325), 'test_avg_loss_top10%': np.float64(36.58725837491593), 'test_avg_loss_cos1': np.float64(0.9861625800894526), 'test_avg_loss_entropy': np.float64(2.2888746186554387), 'val_loss_std': np.float64(16242.237503814113), 'val_loss_bottom_decile': np.float64(73827.25811767578), 'val_loss_top_decile': np.float64(128932.5668334961), 'val_loss_min': np.float64(71617.1689453125), 'val_loss_max': np.float64(128932.5668334961), 'val_loss_bottom10%': np.float64(71617.1689453125), 'val_loss_top10%': np.float64(128932.5668334961), 'val_loss_cos1': np.float64(0.9855913481931259), 'val_loss_entropy': np.float64(2.288110827295626), 'val_avg_loss_std': np.float64(4.788395490511236), 'val_avg_loss_bottom_decile': np.float64(21.765111473371398), 'val_avg_loss_top_decile': np.float64(38.0107803164788), 'val_avg_loss_min': np.float64(21.11355216548128), 'val_avg_loss_max': np.float64(38.0107803164788), 'val_avg_loss_bottom10%': np.float64(21.11355216548128), 'val_avg_loss_top10%': np.float64(38.0107803164788), 'val_avg_loss_cos1': np.float64(0.9855913481931261), 'val_avg_loss_entropy': np.float64(2.2881108272966606)}}
{'Role': 'Server #', 'Round': 8, 'Results_weighted_avg': {'test_loss': np.float64(89723.30192871093), 'test_avg_loss': np.float64(26.451445144077518), 'test_total': np.float64(3392.0), 'val_loss': np.float64(93934.26903076172), 'val_avg_loss': np.float64(27.69288591708777), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(89723.30192871093), 'test_avg_loss': np.float64(26.451445144077514), 'test_total': np.float64(3392.0), 'val_loss': np.float64(93934.26903076172), 'val_avg_loss': np.float64(27.692885917087768), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15167.98085145764), 'test_loss_bottom_decile': np.float64(71388.72882080078), 'test_loss_top_decile': np.float64(123371.01397705078), 'test_loss_min': np.float64(70671.68743896484), 'test_loss_max': np.float64(123371.01397705078), 'test_loss_bottom10%': np.float64(70671.68743896484), 'test_loss_top10%': np.float64(123371.01397705078), 'test_loss_cos1': np.float64(0.9860097305949979), 'test_loss_entropy': np.float64(2.288743548613295), 'test_avg_loss_std': np.float64(4.471692468000484), 'test_avg_loss_bottom_decile': np.float64(21.046205430660606), 'test_avg_loss_top_decile': np.float64(36.37117157342299), 'test_avg_loss_min': np.float64(20.834813513845766), 'test_avg_loss_max': np.float64(36.37117157342299), 'test_avg_loss_bottom10%': np.float64(20.834813513845766), 'test_avg_loss_top10%': np.float64(36.37117157342299), 'test_avg_loss_cos1': np.float64(0.9860097305949977), 'test_avg_loss_entropy': np.float64(2.288743548614331), 'val_loss_std': np.float64(16238.706243800665), 'val_loss_bottom_decile': np.float64(72957.2275390625), 'val_loss_top_decile': np.float64(128331.31854248047), 'val_loss_min': np.float64(71356.63537597656), 'val_loss_max': np.float64(128331.31854248047), 'val_loss_bottom10%': np.float64(71356.63537597656), 'val_loss_top10%': np.float64(128331.31854248047), 'val_loss_cos1': np.float64(0.9853842406053767), 'val_loss_entropy': np.float64(2.287917683939444), 'val_avg_loss_std': np.float64(4.787354435082743), 'val_avg_loss_bottom_decile': np.float64(21.508616609393425), 'val_avg_loss_top_decile': np.float64(37.833525513702966), 'val_avg_loss_min': np.float64(21.03674391980441), 'val_avg_loss_max': np.float64(37.833525513702966), 'val_avg_loss_bottom10%': np.float64(21.03674391980441), 'val_avg_loss_top10%': np.float64(37.833525513702966), 'val_avg_loss_cos1': np.float64(0.9853842406053769), 'val_avg_loss_entropy': np.float64(2.2879176839404995)}}
{'Role': 'Server #', 'Round': 9, 'Results_weighted_avg': {'test_loss': np.float64(89415.87890930175), 'test_avg_loss': np.float64(26.360813357695093), 'test_total': np.float64(3392.0), 'val_loss': np.float64(93642.29001464843), 'val_avg_loss': np.float64(27.60680719771475), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(89415.87890930175), 'test_avg_loss': np.float64(26.360813357695093), 'test_total': np.float64(3392.0), 'val_loss': np.float64(93642.29001464843), 'val_avg_loss': np.float64(27.60680719771475), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15252.535592579863), 'test_loss_bottom_decile': np.float64(70772.8579711914), 'test_loss_top_decile': np.float64(123494.94342041016), 'test_loss_min': np.float64(70641.85424804688), 'test_loss_max': np.float64(123494.94342041016), 'test_loss_bottom10%': np.float64(70641.85424804688), 'test_loss_top10%': np.float64(123494.94342041016), 'test_loss_cos1': np.float64(0.9857612698162366), 'test_loss_entropy': np.float64(2.2885109800166052), 'test_avg_loss_std': np.float64(4.4966201629068), 'test_avg_loss_bottom_decile': np.float64(20.864639732072938), 'test_avg_loss_top_decile': np.float64(36.407707376300166), 'test_avg_loss_min': np.float64(20.826018351428914), 'test_avg_loss_max': np.float64(36.407707376300166), 'test_avg_loss_bottom10%': np.float64(20.826018351428914), 'test_avg_loss_top10%': np.float64(36.407707376300166), 'test_avg_loss_cos1': np.float64(0.9857612698162367), 'test_avg_loss_entropy': np.float64(2.288510980017661), 'val_loss_std': np.float64(16364.631659892195), 'val_loss_bottom_decile': np.float64(72855.08001708984), 'val_loss_top_decile': np.float64(128456.69860839844), 'val_loss_min': np.float64(70826.37084960938), 'val_loss_max': np.float64(128456.69860839844), 'val_loss_bottom10%': np.float64(70826.37084960938), 'val_loss_top10%': np.float64(128456.69860839844), 'val_loss_cos1': np.float64(0.9850711101598326), 'val_loss_entropy': np.float64(2.2876106536521643), 'val_avg_loss_std': np.float64(4.824478673317273), 'val_avg_loss_bottom_decile': np.float64(21.478502363528847), 'val_avg_loss_top_decile': np.float64(37.870488976532556), 'val_avg_loss_min': np.float64(20.880415934436726), 'val_avg_loss_max': np.float64(37.870488976532556), 'val_avg_loss_bottom10%': np.float64(20.880415934436726), 'val_avg_loss_top10%': np.float64(37.870488976532556), 'val_avg_loss_cos1': np.float64(0.9850711101598326), 'val_avg_loss_entropy': np.float64(2.2876106536532443)}}
{'Role': 'Server #', 'Round': 10, 'Results_weighted_avg': {'test_loss': np.float64(88941.15530090332), 'test_avg_loss': np.float64(26.220859463709704), 'test_total': np.float64(3392.0), 'val_loss': np.float64(93176.7938293457), 'val_avg_loss': np.float64(27.46957365251937), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(88941.15530090332), 'test_avg_loss': np.float64(26.2208594637097), 'test_total': np.float64(3392.0), 'val_loss': np.float64(93176.7938293457), 'val_avg_loss': np.float64(27.46957365251937), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15306.384271074689), 'test_loss_bottom_decile': np.float64(70518.38092041016), 'test_loss_top_decile': np.float64(123310.42974853516), 'test_loss_min': np.float64(70254.32739257812), 'test_loss_max': np.float64(123310.42974853516), 'test_loss_bottom10%': np.float64(70254.32739257812), 'test_loss_top10%': np.float64(123310.42974853516), 'test_loss_cos1': np.float64(0.9855125688206839), 'test_loss_entropy': np.float64(2.2882888564448094), 'test_avg_loss_std': np.float64(4.5124953629347555), 'test_avg_loss_bottom_decile': np.float64(20.789617016630352), 'test_avg_loss_top_decile': np.float64(36.353310656997394), 'test_avg_loss_min': np.float64(20.71177104734025), 'test_avg_loss_max': np.float64(36.353310656997394), 'test_avg_loss_bottom10%': np.float64(20.71177104734025), 'test_avg_loss_top10%': np.float64(36.353310656997394), 'test_avg_loss_cos1': np.float64(0.9855125688206837), 'test_avg_loss_entropy': np.float64(2.2882888564458868), 'val_loss_std': np.float64(16381.306737579616), 'val_loss_bottom_decile': np.float64(72830.04473876953), 'val_loss_top_decile': np.float64(128248.57421875), 'val_loss_min': np.float64(70308.16076660156), 'val_loss_max': np.float64(128248.57421875), 'val_loss_bottom10%': np.float64(70308.16076660156), 'val_loss_top10%': np.float64(128248.57421875), 'val_loss_cos1': np.float64(0.9848948926382434), 'val_loss_entropy': np.float64(2.287460285262667), 'val_avg_loss_std': np.float64(4.82939467499399), 'val_avg_loss_bottom_decile': np.float64(21.47112168006177), 'val_avg_loss_top_decile': np.float64(37.80913155033903), 'val_avg_loss_min': np.float64(20.72764173543678), 'val_avg_loss_max': np.float64(37.80913155033903), 'val_avg_loss_bottom10%': np.float64(20.72764173543678), 'val_avg_loss_top10%': np.float64(37.80913155033903), 'val_avg_loss_cos1': np.float64(0.9848948926382435), 'val_avg_loss_entropy': np.float64(2.2874602852637627)}}
{'Role': 'Server #', 'Round': 11, 'Results_weighted_avg': {'test_loss': np.float64(89112.21936950684), 'test_avg_loss': np.float64(26.271291087708384), 'test_total': np.float64(3392.0), 'val_loss': np.float64(93256.28614196778), 'val_avg_loss': np.float64(27.49300888619333), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(89112.21936950684), 'test_avg_loss': np.float64(26.271291087708384), 'test_total': np.float64(3392.0), 'val_loss': np.float64(93256.28614196778), 'val_avg_loss': np.float64(27.49300888619333), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15467.466163129224), 'test_loss_bottom_decile': np.float64(70997.20532226562), 'test_loss_top_decile': np.float64(123880.08618164062), 'test_loss_min': np.float64(70331.35009765625), 'test_loss_max': np.float64(123880.08618164062), 'test_loss_bottom10%': np.float64(70331.35009765625), 'test_loss_top10%': np.float64(123880.08618164062), 'test_loss_cos1': np.float64(0.9852682742884022), 'test_loss_entropy': np.float64(2.288065097874104), 'test_avg_loss_std': np.float64(4.559984128281021), 'test_avg_loss_bottom_decile': np.float64(20.93077987095095), 'test_avg_loss_top_decile': np.float64(36.52125182241764), 'test_avg_loss_min': np.float64(20.734478212752432), 'test_avg_loss_max': np.float64(36.52125182241764), 'test_avg_loss_bottom10%': np.float64(20.734478212752432), 'test_avg_loss_top10%': np.float64(36.52125182241764), 'test_avg_loss_cos1': np.float64(0.985268274288402), 'test_avg_loss_entropy': np.float64(2.2880650978751946), 'val_loss_std': np.float64(16450.061475512983), 'val_loss_bottom_decile': np.float64(73288.43786621094), 'val_loss_top_decile': np.float64(128534.83703613281), 'val_loss_min': np.float64(70466.12176513672), 'val_loss_max': np.float64(128534.83703613281), 'val_loss_bottom10%': np.float64(70466.12176513672), 'val_loss_top10%': np.float64(128534.83703613281), 'val_loss_cos1': np.float64(0.9847960809699441), 'val_loss_entropy': np.float64(2.287382941366777), 'val_avg_loss_std': np.float64(4.8496643500922705), 'val_avg_loss_bottom_decile': np.float64(21.606261163387657), 'val_avg_loss_top_decile': np.float64(37.893525069614626), 'val_avg_loss_min': np.float64(20.774210426042664), 'val_avg_loss_max': np.float64(37.893525069614626), 'val_avg_loss_bottom10%': np.float64(20.774210426042664), 'val_avg_loss_top10%': np.float64(37.893525069614626), 'val_avg_loss_cos1': np.float64(0.984796080969944), 'val_avg_loss_entropy': np.float64(2.2873829413678766)}}
{'Role': 'Server #', 'Round': 12, 'Results_weighted_avg': {'test_loss': np.float64(88687.2081237793), 'test_avg_loss': np.float64(26.14599296101984), 'test_total': np.float64(3392.0), 'val_loss': np.float64(92955.1529296875), 'val_avg_loss': np.float64(27.404231406157873), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(88687.2081237793), 'test_avg_loss': np.float64(26.14599296101984), 'test_total': np.float64(3392.0), 'val_loss': np.float64(92955.1529296875), 'val_avg_loss': np.float64(27.404231406157873), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15116.603058653965), 'test_loss_bottom_decile': np.float64(70823.38598632812), 'test_loss_top_decile': np.float64(122537.06811523438), 'test_loss_min': np.float64(70189.4204711914), 'test_loss_max': np.float64(122537.06811523438), 'test_loss_bottom10%': np.float64(70189.4204711914), 'test_loss_top10%': np.float64(122537.06811523438), 'test_loss_cos1': np.float64(0.9857827004640345), 'test_loss_entropy': np.float64(2.288562125382411), 'test_avg_loss_std': np.float64(4.45654571304657), 'test_avg_loss_bottom_decile': np.float64(20.87953596295051), 'test_avg_loss_top_decile': np.float64(36.12531489246297), 'test_avg_loss_min': np.float64(20.692635752120108), 'test_avg_loss_max': np.float64(36.12531489246297), 'test_avg_loss_bottom10%': np.float64(20.692635752120108), 'test_avg_loss_top10%': np.float64(36.12531489246297), 'test_avg_loss_cos1': np.float64(0.9857827004640344), 'test_avg_loss_entropy': np.float64(2.2885621253834705), 'val_loss_std': np.float64(16162.65833195519), 'val_loss_bottom_decile': np.float64(72465.7392578125), 'val_loss_top_decile': np.float64(127452.20928955078), 'val_loss_min': np.float64(71139.93341064453), 'val_loss_max': np.float64(127452.20928955078), 'val_loss_bottom10%': np.float64(71139.93341064453), 'val_loss_top10%': np.float64(127452.20928955078), 'val_loss_cos1': np.float64(0.9852179361357077), 'val_loss_entropy': np.float64(2.287799142870423), 'val_avg_loss_std': np.float64(4.76493464975094), 'val_avg_loss_bottom_decile': np.float64(21.363720300062646), 'val_avg_loss_top_decile': np.float64(37.574354153759074), 'val_avg_loss_min': np.float64(20.972857727194732), 'val_avg_loss_max': np.float64(37.574354153759074), 'val_avg_loss_bottom10%': np.float64(20.972857727194732), 'val_avg_loss_top10%': np.float64(37.574354153759074), 'val_avg_loss_cos1': np.float64(0.985217936135708), 'val_avg_loss_entropy': np.float64(2.2877991428714965)}}
{'Role': 'Server #', 'Round': 13, 'Results_weighted_avg': {'test_loss': np.float64(88980.49272460937), 'test_avg_loss': np.float64(26.232456581547574), 'test_total': np.float64(3392.0), 'val_loss': np.float64(93193.00111083985), 'val_avg_loss': np.float64(27.474351742582503), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(88980.49272460937), 'test_avg_loss': np.float64(26.23245658154758), 'test_total': np.float64(3392.0), 'val_loss': np.float64(93193.00111083985), 'val_avg_loss': np.float64(27.474351742582503), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15534.970306721156), 'test_loss_bottom_decile': np.float64(70539.80102539062), 'test_loss_top_decile': np.float64(123988.33740234375), 'test_loss_min': np.float64(70037.46905517578), 'test_loss_max': np.float64(123988.33740234375), 'test_loss_bottom10%': np.float64(70037.46905517578), 'test_loss_top10%': np.float64(123988.33740234375), 'test_loss_cos1': np.float64(0.9850992209609329), 'test_loss_entropy': np.float64(2.287896264270945), 'test_avg_loss_std': np.float64(4.579885114009776), 'test_avg_loss_bottom_decile': np.float64(20.79593190607035), 'test_avg_loss_top_decile': np.float64(36.55316550776644), 'test_avg_loss_min': np.float64(20.64783875447399), 'test_avg_loss_max': np.float64(36.55316550776644), 'test_avg_loss_bottom10%': np.float64(20.64783875447399), 'test_avg_loss_top10%': np.float64(36.55316550776644), 'test_avg_loss_cos1': np.float64(0.9850992209609329), 'test_avg_loss_entropy': np.float64(2.287896264272051), 'val_loss_std': np.float64(16562.25716500611), 'val_loss_bottom_decile': np.float64(72953.43395996094), 'val_loss_top_decile': np.float64(128795.78619384766), 'val_loss_min': np.float64(70286.69805908203), 'val_loss_max': np.float64(128795.78619384766), 'val_loss_bottom10%': np.float64(70286.69805908203), 'val_loss_top10%': np.float64(128795.78619384766), 'val_loss_cos1': np.float64(0.9845723149931056), 'val_loss_entropy': np.float64(2.287159261940289), 'val_avg_loss_std': np.float64(4.882740909494727), 'val_avg_loss_bottom_decile': np.float64(21.507498219328106), 'val_avg_loss_top_decile': np.float64(37.97045583545037), 'val_avg_loss_min': np.float64(20.721314286285978), 'val_avg_loss_max': np.float64(37.97045583545037), 'val_avg_loss_bottom10%': np.float64(20.721314286285978), 'val_avg_loss_top10%': np.float64(37.97045583545037), 'val_avg_loss_cos1': np.float64(0.9845723149931056), 'val_avg_loss_entropy': np.float64(2.2871592619414054)}}
{'Role': 'Server #', 'Round': 14, 'Results_weighted_avg': {'test_loss': np.float64(88091.10098571777), 'test_avg_loss': np.float64(25.970253828336606), 'test_total': np.float64(3392.0), 'val_loss': np.float64(92315.5015258789), 'val_avg_loss': np.float64(27.215654930978452), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(88091.10098571777), 'test_avg_loss': np.float64(25.97025382833661), 'test_total': np.float64(3392.0), 'val_loss': np.float64(92315.5015258789), 'val_avg_loss': np.float64(27.215654930978452), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15064.587991102333), 'test_loss_bottom_decile': np.float64(70101.68371582031), 'test_loss_top_decile': np.float64(121947.64477539062), 'test_loss_min': np.float64(69558.00415039062), 'test_loss_max': np.float64(121947.64477539062), 'test_loss_bottom10%': np.float64(69558.00415039062), 'test_loss_top10%': np.float64(121947.64477539062), 'test_loss_cos1': np.float64(0.9856906429829309), 'test_loss_entropy': np.float64(2.2884718826806374), 'test_avg_loss_std': np.float64(4.441211082282528), 'test_avg_loss_bottom_decile': np.float64(20.666769963390422), 'test_avg_loss_top_decile': np.float64(35.95154621915997), 'test_avg_loss_min': np.float64(20.506487072638745), 'test_avg_loss_max': np.float64(35.95154621915997), 'test_avg_loss_bottom10%': np.float64(20.506487072638745), 'test_avg_loss_top10%': np.float64(35.95154621915997), 'test_avg_loss_cos1': np.float64(0.9856906429829311), 'test_avg_loss_entropy': np.float64(2.2884718826817108), 'val_loss_std': np.float64(16138.244241491508), 'val_loss_bottom_decile': np.float64(71857.42700195312), 'val_loss_top_decile': np.float64(126847.84832763672), 'val_loss_min': np.float64(70382.10675048828), 'val_loss_max': np.float64(126847.84832763672), 'val_loss_bottom10%': np.float64(70382.10675048828), 'val_loss_top10%': np.float64(126847.84832763672), 'val_loss_cos1': np.float64(0.9850611961746369), 'val_loss_entropy': np.float64(2.2876396301231914), 'val_avg_loss_std': np.float64(4.7577370994963175), 'val_avg_loss_bottom_decile': np.float64(21.184382960481464), 'val_avg_loss_top_decile': np.float64(37.3961817003646), 'val_avg_loss_min': np.float64(20.74944184861093), 'val_avg_loss_max': np.float64(37.3961817003646), 'val_avg_loss_bottom10%': np.float64(20.74944184861093), 'val_avg_loss_top10%': np.float64(37.3961817003646), 'val_avg_loss_cos1': np.float64(0.9850611961746372), 'val_avg_loss_entropy': np.float64(2.287639630124284)}}
{'Role': 'Server #', 'Round': 15, 'Results_weighted_avg': {'test_loss': np.float64(87941.26192016601), 'test_avg_loss': np.float64(25.926079575520642), 'test_total': np.float64(3392.0), 'val_loss': np.float64(92110.82404479981), 'val_avg_loss': np.float64(27.155313692452772), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(87941.26192016601), 'test_avg_loss': np.float64(25.92607957552064), 'test_total': np.float64(3392.0), 'val_loss': np.float64(92110.82404479981), 'val_avg_loss': np.float64(27.155313692452772), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15435.153010797532), 'test_loss_bottom_decile': np.float64(69693.3120727539), 'test_loss_top_decile': np.float64(122846.30096435547), 'test_loss_min': np.float64(69142.61749267578), 'test_loss_max': np.float64(122846.30096435547), 'test_loss_bottom10%': np.float64(69142.61749267578), 'test_loss_top10%': np.float64(122846.30096435547), 'test_loss_cos1': np.float64(0.9849439422335869), 'test_loss_entropy': np.float64(2.287751631472334), 'test_avg_loss_std': np.float64(4.550457845164367), 'test_avg_loss_bottom_decile': np.float64(20.54637737993924), 'test_avg_loss_top_decile': np.float64(36.2164802371331), 'test_avg_loss_min': np.float64(20.384026383453946), 'test_avg_loss_max': np.float64(36.2164802371331), 'test_avg_loss_bottom10%': np.float64(20.384026383453946), 'test_avg_loss_top10%': np.float64(36.2164802371331), 'test_avg_loss_cos1': np.float64(0.9849439422335874), 'test_avg_loss_entropy': np.float64(2.2877516314734634), 'val_loss_std': np.float64(16475.951886591643), 'val_loss_bottom_decile': np.float64(71968.3939819336), 'val_loss_top_decile': np.float64(127662.47052001953), 'val_loss_min': np.float64(69519.31634521484), 'val_loss_max': np.float64(127662.47052001953), 'val_loss_bottom10%': np.float64(69519.31634521484), 'val_loss_top10%': np.float64(127662.47052001953), 'val_loss_cos1': np.float64(0.984376508349629), 'val_loss_entropy': np.float64(2.286973643424081), 'val_avg_loss_std': np.float64(4.8572971363772535), 'val_avg_loss_bottom_decile': np.float64(21.217097282409668), 'val_avg_loss_top_decile': np.float64(37.63634154481708), 'val_avg_loss_min': np.float64(20.495081469697773), 'val_avg_loss_max': np.float64(37.63634154481708), 'val_avg_loss_bottom10%': np.float64(20.495081469697773), 'val_avg_loss_top10%': np.float64(37.63634154481708), 'val_avg_loss_cos1': np.float64(0.9843765083496291), 'val_avg_loss_entropy': np.float64(2.2869736434252226)}}
{'Role': 'Server #', 'Round': 16, 'Results_weighted_avg': {'test_loss': np.float64(87491.16026611328), 'test_avg_loss': np.float64(25.79338451241547), 'test_total': np.float64(3392.0), 'val_loss': np.float64(91685.72498168945), 'val_avg_loss': np.float64(27.029989676205616), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(87491.16026611328), 'test_avg_loss': np.float64(25.793384512415475), 'test_total': np.float64(3392.0), 'val_loss': np.float64(91685.72498168945), 'val_avg_loss': np.float64(27.029989676205616), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15154.878559505818), 'test_loss_bottom_decile': np.float64(69444.76684570312), 'test_loss_top_decile': np.float64(121737.2279663086), 'test_loss_min': np.float64(69200.28369140625), 'test_loss_max': np.float64(121737.2279663086), 'test_loss_bottom10%': np.float64(69200.28369140625), 'test_loss_top10%': np.float64(121737.2279663086), 'test_loss_cos1': np.float64(0.9853274504151236), 'test_loss_entropy': np.float64(2.288133790754098), 'test_avg_loss_std': np.float64(4.467829764005253), 'test_avg_loss_bottom_decile': np.float64(20.473103433285118), 'test_avg_loss_top_decile': np.float64(35.889512961765504), 'test_avg_loss_min': np.float64(20.40102703166458), 'test_avg_loss_max': np.float64(35.889512961765504), 'test_avg_loss_bottom10%': np.float64(20.40102703166458), 'test_avg_loss_top10%': np.float64(35.889512961765504), 'test_avg_loss_cos1': np.float64(0.9853274504151237), 'test_avg_loss_entropy': np.float64(2.288133790755204), 'val_loss_std': np.float64(16213.399283476136), 'val_loss_bottom_decile': np.float64(71454.80841064453), 'val_loss_top_decile': np.float64(126588.46221923828), 'val_loss_min': np.float64(69840.90124511719), 'val_loss_max': np.float64(126588.46221923828), 'val_loss_bottom10%': np.float64(69840.90124511719), 'val_loss_top10%': np.float64(126588.46221923828), 'val_loss_cos1': np.float64(0.9847218005636674), 'val_loss_entropy': np.float64(2.287326785663853), 'val_avg_loss_std': np.float64(4.779893656685182), 'val_avg_loss_bottom_decile': np.float64(21.065686441817373), 'val_avg_loss_top_decile': np.float64(37.31971173916223), 'val_avg_loss_min': np.float64(20.589888338772756), 'val_avg_loss_max': np.float64(37.31971173916223), 'val_avg_loss_bottom10%': np.float64(20.589888338772756), 'val_avg_loss_top10%': np.float64(37.31971173916223), 'val_avg_loss_cos1': np.float64(0.9847218005636675), 'val_avg_loss_entropy': np.float64(2.2873267856649746)}}
{'Role': 'Server #', 'Round': 17, 'Results_weighted_avg': {'test_loss': np.float64(87121.60930175781), 'test_avg_loss': np.float64(25.684436704527656), 'test_total': np.float64(3392.0), 'val_loss': np.float64(91340.47234191894), 'val_avg_loss': np.float64(26.92820528948082), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(87121.60930175781), 'test_avg_loss': np.float64(25.684436704527663), 'test_total': np.float64(3392.0), 'val_loss': np.float64(91340.47234191894), 'val_avg_loss': np.float64(26.92820528948082), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15001.569703686226), 'test_loss_bottom_decile': np.float64(69275.35046386719), 'test_loss_top_decile': np.float64(120971.6987915039), 'test_loss_min': np.float64(68913.25793457031), 'test_loss_max': np.float64(120971.6987915039), 'test_loss_bottom10%': np.float64(68913.25793457031), 'test_loss_top10%': np.float64(120971.6987915039), 'test_loss_cos1': np.float64(0.9854968313712194), 'test_loss_entropy': np.float64(2.2882989650731984), 'test_avg_loss_std': np.float64(4.422632577737684), 'test_avg_loss_bottom_decile': np.float64(20.423157565998583), 'test_avg_loss_top_decile': np.float64(35.663826294665064), 'test_avg_loss_min': np.float64(20.316408589201153), 'test_avg_loss_max': np.float64(35.663826294665064), 'test_avg_loss_bottom10%': np.float64(20.316408589201153), 'test_avg_loss_top10%': np.float64(35.663826294665064), 'test_avg_loss_cos1': np.float64(0.9854968313712194), 'test_avg_loss_entropy': np.float64(2.2882989650742966), 'val_loss_std': np.float64(16064.139605480592), 'val_loss_bottom_decile': np.float64(71175.72747802734), 'val_loss_top_decile': np.float64(125848.69165039062), 'val_loss_min': np.float64(69663.29559326172), 'val_loss_max': np.float64(125848.69165039062), 'val_loss_bottom10%': np.float64(69663.29559326172), 'val_loss_top10%': np.float64(125848.69165039062), 'val_loss_cos1': np.float64(0.984884456437181), 'val_loss_entropy': np.float64(2.287483673948999), 'val_avg_loss_std': np.float64(4.735890213879892), 'val_avg_loss_bottom_decile': np.float64(20.983410223475044), 'val_avg_loss_top_decile': np.float64(37.10161900070479), 'val_avg_loss_min': np.float64(20.53752818197574), 'val_avg_loss_max': np.float64(37.10161900070479), 'val_avg_loss_bottom10%': np.float64(20.53752818197574), 'val_avg_loss_top10%': np.float64(37.10161900070479), 'val_avg_loss_cos1': np.float64(0.984884456437181), 'val_avg_loss_entropy': np.float64(2.287483673950114)}}
{'Role': 'Server #', 'Round': 18, 'Results_weighted_avg': {'test_loss': np.float64(86825.21275634765), 'test_avg_loss': np.float64(25.597055647508153), 'test_total': np.float64(3392.0), 'val_loss': np.float64(90962.12727966308), 'val_avg_loss': np.float64(26.816664881976145), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(86825.21275634765), 'test_avg_loss': np.float64(25.597055647508153), 'test_total': np.float64(3392.0), 'val_loss': np.float64(90962.12727966308), 'val_avg_loss': np.float64(26.816664881976145), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14921.877619570145), 'test_loss_bottom_decile': np.float64(69093.73168945312), 'test_loss_top_decile': np.float64(120637.86877441406), 'test_loss_min': np.float64(68903.1919555664), 'test_loss_max': np.float64(120637.86877441406), 'test_loss_bottom10%': np.float64(68903.1919555664), 'test_loss_top10%': np.float64(120637.86877441406), 'test_loss_cos1': np.float64(0.9855511756685859), 'test_loss_entropy': np.float64(2.2883629031228274), 'test_avg_loss_std': np.float64(4.399138449165726), 'test_avg_loss_bottom_decile': np.float64(20.369614295239717), 'test_avg_loss_top_decile': np.float64(35.56540942641924), 'test_avg_loss_min': np.float64(20.313441024636322), 'test_avg_loss_max': np.float64(35.56540942641924), 'test_avg_loss_bottom10%': np.float64(20.313441024636322), 'test_avg_loss_top10%': np.float64(35.56540942641924), 'test_avg_loss_cos1': np.float64(0.985551175668586), 'test_avg_loss_entropy': np.float64(2.288362903123924), 'val_loss_std': np.float64(15945.701855935795), 'val_loss_bottom_decile': np.float64(71055.82873535156), 'val_loss_top_decile': np.float64(125378.17419433594), 'val_loss_min': np.float64(69576.19256591797), 'val_loss_max': np.float64(125378.17419433594), 'val_loss_bottom10%': np.float64(69576.19256591797), 'val_loss_top10%': np.float64(125378.17419433594), 'val_loss_cos1': np.float64(0.9849801751669389), 'val_loss_entropy': np.float64(2.2875943257366904), 'val_avg_loss_std': np.float64(4.700973424509374), 'val_avg_loss_bottom_decile': np.float64(20.948062716789966), 'val_avg_loss_top_decile': np.float64(36.962905128047154), 'val_avg_loss_min': np.float64(20.5118492234428), 'val_avg_loss_max': np.float64(36.962905128047154), 'val_avg_loss_bottom10%': np.float64(20.5118492234428), 'val_avg_loss_top10%': np.float64(36.962905128047154), 'val_avg_loss_cos1': np.float64(0.9849801751669391), 'val_avg_loss_entropy': np.float64(2.2875943257378006)}}
{'Role': 'Server #', 'Round': 19, 'Results_weighted_avg': {'test_loss': np.float64(86631.3981628418), 'test_avg_loss': np.float64(25.53991691121515), 'test_total': np.float64(3392.0), 'val_loss': np.float64(90760.99127502441), 'val_avg_loss': np.float64(26.757367710797293), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(86631.3981628418), 'test_avg_loss': np.float64(25.53991691121515), 'test_total': np.float64(3392.0), 'val_loss': np.float64(90760.99127502441), 'val_avg_loss': np.float64(26.75736771079729), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15142.139648171158), 'test_loss_bottom_decile': np.float64(68607.40325927734), 'test_loss_top_decile': np.float64(120951.32763671875), 'test_loss_min': np.float64(68394.8217163086), 'test_loss_max': np.float64(120951.32763671875), 'test_loss_bottom10%': np.float64(68394.8217163086), 'test_loss_top10%': np.float64(120951.32763671875), 'test_loss_cos1': np.float64(0.9850658854190005), 'test_loss_entropy': np.float64(2.2878832144540073), 'test_avg_loss_std': np.float64(4.464074188729705), 'test_avg_loss_bottom_decile': np.float64(20.226239168419028), 'test_avg_loss_top_decile': np.float64(35.657820647617555), 'test_avg_loss_min': np.float64(20.163567722968335), 'test_avg_loss_max': np.float64(35.657820647617555), 'test_avg_loss_bottom10%': np.float64(20.163567722968335), 'test_avg_loss_top10%': np.float64(35.657820647617555), 'test_avg_loss_cos1': np.float64(0.9850658854190004), 'test_avg_loss_entropy': np.float64(2.287883214455143), 'val_loss_std': np.float64(16189.573947177503), 'val_loss_bottom_decile': np.float64(70677.7271118164), 'val_loss_top_decile': np.float64(125710.26202392578), 'val_loss_min': np.float64(68867.95001220703), 'val_loss_max': np.float64(125710.26202392578), 'val_loss_bottom10%': np.float64(68867.95001220703), 'val_loss_top10%': np.float64(125710.26202392578), 'val_loss_cos1': np.float64(0.9844608680430851), 'val_loss_entropy': np.float64(2.2870702318145955), 'val_avg_loss_std': np.float64(4.772869677823557), 'val_avg_loss_bottom_decile': np.float64(20.836594077776063), 'val_avg_loss_top_decile': np.float64(37.060808379695104), 'val_avg_loss_min': np.float64(20.303051300768583), 'val_avg_loss_max': np.float64(37.060808379695104), 'val_avg_loss_bottom10%': np.float64(20.303051300768583), 'val_avg_loss_top10%': np.float64(37.060808379695104), 'val_avg_loss_cos1': np.float64(0.9844608680430852), 'val_avg_loss_entropy': np.float64(2.287070231815747)}}
{'Role': 'Server #', 'Round': 20, 'Results_weighted_avg': {'test_loss': np.float64(86134.49407043456), 'test_avg_loss': np.float64(25.393423959444153), 'test_total': np.float64(3392.0), 'val_loss': np.float64(90236.04471130371), 'val_avg_loss': np.float64(26.60260752102114), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(86134.49407043456), 'test_avg_loss': np.float64(25.393423959444153), 'test_total': np.float64(3392.0), 'val_loss': np.float64(90236.04471130371), 'val_avg_loss': np.float64(26.602607521021138), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14942.924179702017), 'test_loss_bottom_decile': np.float64(68338.49719238281), 'test_loss_top_decile': np.float64(119868.06188964844), 'test_loss_min': np.float64(68128.14990234375), 'test_loss_max': np.float64(119868.06188964844), 'test_loss_bottom10%': np.float64(68128.14990234375), 'test_loss_top10%': np.float64(119868.06188964844), 'test_loss_cos1': np.float64(0.98528309157465), 'test_loss_entropy': np.float64(2.288092712401396), 'test_avg_loss_std': np.float64(4.405343213355546), 'test_avg_loss_bottom_decile': np.float64(20.146962615678895), 'test_avg_loss_top_decile': np.float64(35.33846164199541), 'test_avg_loss_min': np.float64(20.084949853285302), 'test_avg_loss_max': np.float64(35.33846164199541), 'test_avg_loss_bottom10%': np.float64(20.084949853285302), 'test_avg_loss_top10%': np.float64(35.33846164199541), 'test_avg_loss_cos1': np.float64(0.9852830915746501), 'test_avg_loss_entropy': np.float64(2.288092712402522), 'val_loss_std': np.float64(15956.241209534946), 'val_loss_bottom_decile': np.float64(70142.09197998047), 'val_loss_top_decile': np.float64(124503.42944335938), 'val_loss_min': np.float64(68860.09167480469), 'val_loss_max': np.float64(124503.42944335938), 'val_loss_bottom10%': np.float64(68860.09167480469), 'val_loss_top10%': np.float64(124503.42944335938), 'val_loss_cos1': np.float64(0.9847233002030936), 'val_loss_entropy': np.float64(2.287327694868006), 'val_avg_loss_std': np.float64(4.7040805452638415), 'val_avg_loss_bottom_decile': np.float64(20.678682777116883), 'val_avg_loss_top_decile': np.float64(36.705020472688496), 'val_avg_loss_min': np.float64(20.300734573940062), 'val_avg_loss_max': np.float64(36.705020472688496), 'val_avg_loss_bottom10%': np.float64(20.300734573940062), 'val_avg_loss_top10%': np.float64(36.705020472688496), 'val_avg_loss_cos1': np.float64(0.9847233002030938), 'val_avg_loss_entropy': np.float64(2.2873276948691457)}}
{'Role': 'Server #', 'Round': 21, 'Results_weighted_avg': {'test_loss': np.float64(86115.78511352539), 'test_avg_loss': np.float64(25.387908347147814), 'test_total': np.float64(3392.0), 'val_loss': np.float64(90172.29140319824), 'val_avg_loss': np.float64(26.583812324056087), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(86115.78511352539), 'test_avg_loss': np.float64(25.387908347147818), 'test_total': np.float64(3392.0), 'val_loss': np.float64(90172.29140319824), 'val_avg_loss': np.float64(26.58381232405609), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15033.183632619366), 'test_loss_bottom_decile': np.float64(68379.78692626953), 'test_loss_top_decile': np.float64(120259.09655761719), 'test_loss_min': np.float64(68305.73565673828), 'test_loss_max': np.float64(120259.09655761719), 'test_loss_bottom10%': np.float64(68305.73565673828), 'test_loss_top10%': np.float64(120259.09655761719), 'test_loss_cos1': np.float64(0.9851024025250033), 'test_loss_entropy': np.float64(2.2879376735216606), 'test_avg_loss_std': np.float64(4.43195272188071), 'test_avg_loss_bottom_decile': np.float64(20.15913529665965), 'test_avg_loss_top_decile': np.float64(35.45374308892016), 'test_avg_loss_min': np.float64(20.13730414408558), 'test_avg_loss_max': np.float64(35.45374308892016), 'test_avg_loss_bottom10%': np.float64(20.13730414408558), 'test_avg_loss_top10%': np.float64(35.45374308892016), 'test_avg_loss_cos1': np.float64(0.9851024025250035), 'test_avg_loss_entropy': np.float64(2.2879376735227988), 'val_loss_std': np.float64(16056.229007909591), 'val_loss_bottom_decile': np.float64(70364.2080078125), 'val_loss_top_decile': np.float64(124928.42590332031), 'val_loss_min': np.float64(68825.87072753906), 'val_loss_max': np.float64(124928.42590332031), 'val_loss_bottom10%': np.float64(68825.87072753906), 'val_loss_top10%': np.float64(124928.42590332031), 'val_loss_cos1': np.float64(0.9845143042172259), 'val_loss_entropy': np.float64(2.2871484900810555), 'val_avg_loss_std': np.float64(4.733558080162027), 'val_avg_loss_bottom_decile': np.float64(20.744165096642835), 'val_avg_loss_top_decile': np.float64(36.83031424036566), 'val_avg_loss_min': np.float64(20.290645851279205), 'val_avg_loss_max': np.float64(36.83031424036566), 'val_avg_loss_bottom10%': np.float64(20.290645851279205), 'val_avg_loss_top10%': np.float64(36.83031424036566), 'val_avg_loss_cos1': np.float64(0.9845143042172261), 'val_avg_loss_entropy': np.float64(2.2871484900822083)}}
{'Role': 'Server #', 'Round': 22, 'Results_weighted_avg': {'test_loss': np.float64(85683.24513549804), 'test_avg_loss': np.float64(25.260390664946357), 'test_total': np.float64(3392.0), 'val_loss': np.float64(89793.61013183594), 'val_avg_loss': np.float64(26.47217279830069), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(85683.24513549804), 'test_avg_loss': np.float64(25.260390664946357), 'test_total': np.float64(3392.0), 'val_loss': np.float64(89793.61013183594), 'val_avg_loss': np.float64(26.472172798300686), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14670.644982069032), 'test_loss_bottom_decile': np.float64(68322.41577148438), 'test_loss_top_decile': np.float64(118611.05578613281), 'test_loss_min': np.float64(67625.21313476562), 'test_loss_max': np.float64(118611.05578613281), 'test_loss_bottom10%': np.float64(67625.21313476562), 'test_loss_top10%': np.float64(118611.05578613281), 'test_loss_cos1': np.float64(0.9856565477245602), 'test_loss_entropy': np.float64(2.28843992142756), 'test_avg_loss_std': np.float64(4.325072223487332), 'test_avg_loss_bottom_decile': np.float64(20.142221630744213), 'test_avg_loss_top_decile': np.float64(34.96788201242123), 'test_avg_loss_min': np.float64(19.93667840057949), 'test_avg_loss_max': np.float64(34.96788201242123), 'test_avg_loss_bottom10%': np.float64(19.93667840057949), 'test_avg_loss_top10%': np.float64(34.96788201242123), 'test_avg_loss_cos1': np.float64(0.9856565477245604), 'test_avg_loss_entropy': np.float64(2.288439921428666), 'val_loss_std': np.float64(15752.518867909363), 'val_loss_bottom_decile': np.float64(69575.34783935547), 'val_loss_top_decile': np.float64(123448.7710571289), 'val_loss_min': np.float64(68938.81829833984), 'val_loss_max': np.float64(123448.7710571289), 'val_loss_bottom10%': np.float64(68938.81829833984), 'val_loss_top10%': np.float64(123448.7710571289), 'val_loss_cos1': np.float64(0.9849584174833829), 'val_loss_entropy': np.float64(2.287549922662717), 'val_avg_loss_std': np.float64(4.644020892661958), 'val_avg_loss_bottom_decile': np.float64(20.51160018848923), 'val_avg_loss_top_decile': np.float64(36.39409524089885), 'val_avg_loss_min': np.float64(20.32394407380302), 'val_avg_loss_max': np.float64(36.39409524089885), 'val_avg_loss_bottom10%': np.float64(20.32394407380302), 'val_avg_loss_top10%': np.float64(36.39409524089885), 'val_avg_loss_cos1': np.float64(0.9849584174833825), 'val_avg_loss_entropy': np.float64(2.2875499226638465)}}
{'Role': 'Server #', 'Round': 23, 'Results_weighted_avg': {'test_loss': np.float64(85310.84505615235), 'test_avg_loss': np.float64(25.15060290570529), 'test_total': np.float64(3392.0), 'val_loss': np.float64(89350.81538391113), 'val_avg_loss': np.float64(26.341631893841726), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(85310.84505615235), 'test_avg_loss': np.float64(25.15060290570529), 'test_total': np.float64(3392.0), 'val_loss': np.float64(89350.81538391113), 'val_avg_loss': np.float64(26.341631893841726), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14775.46313113938), 'test_loss_bottom_decile': np.float64(67625.14862060547), 'test_loss_top_decile': np.float64(118661.87097167969), 'test_loss_min': np.float64(67580.02667236328), 'test_loss_max': np.float64(118661.87097167969), 'test_loss_bottom10%': np.float64(67580.02667236328), 'test_loss_top10%': np.float64(118661.87097167969), 'test_loss_cos1': np.float64(0.9853308487599385), 'test_loss_entropy': np.float64(2.2881364834967286), 'test_avg_loss_std': np.float64(4.355973800453827), 'test_avg_loss_bottom_decile': np.float64(19.936659381074726), 'test_avg_loss_top_decile': np.float64(34.9828629043867), 'test_avg_loss_min': np.float64(19.92335691991842), 'test_avg_loss_max': np.float64(34.9828629043867), 'test_avg_loss_bottom10%': np.float64(19.92335691991842), 'test_avg_loss_top10%': np.float64(34.9828629043867), 'test_avg_loss_cos1': np.float64(0.9853308487599385), 'test_avg_loss_entropy': np.float64(2.288136483497863), 'val_loss_std': np.float64(15857.306766285074), 'val_loss_bottom_decile': np.float64(69472.04357910156), 'val_loss_top_decile': np.float64(123452.75891113281), 'val_loss_min': np.float64(68163.28002929688), 'val_loss_max': np.float64(123452.75891113281), 'val_loss_bottom10%': np.float64(68163.28002929688), 'val_loss_top10%': np.float64(123452.75891113281), 'val_loss_cos1': np.float64(0.9846142751772943), 'val_loss_entropy': np.float64(2.287221891130221), 'val_avg_loss_std': np.float64(4.674913551381213), 'val_avg_loss_bottom_decile': np.float64(20.481144923084187), 'val_avg_loss_top_decile': np.float64(36.39527090540472), 'val_avg_loss_min': np.float64(20.095306612410635), 'val_avg_loss_max': np.float64(36.39527090540472), 'val_avg_loss_bottom10%': np.float64(20.095306612410635), 'val_avg_loss_top10%': np.float64(36.39527090540472), 'val_avg_loss_cos1': np.float64(0.9846142751772944), 'val_avg_loss_entropy': np.float64(2.2872218911313795)}}
{'Role': 'Server #', 'Round': 24, 'Results_weighted_avg': {'test_loss': np.float64(85509.46906127929), 'test_avg_loss': np.float64(25.209159510990357), 'test_total': np.float64(3392.0), 'val_loss': np.float64(89504.0709350586), 'val_avg_loss': np.float64(26.3868133652885), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(85509.46906127929), 'test_avg_loss': np.float64(25.20915951099036), 'test_total': np.float64(3392.0), 'val_loss': np.float64(89504.0709350586), 'val_avg_loss': np.float64(26.386813365288496), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(15018.138301661562), 'test_loss_bottom_decile': np.float64(67975.69702148438), 'test_loss_top_decile': np.float64(119485.47930908203), 'test_loss_min': np.float64(67275.91143798828), 'test_loss_max': np.float64(119485.47930908203), 'test_loss_bottom10%': np.float64(67275.91143798828), 'test_loss_top10%': np.float64(119485.47930908203), 'test_loss_cos1': np.float64(0.9849247055178925), 'test_loss_entropy': np.float64(2.287746152690033), 'test_avg_loss_std': np.float64(4.4275171879898485), 'test_avg_loss_bottom_decile': np.float64(20.04000501812629), 'test_avg_loss_top_decile': np.float64(35.225671966120885), 'test_avg_loss_min': np.float64(19.833700306010694), 'test_avg_loss_max': np.float64(35.225671966120885), 'test_avg_loss_bottom10%': np.float64(19.833700306010694), 'test_avg_loss_top10%': np.float64(35.225671966120885), 'test_avg_loss_cos1': np.float64(0.9849247055178927), 'test_avg_loss_entropy': np.float64(2.287746152691194), 'val_loss_std': np.float64(16049.777727038978), 'val_loss_bottom_decile': np.float64(69162.94104003906), 'val_loss_top_decile': np.float64(124076.38842773438), 'val_loss_min': np.float64(68554.01330566406), 'val_loss_max': np.float64(124076.38842773438), 'val_loss_bottom10%': np.float64(68554.01330566406), 'val_loss_top10%': np.float64(124076.38842773438), 'val_loss_cos1': np.float64(0.9842999840374658), 'val_loss_entropy': np.float64(2.2869201073916336), 'val_avg_loss_std': np.float64(4.731656169528001), 'val_avg_loss_bottom_decile': np.float64(20.390017995294535), 'val_avg_loss_top_decile': np.float64(36.57912394685565), 'val_avg_loss_min': np.float64(20.210499205679263), 'val_avg_loss_max': np.float64(36.57912394685565), 'val_avg_loss_bottom10%': np.float64(20.210499205679263), 'val_avg_loss_top10%': np.float64(36.57912394685565), 'val_avg_loss_cos1': np.float64(0.984299984037466), 'val_avg_loss_entropy': np.float64(2.2869201073928127)}}
{'Role': 'Server #', 'Round': 25, 'Results_weighted_avg': {'test_loss': np.float64(84779.604006958), 'test_avg_loss': np.float64(24.993987030353185), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88742.65332946778), 'val_avg_loss': np.float64(26.162338835338378), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(84779.604006958), 'test_avg_loss': np.float64(24.99398703035319), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88742.65332946778), 'val_avg_loss': np.float64(26.16233883533838), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14779.033884543602), 'test_loss_bottom_decile': np.float64(67454.15881347656), 'test_loss_top_decile': np.float64(118144.57934570312), 'test_loss_min': np.float64(66808.68908691406), 'test_loss_max': np.float64(118144.57934570312), 'test_loss_bottom10%': np.float64(66808.68908691406), 'test_loss_top10%': np.float64(118144.57934570312), 'test_loss_cos1': np.float64(0.9851435032997569), 'test_loss_entropy': np.float64(2.2879531905566903), 'test_avg_loss_std': np.float64(4.357026498981014), 'test_avg_loss_bottom_decile': np.float64(19.88624965019946), 'test_avg_loss_top_decile': np.float64(34.830359476917195), 'test_avg_loss_min': np.float64(19.69595786760438), 'test_avg_loss_max': np.float64(34.830359476917195), 'test_avg_loss_bottom10%': np.float64(19.69595786760438), 'test_avg_loss_top10%': np.float64(34.830359476917195), 'test_avg_loss_cos1': np.float64(0.985143503299757), 'test_avg_loss_entropy': np.float64(2.287953190557846), 'val_loss_std': np.float64(15833.688685413252), 'val_loss_bottom_decile': np.float64(68573.05645751953), 'val_loss_top_decile': np.float64(122783.6694946289), 'val_loss_min': np.float64(68042.73919677734), 'val_loss_max': np.float64(122783.6694946289), 'val_loss_bottom10%': np.float64(68042.73919677734), 'val_loss_top10%': np.float64(122783.6694946289), 'val_loss_cos1': np.float64(0.9844529320971105), 'val_loss_entropy': np.float64(2.287063680383814), 'val_avg_loss_std': np.float64(4.6679506737656995), 'val_avg_loss_bottom_decile': np.float64(20.216113342429107), 'val_avg_loss_top_decile': np.float64(36.1980157708222), 'val_avg_loss_min': np.float64(20.05976981037068), 'val_avg_loss_max': np.float64(36.1980157708222), 'val_avg_loss_bottom10%': np.float64(20.05976981037068), 'val_avg_loss_top10%': np.float64(36.1980157708222), 'val_avg_loss_cos1': np.float64(0.9844529320971105), 'val_avg_loss_entropy': np.float64(2.287063680384992)}}
{'Role': 'Server #', 'Round': 26, 'Results_weighted_avg': {'test_loss': np.float64(85066.95514526367), 'test_avg_loss': np.float64(25.07870139895745), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88995.69244384766), 'val_avg_loss': np.float64(26.236937630851315), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(85066.95514526367), 'test_avg_loss': np.float64(25.07870139895745), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88995.69244384766), 'val_avg_loss': np.float64(26.236937630851315), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14851.170800632692), 'test_loss_bottom_decile': np.float64(67893.86059570312), 'test_loss_top_decile': np.float64(118642.0629272461), 'test_loss_min': np.float64(66981.45819091797), 'test_loss_max': np.float64(118642.0629272461), 'test_loss_bottom10%': np.float64(66981.45819091797), 'test_loss_top10%': np.float64(118642.0629272461), 'test_loss_cos1': np.float64(0.9851002821198316), 'test_loss_entropy': np.float64(2.2879214140710213), 'test_avg_loss_std': np.float64(4.378293278488412), 'test_avg_loss_bottom_decile': np.float64(20.015878713355875), 'test_avg_loss_top_decile': np.float64(34.97702326864567), 'test_avg_loss_min': np.float64(19.74689215534138), 'test_avg_loss_max': np.float64(34.97702326864567), 'test_avg_loss_bottom10%': np.float64(19.74689215534138), 'test_avg_loss_top10%': np.float64(34.97702326864567), 'test_avg_loss_cos1': np.float64(0.9851002821198316), 'test_avg_loss_entropy': np.float64(2.287921414072175), 'val_loss_std': np.float64(15855.589834359233), 'val_loss_bottom_decile': np.float64(68761.43676757812), 'val_loss_top_decile': np.float64(123121.92700195312), 'val_loss_min': np.float64(68553.4564819336), 'val_loss_max': np.float64(123121.92700195312), 'val_loss_bottom10%': np.float64(68553.4564819336), 'val_loss_top10%': np.float64(123121.92700195312), 'val_loss_cos1': np.float64(0.9844973684931387), 'val_loss_entropy': np.float64(2.2871220813161415), 'val_avg_loss_std': np.float64(4.674407380412509), 'val_avg_loss_bottom_decile': np.float64(20.271649990441663), 'val_avg_loss_top_decile': np.float64(36.29773791331165), 'val_avg_loss_min': np.float64(20.210335047739857), 'val_avg_loss_max': np.float64(36.29773791331165), 'val_avg_loss_bottom10%': np.float64(20.210335047739857), 'val_avg_loss_top10%': np.float64(36.29773791331165), 'val_avg_loss_cos1': np.float64(0.9844973684931386), 'val_avg_loss_entropy': np.float64(2.287122081317312)}}
{'Role': 'Server #', 'Round': 27, 'Results_weighted_avg': {'test_loss': np.float64(84627.94908752441), 'test_avg_loss': np.float64(24.94927744325602), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88556.038671875), 'val_avg_loss': np.float64(26.107322721661262), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(84627.94908752441), 'test_avg_loss': np.float64(24.949277443256015), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88556.038671875), 'val_avg_loss': np.float64(26.107322721661262), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14686.939012953191), 'test_loss_bottom_decile': np.float64(67597.10137939453), 'test_loss_top_decile': np.float64(117664.03869628906), 'test_loss_min': np.float64(66493.40087890625), 'test_loss_max': np.float64(117664.03869628906), 'test_loss_bottom10%': np.float64(66493.40087890625), 'test_loss_top10%': np.float64(117664.03869628906), 'test_loss_cos1': np.float64(0.9852725492435325), 'test_loss_entropy': np.float64(2.288070902146908), 'test_avg_loss_std': np.float64(4.329875888252709), 'test_avg_loss_bottom_decile': np.float64(19.928390736849803), 'test_avg_loss_top_decile': np.float64(34.688690653387106), 'test_avg_loss_min': np.float64(19.60300733458321), 'test_avg_loss_max': np.float64(34.688690653387106), 'test_avg_loss_bottom10%': np.float64(19.60300733458321), 'test_avg_loss_top10%': np.float64(34.688690653387106), 'test_avg_loss_cos1': np.float64(0.9852725492435324), 'test_avg_loss_entropy': np.float64(2.288070902148056), 'val_loss_std': np.float64(15717.170200922423), 'val_loss_bottom_decile': np.float64(68198.57763671875), 'val_loss_top_decile': np.float64(122185.23822021484), 'val_loss_min': np.float64(68189.07446289062), 'val_loss_max': np.float64(122185.23822021484), 'val_loss_bottom10%': np.float64(68189.07446289062), 'val_loss_top10%': np.float64(122185.23822021484), 'val_loss_cos1': np.float64(0.9846125259129543), 'val_loss_entropy': np.float64(2.287210822201496), 'val_avg_loss_std': np.float64(4.633599705460619), 'val_avg_loss_bottom_decile': np.float64(20.10571274667416), 'val_avg_loss_top_decile': np.float64(36.02159145643126), 'val_avg_loss_min': np.float64(20.10291110344653), 'val_avg_loss_max': np.float64(36.02159145643126), 'val_avg_loss_bottom10%': np.float64(20.10291110344653), 'val_avg_loss_top10%': np.float64(36.02159145643126), 'val_avg_loss_cos1': np.float64(0.9846125259129545), 'val_avg_loss_entropy': np.float64(2.2872108222026664)}}
{'Role': 'Server #', 'Round': 28, 'Results_weighted_avg': {'test_loss': np.float64(84298.09587097168), 'test_avg_loss': np.float64(24.852032980828916), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88205.76081237794), 'val_avg_loss': np.float64(26.004056843271794), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(84298.09587097168), 'test_avg_loss': np.float64(24.852032980828916), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88205.76081237794), 'val_avg_loss': np.float64(26.004056843271798), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14776.028343998476), 'test_loss_bottom_decile': np.float64(67000.88885498047), 'test_loss_top_decile': np.float64(117669.33374023438), 'test_loss_min': np.float64(66553.24987792969), 'test_loss_max': np.float64(117669.33374023438), 'test_loss_bottom10%': np.float64(66553.24987792969), 'test_loss_top10%': np.float64(117669.33374023438), 'test_loss_cos1': np.float64(0.9849830879271303), 'test_loss_entropy': np.float64(2.287800985343277), 'test_avg_loss_std': np.float64(4.356140431603324), 'test_avg_loss_bottom_decile': np.float64(19.75262053507679), 'test_avg_loss_top_decile': np.float64(34.690251692286076), 'test_avg_loss_min': np.float64(19.620651497031158), 'test_avg_loss_max': np.float64(34.690251692286076), 'test_avg_loss_bottom10%': np.float64(19.620651497031158), 'test_avg_loss_top10%': np.float64(34.690251692286076), 'test_avg_loss_cos1': np.float64(0.9849830879271303), 'test_avg_loss_entropy': np.float64(2.2878009853444508), 'val_loss_std': np.float64(15808.864751704266), 'val_loss_bottom_decile': np.float64(68246.14404296875), 'val_loss_top_decile': np.float64(122244.2534790039), 'val_loss_min': np.float64(67589.71002197266), 'val_loss_max': np.float64(122244.2534790039), 'val_loss_bottom10%': np.float64(67589.71002197266), 'val_loss_top10%': np.float64(122244.2534790039), 'val_loss_cos1': np.float64(0.9843156865038791), 'val_loss_entropy': np.float64(2.286935081388226), 'val_avg_loss_std': np.float64(4.660632297082625), 'val_avg_loss_bottom_decile': np.float64(20.119735861724276), 'val_avg_loss_top_decile': np.float64(36.038989822819545), 'val_avg_loss_min': np.float64(19.92621168100609), 'val_avg_loss_max': np.float64(36.038989822819545), 'val_avg_loss_bottom10%': np.float64(19.92621168100609), 'val_avg_loss_top10%': np.float64(36.038989822819545), 'val_avg_loss_cos1': np.float64(0.984315686503879), 'val_avg_loss_entropy': np.float64(2.286935081389421)}}
{'Role': 'Server #', 'Round': 29, 'Results_weighted_avg': {'test_loss': np.float64(84187.98789672852), 'test_avg_loss': np.float64(24.81957190351666), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88057.00799255371), 'val_avg_loss': np.float64(25.960202827993427), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(84187.98789672852), 'test_avg_loss': np.float64(24.819571903516664), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88057.00799255371), 'val_avg_loss': np.float64(25.96020282799343), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14754.222703772928), 'test_loss_bottom_decile': np.float64(66983.65319824219), 'test_loss_top_decile': np.float64(117605.92987060547), 'test_loss_min': np.float64(66328.43322753906), 'test_loss_max': np.float64(117605.92987060547), 'test_loss_bottom10%': np.float64(66328.43322753906), 'test_loss_top10%': np.float64(117605.92987060547), 'test_loss_cos1': np.float64(0.9849880727575265), 'test_loss_entropy': np.float64(2.2878065766251776), 'test_avg_loss_std': np.float64(4.349711882008529), 'test_avg_loss_bottom_decile': np.float64(19.7475392683497), 'test_avg_loss_top_decile': np.float64(34.67155951373982), 'test_avg_loss_min': np.float64(19.554373003401846), 'test_avg_loss_max': np.float64(34.67155951373982), 'test_avg_loss_bottom10%': np.float64(19.554373003401846), 'test_avg_loss_top10%': np.float64(34.67155951373982), 'test_avg_loss_cos1': np.float64(0.9849880727575265), 'test_avg_loss_entropy': np.float64(2.2878065766263527), 'val_loss_std': np.float64(15818.812365609136), 'val_loss_bottom_decile': np.float64(67904.89709472656), 'val_loss_top_decile': np.float64(122175.74444580078), 'val_loss_min': np.float64(67552.22674560547), 'val_loss_max': np.float64(122175.74444580078), 'val_loss_bottom10%': np.float64(67552.22674560547), 'val_loss_top10%': np.float64(122175.74444580078), 'val_loss_cos1': np.float64(0.9842445525129648), 'val_loss_entropy': np.float64(2.2868627113347992), 'val_avg_loss_std': np.float64(4.663564966276278), 'val_avg_loss_bottom_decile': np.float64(20.019132398209482), 'val_avg_loss_top_decile': np.float64(36.018792584257305), 'val_avg_loss_min': np.float64(19.915161186794066), 'val_avg_loss_max': np.float64(36.018792584257305), 'val_avg_loss_bottom10%': np.float64(19.915161186794066), 'val_avg_loss_top10%': np.float64(36.018792584257305), 'val_avg_loss_cos1': np.float64(0.984244552512965), 'val_avg_loss_entropy': np.float64(2.2868627113360014)}}
{'Role': 'Server #', 'Round': 30, 'Results_weighted_avg': {'test_loss': np.float64(84387.2732208252), 'test_avg_loss': np.float64(24.878323473120634), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88226.18232727051), 'val_avg_loss': np.float64(26.01007733704909), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(84387.2732208252), 'test_avg_loss': np.float64(24.878323473120638), 'test_total': np.float64(3392.0), 'val_loss': np.float64(88226.18232727051), 'val_avg_loss': np.float64(26.010077337049086), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14797.508744736795), 'test_loss_bottom_decile': np.float64(67027.3525390625), 'test_loss_top_decile': np.float64(117953.99249267578), 'test_loss_min': np.float64(66713.56915283203), 'test_loss_max': np.float64(117953.99249267578), 'test_loss_bottom10%': np.float64(66713.56915283203), 'test_loss_top10%': np.float64(117953.99249267578), 'test_loss_cos1': np.float64(0.9849714756293775), 'test_loss_entropy': np.float64(2.287803556247428), 'test_avg_loss_std': np.float64(4.362473096915329), 'test_avg_loss_bottom_decile': np.float64(19.76042232873305), 'test_avg_loss_top_decile': np.float64(34.77417231505772), 'test_avg_loss_min': np.float64(19.667915434207558), 'test_avg_loss_max': np.float64(34.77417231505772), 'test_avg_loss_bottom10%': np.float64(19.667915434207558), 'test_avg_loss_top10%': np.float64(34.77417231505772), 'test_avg_loss_cos1': np.float64(0.9849714756293777), 'test_avg_loss_entropy': np.float64(2.2878035562485994), 'val_loss_std': np.float64(15828.367213882204), 'val_loss_bottom_decile': np.float64(68315.32250976562), 'val_loss_top_decile': np.float64(122485.41815185547), 'val_loss_min': np.float64(67634.2353515625), 'val_loss_max': np.float64(122485.41815185547), 'val_loss_bottom10%': np.float64(67634.2353515625), 'val_loss_top10%': np.float64(122485.41815185547), 'val_loss_cos1': np.float64(0.9842849802472771), 'val_loss_entropy': np.float64(2.286920949607241), 'val_avg_loss_std': np.float64(4.666381843715273), 'val_avg_loss_bottom_decile': np.float64(20.14013045688845), 'val_avg_loss_top_decile': np.float64(36.1100878985423), 'val_avg_loss_min': np.float64(19.93933825222951), 'val_avg_loss_max': np.float64(36.1100878985423), 'val_avg_loss_bottom10%': np.float64(19.93933825222951), 'val_avg_loss_top10%': np.float64(36.1100878985423), 'val_avg_loss_cos1': np.float64(0.9842849802472771), 'val_avg_loss_entropy': np.float64(2.2869209496084366)}}
{'Role': 'Server #', 'Round': 31, 'Results_weighted_avg': {'test_loss': np.float64(83775.34057006837), 'test_avg_loss': np.float64(24.697918800138076), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87602.82020263672), 'val_avg_loss': np.float64(25.826303125777333), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(83775.34057006837), 'test_avg_loss': np.float64(24.697918800138076), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87602.82020263672), 'val_avg_loss': np.float64(25.826303125777333), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14665.548518327168), 'test_loss_bottom_decile': np.float64(66645.0454711914), 'test_loss_top_decile': np.float64(116885.8564453125), 'test_loss_min': np.float64(65940.52722167969), 'test_loss_max': np.float64(116885.8564453125), 'test_loss_bottom10%': np.float64(65940.52722167969), 'test_loss_top10%': np.float64(116885.8564453125), 'test_loss_cos1': np.float64(0.9850207548410234), 'test_loss_entropy': np.float64(2.287830782698595), 'test_avg_loss_std': np.float64(4.323569728280415), 'test_avg_loss_bottom_decile': np.float64(19.647713877120108), 'test_avg_loss_top_decile': np.float64(34.459273716188825), 'test_avg_loss_min': np.float64(19.440013921485757), 'test_avg_loss_max': np.float64(34.459273716188825), 'test_avg_loss_bottom10%': np.float64(19.440013921485757), 'test_avg_loss_top10%': np.float64(34.459273716188825), 'test_avg_loss_cos1': np.float64(0.9850207548410232), 'test_avg_loss_entropy': np.float64(2.287830782699774), 'val_loss_std': np.float64(15727.000360595493), 'val_loss_bottom_decile': np.float64(67458.29833984375), 'val_loss_top_decile': np.float64(121496.09735107422), 'val_loss_min': np.float64(67256.99090576172), 'val_loss_max': np.float64(121496.09735107422), 'val_loss_bottom10%': np.float64(67256.99090576172), 'val_loss_top10%': np.float64(121496.09735107422), 'val_loss_cos1': np.float64(0.984264530032439), 'val_loss_entropy': np.float64(2.2868796190763074), 'val_avg_loss_std': np.float64(4.636497747817069), 'val_avg_loss_bottom_decile': np.float64(19.887470029435068), 'val_avg_loss_top_decile': np.float64(35.818424926613865), 'val_avg_loss_min': np.float64(19.8281223189156), 'val_avg_loss_max': np.float64(35.818424926613865), 'val_avg_loss_bottom10%': np.float64(19.8281223189156), 'val_avg_loss_top10%': np.float64(35.818424926613865), 'val_avg_loss_cos1': np.float64(0.9842645300324391), 'val_avg_loss_entropy': np.float64(2.286879619077516)}}
{'Role': 'Server #', 'Round': 32, 'Results_weighted_avg': {'test_loss': np.float64(83493.22797546387), 'test_avg_loss': np.float64(24.61474881352119), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87304.65631713867), 'val_avg_loss': np.float64(25.7384010368923), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(83493.22797546387), 'test_avg_loss': np.float64(24.61474881352119), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87304.65631713867), 'val_avg_loss': np.float64(25.7384010368923), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14608.853694654625), 'test_loss_bottom_decile': np.float64(66320.2607421875), 'test_loss_top_decile': np.float64(116413.44580078125), 'test_loss_min': np.float64(65706.27917480469), 'test_loss_max': np.float64(116413.44580078125), 'test_loss_bottom10%': np.float64(65706.27917480469), 'test_loss_top10%': np.float64(116413.44580078125), 'test_loss_cos1': np.float64(0.9850353971856908), 'test_loss_entropy': np.float64(2.2878369202443785), 'test_avg_loss_std': np.float64(4.306855452433557), 'test_avg_loss_bottom_decile': np.float64(19.551963662201505), 'test_avg_loss_top_decile': np.float64(34.32000171013598), 'test_avg_loss_min': np.float64(19.370954945402325), 'test_avg_loss_max': np.float64(34.32000171013598), 'test_avg_loss_bottom10%': np.float64(19.370954945402325), 'test_avg_loss_top10%': np.float64(34.32000171013598), 'test_avg_loss_cos1': np.float64(0.9850353971856908), 'test_avg_loss_entropy': np.float64(2.2878369202455615), 'val_loss_std': np.float64(15680.097118784435), 'val_loss_bottom_decile': np.float64(67134.0576171875), 'val_loss_top_decile': np.float64(121000.25970458984), 'val_loss_min': np.float64(66899.39630126953), 'val_loss_max': np.float64(121000.25970458984), 'val_loss_bottom10%': np.float64(66899.39630126953), 'val_loss_top10%': np.float64(121000.25970458984), 'val_loss_cos1': np.float64(0.9842515374969618), 'val_loss_entropy': np.float64(2.286852318817946), 'val_avg_loss_std': np.float64(4.6226701411510716), 'val_avg_loss_bottom_decile': np.float64(19.791880193746316), 'val_avg_loss_top_decile': np.float64(35.67224637517389), 'val_avg_loss_min': np.float64(19.7226993812705), 'val_avg_loss_max': np.float64(35.67224637517389), 'val_avg_loss_bottom10%': np.float64(19.7226993812705), 'val_avg_loss_top10%': np.float64(35.67224637517389), 'val_avg_loss_cos1': np.float64(0.9842515374969619), 'val_avg_loss_entropy': np.float64(2.2868523188191605)}}
{'Role': 'Server #', 'Round': 33, 'Results_weighted_avg': {'test_loss': np.float64(83474.23997497559), 'test_avg_loss': np.float64(24.609150936018747), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87257.58467407226), 'val_avg_loss': np.float64(25.724523783629795), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(83474.23997497559), 'test_avg_loss': np.float64(24.609150936018743), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87257.58467407226), 'val_avg_loss': np.float64(25.7245237836298), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14516.36958787672), 'test_loss_bottom_decile': np.float64(66665.50762939453), 'test_loss_top_decile': np.float64(116140.93060302734), 'test_loss_min': np.float64(65435.328063964844), 'test_loss_max': np.float64(116140.93060302734), 'test_loss_bottom10%': np.float64(65435.328063964844), 'test_loss_top10%': np.float64(116140.93060302734), 'test_loss_cos1': np.float64(0.9852135270530389), 'test_loss_entropy': np.float64(2.2880082149851058), 'test_avg_loss_std': np.float64(4.279590090765542), 'test_avg_loss_bottom_decile': np.float64(19.653746353005463), 'test_avg_loss_top_decile': np.float64(34.23966114476042), 'test_avg_loss_min': np.float64(19.291075490555674), 'test_avg_loss_max': np.float64(34.23966114476042), 'test_avg_loss_bottom10%': np.float64(19.291075490555674), 'test_avg_loss_top10%': np.float64(34.23966114476042), 'test_avg_loss_cos1': np.float64(0.9852135270530387), 'test_avg_loss_entropy': np.float64(2.2880082149862755), 'val_loss_std': np.float64(15572.520843062257), 'val_loss_bottom_decile': np.float64(67292.35363769531), 'val_loss_top_decile': np.float64(120609.97589111328), 'val_loss_min': np.float64(66896.31341552734), 'val_loss_max': np.float64(120609.97589111328), 'val_loss_bottom10%': np.float64(66896.31341552734), 'val_loss_top10%': np.float64(120609.97589111328), 'val_loss_cos1': np.float64(0.9844455142815206), 'val_loss_entropy': np.float64(2.2870430180777594), 'val_avg_loss_std': np.float64(4.590955437223544), 'val_avg_loss_bottom_decile': np.float64(19.838547652622438), 'val_avg_loss_top_decile': np.float64(35.55718628865368), 'val_avg_loss_min': np.float64(19.721790511653108), 'val_avg_loss_max': np.float64(35.55718628865368), 'val_avg_loss_bottom10%': np.float64(19.721790511653108), 'val_avg_loss_top10%': np.float64(35.55718628865368), 'val_avg_loss_cos1': np.float64(0.9844455142815206), 'val_avg_loss_entropy': np.float64(2.28704301807896)}}
{'Role': 'Server #', 'Round': 34, 'Results_weighted_avg': {'test_loss': np.float64(84060.01502990723), 'test_avg_loss': np.float64(24.78184405362831), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87845.92299194336), 'val_avg_loss': np.float64(25.89797258017198), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(84060.01502990723), 'test_avg_loss': np.float64(24.781844053628312), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87845.92299194336), 'val_avg_loss': np.float64(25.897972580171984), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14667.205120409188), 'test_loss_bottom_decile': np.float64(67180.43029785156), 'test_loss_top_decile': np.float64(117206.80938720703), 'test_loss_min': np.float64(66002.31768798828), 'test_loss_max': np.float64(117206.80938720703), 'test_loss_bottom10%': np.float64(66002.31768798828), 'test_loss_top10%': np.float64(117206.80938720703), 'test_loss_cos1': np.float64(0.9851165026760703), 'test_loss_entropy': np.float64(2.2879289190126784), 'test_avg_loss_std': np.float64(4.3240581133281815), 'test_avg_loss_bottom_decile': np.float64(19.805551384979825), 'test_avg_loss_top_decile': np.float64(34.55389427688887), 'test_avg_loss_min': np.float64(19.458230450468243), 'test_avg_loss_max': np.float64(34.55389427688887), 'test_avg_loss_bottom10%': np.float64(19.458230450468243), 'test_avg_loss_top10%': np.float64(34.55389427688887), 'test_avg_loss_cos1': np.float64(0.9851165026760704), 'test_avg_loss_entropy': np.float64(2.287928919013846), 'val_loss_std': np.float64(15695.191627891849), 'val_loss_bottom_decile': np.float64(67803.2232055664), 'val_loss_top_decile': np.float64(121694.9326171875), 'val_loss_min': np.float64(67517.32177734375), 'val_loss_max': np.float64(121694.9326171875), 'val_loss_bottom10%': np.float64(67517.32177734375), 'val_loss_top10%': np.float64(121694.9326171875), 'val_loss_cos1': np.float64(0.9844112434014932), 'val_loss_entropy': np.float64(2.2870320224455982), 'val_avg_loss_std': np.float64(4.627120173317172), 'val_avg_loss_bottom_decile': np.float64(19.98915778465991), 'val_avg_loss_top_decile': np.float64(35.877043814029335), 'val_avg_loss_min': np.float64(19.904870806999927), 'val_avg_loss_max': np.float64(35.877043814029335), 'val_avg_loss_bottom10%': np.float64(19.904870806999927), 'val_avg_loss_top10%': np.float64(35.877043814029335), 'val_avg_loss_cos1': np.float64(0.9844112434014934), 'val_avg_loss_entropy': np.float64(2.287032022446791)}}
{'Role': 'Server #', 'Round': 35, 'Results_weighted_avg': {'test_loss': np.float64(83692.51755371093), 'test_avg_loss': np.float64(24.673501637296855), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87465.21333007813), 'val_avg_loss': np.float64(25.78573506193341), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(83692.51755371093), 'test_avg_loss': np.float64(24.673501637296855), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87465.21333007813), 'val_avg_loss': np.float64(25.785735061933412), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14604.027997638334), 'test_loss_bottom_decile': np.float64(66613.81048583984), 'test_loss_top_decile': np.float64(116469.26678466797), 'test_loss_min': np.float64(65809.28576660156), 'test_loss_max': np.float64(116469.26678466797), 'test_loss_bottom10%': np.float64(65809.28576660156), 'test_loss_top10%': np.float64(116469.26678466797), 'test_loss_cos1': np.float64(0.9851146178328627), 'test_loss_entropy': np.float64(2.28790786042732), 'test_avg_loss_std': np.float64(4.305432782322622), 'test_avg_loss_bottom_decile': np.float64(19.63850544983486), 'test_avg_loss_top_decile': np.float64(34.336458368121455), 'test_avg_loss_min': np.float64(19.401322454776405), 'test_avg_loss_max': np.float64(34.336458368121455), 'test_avg_loss_bottom10%': np.float64(19.401322454776405), 'test_avg_loss_top10%': np.float64(34.336458368121455), 'test_avg_loss_cos1': np.float64(0.9851146178328628), 'test_avg_loss_entropy': np.float64(2.2879078604284944), 'val_loss_std': np.float64(15648.747519851033), 'val_loss_bottom_decile': np.float64(67320.3667602539), 'val_loss_top_decile': np.float64(120957.29876708984), 'val_loss_min': np.float64(67141.19848632812), 'val_loss_max': np.float64(120957.29876708984), 'val_loss_bottom10%': np.float64(67141.19848632812), 'val_loss_top10%': np.float64(120957.29876708984), 'val_loss_cos1': np.float64(0.9843691719812632), 'val_loss_entropy': np.float64(2.2869670191851084), 'val_avg_loss_std': np.float64(4.613427924484384), 'val_avg_loss_bottom_decile': np.float64(19.8468062382824), 'val_avg_loss_top_decile': np.float64(35.659581004448654), 'val_avg_loss_min': np.float64(19.793985402809), 'val_avg_loss_max': np.float64(35.659581004448654), 'val_avg_loss_bottom10%': np.float64(19.793985402809), 'val_avg_loss_top10%': np.float64(35.659581004448654), 'val_avg_loss_cos1': np.float64(0.984369171981263), 'val_avg_loss_entropy': np.float64(2.286967019186312)}}
{'Role': 'Server #', 'Round': 36, 'Results_weighted_avg': {'test_loss': np.float64(83293.4644897461), 'test_avg_loss': np.float64(24.555856276458165), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87046.85125732422), 'val_avg_loss': np.float64(25.66239718671115), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(83293.4644897461), 'test_avg_loss': np.float64(24.555856276458165), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87046.85125732422), 'val_avg_loss': np.float64(25.66239718671115), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14598.304016219709), 'test_loss_bottom_decile': np.float64(66146.169921875), 'test_loss_top_decile': np.float64(116153.15478515625), 'test_loss_min': np.float64(65438.15771484375), 'test_loss_max': np.float64(116153.15478515625), 'test_loss_bottom10%': np.float64(65438.15771484375), 'test_loss_top10%': np.float64(116153.15478515625), 'test_loss_cos1': np.float64(0.9849863646361197), 'test_loss_entropy': np.float64(2.2877849060767077), 'test_avg_loss_std': np.float64(4.303745287800621), 'test_avg_loss_bottom_decile': np.float64(19.500639717533904), 'test_avg_loss_top_decile': np.float64(34.243264972038986), 'test_avg_loss_min': np.float64(19.29190970366856), 'test_avg_loss_max': np.float64(34.243264972038986), 'test_avg_loss_bottom10%': np.float64(19.29190970366856), 'test_avg_loss_top10%': np.float64(34.243264972038986), 'test_avg_loss_cos1': np.float64(0.9849863646361197), 'test_avg_loss_entropy': np.float64(2.287784906077898), 'val_loss_std': np.float64(15655.83939521653), 'val_loss_bottom_decile': np.float64(66868.12481689453), 'val_loss_top_decile': np.float64(120576.51068115234), 'val_loss_min': np.float64(66702.51391601562), 'val_loss_max': np.float64(120576.51068115234), 'val_loss_bottom10%': np.float64(66702.51391601562), 'val_loss_top10%': np.float64(120576.51068115234), 'val_loss_cos1': np.float64(0.9842081408527679), 'val_loss_entropy': np.float64(2.2868012627417555), 'val_avg_loss_std': np.float64(4.615518689627515), 'val_avg_loss_bottom_decile': np.float64(19.713480193659944), 'val_avg_loss_top_decile': np.float64(35.54732036590576), 'val_avg_loss_min': np.float64(19.664656225240456), 'val_avg_loss_max': np.float64(35.54732036590576), 'val_avg_loss_bottom10%': np.float64(19.664656225240456), 'val_avg_loss_top10%': np.float64(35.54732036590576), 'val_avg_loss_cos1': np.float64(0.984208140852768), 'val_avg_loss_entropy': np.float64(2.286801262742978)}}
{'Role': 'Server #', 'Round': 37, 'Results_weighted_avg': {'test_loss': np.float64(83452.84524230957), 'test_avg_loss': np.float64(24.602843526624284), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87133.15265502929), 'val_avg_loss': np.float64(25.687839815751563), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(83452.84524230957), 'test_avg_loss': np.float64(24.602843526624284), 'test_total': np.float64(3392.0), 'val_loss': np.float64(87133.15265502929), 'val_avg_loss': np.float64(25.687839815751563), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14576.39954965291), 'test_loss_bottom_decile': np.float64(66446.10754394531), 'test_loss_top_decile': np.float64(116319.77478027344), 'test_loss_min': np.float64(66009.45861816406), 'test_loss_max': np.float64(116319.77478027344), 'test_loss_bottom10%': np.float64(66009.45861816406), 'test_loss_top10%': np.float64(116319.77478027344), 'test_loss_cos1': np.float64(0.9850862329955259), 'test_loss_entropy': np.float64(2.2879030846845176), 'test_avg_loss_std': np.float64(4.297287603081636), 'test_avg_loss_bottom_decile': np.float64(19.58906472404048), 'test_avg_loss_top_decile': np.float64(34.29238643286363), 'test_avg_loss_min': np.float64(19.46033567752478), 'test_avg_loss_max': np.float64(34.29238643286363), 'test_avg_loss_bottom10%': np.float64(19.46033567752478), 'test_avg_loss_top10%': np.float64(34.29238643286363), 'test_avg_loss_cos1': np.float64(0.9850862329955261), 'test_avg_loss_entropy': np.float64(2.2879030846856954), 'val_loss_std': np.float64(15616.37278666956), 'val_loss_bottom_decile': np.float64(67443.37091064453), 'val_loss_top_decile': np.float64(120762.52252197266), 'val_loss_min': np.float64(66938.23858642578), 'val_loss_max': np.float64(120762.52252197266), 'val_loss_bottom10%': np.float64(66938.23858642578), 'val_loss_top10%': np.float64(120762.52252197266), 'val_loss_cos1': np.float64(0.9843161798394283), 'val_loss_entropy': np.float64(2.286942603423328), 'val_avg_loss_std': np.float64(4.603883486636074), 'val_avg_loss_bottom_decile': np.float64(19.883069254317373), 'val_avg_loss_top_decile': np.float64(35.60215876237402), 'val_avg_loss_min': np.float64(19.734150526658546), 'val_avg_loss_max': np.float64(35.60215876237402), 'val_avg_loss_bottom10%': np.float64(19.734150526658546), 'val_avg_loss_top10%': np.float64(35.60215876237402), 'val_avg_loss_cos1': np.float64(0.9843161798394284), 'val_avg_loss_entropy': np.float64(2.286942603424537)}}
{'Role': 'Server #', 'Round': 38, 'Results_weighted_avg': {'test_loss': np.float64(82697.54278564453), 'test_avg_loss': np.float64(24.38017181180558), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86374.82265014648), 'val_avg_loss': np.float64(25.464275545444128), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(82697.54278564453), 'test_avg_loss': np.float64(24.38017181180558), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86374.82265014648), 'val_avg_loss': np.float64(25.46427554544413), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14499.765549031055), 'test_loss_bottom_decile': np.float64(65345.70300292969), 'test_loss_top_decile': np.float64(115151.63751220703), 'test_loss_min': np.float64(65245.558044433594), 'test_loss_max': np.float64(115151.63751220703), 'test_loss_bottom10%': np.float64(65245.558044433594), 'test_loss_top10%': np.float64(115151.63751220703), 'test_loss_cos1': np.float64(0.9849744033091209), 'test_loss_entropy': np.float64(2.287762310401437), 'test_avg_loss_std': np.float64(4.27469503214359), 'test_avg_loss_bottom_decile': np.float64(19.264653007939177), 'test_avg_loss_top_decile': np.float64(33.94800634204217), 'test_avg_loss_min': np.float64(19.235129140458017), 'test_avg_loss_max': np.float64(33.94800634204217), 'test_avg_loss_bottom10%': np.float64(19.235129140458017), 'test_avg_loss_top10%': np.float64(33.94800634204217), 'test_avg_loss_cos1': np.float64(0.984974403309121), 'test_avg_loss_entropy': np.float64(2.287762310402638), 'val_loss_std': np.float64(15559.205171718928), 'val_loss_bottom_decile': np.float64(66568.3798828125), 'val_loss_top_decile': np.float64(119584.94219970703), 'val_loss_min': np.float64(65919.01165771484), 'val_loss_max': np.float64(119584.94219970703), 'val_loss_bottom10%': np.float64(65919.01165771484), 'val_loss_top10%': np.float64(119584.94219970703), 'val_loss_cos1': np.float64(0.9841599989330295), 'val_loss_entropy': np.float64(2.286748766248511), 'val_avg_loss_std': np.float64(4.58702982656808), 'val_avg_loss_bottom_decile': np.float64(19.625111993753684), 'val_avg_loss_top_decile': np.float64(35.25499475227212), 'val_avg_loss_min': np.float64(19.433670889656497), 'val_avg_loss_max': np.float64(35.25499475227212), 'val_avg_loss_bottom10%': np.float64(19.433670889656497), 'val_avg_loss_top10%': np.float64(35.25499475227212), 'val_avg_loss_cos1': np.float64(0.9841599989330297), 'val_avg_loss_entropy': np.float64(2.2867487662497474)}}
{'Role': 'Server #', 'Round': 39, 'Results_weighted_avg': {'test_loss': np.float64(83176.56170349121), 'test_avg_loss': np.float64(24.521392011642455), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86834.23790283203), 'val_avg_loss': np.float64(25.599716362863216), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(83176.56170349121), 'test_avg_loss': np.float64(24.521392011642455), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86834.23790283203), 'val_avg_loss': np.float64(25.599716362863216), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14554.226412756672), 'test_loss_bottom_decile': np.float64(65792.21313476562), 'test_loss_top_decile': np.float64(115544.42095947266), 'test_loss_min': np.float64(65459.90997314453), 'test_loss_max': np.float64(115544.42095947266), 'test_loss_bottom10%': np.float64(65459.90997314453), 'test_loss_top10%': np.float64(115544.42095947266), 'test_loss_cos1': np.float64(0.9850338289400447), 'test_loss_entropy': np.float64(2.2878063506633994), 'test_avg_loss_std': np.float64(4.290750711307982), 'test_avg_loss_bottom_decile': np.float64(19.39628924963609), 'test_avg_loss_top_decile': np.float64(34.06380334890114), 'test_avg_loss_min': np.float64(19.29832251566761), 'test_avg_loss_max': np.float64(34.06380334890114), 'test_avg_loss_bottom10%': np.float64(19.29832251566761), 'test_avg_loss_top10%': np.float64(34.06380334890114), 'test_avg_loss_cos1': np.float64(0.9850338289400444), 'test_avg_loss_entropy': np.float64(2.287806350664591), 'val_loss_std': np.float64(15622.832001091678), 'val_loss_bottom_decile': np.float64(66689.42126464844), 'val_loss_top_decile': np.float64(119900.73468017578), 'val_loss_min': np.float64(66295.95971679688), 'val_loss_max': np.float64(119900.73468017578), 'val_loss_bottom10%': np.float64(66295.95971679688), 'val_loss_top10%': np.float64(119900.73468017578), 'val_loss_cos1': np.float64(0.9841978073522833), 'val_loss_entropy': np.float64(2.286764027450234), 'val_avg_loss_std': np.float64(4.605787736170895), 'val_avg_loss_bottom_decile': np.float64(19.660796363398713), 'val_avg_loss_top_decile': np.float64(35.34809395052352), 'val_avg_loss_min': np.float64(19.5447994448104), 'val_avg_loss_max': np.float64(35.34809395052352), 'val_avg_loss_bottom10%': np.float64(19.5447994448104), 'val_avg_loss_top10%': np.float64(35.34809395052352), 'val_avg_loss_cos1': np.float64(0.9841978073522833), 'val_avg_loss_entropy': np.float64(2.2867640274514627)}}
{'Role': 'Server #', 'Round': 40, 'Results_weighted_avg': {'test_loss': np.float64(82771.57871398926), 'test_avg_loss': np.float64(24.40199844162419), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86389.34516296387), 'val_avg_loss': np.float64(25.4685569466285), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(82771.57871398926), 'test_avg_loss': np.float64(24.401998441624187), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86389.34516296387), 'val_avg_loss': np.float64(25.468556946628503), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14513.100679768388), 'test_loss_bottom_decile': np.float64(65696.20904541016), 'test_loss_top_decile': np.float64(115220.00805664062), 'test_loss_min': np.float64(65040.178955078125), 'test_loss_max': np.float64(115220.00805664062), 'test_loss_bottom10%': np.float64(65040.178955078125), 'test_loss_top10%': np.float64(115220.00805664062), 'test_loss_cos1': np.float64(0.9849736866220672), 'test_loss_entropy': np.float64(2.287758283962287), 'test_avg_loss_std': np.float64(4.2786263796487), 'test_avg_loss_bottom_decile': np.float64(19.367986157255352), 'test_avg_loss_top_decile': np.float64(33.96816275254736), 'test_avg_loss_min': np.float64(19.17458105986973), 'test_avg_loss_max': np.float64(33.96816275254736), 'test_avg_loss_bottom10%': np.float64(19.17458105986973), 'test_avg_loss_top10%': np.float64(33.96816275254736), 'test_avg_loss_cos1': np.float64(0.984973686622067), 'test_avg_loss_entropy': np.float64(2.287758283963487), 'val_loss_std': np.float64(15610.087269766516), 'val_loss_bottom_decile': np.float64(66172.4223022461), 'val_loss_top_decile': np.float64(119627.1527709961), 'val_loss_min': np.float64(66158.8511352539), 'val_loss_max': np.float64(119627.1527709961), 'val_loss_bottom10%': np.float64(66158.8511352539), 'val_loss_top10%': np.float64(119627.1527709961), 'val_loss_cos1': np.float64(0.9840639287706733), 'val_loss_entropy': np.float64(2.2866425084677915), 'val_avg_loss_std': np.float64(4.60203044509626), 'val_avg_loss_bottom_decile': np.float64(19.50837921646406), 'val_avg_loss_top_decile': np.float64(35.26743890654366), 'val_avg_loss_min': np.float64(19.50437828279891), 'val_avg_loss_max': np.float64(35.26743890654366), 'val_avg_loss_bottom10%': np.float64(19.50437828279891), 'val_avg_loss_top10%': np.float64(35.26743890654366), 'val_avg_loss_cos1': np.float64(0.9840639287706731), 'val_avg_loss_entropy': np.float64(2.2866425084690363)}}
{'Role': 'Server #', 'Round': 41, 'Results_weighted_avg': {'test_loss': np.float64(82725.12905883789), 'test_avg_loss': np.float64(24.388304557440417), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86345.66236877441), 'val_avg_loss': np.float64(25.45567876437925), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(82725.12905883789), 'test_avg_loss': np.float64(24.388304557440414), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86345.66236877441), 'val_avg_loss': np.float64(25.45567876437925), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14540.107701582969), 'test_loss_bottom_decile': np.float64(65742.57928466797), 'test_loss_top_decile': np.float64(115197.82977294922), 'test_loss_min': np.float64(64834.114318847656), 'test_loss_max': np.float64(115197.82977294922), 'test_loss_bottom10%': np.float64(64834.114318847656), 'test_loss_top10%': np.float64(115197.82977294922), 'test_loss_cos1': np.float64(0.9849024115568914), 'test_loss_entropy': np.float64(2.287687302242899), 'test_avg_loss_std': np.float64(4.286588355419508), 'test_avg_loss_bottom_decile': np.float64(19.38165662873466), 'test_avg_loss_top_decile': np.float64(33.96162434344022), 'test_avg_loss_min': np.float64(19.113830872301786), 'test_avg_loss_max': np.float64(33.96162434344022), 'test_avg_loss_bottom10%': np.float64(19.113830872301786), 'test_avg_loss_top10%': np.float64(33.96162434344022), 'test_avg_loss_cos1': np.float64(0.9849024115568915), 'test_avg_loss_entropy': np.float64(2.2876873022441058), 'val_loss_std': np.float64(15636.301324892745), 'val_loss_bottom_decile': np.float64(66274.09521484375), 'val_loss_top_decile': np.float64(119648.33129882812), 'val_loss_min': np.float64(65928.90399169922), 'val_loss_max': np.float64(119648.33129882812), 'val_loss_bottom10%': np.float64(65928.90399169922), 'val_loss_top10%': np.float64(119648.33129882812), 'val_loss_cos1': np.float64(0.983995843798664), 'val_loss_entropy': np.float64(2.2865792280323234), 'val_avg_loss_std': np.float64(4.609758645310362), 'val_avg_loss_bottom_decile': np.float64(19.538353542111956), 'val_avg_loss_top_decile': np.float64(35.27368257630546), 'val_avg_loss_min': np.float64(19.436587261703778), 'val_avg_loss_max': np.float64(35.27368257630546), 'val_avg_loss_bottom10%': np.float64(19.436587261703778), 'val_avg_loss_top10%': np.float64(35.27368257630546), 'val_avg_loss_cos1': np.float64(0.9839958437986639), 'val_avg_loss_entropy': np.float64(2.286579228033573)}}
{'Role': 'Server #', 'Round': 42, 'Results_weighted_avg': {'test_loss': np.float64(82602.24649658203), 'test_avg_loss': np.float64(24.35207738696404), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86157.0665435791), 'val_avg_loss': np.float64(25.400078580064594), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(82602.24649658203), 'test_avg_loss': np.float64(24.35207738696404), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86157.0665435791), 'val_avg_loss': np.float64(25.400078580064594), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14563.623003379875), 'test_loss_bottom_decile': np.float64(65263.46789550781), 'test_loss_top_decile': np.float64(115231.1723022461), 'test_loss_min': np.float64(64952.650451660156), 'test_loss_max': np.float64(115231.1723022461), 'test_loss_bottom10%': np.float64(64952.650451660156), 'test_loss_top10%': np.float64(115231.1723022461), 'test_loss_cos1': np.float64(0.9848105699868758), 'test_loss_entropy': np.float64(2.2876010503273947), 'test_avg_loss_std': np.float64(4.2935209326002), 'test_avg_loss_bottom_decile': np.float64(19.240409167307728), 'test_avg_loss_top_decile': np.float64(33.97145409853953), 'test_avg_loss_min': np.float64(19.148776666173394), 'test_avg_loss_max': np.float64(33.97145409853953), 'test_avg_loss_bottom10%': np.float64(19.148776666173394), 'test_avg_loss_top10%': np.float64(33.97145409853953), 'test_avg_loss_cos1': np.float64(0.9848105699868758), 'test_avg_loss_entropy': np.float64(2.28760105032861), 'val_loss_std': np.float64(15651.47639587111), 'val_loss_bottom_decile': np.float64(66026.40026855469), 'val_loss_top_decile': np.float64(119597.01568603516), 'val_loss_min': np.float64(65692.25262451172), 'val_loss_max': np.float64(119597.01568603516), 'val_loss_bottom10%': np.float64(65692.25262451172), 'val_loss_top10%': np.float64(119597.01568603516), 'val_loss_cos1': np.float64(0.9838969213736061), 'val_loss_entropy': np.float64(2.2864791745281847), 'val_avg_loss_std': np.float64(4.61423242802804), 'val_avg_loss_bottom_decile': np.float64(19.465330267852206), 'val_avg_loss_top_decile': np.float64(35.25855415272263), 'val_avg_loss_min': np.float64(19.36681975958482), 'val_avg_loss_max': np.float64(35.25855415272263), 'val_avg_loss_bottom10%': np.float64(19.36681975958482), 'val_avg_loss_top10%': np.float64(35.25855415272263), 'val_avg_loss_cos1': np.float64(0.9838969213736062), 'val_avg_loss_entropy': np.float64(2.2864791745294455)}}
{'Role': 'Server #', 'Round': 43, 'Results_weighted_avg': {'test_loss': np.float64(82493.75488586425), 'test_avg_loss': np.float64(24.320092831917528), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86051.7366607666), 'val_avg_loss': np.float64(25.3690261381977), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(82493.75488586425), 'test_avg_loss': np.float64(24.320092831917528), 'test_total': np.float64(3392.0), 'val_loss': np.float64(86051.7366607666), 'val_avg_loss': np.float64(25.369026138197704), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14628.64898519504), 'test_loss_bottom_decile': np.float64(65051.321228027344), 'test_loss_top_decile': np.float64(115200.44024658203), 'test_loss_min': np.float64(64972.64697265625), 'test_loss_max': np.float64(115200.44024658203), 'test_loss_bottom10%': np.float64(64972.64697265625), 'test_loss_top10%': np.float64(115200.44024658203), 'test_loss_cos1': np.float64(0.9846383312359283), 'test_loss_entropy': np.float64(2.287427298372655), 'test_avg_loss_std': np.float64(4.3126913281825), 'test_avg_loss_bottom_decile': np.float64(19.177865928074098), 'test_avg_loss_top_decile': np.float64(33.962393940619705), 'test_avg_loss_min': np.float64(19.154671866938752), 'test_avg_loss_max': np.float64(33.962393940619705), 'test_avg_loss_bottom10%': np.float64(19.154671866938752), 'test_avg_loss_top10%': np.float64(33.962393940619705), 'test_avg_loss_cos1': np.float64(0.9846383312359281), 'test_avg_loss_entropy': np.float64(2.287427298373886), 'val_loss_std': np.float64(15700.297936062672), 'val_loss_bottom_decile': np.float64(66199.53155517578), 'val_loss_top_decile': np.float64(119574.12762451172), 'val_loss_min': np.float64(65404.15966796875), 'val_loss_max': np.float64(119574.12762451172), 'val_loss_bottom10%': np.float64(65404.15966796875), 'val_loss_top10%': np.float64(119574.12762451172), 'val_loss_cos1': np.float64(0.9837600118643587), 'val_loss_entropy': np.float64(2.286345670362031), 'val_avg_loss_std': np.float64(4.628625570773194), 'val_avg_loss_bottom_decile': np.float64(19.516371331124937), 'val_avg_loss_top_decile': np.float64(35.25180649307539), 'val_avg_loss_min': np.float64(19.28188669456626), 'val_avg_loss_max': np.float64(35.25180649307539), 'val_avg_loss_bottom10%': np.float64(19.28188669456626), 'val_avg_loss_top10%': np.float64(35.25180649307539), 'val_avg_loss_cos1': np.float64(0.9837600118643587), 'val_avg_loss_entropy': np.float64(2.2863456703633034)}}
{'Role': 'Server #', 'Round': 44, 'Results_weighted_avg': {'test_loss': np.float64(81906.36708679199), 'test_avg_loss': np.float64(24.146924259077828), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85493.21145629883), 'val_avg_loss': np.float64(25.204366584993757), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81906.36708679199), 'test_avg_loss': np.float64(24.146924259077828), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85493.21145629883), 'val_avg_loss': np.float64(25.20436658499376), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14469.236502019463), 'test_loss_bottom_decile': np.float64(64559.87176513672), 'test_loss_top_decile': np.float64(114198.66485595703), 'test_loss_min': np.float64(64348.723693847656), 'test_loss_max': np.float64(114198.66485595703), 'test_loss_bottom10%': np.float64(64348.723693847656), 'test_loss_top10%': np.float64(114198.66485595703), 'test_loss_cos1': np.float64(0.9847523254281165), 'test_loss_entropy': np.float64(2.2875279396764654), 'test_avg_loss_std': np.float64(4.265694723472718), 'test_avg_loss_bottom_decile': np.float64(19.032981062835116), 'test_avg_loss_top_decile': np.float64(33.66705921460997), 'test_avg_loss_min': np.float64(18.970732221063578), 'test_avg_loss_max': np.float64(33.66705921460997), 'test_avg_loss_bottom10%': np.float64(18.970732221063578), 'test_avg_loss_top10%': np.float64(33.66705921460997), 'test_avg_loss_cos1': np.float64(0.9847523254281167), 'test_avg_loss_entropy': np.float64(2.2875279396776973), 'val_loss_std': np.float64(15580.925910632277), 'val_loss_bottom_decile': np.float64(65344.81280517578), 'val_loss_top_decile': np.float64(118607.7368774414), 'val_loss_min': np.float64(65106.644592285156), 'val_loss_max': np.float64(118607.7368774414), 'val_loss_bottom10%': np.float64(65106.644592285156), 'val_loss_top10%': np.float64(118607.7368774414), 'val_loss_cos1': np.float64(0.9837954857983582), 'val_loss_entropy': np.float64(2.2863593054593294), 'val_avg_loss_std': np.float64(4.593433346294892), 'val_avg_loss_bottom_decile': np.float64(19.264390567563616), 'val_avg_loss_top_decile': np.float64(34.96690356056645), 'val_avg_loss_min': np.float64(19.194175882159538), 'val_avg_loss_max': np.float64(34.96690356056645), 'val_avg_loss_bottom10%': np.float64(19.194175882159538), 'val_avg_loss_top10%': np.float64(34.96690356056645), 'val_avg_loss_cos1': np.float64(0.9837954857983581), 'val_avg_loss_entropy': np.float64(2.2863593054606097)}}
{'Role': 'Server #', 'Round': 45, 'Results_weighted_avg': {'test_loss': np.float64(82114.67076416015), 'test_avg_loss': np.float64(24.208334541320802), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85643.08952941894), 'val_avg_loss': np.float64(25.248552337682472), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(82114.67076416015), 'test_avg_loss': np.float64(24.208334541320802), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85643.08952941894), 'val_avg_loss': np.float64(25.248552337682472), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14769.612762329934), 'test_loss_bottom_decile': np.float64(64641.65246582031), 'test_loss_top_decile': np.float64(115137.1255493164), 'test_loss_min': np.float64(64115.15222167969), 'test_loss_max': np.float64(115137.1255493164), 'test_loss_bottom10%': np.float64(64115.15222167969), 'test_loss_top10%': np.float64(115137.1255493164), 'test_loss_cos1': np.float64(0.984206361123127), 'test_loss_entropy': np.float64(2.2869908508185284), 'test_avg_loss_std': np.float64(4.354249045498212), 'test_avg_loss_bottom_decile': np.float64(19.057090939215893), 'test_avg_loss_top_decile': np.float64(33.94372805109564), 'test_avg_loss_min': np.float64(18.901872706863116), 'test_avg_loss_max': np.float64(33.94372805109564), 'test_avg_loss_bottom10%': np.float64(18.901872706863116), 'test_avg_loss_top10%': np.float64(33.94372805109564), 'test_avg_loss_cos1': np.float64(0.984206361123127), 'test_avg_loss_entropy': np.float64(2.2869908508198007), 'val_loss_std': np.float64(15868.228028220057), 'val_loss_bottom_decile': np.float64(65650.34735107422), 'val_loss_top_decile': np.float64(119493.37573242188), 'val_loss_min': np.float64(64567.66613769531), 'val_loss_max': np.float64(119493.37573242188), 'val_loss_bottom10%': np.float64(64567.66613769531), 'val_loss_top10%': np.float64(119493.37573242188), 'val_loss_cos1': np.float64(0.9832647403687682), 'val_loss_entropy': np.float64(2.2858318909655786), 'val_avg_loss_std': np.float64(4.678133263036575), 'val_avg_loss_bottom_decile': np.float64(19.354465610576124), 'val_avg_loss_top_decile': np.float64(35.22799992111494), 'val_avg_loss_min': np.float64(19.03527893210357), 'val_avg_loss_max': np.float64(35.22799992111494), 'val_avg_loss_bottom10%': np.float64(19.03527893210357), 'val_avg_loss_top10%': np.float64(35.22799992111494), 'val_avg_loss_cos1': np.float64(0.9832647403687682), 'val_avg_loss_entropy': np.float64(2.2858318909668975)}}
{'Role': 'Server #', 'Round': 46, 'Results_weighted_avg': {'test_loss': np.float64(82385.5903137207), 'test_avg_loss': np.float64(24.28820469154502), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85953.13528137207), 'val_avg_loss': np.float64(25.339957335310164), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(82385.5903137207), 'test_avg_loss': np.float64(24.28820469154502), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85953.13528137207), 'val_avg_loss': np.float64(25.339957335310167), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14495.302638860334), 'test_loss_bottom_decile': np.float64(65616.1275024414), 'test_loss_top_decile': np.float64(114962.77026367188), 'test_loss_min': np.float64(64514.13006591797), 'test_loss_max': np.float64(114962.77026367188), 'test_loss_bottom10%': np.float64(64514.13006591797), 'test_loss_top10%': np.float64(114962.77026367188), 'test_loss_cos1': np.float64(0.9848720810793424), 'test_loss_entropy': np.float64(2.287669394060301), 'test_avg_loss_std': np.float64(4.273379315701749), 'test_avg_loss_bottom_decile': np.float64(19.34437721180466), 'test_avg_loss_top_decile': np.float64(33.892326139054205), 'test_avg_loss_min': np.float64(19.019495892074872), 'test_avg_loss_max': np.float64(33.892326139054205), 'test_avg_loss_bottom10%': np.float64(19.019495892074872), 'test_avg_loss_top10%': np.float64(33.892326139054205), 'test_avg_loss_cos1': np.float64(0.9848720810793424), 'test_avg_loss_entropy': np.float64(2.2876693940615134), 'val_loss_std': np.float64(15568.359274693368), 'val_loss_bottom_decile': np.float64(66126.40850830078), 'val_loss_top_decile': np.float64(119309.08221435547), 'val_loss_min': np.float64(65638.47882080078), 'val_loss_max': np.float64(119309.08221435547), 'val_loss_bottom10%': np.float64(65638.47882080078), 'val_loss_top10%': np.float64(119309.08221435547), 'val_loss_cos1': np.float64(0.9839895392629158), 'val_loss_entropy': np.float64(2.2865856364807184), 'val_avg_loss_std': np.float64(4.589728559756301), 'val_avg_loss_bottom_decile': np.float64(19.494813829098106), 'val_avg_loss_top_decile': np.float64(35.17366810564725), 'val_avg_loss_min': np.float64(19.350966633490795), 'val_avg_loss_max': np.float64(35.17366810564725), 'val_avg_loss_bottom10%': np.float64(19.350966633490795), 'val_avg_loss_top10%': np.float64(35.17366810564725), 'val_avg_loss_cos1': np.float64(0.9839895392629158), 'val_avg_loss_entropy': np.float64(2.286585636481973)}}
{'Role': 'Server #', 'Round': 47, 'Results_weighted_avg': {'test_loss': np.float64(81917.75474853515), 'test_avg_loss': np.float64(24.15028147067664), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85430.11584472656), 'val_avg_loss': np.float64(25.185765284412312), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81917.75474853515), 'test_avg_loss': np.float64(24.15028147067664), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85430.11584472656), 'val_avg_loss': np.float64(25.185765284412312), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14514.16213106155), 'test_loss_bottom_decile': np.float64(64717.40344238281), 'test_loss_top_decile': np.float64(114565.15130615234), 'test_loss_min': np.float64(64504.53533935547), 'test_loss_max': np.float64(114565.15130615234), 'test_loss_bottom10%': np.float64(64504.53533935547), 'test_loss_top10%': np.float64(114565.15130615234), 'test_loss_cos1': np.float64(0.9846638313541698), 'test_loss_entropy': np.float64(2.2874675305213805), 'test_avg_loss_std': np.float64(4.278939307506354), 'test_avg_loss_bottom_decile': np.float64(19.079423184664744), 'test_avg_loss_top_decile': np.float64(33.77510356903076), 'test_avg_loss_min': np.float64(19.0166672580647), 'test_avg_loss_max': np.float64(33.77510356903076), 'test_avg_loss_bottom10%': np.float64(19.0166672580647), 'test_avg_loss_top10%': np.float64(33.77510356903076), 'test_avg_loss_cos1': np.float64(0.9846638313541698), 'test_avg_loss_entropy': np.float64(2.287467530522616), 'val_loss_std': np.float64(15572.068974094323), 'val_loss_bottom_decile': np.float64(65527.54669189453), 'val_loss_top_decile': np.float64(118811.7582397461), 'val_loss_min': np.float64(65196.55206298828), 'val_loss_max': np.float64(118811.7582397461), 'val_loss_bottom10%': np.float64(65196.55206298828), 'val_loss_top10%': np.float64(118811.7582397461), 'val_loss_cos1': np.float64(0.9837901186358164), 'val_loss_entropy': np.float64(2.2863858615166586), 'val_avg_loss_std': np.float64(4.590822221136298), 'val_avg_loss_bottom_decile': np.float64(19.318262586053812), 'val_avg_loss_top_decile': np.float64(35.02705136784967), 'val_avg_loss_min': np.float64(19.220681622343243), 'val_avg_loss_max': np.float64(35.02705136784967), 'val_avg_loss_bottom10%': np.float64(19.220681622343243), 'val_avg_loss_top10%': np.float64(35.02705136784967), 'val_avg_loss_cos1': np.float64(0.9837901186358166), 'val_avg_loss_entropy': np.float64(2.2863858615179367)}}
{'Role': 'Server #', 'Round': 48, 'Results_weighted_avg': {'test_loss': np.float64(82034.3976196289), 'test_avg_loss': np.float64(24.18466910956041), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85566.68645935059), 'val_avg_loss': np.float64(25.226027847685902), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(82034.3976196289), 'test_avg_loss': np.float64(24.18466910956041), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85566.68645935059), 'val_avg_loss': np.float64(25.226027847685906), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14511.127929517836), 'test_loss_bottom_decile': np.float64(64947.16925048828), 'test_loss_top_decile': np.float64(114782.58026123047), 'test_loss_min': np.float64(64513.15350341797), 'test_loss_max': np.float64(114782.58026123047), 'test_loss_bottom10%': np.float64(64513.15350341797), 'test_loss_top10%': np.float64(114782.58026123047), 'test_loss_cos1': np.float64(0.98471266573699), 'test_loss_entropy': np.float64(2.2875206038884057), 'test_avg_loss_std': np.float64(4.278044790541814), 'test_avg_loss_bottom_decile': np.float64(19.147160746016592), 'test_avg_loss_top_decile': np.float64(33.83920408644766), 'test_avg_loss_min': np.float64(19.01920799039445), 'test_avg_loss_max': np.float64(33.83920408644766), 'test_avg_loss_bottom10%': np.float64(19.01920799039445), 'test_avg_loss_top10%': np.float64(33.83920408644766), 'test_avg_loss_cos1': np.float64(0.9847126657369902), 'test_avg_loss_entropy': np.float64(2.2875206038896354), 'val_loss_std': np.float64(15584.080359013074), 'val_loss_bottom_decile': np.float64(65533.476989746094), 'val_loss_top_decile': np.float64(119049.97735595703), 'val_loss_min': np.float64(65414.50506591797), 'val_loss_max': np.float64(119049.97735595703), 'val_loss_bottom10%': np.float64(65414.50506591797), 'val_loss_top10%': np.float64(119049.97735595703), 'val_loss_cos1': np.float64(0.9838162387973078), 'val_loss_entropy': np.float64(2.286414790747376), 'val_avg_loss_std': np.float64(4.594363313388289), 'val_avg_loss_bottom_decile': np.float64(19.3200109049959), 'val_avg_loss_top_decile': np.float64(35.09728106012884), 'val_avg_loss_min': np.float64(19.2849366349994), 'val_avg_loss_max': np.float64(35.09728106012884), 'val_avg_loss_bottom10%': np.float64(19.2849366349994), 'val_avg_loss_top10%': np.float64(35.09728106012884), 'val_avg_loss_cos1': np.float64(0.9838162387973077), 'val_avg_loss_entropy': np.float64(2.28641479074865)}}
{'Role': 'Server #', 'Round': 49, 'Results_weighted_avg': {'test_loss': np.float64(81752.32206726074), 'test_avg_loss': np.float64(24.101510043414134), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85214.23416442871), 'val_avg_loss': np.float64(25.122120921116956), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81752.32206726074), 'test_avg_loss': np.float64(24.101510043414134), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85214.23416442871), 'val_avg_loss': np.float64(25.122120921116956), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14503.75975923134), 'test_loss_bottom_decile': np.float64(64441.366149902344), 'test_loss_top_decile': np.float64(114254.92681884766), 'test_loss_min': np.float64(64384.31414794922), 'test_loss_max': np.float64(114254.92681884766), 'test_loss_bottom10%': np.float64(64384.31414794922), 'test_loss_top10%': np.float64(114254.92681884766), 'test_loss_cos1': np.float64(0.9846246839991536), 'test_loss_entropy': np.float64(2.287418161650255), 'test_avg_loss_std': np.float64(4.275872570528107), 'test_avg_loss_bottom_decile': np.float64(18.99804426589102), 'test_avg_loss_top_decile': np.float64(33.683645878198014), 'test_avg_loss_min': np.float64(18.98122468984352), 'test_avg_loss_max': np.float64(33.683645878198014), 'test_avg_loss_bottom10%': np.float64(18.98122468984352), 'test_avg_loss_top10%': np.float64(33.683645878198014), 'test_avg_loss_cos1': np.float64(0.9846246839991536), 'test_avg_loss_entropy': np.float64(2.2874181616514973), 'val_loss_std': np.float64(15569.327410064507), 'val_loss_bottom_decile': np.float64(65302.69696044922), 'val_loss_top_decile': np.float64(118456.64471435547), 'val_loss_min': np.float64(64869.04669189453), 'val_loss_max': np.float64(118456.64471435547), 'val_loss_bottom10%': np.float64(64869.04669189453), 'val_loss_top10%': np.float64(118456.64471435547), 'val_loss_cos1': np.float64(0.9837154770874978), 'val_loss_entropy': np.float64(2.2862962202495822), 'val_avg_loss_std': np.float64(4.590013977023734), 'val_avg_loss_bottom_decile': np.float64(19.251974339755076), 'val_avg_loss_top_decile': np.float64(34.9223598804114), 'val_avg_loss_min': np.float64(19.12412933133683), 'val_avg_loss_max': np.float64(34.9223598804114), 'val_avg_loss_bottom10%': np.float64(19.12412933133683), 'val_avg_loss_top10%': np.float64(34.9223598804114), 'val_avg_loss_cos1': np.float64(0.9837154770874978), 'val_avg_loss_entropy': np.float64(2.286296220250871)}}
{'Role': 'Server #', 'Round': 50, 'Results_weighted_avg': {'test_loss': np.float64(81768.70506591797), 'test_avg_loss': np.float64(24.106339936886194), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85219.87924194336), 'val_avg_loss': np.float64(25.12378515387481), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81768.70506591797), 'test_avg_loss': np.float64(24.106339936886194), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85219.87924194336), 'val_avg_loss': np.float64(25.12378515387481), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14650.970258971965), 'test_loss_bottom_decile': np.float64(64590.097595214844), 'test_loss_top_decile': np.float64(114610.87585449219), 'test_loss_min': np.float64(64149.07452392578), 'test_loss_max': np.float64(114610.87585449219), 'test_loss_bottom10%': np.float64(64149.07452392578), 'test_loss_top10%': np.float64(114610.87585449219), 'test_loss_cos1': np.float64(0.9843244638259591), 'test_loss_entropy': np.float64(2.2871271463513083), 'test_avg_loss_std': np.float64(4.319271892385603), 'test_avg_loss_bottom_decile': np.float64(19.041891979721356), 'test_avg_loss_top_decile': np.float64(33.78858368351774), 'test_avg_loss_min': np.float64(18.911873385591328), 'test_avg_loss_max': np.float64(33.78858368351774), 'test_avg_loss_bottom10%': np.float64(18.911873385591328), 'test_avg_loss_top10%': np.float64(33.78858368351774), 'test_avg_loss_cos1': np.float64(0.9843244638259591), 'test_avg_loss_entropy': np.float64(2.2871271463525744), 'val_loss_std': np.float64(15724.93735512636), 'val_loss_bottom_decile': np.float64(65062.34802246094), 'val_loss_top_decile': np.float64(118863.91009521484), 'val_loss_min': np.float64(64992.74053955078), 'val_loss_max': np.float64(118863.91009521484), 'val_loss_bottom10%': np.float64(64992.74053955078), 'val_loss_top10%': np.float64(118863.91009521484), 'val_loss_cos1': np.float64(0.9833985823180178), 'val_loss_entropy': np.float64(2.2859879814865898), 'val_avg_loss_std': np.float64(4.635889550449988), 'val_avg_loss_bottom_decile': np.float64(19.181116751904757), 'val_avg_loss_top_decile': np.float64(35.04242632524023), 'val_avg_loss_min': np.float64(19.160595677933603), 'val_avg_loss_max': np.float64(35.04242632524023), 'val_avg_loss_bottom10%': np.float64(19.160595677933603), 'val_avg_loss_top10%': np.float64(35.04242632524023), 'val_avg_loss_cos1': np.float64(0.9833985823180178), 'val_avg_loss_entropy': np.float64(2.285987981487903)}}
{'Role': 'Server #', 'Round': 51, 'Results_weighted_avg': {'test_loss': np.float64(81843.17920837403), 'test_avg_loss': np.float64(24.12829575718574), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85273.26842651368), 'val_avg_loss': np.float64(25.139524889892), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81843.17920837403), 'test_avg_loss': np.float64(24.128295757185736), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85273.26842651368), 'val_avg_loss': np.float64(25.139524889892005), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14476.099720352871), 'test_loss_bottom_decile': np.float64(64699.72961425781), 'test_loss_top_decile': np.float64(114265.6635131836), 'test_loss_min': np.float64(64503.20538330078), 'test_loss_max': np.float64(114265.6635131836), 'test_loss_bottom10%': np.float64(64503.20538330078), 'test_loss_top10%': np.float64(114265.6635131836), 'test_loss_cos1': np.float64(0.9847151492024631), 'test_loss_entropy': np.float64(2.2875100991039514), 'test_avg_loss_std': np.float64(4.26771807793422), 'test_avg_loss_bottom_decile': np.float64(19.07421274005242), 'test_avg_loss_top_decile': np.float64(33.68681117723573), 'test_avg_loss_min': np.float64(19.016275171963674), 'test_avg_loss_max': np.float64(33.68681117723573), 'test_avg_loss_bottom10%': np.float64(19.016275171963674), 'test_avg_loss_top10%': np.float64(33.68681117723573), 'test_avg_loss_cos1': np.float64(0.9847151492024628), 'test_avg_loss_entropy': np.float64(2.2875100991051847), 'val_loss_std': np.float64(15542.067376522149), 'val_loss_bottom_decile': np.float64(65374.008544921875), 'val_loss_top_decile': np.float64(118521.98455810547), 'val_loss_min': np.float64(65079.38348388672), 'val_loss_max': np.float64(118521.98455810547), 'val_loss_bottom10%': np.float64(65079.38348388672), 'val_loss_top10%': np.float64(118521.98455810547), 'val_loss_cos1': np.float64(0.9837929917466861), 'val_loss_entropy': np.float64(2.2863817598563005), 'val_avg_loss_std': np.float64(4.5819774105312945), 'val_avg_loss_bottom_decile': np.float64(19.27299780215857), 'val_avg_loss_top_decile': np.float64(34.941622806045245), 'val_avg_loss_min': np.float64(19.186138998787357), 'val_avg_loss_max': np.float64(34.941622806045245), 'val_avg_loss_bottom10%': np.float64(19.186138998787357), 'val_avg_loss_top10%': np.float64(34.941622806045245), 'val_avg_loss_cos1': np.float64(0.983792991746686), 'val_avg_loss_entropy': np.float64(2.2863817598575817)}}
{'Role': 'Server #', 'Round': 52, 'Results_weighted_avg': {'test_loss': np.float64(81660.84505615235), 'test_avg_loss': np.float64(24.074541584950573), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85062.03100585938), 'val_avg_loss': np.float64(25.07724970691609), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81660.84505615235), 'test_avg_loss': np.float64(24.074541584950573), 'test_total': np.float64(3392.0), 'val_loss': np.float64(85062.03100585938), 'val_avg_loss': np.float64(25.07724970691609), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14448.598694306596), 'test_loss_bottom_decile': np.float64(64616.11120605469), 'test_loss_top_decile': np.float64(113912.3910522461), 'test_loss_min': np.float64(64058.46862792969), 'test_loss_max': np.float64(113912.3910522461), 'test_loss_bottom10%': np.float64(64058.46862792969), 'test_loss_top10%': np.float64(113912.3910522461), 'test_loss_cos1': np.float64(0.9847053248971583), 'test_loss_entropy': np.float64(2.2874856401531627), 'test_avg_loss_std': np.float64(4.259610464123407), 'test_avg_loss_bottom_decile': np.float64(19.04956108669065), 'test_avg_loss_top_decile': np.float64(33.582662456440474), 'test_avg_loss_min': np.float64(18.885161741724556), 'test_avg_loss_max': np.float64(33.582662456440474), 'test_avg_loss_bottom10%': np.float64(18.885161741724556), 'test_avg_loss_top10%': np.float64(33.582662456440474), 'test_avg_loss_cos1': np.float64(0.9847053248971585), 'test_avg_loss_entropy': np.float64(2.2874856401544017), 'val_loss_std': np.float64(15493.999540247383), 'val_loss_bottom_decile': np.float64(65048.534912109375), 'val_loss_top_decile': np.float64(118019.4301147461), 'val_loss_min': np.float64(64934.2158203125), 'val_loss_max': np.float64(118019.4301147461), 'val_loss_bottom10%': np.float64(64934.2158203125), 'val_loss_top10%': np.float64(118019.4301147461), 'val_loss_cos1': np.float64(0.9838125054534712), 'val_loss_entropy': np.float64(2.2863840934158155), 'val_avg_loss_std': np.float64(4.567806468233309), 'val_avg_loss_bottom_decile': np.float64(19.177044490598284), 'val_avg_loss_top_decile': np.float64(34.793464066847314), 'val_avg_loss_min': np.float64(19.143341928158165), 'val_avg_loss_max': np.float64(34.793464066847314), 'val_avg_loss_bottom10%': np.float64(19.143341928158165), 'val_avg_loss_top10%': np.float64(34.793464066847314), 'val_avg_loss_cos1': np.float64(0.9838125054534711), 'val_avg_loss_entropy': np.float64(2.2863840934170994)}}
{'Role': 'Server #', 'Round': 53, 'Results_weighted_avg': {'test_loss': np.float64(81295.05402221679), 'test_avg_loss': np.float64(23.9667022471158), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84683.77945861817), 'val_avg_loss': np.float64(24.965736868696393), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81295.05402221679), 'test_avg_loss': np.float64(23.9667022471158), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84683.77945861817), 'val_avg_loss': np.float64(24.965736868696393), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14373.808552112561), 'test_loss_bottom_decile': np.float64(64058.18798828125), 'test_loss_top_decile': np.float64(113170.04626464844), 'test_loss_min': np.float64(63920.37121582031), 'test_loss_max': np.float64(113170.04626464844), 'test_loss_bottom10%': np.float64(63920.37121582031), 'test_loss_top10%': np.float64(113170.04626464844), 'test_loss_cos1': np.float64(0.9847262430254745), 'test_loss_entropy': np.float64(2.2874912408566765), 'test_avg_loss_std': np.float64(4.237561483523749), 'test_avg_loss_bottom_decile': np.float64(18.885079005979144), 'test_avg_loss_top_decile': np.float64(33.36381080915343), 'test_avg_loss_min': np.float64(18.84444906126778), 'test_avg_loss_max': np.float64(33.36381080915343), 'test_avg_loss_bottom10%': np.float64(18.84444906126778), 'test_avg_loss_top10%': np.float64(33.36381080915343), 'test_avg_loss_cos1': np.float64(0.9847262430254745), 'test_avg_loss_entropy': np.float64(2.2874912408579213), 'val_loss_std': np.float64(15429.812051577988), 'val_loss_bottom_decile': np.float64(64784.01086425781), 'val_loss_top_decile': np.float64(117239.62689208984), 'val_loss_min': np.float64(64457.58605957031), 'val_loss_max': np.float64(117239.62689208984), 'val_loss_bottom10%': np.float64(64457.58605957031), 'val_loss_top10%': np.float64(117239.62689208984), 'val_loss_cos1': np.float64(0.9838028556121398), 'val_loss_entropy': np.float64(2.286354953584068), 'val_avg_loss_std': np.float64(4.548883269922756), 'val_avg_loss_bottom_decile': np.float64(19.09905980667978), 'val_avg_loss_top_decile': np.float64(34.563569248847244), 'val_avg_loss_min': np.float64(19.00282607888276), 'val_avg_loss_max': np.float64(34.563569248847244), 'val_avg_loss_bottom10%': np.float64(19.00282607888276), 'val_avg_loss_top10%': np.float64(34.563569248847244), 'val_avg_loss_cos1': np.float64(0.9838028556121398), 'val_avg_loss_entropy': np.float64(2.286354953585361)}}
{'Role': 'Server #', 'Round': 54, 'Results_weighted_avg': {'test_loss': np.float64(81366.65886230468), 'test_avg_loss': np.float64(23.98781216459454), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84802.05786743163), 'val_avg_loss': np.float64(25.00060668261546), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81366.65886230468), 'test_avg_loss': np.float64(23.98781216459454), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84802.05786743163), 'val_avg_loss': np.float64(25.000606682615462), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14314.938914944147), 'test_loss_bottom_decile': np.float64(64406.34893798828), 'test_loss_top_decile': np.float64(113336.69207763672), 'test_loss_min': np.float64(64032.012939453125), 'test_loss_max': np.float64(113336.69207763672), 'test_loss_bottom10%': np.float64(64032.012939453125), 'test_loss_top10%': np.float64(113336.69207763672), 'test_loss_cos1': np.float64(0.9848743289082951), 'test_loss_entropy': np.float64(2.287653260702833), 'test_avg_loss_std': np.float64(4.220206048037778), 'test_avg_loss_bottom_decile': np.float64(18.98772079539749), 'test_avg_loss_top_decile': np.float64(33.41293988137875), 'test_avg_loss_min': np.float64(18.877362305263304), 'test_avg_loss_max': np.float64(33.41293988137875), 'test_avg_loss_bottom10%': np.float64(18.877362305263304), 'test_avg_loss_top10%': np.float64(33.41293988137875), 'test_avg_loss_cos1': np.float64(0.9848743289082952), 'test_avg_loss_entropy': np.float64(2.2876532607040625), 'val_loss_std': np.float64(15428.338011929412), 'val_loss_bottom_decile': np.float64(64882.77990722656), 'val_loss_top_decile': np.float64(117619.70220947266), 'val_loss_min': np.float64(64800.487243652344), 'val_loss_max': np.float64(117619.70220947266), 'val_loss_bottom10%': np.float64(64800.487243652344), 'val_loss_top10%': np.float64(117619.70220947266), 'val_loss_cos1': np.float64(0.98384992999669), 'val_loss_entropy': np.float64(2.2864207928394578), 'val_avg_loss_std': np.float64(4.5484487063471155), 'val_avg_loss_bottom_decile': np.float64(19.128178038687075), 'val_avg_loss_top_decile': np.float64(34.67561975515114), 'val_avg_loss_min': np.float64(19.10391722985034), 'val_avg_loss_max': np.float64(34.67561975515114), 'val_avg_loss_bottom10%': np.float64(19.10391722985034), 'val_avg_loss_top10%': np.float64(34.67561975515114), 'val_avg_loss_cos1': np.float64(0.9838499299966901), 'val_avg_loss_entropy': np.float64(2.2864207928407434)}}
{'Role': 'Server #', 'Round': 55, 'Results_weighted_avg': {'test_loss': np.float64(81219.80790710449), 'test_avg_loss': np.float64(23.94451884053788), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84607.97642822265), 'val_avg_loss': np.float64(24.943389277188285), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81219.80790710449), 'test_avg_loss': np.float64(23.94451884053788), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84607.97642822265), 'val_avg_loss': np.float64(24.94338927718828), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14366.227881111134), 'test_loss_bottom_decile': np.float64(64120.05780029297), 'test_loss_top_decile': np.float64(113152.79608154297), 'test_loss_min': np.float64(63913.788330078125), 'test_loss_max': np.float64(113152.79608154297), 'test_loss_bottom10%': np.float64(63913.788330078125), 'test_loss_top10%': np.float64(113152.79608154297), 'test_loss_cos1': np.float64(0.9847143431626902), 'test_loss_entropy': np.float64(2.2874914105556265), 'test_avg_loss_std': np.float64(4.235326615893613), 'test_avg_loss_bottom_decile': np.float64(18.903318926973164), 'test_avg_loss_top_decile': np.float64(33.35872525988885), 'test_avg_loss_min': np.float64(18.84250835202775), 'test_avg_loss_max': np.float64(33.35872525988885), 'test_avg_loss_bottom10%': np.float64(18.84250835202775), 'test_avg_loss_top10%': np.float64(33.35872525988885), 'test_avg_loss_cos1': np.float64(0.9847143431626902), 'test_avg_loss_entropy': np.float64(2.287491410556872), 'val_loss_std': np.float64(15437.819781211421), 'val_loss_bottom_decile': np.float64(64766.94921875), 'val_loss_top_decile': np.float64(117335.2015991211), 'val_loss_min': np.float64(64534.706481933594), 'val_loss_max': np.float64(117335.2015991211), 'val_loss_bottom10%': np.float64(64534.706481933594), 'val_loss_top10%': np.float64(117335.2015991211), 'val_loss_cos1': np.float64(0.9837580848785283), 'val_loss_entropy': np.float64(2.286329165670336), 'val_avg_loss_std': np.float64(4.551244039272234), 'val_avg_loss_bottom_decile': np.float64(19.09402984043337), 'val_avg_loss_top_decile': np.float64(34.59174575445787), 'val_avg_loss_min': np.float64(19.025562052456838), 'val_avg_loss_max': np.float64(34.59174575445787), 'val_avg_loss_bottom10%': np.float64(19.025562052456838), 'val_avg_loss_top10%': np.float64(34.59174575445787), 'val_avg_loss_cos1': np.float64(0.9837580848785283), 'val_avg_loss_entropy': np.float64(2.286329165671632)}}
{'Role': 'Server #', 'Round': 56, 'Results_weighted_avg': {'test_loss': np.float64(81225.62691955567), 'test_avg_loss': np.float64(23.946234351284097), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84572.50311889648), 'val_avg_loss': np.float64(24.932931344014293), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81225.62691955567), 'test_avg_loss': np.float64(23.946234351284097), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84572.50311889648), 'val_avg_loss': np.float64(24.932931344014293), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14418.403802023891), 'test_loss_bottom_decile': np.float64(63978.38171386719), 'test_loss_top_decile': np.float64(113419.15063476562), 'test_loss_min': np.float64(63931.21520996094), 'test_loss_max': np.float64(113419.15063476562), 'test_loss_bottom10%': np.float64(63931.21520996094), 'test_loss_top10%': np.float64(113419.15063476562), 'test_loss_cos1': np.float64(0.9846078215901085), 'test_loss_entropy': np.float64(2.2873915138579526), 'test_avg_loss_std': np.float64(4.250708668049496), 'test_avg_loss_bottom_decile': np.float64(18.861551212814618), 'test_avg_loss_top_decile': np.float64(33.43724959751345), 'test_avg_loss_min': np.float64(18.847645993502635), 'test_avg_loss_max': np.float64(33.43724959751345), 'test_avg_loss_bottom10%': np.float64(18.847645993502635), 'test_avg_loss_top10%': np.float64(33.43724959751345), 'test_avg_loss_cos1': np.float64(0.9846078215901085), 'test_avg_loss_entropy': np.float64(2.287391513859206), 'val_loss_std': np.float64(15499.4845591559), 'val_loss_bottom_decile': np.float64(64657.272399902344), 'val_loss_top_decile': np.float64(117478.47827148438), 'val_loss_min': np.float64(64366.58758544922), 'val_loss_max': np.float64(117478.47827148438), 'val_loss_bottom10%': np.float64(64366.58758544922), 'val_loss_top10%': np.float64(117478.47827148438), 'val_loss_cos1': np.float64(0.9836178485624936), 'val_loss_entropy': np.float64(2.2861828969013165), 'val_avg_loss_std': np.float64(4.569423513902093), 'val_avg_loss_bottom_decile': np.float64(19.06169587261272), 'val_avg_loss_top_decile': np.float64(34.63398533947063), 'val_avg_loss_min': np.float64(18.975998698540455), 'val_avg_loss_max': np.float64(34.63398533947063), 'val_avg_loss_bottom10%': np.float64(18.975998698540455), 'val_avg_loss_top10%': np.float64(34.63398533947063), 'val_avg_loss_cos1': np.float64(0.9836178485624937), 'val_avg_loss_entropy': np.float64(2.2861828969026248)}}
{'Role': 'Server #', 'Round': 57, 'Results_weighted_avg': {'test_loss': np.float64(81552.43801879883), 'test_avg_loss': np.float64(24.042581963089276), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84857.0492553711), 'val_avg_loss': np.float64(25.016818766324025), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81552.43801879883), 'test_avg_loss': np.float64(24.042581963089273), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84857.0492553711), 'val_avg_loss': np.float64(25.016818766324025), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14681.566346794485), 'test_loss_bottom_decile': np.float64(64544.260192871094), 'test_loss_top_decile': np.float64(114612.48626708984), 'test_loss_min': np.float64(63935.59814453125), 'test_loss_max': np.float64(114612.48626708984), 'test_loss_bottom10%': np.float64(63935.59814453125), 'test_loss_top10%': np.float64(114612.48626708984), 'test_loss_cos1': np.float64(0.9841788472289303), 'test_loss_entropy': np.float64(2.2869983367489355), 'test_avg_loss_std': np.float64(4.328291965446486), 'test_avg_loss_bottom_decile': np.float64(19.028378594596433), 'test_avg_loss_top_decile': np.float64(33.789058451382616), 'test_avg_loss_min': np.float64(18.84893813223209), 'test_avg_loss_max': np.float64(33.789058451382616), 'test_avg_loss_bottom10%': np.float64(18.84893813223209), 'test_avg_loss_top10%': np.float64(33.789058451382616), 'test_avg_loss_cos1': np.float64(0.9841788472289303), 'test_avg_loss_entropy': np.float64(2.2869983367502145), 'val_loss_std': np.float64(15713.488938120436), 'val_loss_bottom_decile': np.float64(64923.64514160156), 'val_loss_top_decile': np.float64(118577.90380859375), 'val_loss_min': np.float64(64619.69958496094), 'val_loss_max': np.float64(118577.90380859375), 'val_loss_bottom10%': np.float64(64619.69958496094), 'val_loss_top10%': np.float64(118577.90380859375), 'val_loss_cos1': np.float64(0.9832836220475827), 'val_loss_entropy': np.float64(2.2858839774548394), 'val_avg_loss_std': np.float64(4.6325144275119206), 'val_avg_loss_bottom_decile': np.float64(19.14022557240612), 'val_avg_loss_top_decile': np.float64(34.95810843413731), 'val_avg_loss_min': np.float64(19.050618981415372), 'val_avg_loss_max': np.float64(34.95810843413731), 'val_avg_loss_bottom10%': np.float64(19.050618981415372), 'val_avg_loss_top10%': np.float64(34.95810843413731), 'val_avg_loss_cos1': np.float64(0.9832836220475828), 'val_avg_loss_entropy': np.float64(2.2858839774561655)}}
{'Role': 'Server #', 'Round': 58, 'Results_weighted_avg': {'test_loss': np.float64(81244.75522460937), 'test_avg_loss': np.float64(23.951873592160783), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84615.85021057128), 'val_avg_loss': np.float64(24.945710557361817), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81244.75522460937), 'test_avg_loss': np.float64(23.95187359216078), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84615.85021057128), 'val_avg_loss': np.float64(24.945710557361817), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14447.815434006752), 'test_loss_bottom_decile': np.float64(64347.387145996094), 'test_loss_top_decile': np.float64(113711.25891113281), 'test_loss_min': np.float64(64101.872985839844), 'test_loss_max': np.float64(113711.25891113281), 'test_loss_bottom10%': np.float64(64101.872985839844), 'test_loss_top10%': np.float64(113711.25891113281), 'test_loss_cos1': np.float64(0.9845535193964032), 'test_loss_entropy': np.float64(2.287366292978108), 'test_avg_loss_std': np.float64(4.259379550119916), 'test_avg_loss_bottom_decile': np.float64(18.970338191626208), 'test_avg_loss_top_decile': np.float64(33.523366424272645), 'test_avg_loss_min': np.float64(18.89795783780656), 'test_avg_loss_max': np.float64(33.523366424272645), 'test_avg_loss_bottom10%': np.float64(18.89795783780656), 'test_avg_loss_top10%': np.float64(33.523366424272645), 'test_avg_loss_cos1': np.float64(0.9845535193964031), 'test_avg_loss_entropy': np.float64(2.2873662929793617), 'val_loss_std': np.float64(15516.370811194762), 'val_loss_bottom_decile': np.float64(64855.677490234375), 'val_loss_top_decile': np.float64(117879.8042602539), 'val_loss_min': np.float64(64763.14080810547), 'val_loss_max': np.float64(117879.8042602539), 'val_loss_bottom10%': np.float64(64763.14080810547), 'val_loss_top10%': np.float64(117879.8042602539), 'val_loss_cos1': np.float64(0.9835994125231804), 'val_loss_entropy': np.float64(2.286204374592593), 'val_avg_loss_std': np.float64(4.574401772168268), 'val_avg_loss_bottom_decile': np.float64(19.120187939337963), 'val_avg_loss_top_decile': np.float64(34.75230078427297), 'val_avg_loss_min': np.float64(19.09290707786128), 'val_avg_loss_max': np.float64(34.75230078427297), 'val_avg_loss_bottom10%': np.float64(19.09290707786128), 'val_avg_loss_top10%': np.float64(34.75230078427297), 'val_avg_loss_cos1': np.float64(0.9835994125231803), 'val_avg_loss_entropy': np.float64(2.286204374593897)}}
{'Role': 'Server #', 'Round': 59, 'Results_weighted_avg': {'test_loss': np.float64(81278.48973693847), 'test_avg_loss': np.float64(23.96181890829554), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84598.00426635743), 'val_avg_loss': np.float64(24.940449370978012), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81278.48973693847), 'test_avg_loss': np.float64(23.96181890829554), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84598.00426635743), 'val_avg_loss': np.float64(24.940449370978016), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14388.60518172041), 'test_loss_bottom_decile': np.float64(64625.84875488281), 'test_loss_top_decile': np.float64(113624.85131835938), 'test_loss_min': np.float64(63946.545166015625), 'test_loss_max': np.float64(113624.85131835938), 'test_loss_bottom10%': np.float64(63946.545166015625), 'test_loss_top10%': np.float64(113624.85131835938), 'test_loss_cos1': np.float64(0.9846894032258631), 'test_loss_entropy': np.float64(2.2875026694135685), 'test_avg_loss_std': np.float64(4.241923697441159), 'test_avg_loss_bottom_decile': np.float64(19.052431826321584), 'test_avg_loss_top_decile': np.float64(33.497892487723874), 'test_avg_loss_min': np.float64(18.85216543809423), 'test_avg_loss_max': np.float64(33.497892487723874), 'test_avg_loss_bottom10%': np.float64(18.85216543809423), 'test_avg_loss_top10%': np.float64(33.497892487723874), 'test_avg_loss_cos1': np.float64(0.9846894032258632), 'test_avg_loss_entropy': np.float64(2.287502669414811), 'val_loss_std': np.float64(15438.318372804863), 'val_loss_bottom_decile': np.float64(65049.938720703125), 'val_loss_top_decile': np.float64(117740.10620117188), 'val_loss_min': np.float64(64711.7138671875), 'val_loss_max': np.float64(117740.10620117188), 'val_loss_bottom10%': np.float64(64711.7138671875), 'val_loss_top10%': np.float64(117740.10620117188), 'val_loss_cos1': np.float64(0.9837533244188816), 'val_loss_entropy': np.float64(2.286365144675306), 'val_avg_loss_std': np.float64(4.551391029718414), 'val_avg_loss_bottom_decile': np.float64(19.177458349263894), 'val_avg_loss_top_decile': np.float64(34.71111621496812), 'val_avg_loss_min': np.float64(19.07774583348688), 'val_avg_loss_max': np.float64(34.71111621496812), 'val_avg_loss_bottom10%': np.float64(19.07774583348688), 'val_avg_loss_top10%': np.float64(34.71111621496812), 'val_avg_loss_cos1': np.float64(0.9837533244188815), 'val_avg_loss_entropy': np.float64(2.286365144676598)}}
{'Role': 'Server #', 'Round': 60, 'Results_weighted_avg': {'test_loss': np.float64(80755.82144470215), 'test_avg_loss': np.float64(23.807730378744736), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84096.48897094726), 'val_avg_loss': np.float64(24.792596984359452), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80755.82144470215), 'test_avg_loss': np.float64(23.807730378744736), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84096.48897094726), 'val_avg_loss': np.float64(24.792596984359456), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14406.995092349973), 'test_loss_bottom_decile': np.float64(63867.942810058594), 'test_loss_top_decile': np.float64(112987.0648803711), 'test_loss_min': np.float64(63384.848083496094), 'test_loss_max': np.float64(112987.0648803711), 'test_loss_bottom10%': np.float64(63384.848083496094), 'test_loss_top10%': np.float64(112987.0648803711), 'test_loss_cos1': np.float64(0.9844564371113729), 'test_loss_entropy': np.float64(2.287251002465297), 'test_avg_loss_std': np.float64(4.247345251282421), 'test_avg_loss_bottom_decile': np.float64(18.828992573720104), 'test_avg_loss_top_decile': np.float64(33.3098658255811), 'test_avg_loss_min': np.float64(18.686570779332573), 'test_avg_loss_max': np.float64(33.3098658255811), 'test_avg_loss_bottom10%': np.float64(18.686570779332573), 'test_avg_loss_top10%': np.float64(33.3098658255811), 'test_avg_loss_cos1': np.float64(0.984456437111373), 'test_avg_loss_entropy': np.float64(2.287251002466568), 'val_loss_std': np.float64(15468.23051778873), 'val_loss_bottom_decile': np.float64(64302.56622314453), 'val_loss_top_decile': np.float64(117073.53936767578), 'val_loss_min': np.float64(64155.71984863281), 'val_loss_max': np.float64(117073.53936767578), 'val_loss_bottom10%': np.float64(64155.71984863281), 'val_loss_top10%': np.float64(117073.53936767578), 'val_loss_cos1': np.float64(0.9835015518263179), 'val_loss_entropy': np.float64(2.2860850002150546), 'val_avg_loss_std': np.float64(4.560209468687716), 'val_avg_loss_bottom_decile': np.float64(18.957124476162893), 'val_avg_loss_top_decile': np.float64(34.514604766413854), 'val_avg_loss_min': np.float64(18.913832502545052), 'val_avg_loss_max': np.float64(34.514604766413854), 'val_avg_loss_bottom10%': np.float64(18.913832502545052), 'val_avg_loss_top10%': np.float64(34.514604766413854), 'val_avg_loss_cos1': np.float64(0.983501551826318), 'val_avg_loss_entropy': np.float64(2.286085000216377)}}
{'Role': 'Server #', 'Round': 61, 'Results_weighted_avg': {'test_loss': np.float64(81116.57662963867), 'test_avg_loss': np.float64(23.914085091284985), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84436.22951965332), 'val_avg_loss': np.float64(24.892756344237416), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81116.57662963867), 'test_avg_loss': np.float64(23.91408509128498), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84436.22951965332), 'val_avg_loss': np.float64(24.89275634423742), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14398.84686414974), 'test_loss_bottom_decile': np.float64(64386.398864746094), 'test_loss_top_decile': np.float64(113438.99346923828), 'test_loss_min': np.float64(63707.15478515625), 'test_loss_max': np.float64(113438.99346923828), 'test_loss_bottom10%': np.float64(63707.15478515625), 'test_loss_top10%': np.float64(113438.99346923828), 'test_loss_cos1': np.float64(0.9846082380251301), 'test_loss_entropy': np.float64(2.2874105336981057), 'test_avg_loss_std': np.float64(4.244943061364899), 'test_avg_loss_bottom_decile': np.float64(18.981839287955808), 'test_avg_loss_top_decile': np.float64(33.44309948975185), 'test_avg_loss_min': np.float64(18.7815904437371), 'test_avg_loss_max': np.float64(33.44309948975185), 'test_avg_loss_bottom10%': np.float64(18.7815904437371), 'test_avg_loss_top10%': np.float64(33.44309948975185), 'test_avg_loss_cos1': np.float64(0.9846082380251302), 'test_avg_loss_entropy': np.float64(2.287410533699359), 'val_loss_std': np.float64(15484.038805761002), 'val_loss_bottom_decile': np.float64(64790.691833496094), 'val_loss_top_decile': np.float64(117581.42749023438), 'val_loss_min': np.float64(64392.90740966797), 'val_loss_max': np.float64(117581.42749023438), 'val_loss_bottom10%': np.float64(64392.90740966797), 'val_loss_top10%': np.float64(117581.42749023438), 'val_loss_cos1': np.float64(0.9835981605114842), 'val_loss_entropy': np.float64(2.286191199557088), 'val_avg_loss_std': np.float64(4.564869930943692), 'val_avg_loss_bottom_decile': np.float64(19.10102943204484), 'val_avg_loss_top_decile': np.float64(34.664335934620986), 'val_avg_loss_min': np.float64(18.983758080680417), 'val_avg_loss_max': np.float64(34.664335934620986), 'val_avg_loss_bottom10%': np.float64(18.983758080680417), 'val_avg_loss_top10%': np.float64(34.664335934620986), 'val_avg_loss_cos1': np.float64(0.9835981605114842), 'val_avg_loss_entropy': np.float64(2.2861911995583966)}}
{'Role': 'Server #', 'Round': 62, 'Results_weighted_avg': {'test_loss': np.float64(81238.98115234375), 'test_avg_loss': np.float64(23.950171330290022), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84537.61204833984), 'val_avg_loss': np.float64(24.922645061420944), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81238.98115234375), 'test_avg_loss': np.float64(23.950171330290022), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84537.61204833984), 'val_avg_loss': np.float64(24.922645061420944), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14439.096456172925), 'test_loss_bottom_decile': np.float64(64316.570251464844), 'test_loss_top_decile': np.float64(113603.86730957031), 'test_loss_min': np.float64(64028.375244140625), 'test_loss_max': np.float64(113603.86730957031), 'test_loss_bottom10%': np.float64(64028.375244140625), 'test_loss_top10%': np.float64(113603.86730957031), 'test_loss_cos1': np.float64(0.9845695852665463), 'test_loss_entropy': np.float64(2.287373826801079), 'test_avg_loss_std': np.float64(4.256809096749092), 'test_avg_loss_bottom_decile': np.float64(18.96125302224789), 'test_avg_loss_top_decile': np.float64(33.49170616437804), 'test_avg_loss_min': np.float64(18.876289871503722), 'test_avg_loss_max': np.float64(33.49170616437804), 'test_avg_loss_bottom10%': np.float64(18.876289871503722), 'test_avg_loss_top10%': np.float64(33.49170616437804), 'test_avg_loss_cos1': np.float64(0.9845695852665461), 'test_avg_loss_entropy': np.float64(2.287373826802333), 'val_loss_std': np.float64(15463.509755034614), 'val_loss_bottom_decile': np.float64(64727.27801513672), 'val_loss_top_decile': np.float64(117597.86779785156), 'val_loss_min': np.float64(64692.37268066406), 'val_loss_max': np.float64(117597.86779785156), 'val_loss_bottom10%': np.float64(64692.37268066406), 'val_loss_top10%': np.float64(117597.86779785156), 'val_loss_cos1': np.float64(0.983678822808388), 'val_loss_entropy': np.float64(2.2862742002808902), 'val_avg_loss_std': np.float64(4.558817734385205), 'val_avg_loss_bottom_decile': np.float64(19.082334320500212), 'val_avg_loss_top_decile': np.float64(34.66918272342322), 'val_avg_loss_min': np.float64(19.072043832742942), 'val_avg_loss_max': np.float64(34.66918272342322), 'val_avg_loss_bottom10%': np.float64(19.072043832742942), 'val_avg_loss_top10%': np.float64(34.66918272342322), 'val_avg_loss_cos1': np.float64(0.9836788228083881), 'val_avg_loss_entropy': np.float64(2.286274200282191)}}
{'Role': 'Server #', 'Round': 63, 'Results_weighted_avg': {'test_loss': np.float64(81129.21972351075), 'test_avg_loss': np.float64(23.917812418487838), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84351.94860229493), 'val_avg_loss': np.float64(24.867909375676568), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(81129.21972351075), 'test_avg_loss': np.float64(23.917812418487834), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84351.94860229493), 'val_avg_loss': np.float64(24.867909375676568), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14554.856089734883), 'test_loss_bottom_decile': np.float64(63961.685119628906), 'test_loss_top_decile': np.float64(113624.81774902344), 'test_loss_min': np.float64(63743.61456298828), 'test_loss_max': np.float64(113624.81774902344), 'test_loss_bottom10%': np.float64(63743.61456298828), 'test_loss_top10%': np.float64(113624.81774902344), 'test_loss_cos1': np.float64(0.984285546576827), 'test_loss_entropy': np.float64(2.2870801273288164), 'test_avg_loss_std': np.float64(4.290936347209578), 'test_avg_loss_bottom_decile': np.float64(18.856628867815125), 'test_avg_loss_top_decile': np.float64(33.49788259110361), 'test_avg_loss_min': np.float64(18.79233919899419), 'test_avg_loss_max': np.float64(33.49788259110361), 'test_avg_loss_bottom10%': np.float64(18.79233919899419), 'test_avg_loss_top10%': np.float64(33.49788259110361), 'test_avg_loss_cos1': np.float64(0.984285546576827), 'test_avg_loss_entropy': np.float64(2.2870801273300962), 'val_loss_std': np.float64(15584.4913908125), 'val_loss_bottom_decile': np.float64(64420.06964111328), 'val_loss_top_decile': np.float64(117588.74584960938), 'val_loss_min': np.float64(64336.54870605469), 'val_loss_max': np.float64(117588.74584960938), 'val_loss_bottom10%': np.float64(64336.54870605469), 'val_loss_top10%': np.float64(117588.74584960938), 'val_loss_cos1': np.float64(0.9833575624798927), 'val_loss_entropy': np.float64(2.2859426844742226), 'val_avg_loss_std': np.float64(4.594484490215948), 'val_avg_loss_bottom_decile': np.float64(18.991765814007454), 'val_avg_loss_top_decile': np.float64(34.666493469814085), 'val_avg_loss_min': np.float64(18.96714289683216), 'val_avg_loss_max': np.float64(34.666493469814085), 'val_avg_loss_bottom10%': np.float64(18.96714289683216), 'val_avg_loss_top10%': np.float64(34.666493469814085), 'val_avg_loss_cos1': np.float64(0.9833575624798924), 'val_avg_loss_entropy': np.float64(2.2859426844755517)}}
{'Role': 'Server #', 'Round': 64, 'Results_weighted_avg': {'test_loss': np.float64(80819.86673583984), 'test_avg_loss': np.float64(23.82661165561316), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84068.48021850587), 'val_avg_loss': np.float64(24.78433968705951), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80819.86673583984), 'test_avg_loss': np.float64(23.82661165561316), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84068.48021850587), 'val_avg_loss': np.float64(24.78433968705951), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14499.08223892864), 'test_loss_bottom_decile': np.float64(63835.089904785156), 'test_loss_top_decile': np.float64(113333.28625488281), 'test_loss_min': np.float64(63278.76708984375), 'test_loss_max': np.float64(113333.28625488281), 'test_loss_bottom10%': np.float64(63278.76708984375), 'test_loss_top10%': np.float64(113333.28625488281), 'test_loss_cos1': np.float64(0.9842861284319211), 'test_loss_entropy': np.float64(2.2870810517863878), 'test_avg_loss_std': np.float64(4.274493584589812), 'test_avg_loss_bottom_decile': np.float64(18.819307165325814), 'test_avg_loss_top_decile': np.float64(33.411935806274414), 'test_avg_loss_min': np.float64(18.655296901486956), 'test_avg_loss_max': np.float64(33.411935806274414), 'test_avg_loss_bottom10%': np.float64(18.655296901486956), 'test_avg_loss_top10%': np.float64(33.411935806274414), 'test_avg_loss_cos1': np.float64(0.9842861284319211), 'test_avg_loss_entropy': np.float64(2.2870810517876725), 'val_loss_std': np.float64(15544.827785360136), 'val_loss_bottom_decile': np.float64(64191.200439453125), 'val_loss_top_decile': np.float64(117322.54522705078), 'val_loss_min': np.float64(63932.350830078125), 'val_loss_max': np.float64(117322.54522705078), 'val_loss_bottom10%': np.float64(63932.350830078125), 'val_loss_top10%': np.float64(117322.54522705078), 'val_loss_cos1': np.float64(0.9833309943050597), 'val_loss_entropy': np.float64(2.285910748455394), 'val_avg_loss_std': np.float64(4.5827912103066435), 'val_avg_loss_bottom_decile': np.float64(18.924292582385945), 'val_avg_loss_top_decile': np.float64(34.588014512691856), 'val_avg_loss_min': np.float64(18.84798078716926), 'val_avg_loss_max': np.float64(34.588014512691856), 'val_avg_loss_bottom10%': np.float64(18.84798078716926), 'val_avg_loss_top10%': np.float64(34.588014512691856), 'val_avg_loss_cos1': np.float64(0.9833309943050595), 'val_avg_loss_entropy': np.float64(2.2859107484567316)}}
{'Role': 'Server #', 'Round': 65, 'Results_weighted_avg': {'test_loss': np.float64(80723.67740478515), 'test_avg_loss': np.float64(23.798253951882415), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83982.69923095703), 'val_avg_loss': np.float64(24.759050480824598), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80723.67740478515), 'test_avg_loss': np.float64(23.79825395188242), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83982.69923095703), 'val_avg_loss': np.float64(24.759050480824595), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14373.370269422), 'test_loss_bottom_decile': np.float64(63542.790771484375), 'test_loss_top_decile': np.float64(112790.1156616211), 'test_loss_min': np.float64(63464.07580566406), 'test_loss_max': np.float64(112790.1156616211), 'test_loss_bottom10%': np.float64(63464.07580566406), 'test_loss_top10%': np.float64(112790.1156616211), 'test_loss_cos1': np.float64(0.9845151940148946), 'test_loss_entropy': np.float64(2.2872935699999406), 'test_avg_loss_std': np.float64(4.237432272824882), 'test_avg_loss_bottom_decile': np.float64(18.73313407178195), 'test_avg_loss_top_decile': np.float64(33.251802966279804), 'test_avg_loss_min': np.float64(18.7099280087453), 'test_avg_loss_max': np.float64(33.251802966279804), 'test_avg_loss_bottom10%': np.float64(18.7099280087453), 'test_avg_loss_top10%': np.float64(33.251802966279804), 'test_avg_loss_cos1': np.float64(0.9845151940148947), 'test_avg_loss_entropy': np.float64(2.2872935700012107), 'val_loss_std': np.float64(15452.897860072831), 'val_loss_bottom_decile': np.float64(64130.497619628906), 'val_loss_top_decile': np.float64(116860.46826171875), 'val_loss_min': np.float64(63922.0205078125), 'val_loss_max': np.float64(116860.46826171875), 'val_loss_bottom10%': np.float64(63922.0205078125), 'val_loss_top10%': np.float64(116860.46826171875), 'val_loss_cos1': np.float64(0.9834898880718156), 'val_loss_entropy': np.float64(2.2860569992350213), 'val_avg_loss_std': np.float64(4.55568922761581), 'val_avg_loss_bottom_decile': np.float64(18.906396703900032), 'val_avg_loss_top_decile': np.float64(34.45178899225199), 'val_avg_loss_min': np.float64(18.84493529121831), 'val_avg_loss_max': np.float64(34.45178899225199), 'val_avg_loss_bottom10%': np.float64(18.84493529121831), 'val_avg_loss_top10%': np.float64(34.45178899225199), 'val_avg_loss_cos1': np.float64(0.9834898880718153), 'val_avg_loss_entropy': np.float64(2.2860569992363486)}}
{'Role': 'Server #', 'Round': 66, 'Results_weighted_avg': {'test_loss': np.float64(80891.50942687989), 'test_avg_loss': np.float64(23.847732731981097), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84139.1092376709), 'val_avg_loss': np.float64(24.805161921483165), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80891.50942687989), 'test_avg_loss': np.float64(23.8477327319811), 'test_total': np.float64(3392.0), 'val_loss': np.float64(84139.1092376709), 'val_avg_loss': np.float64(24.805161921483165), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14470.135554397422), 'test_loss_bottom_decile': np.float64(63868.741455078125), 'test_loss_top_decile': np.float64(113251.71423339844), 'test_loss_min': np.float64(63427.09069824219), 'test_loss_max': np.float64(113251.71423339844), 'test_loss_bottom10%': np.float64(63427.09069824219), 'test_loss_top10%': np.float64(113251.71423339844), 'test_loss_cos1': np.float64(0.9843744132268732), 'test_loss_entropy': np.float64(2.287163755529411), 'test_avg_loss_std': np.float64(4.2659597742916935), 'test_avg_loss_bottom_decile': np.float64(18.829228023313128), 'test_avg_loss_top_decile': np.float64(33.38788745088397), 'test_avg_loss_min': np.float64(18.699024380378003), 'test_avg_loss_max': np.float64(33.38788745088397), 'test_avg_loss_bottom10%': np.float64(18.699024380378003), 'test_avg_loss_top10%': np.float64(33.38788745088397), 'test_avg_loss_cos1': np.float64(0.9843744132268732), 'test_avg_loss_entropy': np.float64(2.2871637555306883), 'val_loss_std': np.float64(15503.190915266106), 'val_loss_bottom_decile': np.float64(64252.226318359375), 'val_loss_top_decile': np.float64(117196.90997314453), 'val_loss_min': np.float64(64135.180603027344), 'val_loss_max': np.float64(117196.90997314453), 'val_loss_bottom10%': np.float64(64135.180603027344), 'val_loss_top10%': np.float64(117196.90997314453), 'val_loss_cos1': np.float64(0.9834451049678907), 'val_loss_entropy': np.float64(2.286022489997482), 'val_avg_loss_std': np.float64(4.570516189642129), 'val_avg_loss_bottom_decile': np.float64(18.942283702346515), 'val_avg_loss_top_decile': np.float64(34.5509758175544), 'val_avg_loss_min': np.float64(18.907777300420797), 'val_avg_loss_max': np.float64(34.5509758175544), 'val_avg_loss_bottom10%': np.float64(18.907777300420797), 'val_avg_loss_top10%': np.float64(34.5509758175544), 'val_avg_loss_cos1': np.float64(0.9834451049678906), 'val_avg_loss_entropy': np.float64(2.2860224899988095)}}
{'Role': 'Server #', 'Round': 67, 'Results_weighted_avg': {'test_loss': np.float64(80655.40757751465), 'test_avg_loss': np.float64(23.778127233937102), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83873.325390625), 'val_avg_loss': np.float64(24.726805834500293), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80655.40757751465), 'test_avg_loss': np.float64(23.7781272339371), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83873.325390625), 'val_avg_loss': np.float64(24.726805834500297), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14255.219457027142), 'test_loss_bottom_decile': np.float64(64172.49914550781), 'test_loss_top_decile': np.float64(112494.8109741211), 'test_loss_min': np.float64(63326.76202392578), 'test_loss_max': np.float64(112494.8109741211), 'test_loss_bottom10%': np.float64(63326.76202392578), 'test_loss_top10%': np.float64(112494.8109741211), 'test_loss_cos1': np.float64(0.9847377391648594), 'test_loss_entropy': np.float64(2.2875272758461), 'test_avg_loss_std': np.float64(4.202600075774511), 'test_avg_loss_bottom_decile': np.float64(18.918779229218107), 'test_avg_loss_top_decile': np.float64(33.16474380133287), 'test_avg_loss_min': np.float64(18.669446351393212), 'test_avg_loss_max': np.float64(33.16474380133287), 'test_avg_loss_bottom10%': np.float64(18.669446351393212), 'test_avg_loss_top10%': np.float64(33.16474380133287), 'test_avg_loss_cos1': np.float64(0.9847377391648593), 'test_avg_loss_entropy': np.float64(2.28752727584735), 'val_loss_std': np.float64(15308.021001934065), 'val_loss_bottom_decile': np.float64(64555.213806152344), 'val_loss_top_decile': np.float64(116439.52459716797), 'val_loss_min': np.float64(63944.344482421875), 'val_loss_max': np.float64(116439.52459716797), 'val_loss_bottom10%': np.float64(63944.344482421875), 'val_loss_top10%': np.float64(116439.52459716797), 'val_loss_cos1': np.float64(0.9837492858475325), 'val_loss_entropy': np.float64(2.2863317523120523), 'val_avg_loss_std': np.float64(4.512977889721127), 'val_avg_loss_bottom_decile': np.float64(19.031607843794912), 'val_avg_loss_top_decile': np.float64(34.32769003454244), 'val_avg_loss_min': np.float64(18.85151665165739), 'val_avg_loss_max': np.float64(34.32769003454244), 'val_avg_loss_bottom10%': np.float64(18.85151665165739), 'val_avg_loss_top10%': np.float64(34.32769003454244), 'val_avg_loss_cos1': np.float64(0.9837492858475325), 'val_avg_loss_entropy': np.float64(2.2863317523133593)}}
{'Role': 'Server #', 'Round': 68, 'Results_weighted_avg': {'test_loss': np.float64(80666.54292602539), 'test_avg_loss': np.float64(23.78141006073862), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83884.87378234863), 'val_avg_loss': np.float64(24.73021043111693), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80666.54292602539), 'test_avg_loss': np.float64(23.781410060738615), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83884.87378234863), 'val_avg_loss': np.float64(24.73021043111693), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14277.521744918537), 'test_loss_bottom_decile': np.float64(63974.378173828125), 'test_loss_top_decile': np.float64(112635.01373291016), 'test_loss_min': np.float64(63433.15008544922), 'test_loss_max': np.float64(112635.01373291016), 'test_loss_bottom10%': np.float64(63433.15008544922), 'test_loss_top10%': np.float64(112635.01373291016), 'test_loss_cos1': np.float64(0.9846951678302458), 'test_loss_entropy': np.float64(2.287487013390078), 'test_avg_loss_std': np.float64(4.209175042723626), 'test_avg_loss_bottom_decile': np.float64(18.86037092388801), 'test_avg_loss_top_decile': np.float64(33.20607716182493), 'test_avg_loss_min': np.float64(18.700810756323474), 'test_avg_loss_max': np.float64(33.20607716182493), 'test_avg_loss_bottom10%': np.float64(18.700810756323474), 'test_avg_loss_top10%': np.float64(33.20607716182493), 'test_avg_loss_cos1': np.float64(0.9846951678302457), 'test_avg_loss_entropy': np.float64(2.287487013391331), 'val_loss_std': np.float64(15299.693747137115), 'val_loss_bottom_decile': np.float64(64316.69836425781), 'val_loss_top_decile': np.float64(116506.30560302734), 'val_loss_min': np.float64(64089.68878173828), 'val_loss_max': np.float64(116506.30560302734), 'val_loss_bottom10%': np.float64(64089.68878173828), 'val_loss_top10%': np.float64(116506.30560302734), 'val_loss_cos1': np.float64(0.9837708942804051), 'val_loss_entropy': np.float64(2.2863519474778076), 'val_avg_loss_std': np.float64(4.510522920736177), 'val_avg_loss_bottom_decile': np.float64(18.96129079134959), 'val_avg_loss_top_decile': np.float64(34.347377831081175), 'val_avg_loss_min': np.float64(18.89436579650303), 'val_avg_loss_max': np.float64(34.347377831081175), 'val_avg_loss_bottom10%': np.float64(18.89436579650303), 'val_avg_loss_top10%': np.float64(34.347377831081175), 'val_avg_loss_cos1': np.float64(0.9837708942804052), 'val_avg_loss_entropy': np.float64(2.286351947479112)}}
{'Role': 'Server #', 'Round': 69, 'Results_weighted_avg': {'test_loss': np.float64(80429.91866760254), 'test_avg_loss': np.float64(23.71165055059037), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83620.91843566895), 'val_avg_loss': np.float64(24.652393406742025), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80429.91866760254), 'test_avg_loss': np.float64(23.71165055059037), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83620.91843566895), 'val_avg_loss': np.float64(24.652393406742025), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14295.425301207662), 'test_loss_bottom_decile': np.float64(63656.25225830078), 'test_loss_top_decile': np.float64(112526.77032470703), 'test_loss_min': np.float64(63197.78942871094), 'test_loss_max': np.float64(112526.77032470703), 'test_loss_bottom10%': np.float64(63197.78942871094), 'test_loss_top10%': np.float64(112526.77032470703), 'test_loss_cos1': np.float64(0.9845693144071395), 'test_loss_entropy': np.float64(2.2873670329986204), 'test_avg_loss_std': np.float64(4.2144532137994295), 'test_avg_loss_bottom_decile': np.float64(18.766583802565087), 'test_avg_loss_top_decile': np.float64(33.174165779689574), 'test_avg_loss_min': np.float64(18.631423770256763), 'test_avg_loss_max': np.float64(33.174165779689574), 'test_avg_loss_bottom10%': np.float64(18.631423770256763), 'test_avg_loss_top10%': np.float64(33.174165779689574), 'test_avg_loss_cos1': np.float64(0.9845693144071395), 'test_avg_loss_entropy': np.float64(2.2873670329998874), 'val_loss_std': np.float64(15323.339694553986), 'val_loss_bottom_decile': np.float64(63989.839416503906), 'val_loss_top_decile': np.float64(116400.67889404297), 'val_loss_min': np.float64(63747.151916503906), 'val_loss_max': np.float64(116400.67889404297), 'val_loss_bottom10%': np.float64(63747.151916503906), 'val_loss_top10%': np.float64(116400.67889404297), 'val_loss_cos1': np.float64(0.9836214968278426), 'val_loss_entropy': np.float64(2.286204426728915), 'val_avg_loss_std': np.float64(4.517494013724643), 'val_avg_loss_bottom_decile': np.float64(18.864929073261766), 'val_avg_loss_top_decile': np.float64(34.316237881498516), 'val_avg_loss_min': np.float64(18.793382050856103), 'val_avg_loss_max': np.float64(34.316237881498516), 'val_avg_loss_bottom10%': np.float64(18.793382050856103), 'val_avg_loss_top10%': np.float64(34.316237881498516), 'val_avg_loss_cos1': np.float64(0.9836214968278426), 'val_avg_loss_entropy': np.float64(2.286204426730236)}}
{'Role': 'Server #', 'Round': 70, 'Results_weighted_avg': {'test_loss': np.float64(80693.85957641601), 'test_avg_loss': np.float64(23.789463318518873), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83891.55333862305), 'val_avg_loss': np.float64(24.732179639924247), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80693.85957641601), 'test_avg_loss': np.float64(23.789463318518877), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83891.55333862305), 'val_avg_loss': np.float64(24.732179639924247), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14196.437093551538), 'test_loss_bottom_decile': np.float64(64232.575134277344), 'test_loss_top_decile': np.float64(112526.09460449219), 'test_loss_min': np.float64(63385.521545410156), 'test_loss_max': np.float64(112526.09460449219), 'test_loss_bottom10%': np.float64(63385.521545410156), 'test_loss_top10%': np.float64(112526.09460449219), 'test_loss_cos1': np.float64(0.9848746109050095), 'test_loss_entropy': np.float64(2.287671787287559), 'test_avg_loss_std': np.float64(4.185270369561185), 'test_avg_loss_bottom_decile': np.float64(18.936490310812896), 'test_avg_loss_top_decile': np.float64(33.17396656972058), 'test_avg_loss_min': np.float64(18.68676932352894), 'test_avg_loss_max': np.float64(33.17396656972058), 'test_avg_loss_bottom10%': np.float64(18.68676932352894), 'test_avg_loss_top10%': np.float64(33.17396656972058), 'test_avg_loss_cos1': np.float64(0.9848746109050094), 'test_avg_loss_entropy': np.float64(2.2876717872887973), 'val_loss_std': np.float64(15246.721662944554), 'val_loss_bottom_decile': np.float64(64508.79461669922), 'val_loss_top_decile': np.float64(116459.25146484375), 'val_loss_min': np.float64(63989.760681152344), 'val_loss_max': np.float64(116459.25146484375), 'val_loss_bottom10%': np.float64(63989.760681152344), 'val_loss_top10%': np.float64(116459.25146484375), 'val_loss_cos1': np.float64(0.9838828868554752), 'val_loss_entropy': np.float64(2.2864714010213736), 'val_avg_loss_std': np.float64(4.494906150632239), 'val_avg_loss_bottom_decile': np.float64(19.017922941243874), 'val_avg_loss_top_decile': np.float64(34.333505738456296), 'val_avg_loss_min': np.float64(18.86490586118878), 'val_avg_loss_max': np.float64(34.333505738456296), 'val_avg_loss_bottom10%': np.float64(18.86490586118878), 'val_avg_loss_top10%': np.float64(34.333505738456296), 'val_avg_loss_cos1': np.float64(0.9838828868554751), 'val_avg_loss_entropy': np.float64(2.286471401022668)}}
{'Role': 'Server #', 'Round': 71, 'Results_weighted_avg': {'test_loss': np.float64(80360.90151367188), 'test_avg_loss': np.float64(23.69130351228534), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83536.46406860351), 'val_avg_loss': np.float64(24.62749530324396), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80360.90151367188), 'test_avg_loss': np.float64(23.69130351228534), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83536.46406860351), 'val_avg_loss': np.float64(24.627495303243965), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14332.081824954585), 'test_loss_bottom_decile': np.float64(63352.25061035156), 'test_loss_top_decile': np.float64(112384.96014404297), 'test_loss_min': np.float64(63186.28533935547), 'test_loss_max': np.float64(112384.96014404297), 'test_loss_bottom10%': np.float64(63186.28533935547), 'test_loss_top10%': np.float64(112384.96014404297), 'test_loss_cos1': np.float64(0.9844658798861056), 'test_loss_entropy': np.float64(2.2872526885496827), 'test_avg_loss_std': np.float64(4.225259971979536), 'test_avg_loss_bottom_decile': np.float64(18.67696067522157), 'test_avg_loss_top_decile': np.float64(33.132358533031535), 'test_avg_loss_min': np.float64(18.628032234479797), 'test_avg_loss_max': np.float64(33.132358533031535), 'test_avg_loss_bottom10%': np.float64(18.628032234479797), 'test_avg_loss_top10%': np.float64(33.132358533031535), 'test_avg_loss_cos1': np.float64(0.9844658798861052), 'test_avg_loss_entropy': np.float64(2.2872526885509608), 'val_loss_std': np.float64(15377.958751419941), 'val_loss_bottom_decile': np.float64(63830.117126464844), 'val_loss_top_decile': np.float64(116288.6558227539), 'val_loss_min': np.float64(63594.671875), 'val_loss_max': np.float64(116288.6558227539), 'val_loss_bottom10%': np.float64(63594.671875), 'val_loss_top10%': np.float64(116288.6558227539), 'val_loss_cos1': np.float64(0.9834748643017827), 'val_loss_entropy': np.float64(2.2860472000613603), 'val_avg_loss_std': np.float64(4.533596330017672), 'val_avg_loss_bottom_decile': np.float64(18.817841133981382), 'val_avg_loss_top_decile': np.float64(34.28321221189679), 'val_avg_loss_min': np.float64(18.748429208431602), 'val_avg_loss_max': np.float64(34.28321221189679), 'val_avg_loss_bottom10%': np.float64(18.748429208431602), 'val_avg_loss_top10%': np.float64(34.28321221189679), 'val_avg_loss_cos1': np.float64(0.9834748643017828), 'val_avg_loss_entropy': np.float64(2.2860472000626952)}}
{'Role': 'Server #', 'Round': 72, 'Results_weighted_avg': {'test_loss': np.float64(80402.23701171875), 'test_avg_loss': np.float64(23.703489685058592), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83554.13569335938), 'val_avg_loss': np.float64(24.632705098278116), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80402.23701171875), 'test_avg_loss': np.float64(23.703489685058592), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83554.13569335938), 'val_avg_loss': np.float64(24.63270509827812), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14346.650309652052), 'test_loss_bottom_decile': np.float64(63541.09411621094), 'test_loss_top_decile': np.float64(112423.89636230469), 'test_loss_min': np.float64(63064.3876953125), 'test_loss_max': np.float64(112423.89636230469), 'test_loss_bottom10%': np.float64(63064.3876953125), 'test_loss_top10%': np.float64(112423.89636230469), 'test_loss_cos1': np.float64(0.9844506458402303), 'test_loss_entropy': np.float64(2.28723542874312), 'test_avg_loss_std': np.float64(4.229554926194591), 'test_avg_loss_bottom_decile': np.float64(18.732633878599923), 'test_avg_loss_top_decile': np.float64(33.143837370962466), 'test_avg_loss_min': np.float64(18.5920954290426), 'test_avg_loss_max': np.float64(33.143837370962466), 'test_avg_loss_bottom10%': np.float64(18.5920954290426), 'test_avg_loss_top10%': np.float64(33.143837370962466), 'test_avg_loss_cos1': np.float64(0.9844506458402305), 'test_avg_loss_entropy': np.float64(2.2872354287444), 'val_loss_std': np.float64(15375.519001835193), 'val_loss_bottom_decile': np.float64(63856.13537597656), 'val_loss_top_decile': np.float64(116314.73376464844), 'val_loss_min': np.float64(63646.384826660156), 'val_loss_max': np.float64(116314.73376464844), 'val_loss_bottom10%': np.float64(63646.384826660156), 'val_loss_top10%': np.float64(116314.73376464844), 'val_loss_cos1': np.float64(0.9834867932631974), 'val_loss_entropy': np.float64(2.286060645226294), 'val_avg_loss_std': np.float64(4.532877064220282), 'val_avg_loss_bottom_decile': np.float64(18.825511608483655), 'val_avg_loss_top_decile': np.float64(34.29090028438928), 'val_avg_loss_min': np.float64(18.76367477201066), 'val_avg_loss_max': np.float64(34.29090028438928), 'val_avg_loss_bottom10%': np.float64(18.76367477201066), 'val_avg_loss_top10%': np.float64(34.29090028438928), 'val_avg_loss_cos1': np.float64(0.9834867932631974), 'val_avg_loss_entropy': np.float64(2.286060645227628)}}
{'Role': 'Server #', 'Round': 73, 'Results_weighted_avg': {'test_loss': np.float64(80716.24744873047), 'test_avg_loss': np.float64(23.796063516724786), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83859.47677307129), 'val_avg_loss': np.float64(24.72272310526866), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80716.24744873047), 'test_avg_loss': np.float64(23.796063516724786), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83859.47677307129), 'val_avg_loss': np.float64(24.72272310526866), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14299.638509213162), 'test_loss_bottom_decile': np.float64(64041.78887939453), 'test_loss_top_decile': np.float64(112725.39959716797), 'test_loss_min': np.float64(63498.30773925781), 'test_loss_max': np.float64(112725.39959716797), 'test_loss_bottom10%': np.float64(63498.30773925781), 'test_loss_top10%': np.float64(112725.39959716797), 'test_loss_cos1': np.float64(0.9846672699853555), 'test_loss_entropy': np.float64(2.2874654759103343), 'test_avg_loss_std': np.float64(4.215695315216145), 'test_avg_loss_bottom_decile': np.float64(18.88024436302905), 'test_avg_loss_top_decile': np.float64(33.232723937844334), 'test_avg_loss_min': np.float64(18.72001997030006), 'test_avg_loss_max': np.float64(33.232723937844334), 'test_avg_loss_bottom10%': np.float64(18.72001997030006), 'test_avg_loss_top10%': np.float64(33.232723937844334), 'test_avg_loss_cos1': np.float64(0.9846672699853554), 'test_avg_loss_entropy': np.float64(2.2874654759115884), 'val_loss_std': np.float64(15324.606845850327), 'val_loss_bottom_decile': np.float64(64343.63690185547), 'val_loss_top_decile': np.float64(116577.6109008789), 'val_loss_min': np.float64(64064.632263183594), 'val_loss_max': np.float64(116577.6109008789), 'val_loss_bottom10%': np.float64(64064.632263183594), 'val_loss_top10%': np.float64(116577.6109008789), 'val_loss_cos1': np.float64(0.9837096599391421), 'val_loss_entropy': np.float64(2.286300495309005), 'val_avg_loss_std': np.float64(4.517867584271912), 'val_avg_loss_bottom_decile': np.float64(18.969232577197957), 'val_avg_loss_top_decile': np.float64(34.3683994401176), 'val_avg_loss_min': np.float64(18.88697885117441), 'val_avg_loss_max': np.float64(34.3683994401176), 'val_avg_loss_bottom10%': np.float64(18.88697885117441), 'val_avg_loss_top10%': np.float64(34.3683994401176), 'val_avg_loss_cos1': np.float64(0.9837096599391421), 'val_avg_loss_entropy': np.float64(2.2863004953103143)}}
{'Role': 'Server #', 'Round': 74, 'Results_weighted_avg': {'test_loss': np.float64(80126.70039367676), 'test_avg_loss': np.float64(23.622258370777345), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83251.48644104003), 'val_avg_loss': np.float64(24.543480672476427), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80126.70039367676), 'test_avg_loss': np.float64(23.62225837077734), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83251.48644104003), 'val_avg_loss': np.float64(24.543480672476427), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14109.710941052032), 'test_loss_bottom_decile': np.float64(63785.788635253906), 'test_loss_top_decile': np.float64(111576.62725830078), 'test_loss_min': np.float64(62795.907470703125), 'test_loss_max': np.float64(111576.62725830078), 'test_loss_bottom10%': np.float64(62795.907470703125), 'test_loss_top10%': np.float64(111576.62725830078), 'test_loss_cos1': np.float64(0.9848472186041014), 'test_loss_entropy': np.float64(2.287624327803486), 'test_avg_loss_std': np.float64(4.15970251799883), 'test_avg_loss_bottom_decile': np.float64(18.80477259294042), 'test_avg_loss_top_decile': np.float64(32.89405284737641), 'test_avg_loss_min': np.float64(18.512944419428987), 'test_avg_loss_max': np.float64(32.89405284737641), 'test_avg_loss_bottom10%': np.float64(18.512944419428987), 'test_avg_loss_top10%': np.float64(32.89405284737641), 'test_avg_loss_cos1': np.float64(0.9848472186041015), 'test_avg_loss_entropy': np.float64(2.2876243278047372), 'val_loss_std': np.float64(15175.78860765867), 'val_loss_bottom_decile': np.float64(64049.75939941406), 'val_loss_top_decile': np.float64(115536.39074707031), 'val_loss_min': np.float64(63339.47393798828), 'val_loss_max': np.float64(115536.39074707031), 'val_loss_bottom10%': np.float64(63339.47393798828), 'val_loss_top10%': np.float64(115536.39074707031), 'val_loss_cos1': np.float64(0.9837883740425747), 'val_loss_entropy': np.float64(2.286363634988432), 'val_avg_loss_std': np.float64(4.473994282918239), 'val_avg_loss_bottom_decile': np.float64(18.88259416256311), 'val_avg_loss_top_decile': np.float64(34.06143595137686), 'val_avg_loss_min': np.float64(18.6731939675673), 'val_avg_loss_max': np.float64(34.06143595137686), 'val_avg_loss_bottom10%': np.float64(18.6731939675673), 'val_avg_loss_top10%': np.float64(34.06143595137686), 'val_avg_loss_cos1': np.float64(0.9837883740425748), 'val_avg_loss_entropy': np.float64(2.2863636349897463)}}
{'Role': 'Server #', 'Round': 75, 'Results_weighted_avg': {'test_loss': np.float64(79944.64750671387), 'test_avg_loss': np.float64(23.568587118724608), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83091.72883911133), 'val_avg_loss': np.float64(24.49638232285122), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79944.64750671387), 'test_avg_loss': np.float64(23.568587118724608), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83091.72883911133), 'val_avg_loss': np.float64(24.49638232285122), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14263.041773898904), 'test_loss_bottom_decile': np.float64(63428.67462158203), 'test_loss_top_decile': np.float64(111820.09484863281), 'test_loss_min': np.float64(62606.02160644531), 'test_loss_max': np.float64(111820.09484863281), 'test_loss_bottom10%': np.float64(62606.02160644531), 'test_loss_top10%': np.float64(111820.09484863281), 'test_loss_cos1': np.float64(0.9844548153559352), 'test_loss_entropy': np.float64(2.2872439976968213), 'test_avg_loss_std': np.float64(4.204906183342837), 'test_avg_loss_bottom_decile': np.float64(18.699491338909798), 'test_avg_loss_top_decile': np.float64(32.965829849243164), 'test_avg_loss_min': np.float64(18.45696391699449), 'test_avg_loss_max': np.float64(32.965829849243164), 'test_avg_loss_bottom10%': np.float64(18.45696391699449), 'test_avg_loss_top10%': np.float64(32.965829849243164), 'test_avg_loss_cos1': np.float64(0.984454815355935), 'test_avg_loss_entropy': np.float64(2.2872439976981065), 'val_loss_std': np.float64(15325.012608977922), 'val_loss_bottom_decile': np.float64(63676.86505126953), 'val_loss_top_decile': np.float64(115796.53686523438), 'val_loss_min': np.float64(63133.56170654297), 'val_loss_max': np.float64(115796.53686523438), 'val_loss_bottom10%': np.float64(63133.56170654297), 'val_loss_top10%': np.float64(115796.53686523438), 'val_loss_cos1': np.float64(0.9834138574002709), 'val_loss_entropy': np.float64(2.2859916373116898), 'val_avg_loss_std': np.float64(4.517987207835472), 'val_avg_loss_bottom_decile': np.float64(18.77266068728465), 'val_avg_loss_top_decile': np.float64(34.13812997206202), 'val_avg_loss_min': np.float64(18.612488710655356), 'val_avg_loss_max': np.float64(34.13812997206202), 'val_avg_loss_bottom10%': np.float64(18.612488710655356), 'val_avg_loss_top10%': np.float64(34.13812997206202), 'val_avg_loss_cos1': np.float64(0.9834138574002707), 'val_avg_loss_entropy': np.float64(2.2859916373130362)}}
{'Role': 'Server #', 'Round': 76, 'Results_weighted_avg': {'test_loss': np.float64(80142.94018859863), 'test_avg_loss': np.float64(23.62704604616705), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83258.57059631348), 'val_avg_loss': np.float64(24.54556916164902), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80142.94018859863), 'test_avg_loss': np.float64(23.62704604616705), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83258.57059631348), 'val_avg_loss': np.float64(24.54556916164902), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14243.272772197326), 'test_loss_bottom_decile': np.float64(63647.47186279297), 'test_loss_top_decile': np.float64(111919.88903808594), 'test_loss_min': np.float64(62893.35498046875), 'test_loss_max': np.float64(111919.88903808594), 'test_loss_bottom10%': np.float64(62893.35498046875), 'test_loss_top10%': np.float64(111919.88903808594), 'test_loss_cos1': np.float64(0.984571739273733), 'test_loss_entropy': np.float64(2.2873614271098712), 'test_avg_loss_std': np.float64(4.199078057841192), 'test_avg_loss_bottom_decile': np.float64(18.763995242568683), 'test_avg_loss_top_decile': np.float64(32.99525030603949), 'test_avg_loss_min': np.float64(18.54167304848725), 'test_avg_loss_max': np.float64(32.99525030603949), 'test_avg_loss_bottom10%': np.float64(18.54167304848725), 'test_avg_loss_top10%': np.float64(32.99525030603949), 'test_avg_loss_cos1': np.float64(0.984571739273733), 'test_avg_loss_entropy': np.float64(2.287361427111144), 'val_loss_std': np.float64(15275.498166536034), 'val_loss_bottom_decile': np.float64(63982.78045654297), 'val_loss_top_decile': np.float64(115858.96502685547), 'val_loss_min': np.float64(63440.02081298828), 'val_loss_max': np.float64(115858.96502685547), 'val_loss_bottom10%': np.float64(63440.02081298828), 'val_loss_top10%': np.float64(115858.96502685547), 'val_loss_cos1': np.float64(0.9835826048431898), 'val_loss_entropy': np.float64(2.286173638622296), 'val_avg_loss_std': np.float64(4.503389789662746), 'val_avg_loss_bottom_decile': np.float64(18.862848011952526), 'val_avg_loss_top_decile': np.float64(34.15653450084182), 'val_avg_loss_min': np.float64(18.70283632458381), 'val_avg_loss_max': np.float64(34.15653450084182), 'val_avg_loss_bottom10%': np.float64(18.70283632458381), 'val_avg_loss_top10%': np.float64(34.15653450084182), 'val_avg_loss_cos1': np.float64(0.9835826048431895), 'val_avg_loss_entropy': np.float64(2.286173638623624)}}
{'Role': 'Server #', 'Round': 77, 'Results_weighted_avg': {'test_loss': np.float64(80010.29994506836), 'test_avg_loss': np.float64(23.587942200786664), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83139.67178344727), 'val_avg_loss': np.float64(24.510516445591765), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80010.29994506836), 'test_avg_loss': np.float64(23.587942200786664), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83139.67178344727), 'val_avg_loss': np.float64(24.510516445591765), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14277.379297088986), 'test_loss_bottom_decile': np.float64(63114.022399902344), 'test_loss_top_decile': np.float64(111763.66198730469), 'test_loss_min': np.float64(62823.60528564453), 'test_loss_max': np.float64(111763.66198730469), 'test_loss_bottom10%': np.float64(62823.60528564453), 'test_loss_top10%': np.float64(111763.66198730469), 'test_loss_cos1': np.float64(0.9844492316002086), 'test_loss_entropy': np.float64(2.287223450249372), 'test_avg_loss_std': np.float64(4.209133047490856), 'test_avg_loss_bottom_decile': np.float64(18.606728301858002), 'test_avg_loss_top_decile': np.float64(32.94919280286105), 'test_avg_loss_min': np.float64(18.521110048833883), 'test_avg_loss_max': np.float64(32.94919280286105), 'test_avg_loss_bottom10%': np.float64(18.521110048833883), 'test_avg_loss_top10%': np.float64(32.94919280286105), 'test_avg_loss_cos1': np.float64(0.9844492316002086), 'test_avg_loss_entropy': np.float64(2.287223450250658), 'val_loss_std': np.float64(15337.250945913232), 'val_loss_bottom_decile': np.float64(63372.090270996094), 'val_loss_top_decile': np.float64(115684.1343383789), 'val_loss_min': np.float64(63296.834533691406), 'val_loss_max': np.float64(115684.1343383789), 'val_loss_bottom10%': np.float64(63296.834533691406), 'val_loss_top10%': np.float64(115684.1343383789), 'val_loss_cos1': np.float64(0.9834066917939593), 'val_loss_entropy': np.float64(2.285967632095714), 'val_avg_loss_std': np.float64(4.521595208111211), 'val_avg_loss_bottom_decile': np.float64(18.68280963177951), 'val_avg_loss_top_decile': np.float64(34.10499243466359), 'val_avg_loss_min': np.float64(18.660623388470345), 'val_avg_loss_max': np.float64(34.10499243466359), 'val_avg_loss_bottom10%': np.float64(18.660623388470345), 'val_avg_loss_top10%': np.float64(34.10499243466359), 'val_avg_loss_cos1': np.float64(0.9834066917939593), 'val_avg_loss_entropy': np.float64(2.285967632097062)}}
{'Role': 'Server #', 'Round': 78, 'Results_weighted_avg': {'test_loss': np.float64(80187.05541381837), 'test_avg_loss': np.float64(23.64005171397947), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83279.4045715332), 'val_avg_loss': np.float64(24.551711253400118), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80187.05541381837), 'test_avg_loss': np.float64(23.640051713979467), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83279.4045715332), 'val_avg_loss': np.float64(24.55171125340012), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14304.645580754059), 'test_loss_bottom_decile': np.float64(63196.31610107422), 'test_loss_top_decile': np.float64(111956.8588256836), 'test_loss_min': np.float64(62954.88854980469), 'test_loss_max': np.float64(111956.8588256836), 'test_loss_bottom10%': np.float64(62954.88854980469), 'test_loss_top10%': np.float64(111956.8588256836), 'test_loss_cos1': np.float64(0.9844583061844074), 'test_loss_entropy': np.float64(2.2872267748334516), 'test_avg_loss_std': np.float64(4.217171456590229), 'test_avg_loss_bottom_decile': np.float64(18.63098941659028), 'test_avg_loss_top_decile': np.float64(33.006149417949175), 'test_avg_loss_min': np.float64(18.55981384133393), 'test_avg_loss_max': np.float64(33.006149417949175), 'test_avg_loss_bottom10%': np.float64(18.55981384133393), 'test_avg_loss_top10%': np.float64(33.006149417949175), 'test_avg_loss_cos1': np.float64(0.9844583061844073), 'test_avg_loss_entropy': np.float64(2.2872267748347355), 'val_loss_std': np.float64(15305.902568911155), 'val_loss_bottom_decile': np.float64(63454.955139160156), 'val_loss_top_decile': np.float64(115733.03497314453), 'val_loss_min': np.float64(63451.201721191406), 'val_loss_max': np.float64(115733.03497314453), 'val_loss_bottom10%': np.float64(63451.201721191406), 'val_loss_top10%': np.float64(115733.03497314453), 'val_loss_cos1': np.float64(0.9835268362926608), 'val_loss_entropy': np.float64(2.286083537428377), 'val_avg_loss_std': np.float64(4.512353351683712), 'val_avg_loss_bottom_decile': np.float64(18.70723913300712), 'val_avg_loss_top_decile': np.float64(34.11940889538459), 'val_avg_loss_min': np.float64(18.70613258289841), 'val_avg_loss_max': np.float64(34.11940889538459), 'val_avg_loss_bottom10%': np.float64(18.70613258289841), 'val_avg_loss_top10%': np.float64(34.11940889538459), 'val_avg_loss_cos1': np.float64(0.9835268362926608), 'val_avg_loss_entropy': np.float64(2.2860835374297137)}}
{'Role': 'Server #', 'Round': 79, 'Results_weighted_avg': {'test_loss': np.float64(80015.73908996582), 'test_avg_loss': np.float64(23.58954572227766), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83077.89305725097), 'val_avg_loss': np.float64(24.492303377727293), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(80015.73908996582), 'test_avg_loss': np.float64(23.589545722277656), 'test_total': np.float64(3392.0), 'val_loss': np.float64(83077.89305725097), 'val_avg_loss': np.float64(24.492303377727293), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14281.698534684834), 'test_loss_bottom_decile': np.float64(63210.27160644531), 'test_loss_top_decile': np.float64(111841.48828125), 'test_loss_min': np.float64(62733.12921142578), 'test_loss_max': np.float64(111841.48828125), 'test_loss_bottom10%': np.float64(62733.12921142578), 'test_loss_top10%': np.float64(111841.48828125), 'test_loss_cos1': np.float64(0.9844421059655073), 'test_loss_entropy': np.float64(2.2872219707925994), 'test_avg_loss_std': np.float64(4.210406407631142), 'test_avg_loss_bottom_decile': np.float64(18.635103657560528), 'test_avg_loss_top_decile': np.float64(32.97213687536851), 'test_avg_loss_min': np.float64(18.49443667789675), 'test_avg_loss_max': np.float64(32.97213687536851), 'test_avg_loss_bottom10%': np.float64(18.49443667789675), 'test_avg_loss_top10%': np.float64(32.97213687536851), 'test_avg_loss_cos1': np.float64(0.9844421059655072), 'test_avg_loss_entropy': np.float64(2.2872219707938863), 'val_loss_std': np.float64(15308.135081688193), 'val_loss_bottom_decile': np.float64(63461.30163574219), 'val_loss_top_decile': np.float64(115622.52801513672), 'val_loss_min': np.float64(63176.830993652344), 'val_loss_max': np.float64(115622.52801513672), 'val_loss_bottom10%': np.float64(63176.830993652344), 'val_loss_top10%': np.float64(115622.52801513672), 'val_loss_cos1': np.float64(0.9834440917170835), 'val_loss_entropy': np.float64(2.286011309178811), 'val_avg_loss_std': np.float64(4.513011521724114), 'val_avg_loss_bottom_decile': np.float64(18.709110152046634), 'val_avg_loss_top_decile': np.float64(34.08683019314172), 'val_avg_loss_min': np.float64(18.625244986336185), 'val_avg_loss_max': np.float64(34.08683019314172), 'val_avg_loss_bottom10%': np.float64(18.625244986336185), 'val_avg_loss_top10%': np.float64(34.08683019314172), 'val_avg_loss_cos1': np.float64(0.9834440917170838), 'val_avg_loss_entropy': np.float64(2.2860113091801564)}}
{'Role': 'Server #', 'Round': 80, 'Results_weighted_avg': {'test_loss': np.float64(79879.45775146484), 'test_avg_loss': np.float64(23.549368440879967), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82950.97030334473), 'val_avg_loss': np.float64(24.454885113014367), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79879.45775146484), 'test_avg_loss': np.float64(23.549368440879967), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82950.97030334473), 'val_avg_loss': np.float64(24.454885113014367), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14300.96902955074), 'test_loss_bottom_decile': np.float64(63011.59844970703), 'test_loss_top_decile': np.float64(111693.16235351562), 'test_loss_min': np.float64(62582.84338378906), 'test_loss_max': np.float64(111693.16235351562), 'test_loss_bottom10%': np.float64(62582.84338378906), 'test_loss_top10%': np.float64(111693.16235351562), 'test_loss_cos1': np.float64(0.9843490430489206), 'test_loss_entropy': np.float64(2.2871218755014975), 'test_avg_loss_std': np.float64(4.216087567674157), 'test_avg_loss_bottom_decile': np.float64(18.576532561824006), 'test_avg_loss_top_decile': np.float64(32.928408712710976), 'test_avg_loss_min': np.float64(18.450130714560455), 'test_avg_loss_max': np.float64(32.928408712710976), 'test_avg_loss_bottom10%': np.float64(18.450130714560455), 'test_avg_loss_top10%': np.float64(32.928408712710976), 'test_avg_loss_cos1': np.float64(0.9843490430489207), 'test_avg_loss_entropy': np.float64(2.2871218755027947), 'val_loss_std': np.float64(15341.763347205673), 'val_loss_bottom_decile': np.float64(63253.71875), 'val_loss_top_decile': np.float64(115510.14990234375), 'val_loss_min': np.float64(63052.4755859375), 'val_loss_max': np.float64(115510.14990234375), 'val_loss_bottom10%': np.float64(63052.4755859375), 'val_loss_top10%': np.float64(115510.14990234375), 'val_loss_cos1': np.float64(0.9833234255366914), 'val_loss_entropy': np.float64(2.2858826252866646), 'val_avg_loss_std': np.float64(4.522925515096012), 'val_avg_loss_bottom_decile': np.float64(18.647912367334907), 'val_avg_loss_top_decile': np.float64(34.0536998532853), 'val_avg_loss_min': np.float64(18.58858360434478), 'val_avg_loss_max': np.float64(34.0536998532853), 'val_avg_loss_bottom10%': np.float64(18.58858360434478), 'val_avg_loss_top10%': np.float64(34.0536998532853), 'val_avg_loss_cos1': np.float64(0.9833234255366913), 'val_avg_loss_entropy': np.float64(2.2858826252880236)}}
{'Role': 'Server #', 'Round': 81, 'Results_weighted_avg': {'test_loss': np.float64(79796.47836303711), 'test_avg_loss': np.float64(23.524905177782166), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82879.26586303712), 'val_avg_loss': np.float64(24.4337458322633), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79796.47836303711), 'test_avg_loss': np.float64(23.524905177782166), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82879.26586303712), 'val_avg_loss': np.float64(24.4337458322633), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14244.228639176115), 'test_loss_bottom_decile': np.float64(62937.354248046875), 'test_loss_top_decile': np.float64(111637.74304199219), 'test_loss_min': np.float64(62572.41729736328), 'test_loss_max': np.float64(111637.74304199219), 'test_loss_bottom10%': np.float64(62572.41729736328), 'test_loss_top10%': np.float64(111637.74304199219), 'test_loss_cos1': np.float64(0.984438552479137), 'test_loss_entropy': np.float64(2.2872194076502925), 'test_avg_loss_std': np.float64(4.199359858247676), 'test_avg_loss_bottom_decile': np.float64(18.554644530674196), 'test_avg_loss_top_decile': np.float64(32.912070472285436), 'test_avg_loss_min': np.float64(18.447056986250967), 'test_avg_loss_max': np.float64(32.912070472285436), 'test_avg_loss_bottom10%': np.float64(18.447056986250967), 'test_avg_loss_top10%': np.float64(32.912070472285436), 'test_avg_loss_cos1': np.float64(0.9844385524791371), 'test_avg_loss_entropy': np.float64(2.287219407651583), 'val_loss_std': np.float64(15299.092679483956), 'val_loss_bottom_decile': np.float64(63116.316467285156), 'val_loss_top_decile': np.float64(115447.8296508789), 'val_loss_min': np.float64(63071.344299316406), 'val_loss_max': np.float64(115447.8296508789), 'val_loss_bottom10%': np.float64(63071.344299316406), 'val_loss_top10%': np.float64(115447.8296508789), 'val_loss_cos1': np.float64(0.9833857704520824), 'val_loss_entropy': np.float64(2.285948839984367), 'val_avg_loss_std': np.float64(4.510345719187488), 'val_avg_loss_bottom_decile': np.float64(18.607404618893028), 'val_avg_loss_top_decile': np.float64(34.03532713764119), 'val_avg_loss_min': np.float64(18.59414631465696), 'val_avg_loss_max': np.float64(34.03532713764119), 'val_avg_loss_bottom10%': np.float64(18.59414631465696), 'val_avg_loss_top10%': np.float64(34.03532713764119), 'val_avg_loss_cos1': np.float64(0.9833857704520824), 'val_avg_loss_entropy': np.float64(2.285948839985721)}}
{'Role': 'Server #', 'Round': 82, 'Results_weighted_avg': {'test_loss': np.float64(79757.13512573243), 'test_avg_loss': np.float64(23.513306346029605), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82816.58803710938), 'val_avg_loss': np.float64(24.41526769961951), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79757.13512573243), 'test_avg_loss': np.float64(23.5133063460296), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82816.58803710938), 'val_avg_loss': np.float64(24.415267699619513), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14328.375288818166), 'test_loss_bottom_decile': np.float64(62928.09344482422), 'test_loss_top_decile': np.float64(111825.60925292969), 'test_loss_min': np.float64(62439.7080078125), 'test_loss_max': np.float64(111825.60925292969), 'test_loss_bottom10%': np.float64(62439.7080078125), 'test_loss_top10%': np.float64(111825.60925292969), 'test_loss_cos1': np.float64(0.9842433159445361), 'test_loss_entropy': np.float64(2.287030568462107), 'test_avg_loss_std': np.float64(4.224167243165733), 'test_avg_loss_bottom_decile': np.float64(18.551914341044874), 'test_avg_loss_top_decile': np.float64(32.967455558057104), 'test_avg_loss_min': np.float64(18.40793278532208), 'test_avg_loss_max': np.float64(32.967455558057104), 'test_avg_loss_bottom10%': np.float64(18.40793278532208), 'test_avg_loss_top10%': np.float64(32.967455558057104), 'test_avg_loss_cos1': np.float64(0.9842433159445358), 'test_avg_loss_entropy': np.float64(2.287030568463414), 'val_loss_std': np.float64(15371.081125283778), 'val_loss_bottom_decile': np.float64(63087.629943847656), 'val_loss_top_decile': np.float64(115659.81365966797), 'val_loss_min': np.float64(62920.024353027344), 'val_loss_max': np.float64(115659.81365966797), 'val_loss_bottom10%': np.float64(62920.024353027344), 'val_loss_top10%': np.float64(115659.81365966797), 'val_loss_cos1': np.float64(0.9832082157259721), 'val_loss_entropy': np.float64(2.285780198194726), 'val_avg_loss_std': np.float64(4.531568727972814), 'val_avg_loss_bottom_decile': np.float64(18.59894750703056), 'val_avg_loss_top_decile': np.float64(34.09782242325117), 'val_avg_loss_min': np.float64(18.549535481434948), 'val_avg_loss_max': np.float64(34.09782242325117), 'val_avg_loss_bottom10%': np.float64(18.549535481434948), 'val_avg_loss_top10%': np.float64(34.09782242325117), 'val_avg_loss_cos1': np.float64(0.9832082157259723), 'val_avg_loss_entropy': np.float64(2.285780198196094)}}
{'Role': 'Server #', 'Round': 83, 'Results_weighted_avg': {'test_loss': np.float64(79587.92713012695), 'test_avg_loss': np.float64(23.4634219133629), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82618.86728515624), 'val_avg_loss': np.float64(24.35697738359559), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79587.92713012695), 'test_avg_loss': np.float64(23.463421913362897), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82618.86728515624), 'val_avg_loss': np.float64(24.356977383595595), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14269.922085818582), 'test_loss_bottom_decile': np.float64(62715.76287841797), 'test_loss_top_decile': np.float64(111424.93450927734), 'test_loss_min': np.float64(62386.17462158203), 'test_loss_max': np.float64(111424.93450927734), 'test_loss_bottom10%': np.float64(62386.17462158203), 'test_loss_top10%': np.float64(111424.93450927734), 'test_loss_cos1': np.float64(0.9843036428627799), 'test_loss_entropy': np.float64(2.287082485008607), 'test_avg_loss_std': np.float64(4.206934577187082), 'test_avg_loss_bottom_decile': np.float64(18.48931688632605), 'test_avg_loss_top_decile': np.float64(32.84933210768789), 'test_avg_loss_min': np.float64(18.392150537023003), 'test_avg_loss_max': np.float64(32.84933210768789), 'test_avg_loss_bottom10%': np.float64(18.392150537023003), 'test_avg_loss_top10%': np.float64(32.84933210768789), 'test_avg_loss_cos1': np.float64(0.9843036428627803), 'test_avg_loss_entropy': np.float64(2.287082485009912), 'val_loss_std': np.float64(15300.830233693281), 'val_loss_bottom_decile': np.float64(62863.410217285156), 'val_loss_top_decile': np.float64(115115.48901367188), 'val_loss_min': np.float64(62826.04357910156), 'val_loss_max': np.float64(115115.48901367188), 'val_loss_bottom10%': np.float64(62826.04357910156), 'val_loss_top10%': np.float64(115115.48901367188), 'val_loss_cos1': np.float64(0.983279788798937), 'val_loss_entropy': np.float64(2.2858372570521097), 'val_avg_loss_std': np.float64(4.5108579698388205), 'val_avg_loss_bottom_decile': np.float64(18.532844993303407), 'val_avg_loss_top_decile': np.float64(33.93734935544572), 'val_avg_loss_min': np.float64(18.521828885348338), 'val_avg_loss_max': np.float64(33.93734935544572), 'val_avg_loss_bottom10%': np.float64(18.521828885348338), 'val_avg_loss_top10%': np.float64(33.93734935544572), 'val_avg_loss_cos1': np.float64(0.9832797887989371), 'val_avg_loss_entropy': np.float64(2.2858372570534775)}}
{'Role': 'Server #', 'Round': 84, 'Results_weighted_avg': {'test_loss': np.float64(79824.25028381348), 'test_avg_loss': np.float64(23.53309265442614), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82863.34444580079), 'val_avg_loss': np.float64(24.42905201821957), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79824.25028381348), 'test_avg_loss': np.float64(23.533092654426145), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82863.34444580079), 'val_avg_loss': np.float64(24.42905201821957), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14390.721365980435), 'test_loss_bottom_decile': np.float64(62976.389587402344), 'test_loss_top_decile': np.float64(112013.16979980469), 'test_loss_min': np.float64(62499.082458496094), 'test_loss_max': np.float64(112013.16979980469), 'test_loss_bottom10%': np.float64(62499.082458496094), 'test_loss_top10%': np.float64(112013.16979980469), 'test_loss_cos1': np.float64(0.984135232090414), 'test_loss_entropy': np.float64(2.286929718177711), 'test_avg_loss_std': np.float64(4.242547572517817), 'test_avg_loss_bottom_decile': np.float64(18.56615259062569), 'test_avg_loss_top_decile': np.float64(33.0227505306028), 'test_avg_loss_min': np.float64(18.4254370455472), 'test_avg_loss_max': np.float64(33.0227505306028), 'test_avg_loss_bottom10%': np.float64(18.4254370455472), 'test_avg_loss_top10%': np.float64(33.0227505306028), 'test_avg_loss_cos1': np.float64(0.9841352320904139), 'test_avg_loss_entropy': np.float64(2.286929718179025), 'val_loss_std': np.float64(15414.042728963524), 'val_loss_bottom_decile': np.float64(63103.880798339844), 'val_loss_top_decile': np.float64(115705.15673828125), 'val_loss_min': np.float64(62992.93151855469), 'val_loss_max': np.float64(115705.15673828125), 'val_loss_bottom10%': np.float64(62992.93151855469), 'val_loss_top10%': np.float64(115705.15673828125), 'val_loss_cos1': np.float64(0.9831351555383605), 'val_loss_entropy': np.float64(2.2857084545702837), 'val_avg_loss_std': np.float64(4.5442342950953805), 'val_avg_loss_bottom_decile': np.float64(18.603738442906792), 'val_avg_loss_top_decile': np.float64(34.11119007614424), 'val_avg_loss_min': np.float64(18.571029339196546), 'val_avg_loss_max': np.float64(34.11119007614424), 'val_avg_loss_bottom10%': np.float64(18.571029339196546), 'val_avg_loss_top10%': np.float64(34.11119007614424), 'val_avg_loss_cos1': np.float64(0.9831351555383605), 'val_avg_loss_entropy': np.float64(2.285708454571657)}}
{'Role': 'Server #', 'Round': 85, 'Results_weighted_avg': {'test_loss': np.float64(79741.69032592773), 'test_avg_loss': np.float64(23.508753044200393), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82775.40877990723), 'val_avg_loss': np.float64(24.403127588416044), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79741.69032592773), 'test_avg_loss': np.float64(23.508753044200393), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82775.40877990723), 'val_avg_loss': np.float64(24.403127588416044), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14293.08942348124), 'test_loss_bottom_decile': np.float64(63128.28649902344), 'test_loss_top_decile': np.float64(111652.4164428711), 'test_loss_min': np.float64(62498.196350097656), 'test_loss_max': np.float64(111652.4164428711), 'test_loss_bottom10%': np.float64(62498.196350097656), 'test_loss_top10%': np.float64(111652.4164428711), 'test_loss_cos1': np.float64(0.9843130806162563), 'test_loss_entropy': np.float64(2.2871005996411196), 'test_avg_loss_std': np.float64(4.213764570601782), 'test_avg_loss_bottom_decile': np.float64(18.610933519759268), 'test_avg_loss_top_decile': np.float64(32.91639635697851), 'test_avg_loss_min': np.float64(18.42517581075992), 'test_avg_loss_max': np.float64(32.91639635697851), 'test_avg_loss_bottom10%': np.float64(18.42517581075992), 'test_avg_loss_top10%': np.float64(32.91639635697851), 'test_avg_loss_cos1': np.float64(0.9843130806162563), 'test_avg_loss_entropy': np.float64(2.2871005996424203), 'val_loss_std': np.float64(15316.939486058689), 'val_loss_bottom_decile': np.float64(63260.29211425781), 'val_loss_top_decile': np.float64(115409.20086669922), 'val_loss_min': np.float64(62938.725524902344), 'val_loss_max': np.float64(115409.20086669922), 'val_loss_bottom10%': np.float64(62938.725524902344), 'val_loss_top10%': np.float64(115409.20086669922), 'val_loss_cos1': np.float64(0.9833071780891255), 'val_loss_entropy': np.float64(2.2858802919479952), 'val_avg_loss_std': np.float64(4.515607159805038), 'val_avg_loss_bottom_decile': np.float64(18.64985026953355), 'val_avg_loss_top_decile': np.float64(34.02393893475802), 'val_avg_loss_min': np.float64(18.55504879861508), 'val_avg_loss_max': np.float64(34.02393893475802), 'val_avg_loss_bottom10%': np.float64(18.55504879861508), 'val_avg_loss_top10%': np.float64(34.02393893475802), 'val_avg_loss_cos1': np.float64(0.9833071780891254), 'val_avg_loss_entropy': np.float64(2.2858802919493555)}}
{'Role': 'Server #', 'Round': 86, 'Results_weighted_avg': {'test_loss': np.float64(79471.16648254395), 'test_avg_loss': np.float64(23.428999552636775), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82507.73202209473), 'val_avg_loss': np.float64(24.32421344991), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79471.16648254395), 'test_avg_loss': np.float64(23.428999552636775), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82507.73202209473), 'val_avg_loss': np.float64(24.32421344991), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14292.553679100347), 'test_loss_bottom_decile': np.float64(62689.17736816406), 'test_loss_top_decile': np.float64(111490.38409423828), 'test_loss_min': np.float64(62196.04357910156), 'test_loss_max': np.float64(111490.38409423828), 'test_loss_bottom10%': np.float64(62196.04357910156), 'test_loss_top10%': np.float64(111490.38409423828), 'test_loss_cos1': np.float64(0.9842097773610656), 'test_loss_entropy': np.float64(2.2869988593145383), 'test_avg_loss_std': np.float64(4.213606627093262), 'test_avg_loss_bottom_decile': np.float64(18.48147917693516), 'test_avg_loss_top_decile': np.float64(32.868627386273076), 'test_avg_loss_min': np.float64(18.336097753272867), 'test_avg_loss_max': np.float64(32.868627386273076), 'test_avg_loss_bottom10%': np.float64(18.336097753272867), 'test_avg_loss_top10%': np.float64(32.868627386273076), 'test_avg_loss_cos1': np.float64(0.9842097773610654), 'test_avg_loss_entropy': np.float64(2.2869988593158523), 'val_loss_std': np.float64(15376.396598568905), 'val_loss_bottom_decile': np.float64(62746.568115234375), 'val_loss_top_decile': np.float64(115314.17700195312), 'val_loss_min': np.float64(62581.94714355469), 'val_loss_max': np.float64(115314.17700195312), 'val_loss_bottom10%': np.float64(62581.94714355469), 'val_loss_top10%': np.float64(115314.17700195312), 'val_loss_cos1': np.float64(0.983074037658108), 'val_loss_entropy': np.float64(2.28563787774956), 'val_avg_loss_std': np.float64(4.533135789672436), 'val_avg_loss_bottom_decile': np.float64(18.49839861887806), 'val_avg_loss_top_decile': np.float64(33.99592482368901), 'val_avg_loss_min': np.float64(18.449866492793245), 'val_avg_loss_max': np.float64(33.99592482368901), 'val_avg_loss_bottom10%': np.float64(18.449866492793245), 'val_avg_loss_top10%': np.float64(33.99592482368901), 'val_avg_loss_cos1': np.float64(0.9830740376581079), 'val_avg_loss_entropy': np.float64(2.2856378777509447)}}
{'Role': 'Server #', 'Round': 87, 'Results_weighted_avg': {'test_loss': np.float64(79518.32644348145), 'test_avg_loss': np.float64(23.442902843007502), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82556.49160766602), 'val_avg_loss': np.float64(24.338588327731728), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79518.32644348145), 'test_avg_loss': np.float64(23.4429028430075), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82556.49160766602), 'val_avg_loss': np.float64(24.338588327731728), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14312.591274046168), 'test_loss_bottom_decile': np.float64(62582.34033203125), 'test_loss_top_decile': np.float64(111384.92602539062), 'test_loss_min': np.float64(62200.802307128906), 'test_loss_max': np.float64(111384.92602539062), 'test_loss_bottom10%': np.float64(62200.802307128906), 'test_loss_top10%': np.float64(111384.92602539062), 'test_loss_cos1': np.float64(0.9841848506299898), 'test_loss_entropy': np.float64(2.2869602068443244), 'test_avg_loss_std': np.float64(4.219513936923988), 'test_avg_loss_bottom_decile': np.float64(18.449982409207326), 'test_avg_loss_top_decile': np.float64(32.83753715371186), 'test_avg_loss_min': np.float64(18.33750068016772), 'test_avg_loss_max': np.float64(32.83753715371186), 'test_avg_loss_bottom10%': np.float64(18.33750068016772), 'test_avg_loss_top10%': np.float64(32.83753715371186), 'test_avg_loss_cos1': np.float64(0.98418485062999), 'test_avg_loss_entropy': np.float64(2.286960206845641), 'val_loss_std': np.float64(15363.315116058384), 'val_loss_bottom_decile': np.float64(62665.33044433594), 'val_loss_top_decile': np.float64(115116.599609375), 'val_loss_min': np.float64(62558.16833496094), 'val_loss_max': np.float64(115116.599609375), 'val_loss_bottom10%': np.float64(62558.16833496094), 'val_loss_top10%': np.float64(115116.599609375), 'val_loss_cos1': np.float64(0.9831215516572532), 'val_loss_entropy': np.float64(2.28566634482689), 'val_avg_loss_std': np.float64(4.529279220536081), 'val_avg_loss_bottom_decile': np.float64(18.474448833825452), 'val_avg_loss_top_decile': np.float64(33.93767677163178), 'val_avg_loss_min': np.float64(18.442856230825747), 'val_avg_loss_max': np.float64(33.93767677163178), 'val_avg_loss_bottom10%': np.float64(18.442856230825747), 'val_avg_loss_top10%': np.float64(33.93767677163178), 'val_avg_loss_cos1': np.float64(0.9831215516572535), 'val_avg_loss_entropy': np.float64(2.285666344828273)}}
{'Role': 'Server #', 'Round': 88, 'Results_weighted_avg': {'test_loss': np.float64(79260.20407104492), 'test_avg_loss': np.float64(23.366805445473148), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82283.33362121582), 'val_avg_loss': np.float64(24.258058260971644), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79260.20407104492), 'test_avg_loss': np.float64(23.36680544547315), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82283.33362121582), 'val_avg_loss': np.float64(24.258058260971644), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14290.40903716463), 'test_loss_bottom_decile': np.float64(62247.84313964844), 'test_loss_top_decile': np.float64(111073.54083251953), 'test_loss_min': np.float64(62168.59020996094), 'test_loss_max': np.float64(111073.54083251953), 'test_loss_bottom10%': np.float64(62168.59020996094), 'test_loss_top10%': np.float64(111073.54083251953), 'test_loss_cos1': np.float64(0.9841322532288002), 'test_loss_entropy': np.float64(2.2869087486125332), 'test_avg_loss_std': np.float64(4.212974362371649), 'test_avg_loss_bottom_decile': np.float64(18.351368850132204), 'test_avg_loss_top_decile': np.float64(32.74573727373807), 'test_avg_loss_min': np.float64(18.328004189257353), 'test_avg_loss_max': np.float64(32.74573727373807), 'test_avg_loss_bottom10%': np.float64(18.328004189257353), 'test_avg_loss_top10%': np.float64(32.74573727373807), 'test_avg_loss_cos1': np.float64(0.9841322532288002), 'test_avg_loss_entropy': np.float64(2.2869087486138584), 'val_loss_std': np.float64(15358.260783158137), 'val_loss_bottom_decile': np.float64(62646.95495605469), 'val_loss_top_decile': np.float64(114910.2328491211), 'val_loss_min': np.float64(62299.30212402344), 'val_loss_max': np.float64(114910.2328491211), 'val_loss_bottom10%': np.float64(62299.30212402344), 'val_loss_top10%': np.float64(114910.2328491211), 'val_loss_cos1': np.float64(0.9830230389779918), 'val_loss_entropy': np.float64(2.2855803427403596), 'val_avg_loss_std': np.float64(4.5277891459782245), 'val_avg_loss_bottom_decile': np.float64(18.469031531855745), 'val_avg_loss_top_decile': np.float64(33.87683751448145), 'val_avg_loss_min': np.float64(18.366539541280495), 'val_avg_loss_max': np.float64(33.87683751448145), 'val_avg_loss_bottom10%': np.float64(18.366539541280495), 'val_avg_loss_top10%': np.float64(33.87683751448145), 'val_avg_loss_cos1': np.float64(0.9830230389779919), 'val_avg_loss_entropy': np.float64(2.2855803427417536)}}
{'Role': 'Server #', 'Round': 89, 'Results_weighted_avg': {'test_loss': np.float64(79547.49705810547), 'test_avg_loss': np.float64(23.45150267043204), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82504.97649536133), 'val_avg_loss': np.float64(24.323401089434356), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79547.49705810547), 'test_avg_loss': np.float64(23.45150267043204), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82504.97649536133), 'val_avg_loss': np.float64(24.323401089434352), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14353.28279840492), 'test_loss_bottom_decile': np.float64(62798.823669433594), 'test_loss_top_decile': np.float64(111652.81860351562), 'test_loss_min': np.float64(62365.00469970703), 'test_loss_max': np.float64(111652.81860351562), 'test_loss_bottom10%': np.float64(62365.00469970703), 'test_loss_top10%': np.float64(111652.81860351562), 'test_loss_cos1': np.float64(0.984108317773163), 'test_loss_entropy': np.float64(2.2869013902347683), 'test_avg_loss_std': np.float64(4.231510258963715), 'test_avg_loss_bottom_decile': np.float64(18.5138041478283), 'test_avg_loss_top_decile': np.float64(32.91651491848928), 'test_avg_loss_min': np.float64(18.385909404394763), 'test_avg_loss_max': np.float64(32.91651491848928), 'test_avg_loss_bottom10%': np.float64(18.385909404394763), 'test_avg_loss_top10%': np.float64(32.91651491848928), 'test_avg_loss_cos1': np.float64(0.984108317773163), 'test_avg_loss_entropy': np.float64(2.286901390236089), 'val_loss_std': np.float64(15343.776374120072), 'val_loss_bottom_decile': np.float64(62934.74792480469), 'val_loss_top_decile': np.float64(115222.60321044922), 'val_loss_min': np.float64(62752.53155517578), 'val_loss_max': np.float64(115222.60321044922), 'val_loss_bottom10%': np.float64(62752.53155517578), 'val_loss_top10%': np.float64(115222.60321044922), 'val_loss_cos1': np.float64(0.9831428753057628), 'val_loss_entropy': np.float64(2.285717261569897), 'val_avg_loss_std': np.float64(4.523518978219361), 'val_avg_loss_bottom_decile': np.float64(18.553876157076854), 'val_avg_loss_top_decile': np.float64(33.96892783326923), 'val_avg_loss_min': np.float64(18.500156708483427), 'val_avg_loss_max': np.float64(33.96892783326923), 'val_avg_loss_bottom10%': np.float64(18.500156708483427), 'val_avg_loss_top10%': np.float64(33.96892783326923), 'val_avg_loss_cos1': np.float64(0.9831428753057628), 'val_avg_loss_entropy': np.float64(2.285717261571275)}}
{'Role': 'Server #', 'Round': 90, 'Results_weighted_avg': {'test_loss': np.float64(79070.20378723144), 'test_avg_loss': np.float64(23.310791210858326), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82064.78186645507), 'val_avg_loss': np.float64(24.19362672949737), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79070.20378723144), 'test_avg_loss': np.float64(23.310791210858333), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82064.78186645507), 'val_avg_loss': np.float64(24.19362672949737), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14196.978349327615), 'test_loss_bottom_decile': np.float64(62087.468200683594), 'test_loss_top_decile': np.float64(110483.00231933594), 'test_loss_min': np.float64(61975.67803955078), 'test_loss_max': np.float64(110483.00231933594), 'test_loss_bottom10%': np.float64(61975.67803955078), 'test_loss_top10%': np.float64(110483.00231933594), 'test_loss_cos1': np.float64(0.9842606196964673), 'test_loss_entropy': np.float64(2.28701327377898), 'test_avg_loss_std': np.float64(4.185429937891396), 'test_avg_loss_bottom_decile': np.float64(18.30408850256002), 'test_avg_loss_top_decile': np.float64(32.571639834709885), 'test_avg_loss_min': np.float64(18.271131497509074), 'test_avg_loss_max': np.float64(32.571639834709885), 'test_avg_loss_bottom10%': np.float64(18.271131497509074), 'test_avg_loss_top10%': np.float64(32.571639834709885), 'test_avg_loss_cos1': np.float64(0.9842606196964673), 'test_avg_loss_entropy': np.float64(2.2870132737803006), 'val_loss_std': np.float64(15262.522041810667), 'val_loss_bottom_decile': np.float64(62317.21044921875), 'val_loss_top_decile': np.float64(114278.21173095703), 'val_loss_min': np.float64(62174.894958496094), 'val_loss_max': np.float64(114278.21173095703), 'val_loss_bottom10%': np.float64(62174.894958496094), 'val_loss_top10%': np.float64(114278.21173095703), 'val_loss_cos1': np.float64(0.9831415607812708), 'val_loss_entropy': np.float64(2.285672517440615), 'val_avg_loss_std': np.float64(4.499564281194182), 'val_avg_loss_bottom_decile': np.float64(18.37181911828383), 'val_avg_loss_top_decile': np.float64(33.69051053389063), 'val_avg_loss_min': np.float64(18.32986290050003), 'val_avg_loss_max': np.float64(33.69051053389063), 'val_avg_loss_bottom10%': np.float64(18.32986290050003), 'val_avg_loss_top10%': np.float64(33.69051053389063), 'val_avg_loss_cos1': np.float64(0.9831415607812708), 'val_avg_loss_entropy': np.float64(2.2856725174420065)}}
{'Role': 'Server #', 'Round': 91, 'Results_weighted_avg': {'test_loss': np.float64(79728.06924743652), 'test_avg_loss': np.float64(23.504737396060296), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82716.57887573242), 'val_avg_loss': np.float64(24.385783866666397), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79728.06924743652), 'test_avg_loss': np.float64(23.504737396060293), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82716.57887573242), 'val_avg_loss': np.float64(24.3857838666664), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14454.013963754198), 'test_loss_bottom_decile': np.float64(62633.44354248047), 'test_loss_top_decile': np.float64(112002.66827392578), 'test_loss_min': np.float64(62468.516662597656), 'test_loss_max': np.float64(112002.66827392578), 'test_loss_bottom10%': np.float64(62468.516662597656), 'test_loss_top10%': np.float64(112002.66827392578), 'test_loss_cos1': np.float64(0.9839610072764032), 'test_loss_entropy': np.float64(2.286749027964611), 'test_avg_loss_std': np.float64(4.261206946861497), 'test_avg_loss_bottom_decile': np.float64(18.465048214174665), 'test_avg_loss_top_decile': np.float64(33.019654561888494), 'test_avg_loss_min': np.float64(18.41642590288846), 'test_avg_loss_max': np.float64(33.019654561888494), 'test_avg_loss_bottom10%': np.float64(18.41642590288846), 'test_avg_loss_top10%': np.float64(33.019654561888494), 'test_avg_loss_cos1': np.float64(0.9839610072764036), 'test_avg_loss_entropy': np.float64(2.2867490279659415), 'val_loss_std': np.float64(15470.23020263133), 'val_loss_bottom_decile': np.float64(63030.71435546875), 'val_loss_top_decile': np.float64(115643.40594482422), 'val_loss_min': np.float64(62526.49133300781), 'val_loss_max': np.float64(115643.40594482422), 'val_loss_bottom10%': np.float64(62526.49133300781), 'val_loss_top10%': np.float64(115643.40594482422), 'val_loss_cos1': np.float64(0.9829563068441843), 'val_loss_entropy': np.float64(2.2855167939783), 'val_avg_loss_std': np.float64(4.560798998417256), 'val_avg_loss_bottom_decile': np.float64(18.582168147249043), 'val_avg_loss_top_decile': np.float64(34.09298524316752), 'val_avg_loss_min': np.float64(18.433517492042398), 'val_avg_loss_max': np.float64(34.09298524316752), 'val_avg_loss_bottom10%': np.float64(18.433517492042398), 'val_avg_loss_top10%': np.float64(34.09298524316752), 'val_avg_loss_cos1': np.float64(0.9829563068441844), 'val_avg_loss_entropy': np.float64(2.2855167939796917)}}
{'Role': 'Server #', 'Round': 92, 'Results_weighted_avg': {'test_loss': np.float64(79191.6949584961), 'test_avg_loss': np.float64(23.346608183518896), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82124.22623901367), 'val_avg_loss': np.float64(24.211151603482804), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79191.6949584961), 'test_avg_loss': np.float64(23.346608183518896), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82124.22623901367), 'val_avg_loss': np.float64(24.2111516034828), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14177.312037522861), 'test_loss_bottom_decile': np.float64(62468.04968261719), 'test_loss_top_decile': np.float64(110684.39306640625), 'test_loss_min': np.float64(62031.360290527344), 'test_loss_max': np.float64(110684.39306640625), 'test_loss_bottom10%': np.float64(62031.360290527344), 'test_loss_top10%': np.float64(110684.39306640625), 'test_loss_cos1': np.float64(0.9843501762017294), 'test_loss_entropy': np.float64(2.287117051038265), 'test_avg_loss_std': np.float64(4.1796320865338625), 'test_avg_loss_bottom_decile': np.float64(18.416288231903653), 'test_avg_loss_top_decile': np.float64(32.63101210684147), 'test_avg_loss_min': np.float64(18.28754725546207), 'test_avg_loss_max': np.float64(32.63101210684147), 'test_avg_loss_bottom10%': np.float64(18.28754725546207), 'test_avg_loss_top10%': np.float64(32.63101210684147), 'test_avg_loss_cos1': np.float64(0.9843501762017294), 'test_avg_loss_entropy': np.float64(2.2871170510395746), 'val_loss_std': np.float64(15211.856124141388), 'val_loss_bottom_decile': np.float64(62509.848388671875), 'val_loss_top_decile': np.float64(114331.34466552734), 'val_loss_min': np.float64(62340.032775878906), 'val_loss_max': np.float64(114331.34466552734), 'val_loss_bottom10%': np.float64(62340.032775878906), 'val_loss_top10%': np.float64(114331.34466552734), 'val_loss_cos1': np.float64(0.9832741450616405), 'val_loss_entropy': np.float64(2.2858205129862683), 'val_avg_loss_std': np.float64(4.484627395088853), 'val_avg_loss_bottom_decile': np.float64(18.42861096364147), 'val_avg_loss_top_decile': np.float64(33.70617472450688), 'val_avg_loss_min': np.float64(18.378547398549205), 'val_avg_loss_max': np.float64(33.70617472450688), 'val_avg_loss_bottom10%': np.float64(18.378547398549205), 'val_avg_loss_top10%': np.float64(33.70617472450688), 'val_avg_loss_cos1': np.float64(0.9832741450616403), 'val_avg_loss_entropy': np.float64(2.2858205129876454)}}
{'Role': 'Server #', 'Round': 93, 'Results_weighted_avg': {'test_loss': np.float64(79062.36692504883), 'test_avg_loss': np.float64(23.308480815167698), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82031.18673095704), 'val_avg_loss': np.float64(24.183722503230257), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79062.36692504883), 'test_avg_loss': np.float64(23.308480815167698), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82031.18673095704), 'val_avg_loss': np.float64(24.183722503230257), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14146.739170543713), 'test_loss_bottom_decile': np.float64(62241.85583496094), 'test_loss_top_decile': np.float64(110381.3246459961), 'test_loss_min': np.float64(62073.175354003906), 'test_loss_max': np.float64(110381.3246459961), 'test_loss_bottom10%': np.float64(62073.175354003906), 'test_loss_top10%': np.float64(110381.3246459961), 'test_loss_cos1': np.float64(0.9843661971142007), 'test_loss_entropy': np.float64(2.287124717241455), 'test_avg_loss_std': np.float64(4.170618859240481), 'test_avg_loss_bottom_decile': np.float64(18.349603724929523), 'test_avg_loss_top_decile': np.float64(32.5416641055413), 'test_avg_loss_min': np.float64(18.29987480955304), 'test_avg_loss_max': np.float64(32.5416641055413), 'test_avg_loss_bottom10%': np.float64(18.29987480955304), 'test_avg_loss_top10%': np.float64(32.5416641055413), 'test_avg_loss_cos1': np.float64(0.9843661971142007), 'test_avg_loss_entropy': np.float64(2.2871247172427664), 'val_loss_std': np.float64(15200.744120845417), 'val_loss_bottom_decile': np.float64(62415.38592529297), 'val_loss_top_decile': np.float64(114115.90069580078), 'val_loss_min': np.float64(62241.90460205078), 'val_loss_max': np.float64(114115.90069580078), 'val_loss_bottom10%': np.float64(62241.90460205078), 'val_loss_top10%': np.float64(114115.90069580078), 'val_loss_cos1': np.float64(0.9832610017203852), 'val_loss_entropy': np.float64(2.2857995141330316), 'val_avg_loss_std': np.float64(4.481351450720936), 'val_avg_loss_bottom_decile': np.float64(18.400762360050994), 'val_avg_loss_top_decile': np.float64(33.64265940324316), 'val_avg_loss_min': np.float64(18.349618102019686), 'val_avg_loss_max': np.float64(33.64265940324316), 'val_avg_loss_bottom10%': np.float64(18.349618102019686), 'val_avg_loss_top10%': np.float64(33.64265940324316), 'val_avg_loss_cos1': np.float64(0.9832610017203852), 'val_avg_loss_entropy': np.float64(2.2857995141344127)}}
{'Role': 'Server #', 'Round': 94, 'Results_weighted_avg': {'test_loss': np.float64(79401.96166687012), 'test_avg_loss': np.float64(23.408597189525388), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82390.7302734375), 'val_avg_loss': np.float64(24.289720009857753), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79401.96166687012), 'test_avg_loss': np.float64(23.408597189525388), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82390.7302734375), 'val_avg_loss': np.float64(24.289720009857753), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14213.707282801926), 'test_loss_bottom_decile': np.float64(62696.66326904297), 'test_loss_top_decile': np.float64(110976.00970458984), 'test_loss_min': np.float64(62086.204040527344), 'test_loss_max': np.float64(110976.00970458984), 'test_loss_bottom10%': np.float64(62086.204040527344), 'test_loss_top10%': np.float64(110976.00970458984), 'test_loss_cos1': np.float64(0.9843528594469816), 'test_loss_entropy': np.float64(2.287118119660738), 'test_avg_loss_std': np.float64(4.190361816863777), 'test_avg_loss_bottom_decile': np.float64(18.483686105260308), 'test_avg_loss_top_decile': np.float64(32.716983993098424), 'test_avg_loss_min': np.float64(18.303715813834714), 'test_avg_loss_max': np.float64(32.716983993098424), 'test_avg_loss_bottom10%': np.float64(18.303715813834714), 'test_avg_loss_top10%': np.float64(32.716983993098424), 'test_avg_loss_cos1': np.float64(0.9843528594469814), 'test_avg_loss_entropy': np.float64(2.2871181196620443), 'val_loss_std': np.float64(15264.70589205289), 'val_loss_bottom_decile': np.float64(62755.838623046875), 'val_loss_top_decile': np.float64(114751.55517578125), 'val_loss_min': np.float64(62488.227478027344), 'val_loss_max': np.float64(114751.55517578125), 'val_loss_bottom10%': np.float64(62488.227478027344), 'val_loss_top10%': np.float64(114751.55517578125), 'val_loss_cos1': np.float64(0.9832666953792368), 'val_loss_entropy': np.float64(2.28581568490638), 'val_avg_loss_std': np.float64(4.500208104968422), 'val_avg_loss_bottom_decile': np.float64(18.501131669530327), 'val_avg_loss_top_decile': np.float64(33.83005754002985), 'val_avg_loss_min': np.float64(18.422236874418438), 'val_avg_loss_max': np.float64(33.83005754002985), 'val_avg_loss_bottom10%': np.float64(18.422236874418438), 'val_avg_loss_top10%': np.float64(33.83005754002985), 'val_avg_loss_cos1': np.float64(0.9832666953792367), 'val_avg_loss_entropy': np.float64(2.2858156849077536)}}
{'Role': 'Server #', 'Round': 95, 'Results_weighted_avg': {'test_loss': np.float64(79019.57068176269), 'test_avg_loss': np.float64(23.29586399816117), 'test_total': np.float64(3392.0), 'val_loss': np.float64(81978.2315246582), 'val_avg_loss': np.float64(24.168110708920462), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79019.57068176269), 'test_avg_loss': np.float64(23.295863998161174), 'test_total': np.float64(3392.0), 'val_loss': np.float64(81978.2315246582), 'val_avg_loss': np.float64(24.16811070892046), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14167.881152274076), 'test_loss_bottom_decile': np.float64(62345.34539794922), 'test_loss_top_decile': np.float64(110547.60931396484), 'test_loss_min': np.float64(61852.894775390625), 'test_loss_max': np.float64(110547.60931396484), 'test_loss_bottom10%': np.float64(61852.894775390625), 'test_loss_top10%': np.float64(110547.60931396484), 'test_loss_cos1': np.float64(0.9843039371501762), 'test_loss_entropy': np.float64(2.2870708373132143), 'test_avg_loss_std': np.float64(4.176851754797782), 'test_avg_loss_bottom_decile': np.float64(18.380113619678426), 'test_avg_loss_top_decile': np.float64(32.59068670812643), 'test_avg_loss_min': np.float64(18.234933601235443), 'test_avg_loss_max': np.float64(32.59068670812643), 'test_avg_loss_bottom10%': np.float64(18.234933601235443), 'test_avg_loss_top10%': np.float64(32.59068670812643), 'test_avg_loss_cos1': np.float64(0.9843039371501762), 'test_avg_loss_entropy': np.float64(2.2870708373145305), 'val_loss_std': np.float64(15219.707057553524), 'val_loss_bottom_decile': np.float64(62378.36315917969), 'val_loss_top_decile': np.float64(114309.42462158203), 'val_loss_min': np.float64(62197.45135498047), 'val_loss_max': np.float64(114309.42462158203), 'val_loss_bottom10%': np.float64(62197.45135498047), 'val_loss_top10%': np.float64(114309.42462158203), 'val_loss_cos1': np.float64(0.9831991159391809), 'val_loss_entropy': np.float64(2.285746966039377), 'val_avg_loss_std': np.float64(4.4869419391372425), 'val_avg_loss_bottom_decile': np.float64(18.389847629475145), 'val_avg_loss_top_decile': np.float64(33.699712447400366), 'val_avg_loss_min': np.float64(18.336512781539053), 'val_avg_loss_max': np.float64(33.699712447400366), 'val_avg_loss_bottom10%': np.float64(18.336512781539053), 'val_avg_loss_top10%': np.float64(33.699712447400366), 'val_avg_loss_cos1': np.float64(0.9831991159391811), 'val_avg_loss_entropy': np.float64(2.285746966040763)}}
{'Role': 'Server #', 'Round': 96, 'Results_weighted_avg': {'test_loss': np.float64(78847.4503112793), 'test_avg_loss': np.float64(23.24512096441017), 'test_total': np.float64(3392.0), 'val_loss': np.float64(81818.13003234864), 'val_avg_loss': np.float64(24.120910976517877), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(78847.4503112793), 'test_avg_loss': np.float64(23.24512096441017), 'test_total': np.float64(3392.0), 'val_loss': np.float64(81818.13003234864), 'val_avg_loss': np.float64(24.120910976517877), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14229.118931103389), 'test_loss_bottom_decile': np.float64(61773.99005126953), 'test_loss_top_decile': np.float64(110458.5619506836), 'test_loss_min': np.float64(61669.48468017578), 'test_loss_max': np.float64(110458.5619506836), 'test_loss_bottom10%': np.float64(61669.48468017578), 'test_loss_top10%': np.float64(110458.5619506836), 'test_loss_cos1': np.float64(0.9841036277286206), 'test_loss_entropy': np.float64(2.2868634218009176), 'test_avg_loss_std': np.float64(4.194905345254537), 'test_avg_loss_bottom_decile': np.float64(18.211671595303518), 'test_avg_loss_top_decile': np.float64(32.56443453734776), 'test_avg_loss_min': np.float64(18.180862228825408), 'test_avg_loss_max': np.float64(32.56443453734776), 'test_avg_loss_bottom10%': np.float64(18.180862228825408), 'test_avg_loss_top10%': np.float64(32.56443453734776), 'test_avg_loss_cos1': np.float64(0.9841036277286204), 'test_avg_loss_entropy': np.float64(2.2868634218022548), 'val_loss_std': np.float64(15310.391343172432), 'val_loss_bottom_decile': np.float64(62029.408203125), 'val_loss_top_decile': np.float64(114179.92010498047), 'val_loss_min': np.float64(61763.36218261719), 'val_loss_max': np.float64(114179.92010498047), 'val_loss_bottom10%': np.float64(61763.36218261719), 'val_loss_top10%': np.float64(114179.92010498047), 'val_loss_cos1': np.float64(0.9829385106798525), 'val_loss_entropy': np.float64(2.285465702420637), 'val_avg_loss_std': np.float64(4.5136766931522505), 'val_avg_loss_bottom_decile': np.float64(18.286971757996756), 'val_avg_loss_top_decile': np.float64(33.66153304981736), 'val_avg_loss_min': np.float64(18.208538379309314), 'val_avg_loss_max': np.float64(33.66153304981736), 'val_avg_loss_bottom10%': np.float64(18.208538379309314), 'val_avg_loss_top10%': np.float64(33.66153304981736), 'val_avg_loss_cos1': np.float64(0.9829385106798525), 'val_avg_loss_entropy': np.float64(2.2854657024220497)}}
{'Role': 'Server #', 'Round': 97, 'Results_weighted_avg': {'test_loss': np.float64(79206.08112792969), 'test_avg_loss': np.float64(23.350849389130214), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82182.73202209473), 'val_avg_loss': np.float64(24.22839977066472), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79206.08112792969), 'test_avg_loss': np.float64(23.35084938913021), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82182.73202209473), 'val_avg_loss': np.float64(24.228399770664716), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14310.940714170265), 'test_loss_bottom_decile': np.float64(62409.659118652344), 'test_loss_top_decile': np.float64(111227.47802734375), 'test_loss_min': np.float64(61961.121154785156), 'test_loss_max': np.float64(111227.47802734375), 'test_loss_bottom10%': np.float64(61961.121154785156), 'test_loss_top10%': np.float64(111227.47802734375), 'test_loss_cos1': np.float64(0.9840664713887661), 'test_loss_entropy': np.float64(2.2868529499402293), 'test_avg_loss_std': np.float64(4.219027333186989), 'test_avg_loss_bottom_decile': np.float64(18.399074032621563), 'test_avg_loss_top_decile': np.float64(32.791119701457475), 'test_avg_loss_min': np.float64(18.266839963085246), 'test_avg_loss_max': np.float64(32.791119701457475), 'test_avg_loss_bottom10%': np.float64(18.266839963085246), 'test_avg_loss_top10%': np.float64(32.791119701457475), 'test_avg_loss_cos1': np.float64(0.9840664713887661), 'test_avg_loss_entropy': np.float64(2.28685294994156), 'val_loss_std': np.float64(15352.530642747886), 'val_loss_bottom_decile': np.float64(62494.12854003906), 'val_loss_top_decile': np.float64(114938.37487792969), 'val_loss_min': np.float64(62400.73937988281), 'val_loss_max': np.float64(114938.37487792969), 'val_loss_bottom10%': np.float64(62400.73937988281), 'val_loss_top10%': np.float64(114938.37487792969), 'val_loss_cos1': np.float64(0.9829948794495189), 'val_loss_entropy': np.float64(2.2855604443739215), 'val_avg_loss_std': np.float64(4.526099835715767), 'val_avg_loss_bottom_decile': np.float64(18.423976574303968), 'val_avg_loss_top_decile': np.float64(33.88513410316323), 'val_avg_loss_min': np.float64(18.396444392654132), 'val_avg_loss_max': np.float64(33.88513410316323), 'val_avg_loss_bottom10%': np.float64(18.396444392654132), 'val_avg_loss_top10%': np.float64(33.88513410316323), 'val_avg_loss_cos1': np.float64(0.9829948794495189), 'val_avg_loss_entropy': np.float64(2.2855604443753186)}}
{'Role': 'Server #', 'Round': 98, 'Results_weighted_avg': {'test_loss': np.float64(78948.27953186035), 'test_avg_loss': np.float64(23.27484656010034), 'test_total': np.float64(3392.0), 'val_loss': np.float64(81873.2763885498), 'val_avg_loss': np.float64(24.137168746624354), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(78948.27953186035), 'test_avg_loss': np.float64(23.27484656010034), 'test_total': np.float64(3392.0), 'val_loss': np.float64(81873.2763885498), 'val_avg_loss': np.float64(24.137168746624354), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14320.455184406857), 'test_loss_bottom_decile': np.float64(62001.274475097656), 'test_loss_top_decile': np.float64(110953.88311767578), 'test_loss_min': np.float64(61772.76574707031), 'test_loss_max': np.float64(110953.88311767578), 'test_loss_bottom10%': np.float64(61772.76574707031), 'test_loss_top10%': np.float64(110953.88311767578), 'test_loss_cos1': np.float64(0.9839439170245391), 'test_loss_entropy': np.float64(2.286721598625277), 'test_avg_loss_std': np.float64(4.22183230672372), 'test_avg_loss_bottom_decile': np.float64(18.27867761647926), 'test_avg_loss_top_decile': np.float64(32.710460824786495), 'test_avg_loss_min': np.float64(18.21131065656554), 'test_avg_loss_max': np.float64(32.710460824786495), 'test_avg_loss_bottom10%': np.float64(18.21131065656554), 'test_avg_loss_top10%': np.float64(32.710460824786495), 'test_avg_loss_cos1': np.float64(0.9839439170245393), 'test_avg_loss_entropy': np.float64(2.2867215986266234), 'val_loss_std': np.float64(15370.852404293459), 'val_loss_bottom_decile': np.float64(62332.09259033203), 'val_loss_top_decile': np.float64(114703.51879882812), 'val_loss_min': np.float64(61834.63269042969), 'val_loss_max': np.float64(114703.51879882812), 'val_loss_bottom10%': np.float64(61834.63269042969), 'val_loss_top10%': np.float64(114703.51879882812), 'val_loss_cos1': np.float64(0.9828295147248263), 'val_loss_entropy': np.float64(2.285386799609426), 'val_avg_loss_std': np.float64(4.531501298435572), 'val_avg_loss_bottom_decile': np.float64(18.376206541961093), 'val_avg_loss_top_decile': np.float64(33.815895872296025), 'val_avg_loss_min': np.float64(18.229549731848376), 'val_avg_loss_max': np.float64(33.815895872296025), 'val_avg_loss_bottom10%': np.float64(18.229549731848376), 'val_avg_loss_top10%': np.float64(33.815895872296025), 'val_avg_loss_cos1': np.float64(0.9828295147248265), 'val_avg_loss_entropy': np.float64(2.285386799610843)}}
{'Role': 'Server #', 'Round': 99, 'Results_weighted_avg': {'test_loss': np.float64(79188.82474670411), 'test_avg_loss': np.float64(23.345762012589653), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82091.35002441406), 'val_avg_loss': np.float64(24.201459323235277), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(79188.82474670411), 'test_avg_loss': np.float64(23.345762012589653), 'test_total': np.float64(3392.0), 'val_loss': np.float64(82091.35002441406), 'val_avg_loss': np.float64(24.201459323235277), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14232.236483278333), 'test_loss_bottom_decile': np.float64(62330.01135253906), 'test_loss_top_decile': np.float64(110978.35943603516), 'test_loss_min': np.float64(62179.70086669922), 'test_loss_max': np.float64(110978.35943603516), 'test_loss_bottom10%': np.float64(62179.70086669922), 'test_loss_top10%': np.float64(110978.35943603516), 'test_loss_cos1': np.float64(0.9842304254922424), 'test_loss_entropy': np.float64(2.2870134233006207), 'test_avg_loss_std': np.float64(4.195824434928754), 'test_avg_loss_bottom_decile': np.float64(18.375592969498545), 'test_avg_loss_top_decile': np.float64(32.717676720529234), 'test_avg_loss_min': np.float64(18.331279736644817), 'test_avg_loss_max': np.float64(32.717676720529234), 'test_avg_loss_bottom10%': np.float64(18.331279736644817), 'test_avg_loss_top10%': np.float64(32.717676720529234), 'test_avg_loss_cos1': np.float64(0.9842304254922423), 'test_avg_loss_entropy': np.float64(2.2870134233019384), 'val_loss_std': np.float64(15217.90501740171), 'val_loss_bottom_decile': np.float64(62539.570739746094), 'val_loss_top_decile': np.float64(114567.47100830078), 'val_loss_min': np.float64(62393.14294433594), 'val_loss_max': np.float64(114567.47100830078), 'val_loss_bottom10%': np.float64(62393.14294433594), 'val_loss_top10%': np.float64(114567.47100830078), 'val_loss_cos1': np.float64(0.9832480979122572), 'val_loss_entropy': np.float64(2.2858159573825687), 'val_avg_loss_std': np.float64(4.486410677300033), 'val_avg_loss_bottom_decile': np.float64(18.4373734492176), 'val_avg_loss_top_decile': np.float64(33.7757874434849), 'val_avg_loss_min': np.float64(18.39420487745753), 'val_avg_loss_max': np.float64(33.7757874434849), 'val_avg_loss_bottom10%': np.float64(18.39420487745753), 'val_avg_loss_top10%': np.float64(33.7757874434849), 'val_avg_loss_cos1': np.float64(0.9832480979122573), 'val_avg_loss_entropy': np.float64(2.285815957383946)}}
{'Role': 'Server #', 'Round': 'Final', 'Results_raw': {'client_best_individual': {'val_loss': 61763.36218261719, 'test_loss': 61669.48468017578, 'test_avg_loss': 18.180862228825408, 'test_total': 3392.0, 'val_avg_loss': 18.208538379309314, 'val_total': 3392.0}, 'client_summarized_weighted_avg': {'val_loss': np.float64(81818.13003234864), 'test_loss': np.float64(78847.4503112793), 'test_avg_loss': np.float64(23.24512096441017), 'test_total': np.float64(3392.0), 'val_avg_loss': np.float64(24.120910976517877), 'val_total': np.float64(3392.0)}, 'client_summarized_avg': {'val_loss': np.float64(81818.13003234864), 'test_loss': np.float64(78847.4503112793), 'test_avg_loss': np.float64(23.24512096441017), 'test_total': np.float64(3392.0), 'val_avg_loss': np.float64(24.120910976517877), 'val_total': np.float64(3392.0)}, 'client_summarized_fairness': {'val_loss_entropy': np.float64(2.285386799609426), 'val_loss_cos1': np.float64(0.9828295147248263), 'val_loss_top10%': np.float64(114703.51879882812), 'val_loss_bottom10%': np.float64(61834.63269042969), 'val_loss_max': np.float64(114703.51879882812), 'val_loss_min': np.float64(61834.63269042969), 'val_loss_top_decile': np.float64(114703.51879882812), 'val_loss_bottom_decile': np.float64(62332.09259033203), 'val_loss_std': np.float64(15370.852404293459), 'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(14320.455184406857), 'test_loss_bottom_decile': np.float64(62001.274475097656), 'test_loss_top_decile': np.float64(110953.88311767578), 'test_loss_min': np.float64(61772.76574707031), 'test_loss_max': np.float64(110953.88311767578), 'test_loss_bottom10%': np.float64(61772.76574707031), 'test_loss_top10%': np.float64(110953.88311767578), 'test_loss_cos1': np.float64(0.9839439170245391), 'test_loss_entropy': np.float64(2.286721598625277), 'test_avg_loss_std': np.float64(4.22183230672372), 'test_avg_loss_bottom_decile': np.float64(18.27867761647926), 'test_avg_loss_top_decile': np.float64(32.710460824786495), 'test_avg_loss_min': np.float64(18.21131065656554), 'test_avg_loss_max': np.float64(32.710460824786495), 'test_avg_loss_bottom10%': np.float64(18.21131065656554), 'test_avg_loss_top10%': np.float64(32.710460824786495), 'test_avg_loss_cos1': np.float64(0.9839439170245393), 'test_avg_loss_entropy': np.float64(2.2867215986266234), 'val_avg_loss_std': np.float64(4.531501298435572), 'val_avg_loss_bottom_decile': np.float64(18.376206541961093), 'val_avg_loss_top_decile': np.float64(33.815895872296025), 'val_avg_loss_min': np.float64(18.229549731848376), 'val_avg_loss_max': np.float64(33.815895872296025), 'val_avg_loss_bottom10%': np.float64(18.229549731848376), 'val_avg_loss_top10%': np.float64(33.815895872296025), 'val_avg_loss_cos1': np.float64(0.9828295147248265), 'val_avg_loss_entropy': np.float64(2.285386799610843)}}}
{'Role': 'Client #1', 'Round': 100, 'Results_raw': {'test_loss': 81431.9521484375, 'test_avg_loss': 24.00706136451577, 'test_total': 3392, 'val_loss': 87880.5249633789, 'val_avg_loss': 25.908173633071613, 'val_total': 3392}}
{'Role': 'Client #2', 'Round': 100, 'Results_raw': {'test_loss': 93437.00305175781, 'test_avg_loss': 27.54628627705124, 'test_total': 3392, 'val_loss': 97154.85205078125, 'val_avg_loss': 28.642350250819945, 'val_total': 3392}}
{'Role': 'Client #3', 'Round': 100, 'Results_raw': {'test_loss': 85409.20184326172, 'test_avg_loss': 25.179599600018197, 'test_total': 3392, 'val_loss': 89873.90655517578, 'val_avg_loss': 26.49584509291739, 'val_total': 3392}}
{'Role': 'Client #4', 'Round': 100, 'Results_raw': {'test_loss': 110978.35943603516, 'test_avg_loss': 32.717676720529234, 'test_total': 3392, 'val_loss': 114567.47100830078, 'val_avg_loss': 33.7757874434849, 'val_total': 3392}}
{'Role': 'Client #5', 'Round': 100, 'Results_raw': {'test_loss': 69307.16906738281, 'test_avg_loss': 20.432538050525594, 'test_total': 3392, 'val_loss': 72079.36218261719, 'val_avg_loss': 21.249811964214974, 'val_total': 3392}}
{'Role': 'Client #6', 'Round': 100, 'Results_raw': {'test_loss': 62179.70086669922, 'test_avg_loss': 18.331279736644817, 'test_total': 3392, 'val_loss': 62539.570739746094, 'val_avg_loss': 18.4373734492176, 'val_total': 3392}}
{'Role': 'Client #7', 'Round': 100, 'Results_raw': {'test_loss': 62330.01135253906, 'test_avg_loss': 18.375592969498545, 'test_total': 3392, 'val_loss': 62393.14294433594, 'val_avg_loss': 18.39420487745753, 'val_total': 3392}}
{'Role': 'Client #8', 'Round': 100, 'Results_raw': {'test_loss': 73041.2512512207, 'test_avg_loss': 21.5333877509495, 'test_total': 3392, 'val_loss': 78964.89489746094, 'val_avg_loss': 23.279744957977872, 'val_total': 3392}}
{'Role': 'Client #9', 'Round': 100, 'Results_raw': {'test_loss': 71952.86395263672, 'test_avg_loss': 21.212518853961296, 'test_total': 3392, 'val_loss': 74427.97119140625, 'val_avg_loss': 21.942208488032502, 'val_total': 3392}}
{'Role': 'Client #10', 'Round': 100, 'Results_raw': {'test_loss': 81820.73449707031, 'test_avg_loss': 24.121678802202332, 'test_total': 3392, 'val_loss': 81031.8037109375, 'val_avg_loss': 23.88909307515846, 'val_total': 3392}}