82 lines
182 KiB
Plaintext
82 lines
182 KiB
Plaintext
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{'Role': 'Server #', 'Round': 3, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(80692.09114532471), 'test_avg_loss': np.float64(14.32743095620112), 'val_total': np.float64(5632.0), 'val_loss': np.float64(83627.73695526124), 'val_avg_loss': np.float64(14.848674885522236)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(80692.09114532471), 'test_avg_loss': np.float64(14.327430956201122), 'val_total': np.float64(5632.0), 'val_loss': np.float64(83627.73695526124), 'val_avg_loss': np.float64(14.848674885522238)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(10508.203494071387), 'test_loss_bottom_decile': np.float64(69751.49813842773), 'test_loss_top_decile': np.float64(97769.91971588135), 'test_loss_min': np.float64(66260.68734741211), 'test_loss_max': np.float64(97769.91971588135), 'test_loss_bottom10%': np.float64(66260.68734741211), 'test_loss_top10%': np.float64(97769.91971588135), 'test_loss_cos1': np.float64(0.9916269505391556), 'test_loss_entropy': np.float64(2.2941895456586803), 'test_avg_loss_std': np.float64(1.8658031772143806), 'test_avg_loss_bottom_decile': np.float64(12.384854072874242), 'test_avg_loss_top_decile': np.float64(17.359715858643707), 'test_avg_loss_min': np.float64(11.765036815946752), 'test_avg_loss_max': np.float64(17.359715858643707), 'test_avg_loss_bottom10%': np.float64(11.765036815946752), 'test_avg_loss_top10%': np.float64(17.359715858643707), 'test_avg_loss_cos1': np.float64(0.9916269505391555), 'test_avg_loss_entropy': np.float64(2.294189545659849), 'val_loss_std': np.float64(11784.98416098789), 'val_loss_bottom_decile': np.float64(70291.6153793335), 'val_loss_top_decile': np.float64(102044.69900512695), 'val_loss_min': np.float64(68183.9714050293), 'val_loss_max': np.float64(102044.69900512695), 'val_loss_bottom10%': np.float64(68183.9714050293), 'val_loss_top10%': np.float64(102044.69900512695), 'val_loss_cos1': np.float64(0.9902159880404814), 'val_loss_entropy': np.float64(2.2927424472962628), 'val_avg_loss_std': np.float64(2.092504289948134), 'val_avg_loss_bottom_decile': np.float64(12.480755571614612), 'val_avg_loss_top_decile': np.float64(18.11873206767169), 'val_avg_loss_min': np.float64(12.106529013677077), 'val_avg_loss_max': np.float64(18.11873206767169), 'val_avg_loss_bottom10%': np.float64(12.106529013677077), 'val_avg_loss_top10%': np.float64(18.11873206767169), 'val_avg_loss_cos1': np.float64(0.990215988040481), 'val_avg_loss_entropy': np.float64(2.292742447297586)}}
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{'Role': 'Server #', 'Round': 8, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(83008.02790908814), 'test_avg_loss': np.float64(14.738641319085252), 'val_total': np.float64(5632.0), 'val_loss': np.float64(85818.97406311035), 'val_avg_loss': np.float64(15.237743974273855)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(83008.02790908814), 'test_avg_loss': np.float64(14.738641319085252), 'val_total': np.float64(5632.0), 'val_loss': np.float64(85818.97406311035), 'val_avg_loss': np.float64(15.237743974273858)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(10235.824033514562), 'test_loss_bottom_decile': np.float64(71106.64186096191), 'test_loss_top_decile': np.float64(97644.61982727051), 'test_loss_min': np.float64(69947.86730194092), 'test_loss_max': np.float64(97644.61982727051), 'test_loss_bottom10%': np.float64(69947.86730194092), 'test_loss_top10%': np.float64(97644.61982727051), 'test_loss_cos1': np.float64(0.9924827876394897), 'test_loss_entropy': np.float64(2.295063672083228), 'test_avg_loss_std': np.float64(1.81744034685983), 'test_avg_loss_bottom_decile': np.float64(12.625469080426477), 'test_avg_loss_top_decile': np.float64(17.33746800910343), 'test_avg_loss_min': np.float64(12.419720756736668), 'test_avg_loss_max': np.float64(17.33746800910343), 'test_avg_loss_bottom10%': np.float64(12.419720756736668), 'test_avg_loss_top10%': np.float64(17.33746800910343), 'test_avg_loss_cos1': np.float64(0.9924827876394895), 'test_avg_loss_entropy': np.float64(2.2950636720842446), 'val_loss_std': np.float64(11348.137193501145), 'val_loss_bottom_decile': np.float64(72058.41652679443), 'val_loss_top_decile': np.float64(102721.10664367676), 'val_loss_min': np.float64(71238.74318695068), 'val_loss_max': np.float64(102721.10664367676), 'val_loss_bottom10%': np.float64(71238.74318695068), 'val_loss_top10%': np.float64(102721.10664367676), 'val_loss_cos1': np.float64(0.9913701705003359), 'val_loss_entropy': np.float64(2.2939277061225116), 'val_avg_loss_std': np.float64(2.014939132368811), 'val_avg_loss_bottom_decile': np.float64(12.794463161717761), 'val_avg_loss_top_decile': np.float64(18.23883285576647), 'val_avg_loss_min': np.float64(12.648924571546642), 'val_avg_loss_max': np.float64(18.23883285576647), 'val_avg_loss_bottom10%': np.float64(12.648924571546642), 'val_avg_loss_top10%': np.float64(18.23883285576647), 'val_avg_loss_cos1': np.float64(0.9913701705003359), 'val_avg_loss_entropy': np.float64(2.293927706123645)}}
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{'Role': 'Server #', 'Round': 9, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(82201.1987373352), 'test_avg_loss': np.float64(14.595383298532528), 'val_total': np.float64(5632.0), 'val_loss': np.float64(84909.8302909851), 'val_avg_loss': np.float64(15.076319298825481)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(82201.1987373352), 'test_avg_loss': np.float64(14.59538329853253), 'val_total': np.float64(5632.0), 'val_loss': np.float64(84909.8302909851), 'val_avg_loss': np.float64(15.076319298825481)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(10233.629785859792), 'test_loss_bottom_decile': np.float64(70676.91818237305), 'test_loss_top_decile': np.float64(97962.2484741211), 'test_loss_min': np.float64(69254.95428466797), 'test_loss_max': np.float64(97962.2484741211), 'test_loss_bottom10%': np.float64(69254.95428466797), 'test_loss_top10%': np.float64(97962.2484741211), 'test_loss_cos1': np.float64(0.9923394442533836), 'test_loss_entropy': np.float64(2.294932164108958), 'test_avg_loss_std': np.float64(1.8170507432279461), 'test_avg_loss_bottom_decile': np.float64(12.54916871135885), 'test_avg_loss_top_decile': np.float64(17.393865141001616), 'test_avg_loss_min': np.float64(12.29668932611292), 'test_avg_loss_max': np.float64(17.393865141001616), 'test_avg_loss_bottom10%': np.float64(12.29668932611292), 'test_avg_loss_top10%': np.float64(17.393865141001616), 'test_avg_loss_cos1': np.float64(0.9923394442533836), 'test_avg_loss_entropy': np.float64(2.2949321641100027), 'val_loss_std': np.float64(11345.350481216768), 'val_loss_bottom_decile': np.float64(71283.33095550537), 'val_loss_top_decile': np.float64(102456.7829208374), 'val_loss_min': np.float64(70788.04962921143), 'val_loss_max': np.float64(102456.7829208374), 'val_loss_bottom10%': np.float64(70788.04962921143), 'val_loss_top10%': np.float64(102456.7829208374), 'val_loss_cos1': np.float64(0.9911910989394328), 'val_loss_entropy': np.float64(2.2937665309961055), 'val_avg_loss_std': np.float64(2.0144443326024093), 'val_avg_loss_bottom_decile': np.float64(12.65684143386104), 'val_avg_loss_top_decile': np.float64(18.19190037656914), 'val_avg_loss_min': np.float64(12.568900857459415), 'val_avg_loss_max': np.float64(18.19190037656914), 'val_avg_loss_bottom10%': np.float64(12.568900857459415), 'val_avg_loss_top10%': np.float64(18.19190037656914), 'val_avg_loss_cos1': np.float64(0.9911910989394329), 'val_avg_loss_entropy': np.float64(2.293766530997271)}}
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{'Role': 'Server #', 'Round': 10, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(81545.03400802612), 'test_avg_loss': np.float64(14.478876776993275), 'val_total': np.float64(5632.0), 'val_loss': np.float64(84236.45382461548), 'val_avg_loss': np.float64(14.956756716018374)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(81545.03400802612), 'test_avg_loss': np.float64(14.478876776993275), 'val_total': np.float64(5632.0), 'val_loss': np.float64(84236.45382461548), 'val_avg_loss': np.float64(14.956756716018372)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(9994.641098294389), 'test_loss_bottom_decile': np.float64(70565.71781158447), 'test_loss_top_decile': np.float64(97584.64266967773), 'test_loss_min': np.float64(68772.02607727051), 'test_loss_max': np.float64(97584.64266967773), 'test_loss_bottom10%': np.float64(68772.02607727051), 'test_loss_top10%': np.float64(97584.64266967773), 'test_loss_cos1': np.float64(0.9925723806820875), 'test_loss_entropy': np.float64(2.295164805509873), 'test_avg_loss_std': np.float64(1.7746166722823848), 'test_avg_loss_bottom_decile': np.float64(12.529424327340992), 'test_avg_loss_top_decile': np.float64(17.326818655837666), 'test_avg_loss_min': np.float64(12.210942130197179), 'test_avg_loss_max': np.float64(17.326818655837666), 'test_avg_loss_bottom10%': np.float64(12.210942130197179), 'test_avg_loss_top10%': np.float64(17.326818655837666), 'test_avg_loss_cos1': np.float64(0.9925723806820874), 'test_avg_loss_entropy': np.float64(2.2951648055108933), 'val_loss_std': np.float64(11091.84768070864), 'val_loss_bottom_decile': np.float64(70756.25689697266), 'val_loss_top_decile': np.float64(102077.27722167969), 'val_loss_min': np.float64(70690.42798614502), 'val_loss_max': np.float64(102077.27722167969), 'val_loss_bottom10%': np.float64(70690.42798614502), 'val_loss_top10%': np.float64(102077.27722167969), 'val_loss_cos1': np.float64(0.9914419547959696), 'val_loss_entropy': np.float64(2.2940178963362103), 'val_avg_loss_std': np.float64(1.9694331819440054), 'val_avg_loss_bottom_decile': np.float64(12.563255841081792), 'val_avg_loss_top_decile': np.float64(18.12451655214483), 'val_avg_loss_min': np.float64(12.551567469130863), 'val_avg_loss_max': np.float64(18.12451655214483), 'val_avg_loss_bottom10%': np.float64(12.551567469130863), 'val_avg_loss_top10%': np.float64(18.12451655214483), 'val_avg_loss_cos1': np.float64(0.9914419547959695), 'val_avg_loss_entropy': np.float64(2.294017896337352)}}
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{'Role': 'Server #', 'Round': 11, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(79367.61102981567), 'test_avg_loss': np.float64(14.09226048114625), 'val_total': np.float64(5632.0), 'val_loss': np.float64(81841.7808166504), 'val_avg_loss': np.float64(14.53156619613821)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(79367.61102981567), 'test_avg_loss': np.float64(14.09226048114625), 'val_total': np.float64(5632.0), 'val_loss': np.float64(81841.7808166504), 'val_avg_loss': np.float64(14.53156619613821)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(9526.71525443954), 'test_loss_bottom_decile': np.float64(68863.46966552734), 'test_loss_top_decile': np.float64(95492.20584869385), 'test_loss_min': np.float64(68053.77688598633), 'test_loss_max': np.float64(95492.20584869385), 'test_loss_bottom10%': np.float64(68053.77688598633), 'test_loss_top10%': np.float64(95492.20584869385), 'test_loss_cos1': np.float64(0.9928729874594041), 'test_loss_entropy': np.float64(2.295488179991289), 'test_avg_loss_std': np.float64(1.6915332483024754), 'test_avg_loss_bottom_decile': np.float64(12.22717856277119), 'test_avg_loss_top_decile': np.float64(16.95529223165729), 'test_avg_loss_min': np.float64(12.083412089131095), 'test_avg_loss_max': np.float64(16.95529223165729), 'test_avg_loss_bottom10%': np.float64(12.083412089131095), 'test_avg_loss_top10%': np.float64(16.95529223165729), 'test_avg_loss_cos1': np.float64(0.9928729874594042), 'test_avg_loss_entropy': np.float64(2.295488179992291), 'val_loss_std': np.float64(10512.112854791616), 'val_loss_bottom_decile': np.float64(69948.29810333252), 'val_loss_top_decile': np.float64(99500.34990692139), 'val_loss_min': np.float64(68930.32908630371), 'val_loss_max': np.float64(99500.34990692139), 'val_loss_bottom10%': np.float64(68930.32908630371), 'val_loss_top10%': np.float64(99500.34990692139), 'val_loss_cos1': np.float64(0.9918517118411473), 'val_loss_entropy': np.float64(2.2944493321796084), 'val_avg_loss_std': np.float64(1.8664973108649885), 'val_avg_loss_bottom_decile': np.float64(12.41979724846103), 'val_avg_loss_top_decile': np.float64(17.66696553745053), 'val_avg_loss_min': np.float64(12.239049908789722), 'val_avg_loss_max': np.float64(17.66696553745053), 'val_avg_loss_bottom10%': np.float64(12.239049908789722), 'val_avg_loss_top10%': np.float64(17.66696553745053), 'val_avg_loss_cos1': np.float64(0.9918517118411473), 'val_avg_loss_entropy': np.float64(2.2944493321807227)}}
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{'Role': 'Server #', 'Round': 12, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(79099.38841629028), 'test_avg_loss': np.float64(14.04463572732427), 'val_total': np.float64(5632.0), 'val_loss': np.float64(81555.55802001953), 'val_avg_loss': np.float64(14.48074538707733)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(79099.38841629028), 'test_avg_loss': np.float64(14.044635727324268), 'val_total': np.float64(5632.0), 'val_loss': np.float64(81555.55802001953), 'val_avg_loss': np.float64(14.48074538707733)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(9644.555214602336), 'test_loss_bottom_decile': np.float64(68749.00402832031), 'test_loss_top_decile': np.float64(96195.92328643799), 'test_loss_min': np.float64(67881.15487670898), 'test_loss_max': np.float64(96195.92328643799), 'test_loss_bottom10%': np.float64(67881.15487670898), 'test_loss_top10%': np.float64(96195.92328643799), 'test_loss_cos1': np.float64(0.9926484584916221), 'test_loss_entropy': np.float64(2.2952800884924245), 'test_avg_loss_std': np.float64(1.7124565366836535), 'test_avg_loss_bottom_decile': np.float64(12.206854408437556), 'test_avg_loss_top_decile': np.float64(17.0802420608022), 'test_avg_loss_min': np.float64(12.052761874415658), 'test_avg_loss_max': np.float64(17.0802420608022), 'test_avg_loss_bottom10%': np.float64(12.052761874415658), 'test_avg_loss_top10%': np.float64(17.0802420608022), 'test_avg_loss_cos1': np.float64(0.9926484584916218), 'test_avg_loss_entropy': np.float64(2.295280088493458), 'val_loss_std': np.float64(10645.780499186058), 'val_loss_bottom_decile': np.float64(69804.71282196045), 'val_loss_top_decile': np.float64(100203.91439819336), 'val_loss_min': np.float64(68791.80870819092), 'val_loss_max': np.float64(100203.91439819336), 'val_loss_bottom10%': np.float64(68791.80870819092), 'val_loss_top10%': np.float64(100203.91439819336), 'val_loss_cos1': np.float64(0.9915877772312531), 'val_loss_entropy': np.float64(2.294203878661771), 'val_avg_loss_std': np.float64(1.8902309124975243), 'val_avg_loss_bottom_decile': np.float64(12.394302702762864), 'val_avg_loss_top_decile': np.float64(17.791888209906492), 'val_avg_loss_min': np.float64(12.214454671198672), 'val_avg_loss_max': np.float64(17.791888209906492), 'val_avg_loss_bottom10%': np.float64(12.214454671198672), 'val_avg_loss_top10%': np.float64(17.791888209906492), 'val_avg_loss_cos1': np.float64(0.9915877772312531), 'val_avg_loss_entropy': np.float64(2.2942038786629215)}}
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{'Role': 'Server #', 'Round': 13, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(79661.21791152954), 'test_avg_loss': np.float64(14.144392384859648), 'val_total': np.float64(5632.0), 'val_loss': np.float64(82213.17414779663), 'val_avg_loss': np.float64(14.597509614310482)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(79661.21791152954), 'test_avg_loss': np.float64(14.144392384859648), 'val_total': np.float64(5632.0), 'val_loss': np.float64(82213.17414779663), 'val_avg_loss': np.float64(14.597509614310482)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(9861.407798850538), 'test_loss_bottom_decile': np.float64(69171.96841430664), 'test_loss_top_decile': np.float64(97664.69444274902), 'test_loss_min': np.float64(68600.39035797119), 'test_loss_max': np.float64(97664.69444274902), 'test_loss_bottom10%': np.float64(68600.39035797119), 'test_loss_top10%': np.float64(97664.69444274902), 'test_loss_cos1': np.float64(0.9924247460604196), 'test_loss_entropy': np.float64(2.295076151568905), 'test_avg_loss_std': np.float64(1.7509601915572686), 'test_avg_loss_bottom_decile': np.float64(12.281954619017514), 'test_avg_loss_top_decile': np.float64(17.341032393954016), 'test_avg_loss_min': np.float64(12.180467037992043), 'test_avg_loss_max': np.float64(17.341032393954016), 'test_avg_loss_bottom10%': np.float64(12.180467037992043), 'test_avg_loss_top10%': np.float64(17.341032393954016), 'test_avg_loss_cos1': np.float64(0.9924247460604195), 'test_avg_loss_entropy': np.float64(2.2950761515699583), 'val_loss_std': np.float64(10927.142342116236), 'val_loss_bottom_decile': np.float64(70542.86849975586), 'val_loss_top_decile': np.float64(102065.81037139893), 'val_loss_min': np.float64(69178.26293945312), 'val_loss_max': np.float64(102065.81037139893), 'val_loss_bottom10%': np.float64(69178.26293945312), 'val_loss_top10%': np.float64(102065.81037139893), 'val_loss_cos1': np.float64(0.9912824917962049), 'val_loss_entropy': np.float64(2.2939216234362134), 'val_avg_loss_std': np.float64(1.9401886260859786), 'val_avg_loss_bottom_decile': np.float64(12.52536727623506), 'val_avg_loss_top_decile': np.float64(18.12248053469441), 'val_avg_loss_min': np.float64(12.28307225487449), 'val_avg_loss_max': np.float64(18.12248053469441), 'val_avg_loss_bottom10%': np.float64(12.28307225487449), 'val_avg_loss_top10%': np.float64(18.12248053469441), 'val_avg_loss_cos1': np.float64(0.9912824917962048), 'val_avg_loss_entropy': np.float64(2.2939216234373916)}}
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{'Role': 'Server #', 'Round': 15, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(77316.43671569825), 'test_avg_loss': np.float64(13.728060496395285), 'val_total': np.float64(5632.0), 'val_loss': np.float64(79640.12726287842), 'val_avg_loss': np.float64(14.140647596391764)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(77316.43671569825), 'test_avg_loss': np.float64(13.728060496395283), 'val_total': np.float64(5632.0), 'val_loss': np.float64(79640.12726287842), 'val_avg_loss': np.float64(14.140647596391764)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(8850.494502338612), 'test_loss_bottom_decile': np.float64(67687.89717102051), 'test_loss_top_decile': np.float64(93131.22992706299), 'test_loss_min': np.float64(67629.10928344727), 'test_loss_max': np.float64(93131.22992706299), 'test_loss_bottom10%': np.float64(67629.10928344727), 'test_loss_top10%': np.float64(93131.22992706299), 'test_loss_cos1': np.float64(0.9935118823715661), 'test_loss_entropy': np.float64(2.2961592404622593), 'test_avg_loss_std': np.float64(1.5714656431709186), 'test_avg_loss_bottom_decile': np.float64(12.018447651104493), 'test_avg_loss_top_decile': np.float64(16.53608485920863), 'test_avg_loss_min': np.float64(12.008009460839359), 'test_avg_loss_max': np.float64(16.53608485920863), 'test_avg_loss_bottom10%': np.float64(12.008009460839359), 'test_avg_loss_top10%': np.float64(16.53608485920863), 'test_avg_loss_cos1': np.float64(0.9935118823715657), 'test_avg_loss_entropy': np.float64(2.296159240463188), 'val_loss_std': np.float64(9747.330809778225), 'val_loss_bottom_decile': np.float64(69484.30320739746), 'val_loss_top_decile': np.float64(96957.20196533203), 'val_loss_min': np.float64(67830.49482727051), 'val_loss_max': np.float64(96957.20196533203), 'val_loss_bottom10%': np.float64(67830.49482727051), 'val_loss_top10%': np.float64(96957.20196533203), 'val_loss_cos1': np.float64(0.9925931856638636), 'val_loss_entropy': np.float64(2.2952315875943823), 'val_avg_loss_std': np.float64(1.7307050443498266), 'val_avg_loss_bottom_decile': np.float64(12.337411791086197), 'val_avg_loss_top_decile': np.float64(17.215412280776285), 'val_avg_loss_min': np.float64(12.043766837228429), 'val_avg_loss_max': np.float64(17.215412280776285), 'val_avg_loss_bottom10%': np.float64(12.043766837228429), 'val_avg_loss_top10%': np.float64(17.215412280776285), 'val_avg_loss_cos1': np.float64(0.9925931856638633), 'val_avg_loss_entropy': np.float64(2.2952315875954152)}}
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{'Role': 'Server #', 'Round': 16, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(77309.9107421875), 'test_avg_loss': np.float64(13.726901765303179), 'val_total': np.float64(5632.0), 'val_loss': np.float64(79642.17373580932), 'val_avg_loss': np.float64(14.141010961613873)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(77309.9107421875), 'test_avg_loss': np.float64(13.726901765303179), 'val_total': np.float64(5632.0), 'val_loss': np.float64(79642.17373580932), 'val_avg_loss': np.float64(14.141010961613873)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(8604.302669444718), 'test_loss_bottom_decile': np.float64(68052.48262023926), 'test_loss_top_decile': np.float64(92245.55376434326), 'test_loss_min': np.float64(67834.5491104126), 'test_loss_max': np.float64(92245.55376434326), 'test_loss_bottom10%': np.float64(67834.5491104126), 'test_loss_top10%': np.float64(92245.55376434326), 'test_loss_cos1': np.float64(0.9938635233098619), 'test_loss_entropy': np.float64(2.2965048947709774), 'test_avg_loss_std': np.float64(1.5277526046599283), 'test_avg_loss_bottom_decile': np.float64(12.083182283423163), 'test_avg_loss_top_decile': np.float64(16.37882701781663), 'test_avg_loss_min': np.float64(12.044486702843146), 'test_avg_loss_max': np.float64(16.37882701781663), 'test_avg_loss_bottom10%': np.float64(12.044486702843146), 'test_avg_loss_top10%': np.float64(16.37882701781663), 'test_avg_loss_cos1': np.float64(0.9938635233098619), 'test_avg_loss_entropy': np.float64(2.2965048947718563), 'val_loss_std': np.float64(9523.491114826395), 'val_loss_bottom_decile': np.float64(69937.27070617676), 'val_loss_top_decile': np.float64(96120.23561096191), 'val_loss_min': np.float64(67871.17269134521), 'val_loss_max': np.float64(96120.23561096191), 'val_loss_bottom10%': np.float64(67871.17269134521), 'val_loss_top10%': np.float64(96120.23561096191), 'val_loss_cos1': np.float64(0.9929262628620866), 'val_loss_entropy': np.float64(2.2955588591695535), 'val_avg_loss_std': np.float64(1.6909607803313909), 'val_avg_loss_bottom_decile': np.float64(12.417839258909225), 'val_avg_loss_top_decile': np.float64(17.06680319796909), 'val_avg_loss_min': np.float64(12.050989469343966), 'val_avg_loss_max': np.float64(17.06680319796909), 'val_avg_loss_bottom10%': np.float64(12.050989469343966), 'val_avg_loss_top10%': np.float64(17.06680319796909), 'val_avg_loss_cos1': np.float64(0.9929262628620867), 'val_avg_loss_entropy': np.float64(2.2955588591705403)}}
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{'Role': 'Server #', 'Round': 17, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(76859.2722000122), 'test_avg_loss': np.float64(13.64688781960444), 'val_total': np.float64(5632.0), 'val_loss': np.float64(79088.40115890504), 'val_avg_loss': np.float64(14.042684864862398)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(76859.2722000122), 'test_avg_loss': np.float64(13.64688781960444), 'val_total': np.float64(5632.0), 'val_loss': np.float64(79088.40115890504), 'val_avg_loss': np.float64(14.042684864862398)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(8473.188018908211), 'test_loss_bottom_decile': np.float64(67714.11721801758), 'test_loss_top_decile': np.float64(91613.11340332031), 'test_loss_min': np.float64(67574.27424621582), 'test_loss_max': np.float64(91613.11340332031), 'test_loss_bottom10%': np.float64(67574.27424621582), 'test_loss_top10%': np.float64(91613.11340332031), 'test_loss_cos1': np.float64(0.9939780881865666), 'test_loss_entropy': np.float64(2.2966184922948134), 'test_avg_loss_std': np.float64(1.5044723044936457), 'test_avg_loss_bottom_decile': np.float64(12.023103199221872), 'test_avg_loss_top_decile': np.float64(16.266532919623636), 'test_avg_loss_min': np.float64(11.998273126103662), 'test_avg_loss_max': np.float64(16.266532919623636), 'test_avg_loss_bottom10%': np.float64(11.998273126103662), 'test_avg_loss_top10%': np.float64(16.266532919623636), 'test_avg_loss_cos1': np.float64(0.9939780881865667), 'test_avg_loss_entropy': np.float64(2.296618492295681), 'val_loss_std': np.float64(9312.827352265791), 'val_loss_bottom_decile': np.float64(69566.82775878906), 'val_loss_top_decile': np.float64(95280.22763824463), 'val_loss_min': np.float64(67607.4510269165), 'val_loss_max': np.float64(95280.22763824463), 'val_loss_bottom10%': np.float64(67607.4510269165), 'val_loss_top10%': np.float64(95280.22763824463), 'val_loss_cos1': np.float64(0.9931384905886403), 'val_loss_entropy': np.float64(2.29576801966774), 'val_avg_loss_std': np.float64(1.6535559929449206), 'val_avg_loss_bottom_decile': np.float64(12.352064587853171), 'val_avg_loss_top_decile': np.float64(16.91765405508605), 'val_avg_loss_min': np.float64(12.00416388972239), 'val_avg_loss_max': np.float64(16.91765405508605), 'val_avg_loss_bottom10%': np.float64(12.00416388972239), 'val_avg_loss_top10%': np.float64(16.91765405508605), 'val_avg_loss_cos1': np.float64(0.9931384905886402), 'val_avg_loss_entropy': np.float64(2.2957680196687043)}}
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{'Role': 'Server #', 'Round': 18, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74878.4762664795), 'test_avg_loss': np.float64(13.295183996178887), 'val_total': np.float64(5632.0), 'val_loss': np.float64(77017.76521759033), 'val_avg_loss': np.float64(13.675029335509647)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74878.4762664795), 'test_avg_loss': np.float64(13.295183996178887), 'val_total': np.float64(5632.0), 'val_loss': np.float64(77017.76521759033), 'val_avg_loss': np.float64(13.675029335509645)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7712.932878347559), 'test_loss_bottom_decile': np.float64(66825.20510864258), 'test_loss_top_decile': np.float64(88022.99822998047), 'test_loss_min': np.float64(66283.34233093262), 'test_loss_max': np.float64(88022.99822998047), 'test_loss_bottom10%': np.float64(66283.34233093262), 'test_loss_top10%': np.float64(88022.99822998047), 'test_loss_cos1': np.float64(0.9947367278111777), 'test_loss_entropy': np.float64(2.2973703820422084), 'test_avg_loss_std': np.float64(1.3694838207293252), 'test_avg_loss_bottom_decile': np.float64(11.865270793437958), 'test_avg_loss_top_decile': np.float64(15.629083492539145), 'test_avg_loss_min': np.float64(11.769059362736614), 'test_avg_loss_max': np.float64(15.629083492539145), 'test_avg_loss_bottom10%': np.float64(11.769059362736614), 'test_avg_loss_top10%': np.float64(15.629083492539145), 'test_avg_loss_cos1': np.float64(0.9947367278111777), 'test_avg_loss_entropy': np.float64(2.2973703820429874), 'val_loss_std': np.float64(8471.038121264664), 'val_loss_bottom_decile': np.float64(68629.17169189453), 'val_loss_top_decile': np.float64(91344.39603424072), 'val_loss_min': np.float64(66365.37042999268), 'val_loss_max': np.float64(91344.39603424072), 'val_loss_bottom10%': np.float64(66365.37042999268), 'val_loss_top10%': np.float64(91344.39603424072), 'val_loss_cos1': np.float64(0.9940056408209736), 'val_loss_entropy': np.float64(2.2966275156004494), 'val_avg_loss_std': np.float64(1.5040905755086407), 'val_avg_loss_bottom_decile': np.float64(12.185577360066501), 'val_avg_loss_top_decile': np.float64(16.218820318579674), 'val_avg_loss_min': np.float64(11.783624011007221), 'val_avg_loss_max': np.float64(16.218820318579674), 'val_avg_loss_bottom10%': np.float64(11.783624011007221), 'val_avg_loss_top10%': np.float64(16.218820318579674), 'val_avg_loss_cos1': np.float64(0.9940056408209736), 'val_avg_loss_entropy': np.float64(2.296627515601316)}}
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{'Role': 'Server #', 'Round': 19, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74637.23694152832), 'test_avg_loss': np.float64(13.252350309220228), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76759.31539840698), 'val_avg_loss': np.float64(13.629139807955784)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74637.23694152832), 'test_avg_loss': np.float64(13.252350309220228), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76759.31539840698), 'val_avg_loss': np.float64(13.629139807955786)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7538.994986489809), 'test_loss_bottom_decile': np.float64(66654.0599822998), 'test_loss_top_decile': np.float64(87204.68315124512), 'test_loss_min': np.float64(66488.5495300293), 'test_loss_max': np.float64(87204.68315124512), 'test_loss_bottom10%': np.float64(66488.5495300293), 'test_loss_top10%': np.float64(87204.68315124512), 'test_loss_cos1': np.float64(0.9949373487769606), 'test_loss_entropy': np.float64(2.297568061161401), 'test_avg_loss_std': np.float64(1.33859996208981), 'test_avg_loss_bottom_decile': np.float64(11.83488280935721), 'test_avg_loss_top_decile': np.float64(15.483786070888693), 'test_avg_loss_min': np.float64(11.805495300076224), 'test_avg_loss_max': np.float64(15.483786070888693), 'test_avg_loss_bottom10%': np.float64(11.805495300076224), 'test_avg_loss_top10%': np.float64(15.483786070888693), 'test_avg_loss_cos1': np.float64(0.9949373487769607), 'test_avg_loss_entropy': np.float64(2.2975680611621523), 'val_loss_std': np.float64(8284.799612759112), 'val_loss_bottom_decile': np.float64(68473.29803466797), 'val_loss_top_decile': np.float64(90665.29013824463), 'val_loss_min': np.float64(66532.87268066406), 'val_loss_max': np.float64(90665.29013824463), 'val_loss_bottom10%': np.float64(66532.87268066406), 'val_loss_top10%': np.float64(90665.29013824463), 'val_loss_cos1': np.float64(0.9942257243926158), 'val_loss_entropy': np.float64(2.2968465455744616), 'val_avg_loss_std': np.float64(1.471022658515467), 'val_avg_loss_bottom_decile': np.float64(12.157900929450989), 'val_avg_loss_top_decile': np.float64(16.098240436478093), 'val_avg_loss_min': np.float64(11.813365177674727), 'val_avg_loss_max': np.float64(16.098240436478093), 'val_avg_loss_bottom10%': np.float64(11.813365177674727), 'val_avg_loss_top10%': np.float64(16.098240436478093), 'val_avg_loss_cos1': np.float64(0.9942257243926158), 'val_avg_loss_entropy': np.float64(2.296846545575299)}}
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{'Role': 'Server #', 'Round': 20, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(75441.1224609375), 'test_avg_loss': np.float64(13.39508566422896), 'val_total': np.float64(5632.0), 'val_loss': np.float64(77605.09851531983), 'val_avg_loss': np.float64(13.77931436706673)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(75441.1224609375), 'test_avg_loss': np.float64(13.395085664228958), 'val_total': np.float64(5632.0), 'val_loss': np.float64(77605.09851531983), 'val_avg_loss': np.float64(13.779314367066728)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7768.624045848934), 'test_loss_bottom_decile': np.float64(67530.99391174316), 'test_loss_top_decile': np.float64(88088.75588226318), 'test_loss_min': np.float64(66739.48838806152), 'test_loss_max': np.float64(88088.75588226318), 'test_loss_bottom10%': np.float64(66739.48838806152), 'test_loss_top10%': np.float64(88088.75588226318), 'test_loss_cos1': np.float64(0.9947397710902832), 'test_loss_entropy': np.float64(2.29737512124723), 'test_avg_loss_std': np.float64(1.3793721672317), 'test_avg_loss_bottom_decile': np.float64(11.990588407624852), 'test_avg_loss_top_decile': np.float64(15.640759212049572), 'test_avg_loss_min': np.float64(11.850051205266606), 'test_avg_loss_max': np.float64(15.640759212049572), 'test_avg_loss_bottom10%': np.float64(11.850051205266606), 'test_avg_loss_top10%': np.float64(15.640759212049572), 'test_avg_loss_cos1': np.float64(0.9947397710902832), 'test_avg_loss_entropy': np.float64(2.2973751212480016), 'val_loss_std': np.float64(8538.07827080387), 'val_loss_bottom_decile': np.float64(69390.08530426025), 'val_loss_top_decile': np.float64(91653.23278808594), 'val_loss_min': np.float64(66762.88270568848), 'val_loss_max': np.float64(91653.23278808594), 'val_loss_bottom10%': np.float64(66762.88270568848), 'val_loss_top10%': np.float64(91653.23278808594), 'val_loss_cos1': np.float64(0.9940022433496575), 'val_loss_entropy': np.float64(2.296628116153214), 'val_avg_loss_std': np.float64(1.515994011151255), 'val_avg_loss_bottom_decile': np.float64(12.320682759989392), 'val_avg_loss_top_decile': np.float64(16.273656389930032), 'val_avg_loss_min': np.float64(11.854205025867982), 'val_avg_loss_max': np.float64(16.273656389930032), 'val_avg_loss_bottom10%': np.float64(11.854205025867982), 'val_avg_loss_top10%': np.float64(16.273656389930032), 'val_avg_loss_cos1': np.float64(0.9940022433496575), 'val_avg_loss_entropy': np.float64(2.2966281161540723)}}
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{'Role': 'Server #', 'Round': 21, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(73805.77173919677), 'test_avg_loss': np.float64(13.104717993465337), 'val_total': np.float64(5632.0), 'val_loss': np.float64(75829.8757598877), 'val_avg_loss': np.float64(13.46411146304824)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(73805.77173919677), 'test_avg_loss': np.float64(13.104717993465334), 'val_total': np.float64(5632.0), 'val_loss': np.float64(75829.8757598877), 'val_avg_loss': np.float64(13.464111463048244)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7279.136707053867), 'test_loss_bottom_decile': np.float64(66505.03504180908), 'test_loss_top_decile': np.float64(86265.7465133667), 'test_loss_min': np.float64(65651.55834960938), 'test_loss_max': np.float64(86265.7465133667), 'test_loss_bottom10%': np.float64(65651.55834960938), 'test_loss_top10%': np.float64(86265.7465133667), 'test_loss_cos1': np.float64(0.9951716932426589), 'test_loss_entropy': np.float64(2.2978080479222425), 'test_avg_loss_std': np.float64(1.2924603528149623), 'test_avg_loss_bottom_decile': np.float64(11.808422415093942), 'test_avg_loss_top_decile': np.float64(15.317071468992667), 'test_avg_loss_min': np.float64(11.65688180923462), 'test_avg_loss_max': np.float64(15.317071468992667), 'test_avg_loss_bottom10%': np.float64(11.65688180923462), 'test_avg_loss_top10%': np.float64(15.317071468992667), 'test_avg_loss_cos1': np.float64(0.9951716932426591), 'test_avg_loss_entropy': np.float64(2.2978080479229663), 'val_loss_std': np.float64(8001.2255434546005), 'val_loss_bottom_decile': np.float64(68271.40090942383), 'val_loss_top_decile': np.float64(89625.51013946533), 'val_loss_min': np.float64(65668.2844619751), 'val_loss_max': np.float64(89625.51013946533), 'val_loss_bottom10%': np.float64(65668.2844619751), 'val_loss_top10%': np.float64(89625.51013946533), 'val_loss_cos1': np.float64(0.9944792980960857), 'val_loss_entropy': np.float64(2.297109888983571), 'val_avg_loss_std': np.float64(1.4206721490508878), 'val_avg_loss_bottom_decile': np.float64(12.122052718292583), 'val_avg_loss_top_decile': np.float64(15.913620408285748), 'val_avg_loss_min': np.float64(11.659851644526828), 'val_avg_loss_max': np.float64(15.913620408285748), 'val_avg_loss_bottom10%': np.float64(11.659851644526828), 'val_avg_loss_top10%': np.float64(15.913620408285748), 'val_avg_loss_cos1': np.float64(0.9944792980960856), 'val_avg_loss_entropy': np.float64(2.297109888984379)}}
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{'Role': 'Server #', 'Round': 22, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74258.1228515625), 'test_avg_loss': np.float64(13.185036017678001), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76360.23915557862), 'val_avg_loss': np.float64(13.558281100067225)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74258.1228515625), 'test_avg_loss': np.float64(13.185036017677998), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76360.23915557862), 'val_avg_loss': np.float64(13.558281100067225)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7565.49068909375), 'test_loss_bottom_decile': np.float64(66625.64957427979), 'test_loss_top_decile': np.float64(87196.80055236816), 'test_loss_min': np.float64(65645.87738800049), 'test_loss_max': np.float64(87196.80055236816), 'test_loss_bottom10%': np.float64(65645.87738800049), 'test_loss_top10%': np.float64(87196.80055236816), 'test_loss_cos1': np.float64(0.9948501882262212), 'test_loss_entropy': np.float64(2.297490061849978), 'test_avg_loss_std': np.float64(1.3433044547396573), 'test_avg_loss_bottom_decile': np.float64(11.829838347705929), 'test_avg_loss_top_decile': np.float64(15.482386461713098), 'test_avg_loss_min': np.float64(11.655873115767132), 'test_avg_loss_max': np.float64(15.482386461713098), 'test_avg_loss_bottom10%': np.float64(11.655873115767132), 'test_avg_loss_top10%': np.float64(15.482386461713098), 'test_avg_loss_cos1': np.float64(0.9948501882262214), 'test_avg_loss_entropy': np.float64(2.297490061850744), 'val_loss_std': np.float64(8274.808293154278), 'val_loss_bottom_decile': np.float64(68458.50328063965), 'val_loss_top_decile': np.float64(90575.03890228271), 'val_loss_min': np.float64(65699.46226501465), 'val_loss_max': np.float64(90575.03890228271), 'val_loss_bottom10%': np.float64(65699.46226501465), 'val_loss_top10%': np.float64(90575.03890228271), 'val_loss_cos1': np.float64(0.9941796808286297), 'val_loss_entropy': np.float64(2.2968108284358335), 'val_avg_loss_std': np.float64(1.4692486315969957), 'val_avg_loss_bottom_decile': np.float64(12.155274019999938), 'val_avg_loss_top_decile': np.float64(16.08221571418372), 'val_avg_loss_min': np.float64(11.66538747603243), 'val_avg_loss_max': np.float64(16.08221571418372), 'val_avg_loss_bottom10%': np.float64(11.66538747603243), 'val_avg_loss_top10%': np.float64(16.08221571418372), 'val_avg_loss_cos1': np.float64(0.9941796808286296), 'val_avg_loss_entropy': np.float64(2.2968108284366795)}}
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{'Role': 'Server #', 'Round': 23, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74107.63182373047), 'test_avg_loss': np.float64(13.158315309611234), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76174.43841781616), 'val_avg_loss': np.float64(13.52529091225429)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74107.63182373047), 'test_avg_loss': np.float64(13.158315309611234), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76174.43841781616), 'val_avg_loss': np.float64(13.525290912254292)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7541.801731524723), 'test_loss_bottom_decile': np.float64(66491.52185821533), 'test_loss_top_decile': np.float64(86814.68734741211), 'test_loss_min': np.float64(65726.11898803711), 'test_loss_max': np.float64(86814.68734741211), 'test_loss_bottom10%': np.float64(65726.11898803711), 'test_loss_top10%': np.float64(86814.68734741211), 'test_loss_cos1': np.float64(0.9948614942370508), 'test_loss_entropy': np.float64(2.2975016378622946), 'test_avg_loss_std': np.float64(1.3390983188076573), 'test_avg_loss_bottom_decile': np.float64(11.80602305721153), 'test_avg_loss_top_decile': np.float64(15.414539656855844), 'test_avg_loss_min': np.float64(11.670120558955453), 'test_avg_loss_max': np.float64(15.414539656855844), 'test_avg_loss_bottom10%': np.float64(11.670120558955453), 'test_avg_loss_top10%': np.float64(15.414539656855844), 'test_avg_loss_cos1': np.float64(0.9948614942370511), 'test_avg_loss_entropy': np.float64(2.297501637863061), 'val_loss_std': np.float64(8224.462891741667), 'val_loss_bottom_decile': np.float64(68314.51391601562), 'val_loss_top_decile': np.float64(90195.89992523193), 'val_loss_min': np.float64(65721.0224609375), 'val_loss_max': np.float64(90195.89992523193), 'val_loss_bottom10%': np.float64(65721.0224609375), 'val_loss_top10%': np.float64(90195.89992523193), 'val_loss_cos1': np.float64(0.9942218382202149), 'val_loss_entropy': np.float64(2.296854106877479), 'val_avg_loss_std': np.float64(1.4603094623120858), 'val_avg_loss_bottom_decile': np.float64(12.129707726565274), 'val_avg_loss_top_decile': np.float64(16.014897003769875), 'val_avg_loss_min': np.float64(11.669215635819869), 'val_avg_loss_max': np.float64(16.014897003769875), 'val_avg_loss_bottom10%': np.float64(11.669215635819869), 'val_avg_loss_top10%': np.float64(16.014897003769875), 'val_avg_loss_cos1': np.float64(0.994221838220215), 'val_avg_loss_entropy': np.float64(2.296854106878321)}}
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{'Role': 'Server #', 'Round': 24, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74343.8454071045), 'test_avg_loss': np.float64(13.200256641886451), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76435.27758255004), 'val_avg_loss': np.float64(13.571604684401642)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74343.8454071045), 'test_avg_loss': np.float64(13.20025664188645), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76435.27758255004), 'val_avg_loss': np.float64(13.57160468440164)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7596.8653907031585), 'test_loss_bottom_decile': np.float64(66659.77275085449), 'test_loss_top_decile': np.float64(87691.51978302002), 'test_loss_min': np.float64(66022.78372192383), 'test_loss_max': np.float64(87691.51978302002), 'test_loss_bottom10%': np.float64(66022.78372192383), 'test_loss_top10%': np.float64(87691.51978302002), 'test_loss_cos1': np.float64(0.9948195933103839), 'test_loss_entropy': np.float64(2.297465589201143), 'test_avg_loss_std': np.float64(1.3488752469288279), 'test_avg_loss_bottom_decile': np.float64(11.835897150364788), 'test_avg_loss_top_decile': np.float64(15.570227234200997), 'test_avg_loss_min': np.float64(11.722795405171134), 'test_avg_loss_max': np.float64(15.570227234200997), 'test_avg_loss_bottom10%': np.float64(11.722795405171134), 'test_avg_loss_top10%': np.float64(15.570227234200997), 'test_avg_loss_cos1': np.float64(0.9948195933103838), 'test_avg_loss_entropy': np.float64(2.297465589201912), 'val_loss_std': np.float64(8324.8555284018), 'val_loss_bottom_decile': np.float64(68469.42944335938), 'val_loss_top_decile': np.float64(91251.98379516602), 'val_loss_min': np.float64(65949.5717163086), 'val_loss_max': np.float64(91251.98379516602), 'val_loss_bottom10%': np.float64(65949.5717163086), 'val_loss_top10%': np.float64(91251.98379516602), 'val_loss_cos1': np.float64(0.9941211443013656), 'val_loss_entropy': np.float64(2.2967611166039648), 'val_avg_loss_std': np.float64(1.4781348594463424), 'val_avg_loss_bottom_decile': np.float64(12.157214034687389), 'val_avg_loss_top_decile': np.float64(16.20241189544851), 'val_avg_loss_min': np.float64(11.709796114401383), 'val_avg_loss_max': np.float64(16.20241189544851), 'val_avg_loss_bottom10%': np.float64(11.709796114401383), 'val_avg_loss_top10%': np.float64(16.20241189544851), 'val_avg_loss_cos1': np.float64(0.9941211443013659), 'val_avg_loss_entropy': np.float64(2.2967611166048165)}}
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{'Role': 'Server #', 'Round': 25, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74399.81069869995), 'test_avg_loss': np.float64(13.210193660990758), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76558.82236785888), 'val_avg_loss': np.float64(13.593540903384035)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74399.81069869995), 'test_avg_loss': np.float64(13.210193660990758), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76558.82236785888), 'val_avg_loss': np.float64(13.593540903384033)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7595.401277920915), 'test_loss_bottom_decile': np.float64(66790.65028381348), 'test_loss_top_decile': np.float64(87465.26455688477), 'test_loss_min': np.float64(65744.89803314209), 'test_loss_max': np.float64(87465.26455688477), 'test_loss_bottom10%': np.float64(65744.89803314209), 'test_loss_top10%': np.float64(87465.26455688477), 'test_loss_cos1': np.float64(0.9948293018725586), 'test_loss_entropy': np.float64(2.297469562085795), 'test_avg_loss_std': np.float64(1.3486152837217533), 'test_avg_loss_bottom_decile': np.float64(11.859135348688472), 'test_avg_loss_top_decile': np.float64(15.530054076151414), 'test_avg_loss_min': np.float64(11.673454906452786), 'test_avg_loss_max': np.float64(15.530054076151414), 'test_avg_loss_bottom10%': np.float64(11.673454906452786), 'test_avg_loss_top10%': np.float64(15.530054076151414), 'test_avg_loss_cos1': np.float64(0.9948293018725587), 'test_avg_loss_entropy': np.float64(2.2974695620865635), 'val_loss_std': np.float64(8325.626674953559), 'val_loss_bottom_decile': np.float64(68611.83827209473), 'val_loss_top_decile': np.float64(91159.64651489258), 'val_loss_min': np.float64(65707.52193450928), 'val_loss_max': np.float64(91159.64651489258), 'val_loss_bottom10%': np.float64(65707.52193450928), 'val_loss_top10%': np.float64(91159.64651489258), 'val_loss_cos1': np.float64(0.9941388601891556), 'val_loss_entropy': np.float64(2.296771067475431), 'val_avg_loss_std': np.float64(1.4782717817744249), 'val_avg_loss_bottom_decile': np.float64(12.182499693198638), 'val_avg_loss_top_decile': np.float64(16.1860167817636), 'val_avg_loss_min': np.float64(11.666818525303494), 'val_avg_loss_max': np.float64(16.1860167817636), 'val_avg_loss_bottom10%': np.float64(11.666818525303494), 'val_avg_loss_top10%': np.float64(16.1860167817636), 'val_avg_loss_cos1': np.float64(0.9941388601891556), 'val_avg_loss_entropy': np.float64(2.296771067476281)}}
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{'Role': 'Server #', 'Round': 26, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(73112.84287872314), 'test_avg_loss': np.float64(12.981683749773286), 'val_total': np.float64(5632.0), 'val_loss': np.float64(75116.2677192688), 'val_avg_loss': np.float64(13.337405489926988)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(73112.84287872314), 'test_avg_loss': np.float64(12.981683749773286), 'val_total': np.float64(5632.0), 'val_loss': np.float64(75116.2677192688), 'val_avg_loss': np.float64(13.33740548992699)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7159.350774877847), 'test_loss_bottom_decile': np.float64(66071.20610046387), 'test_loss_top_decile': np.float64(85403.14667510986), 'test_loss_min': np.float64(65012.13465118408), 'test_loss_max': np.float64(85403.14667510986), 'test_loss_bottom10%': np.float64(65012.13465118408), 'test_loss_top10%': np.float64(85403.14667510986), 'test_loss_cos1': np.float64(0.9952398531964207), 'test_loss_entropy': np.float64(2.297877448870065), 'test_avg_loss_std': np.float64(1.2711915438348451), 'test_avg_loss_bottom_decile': np.float64(11.7313931286335), 'test_avg_loss_top_decile': np.float64(15.163910986347632), 'test_avg_loss_min': np.float64(11.543347771872174), 'test_avg_loss_max': np.float64(15.163910986347632), 'test_avg_loss_bottom10%': np.float64(11.543347771872174), 'test_avg_loss_top10%': np.float64(15.163910986347632), 'test_avg_loss_cos1': np.float64(0.9952398531964209), 'test_avg_loss_entropy': np.float64(2.2978774488707847), 'val_loss_std': np.float64(7820.348718877387), 'val_loss_bottom_decile': np.float64(67742.41835021973), 'val_loss_top_decile': np.float64(88635.35906982422), 'val_loss_min': np.float64(64924.83319091797), 'val_loss_max': np.float64(88635.35906982422), 'val_loss_bottom10%': np.float64(64924.83319091797), 'val_loss_top10%': np.float64(88635.35906982422), 'val_loss_cos1': np.float64(0.9946242234169363), 'val_loss_entropy': np.float64(2.297252493358954), 'val_avg_loss_std': np.float64(1.388556235596127), 'val_avg_loss_bottom_decile': np.float64(12.028128258206628), 'val_avg_loss_top_decile': np.float64(15.737812334840948), 'val_avg_loss_min': np.float64(11.527846802364696), 'val_avg_loss_max': np.float64(15.737812334840948), 'val_avg_loss_bottom10%': np.float64(11.527846802364696), 'val_avg_loss_top10%': np.float64(15.737812334840948), 'val_avg_loss_cos1': np.float64(0.9946242234169362), 'val_avg_loss_entropy': np.float64(2.297252493359749)}}
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{'Role': 'Server #', 'Round': 27, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74392.58053817748), 'test_avg_loss': np.float64(13.208909896693447), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76506.44291381836), 'val_avg_loss': np.float64(13.584240574186499)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(74392.58053817748), 'test_avg_loss': np.float64(13.208909896693447), 'val_total': np.float64(5632.0), 'val_loss': np.float64(76506.44291381836), 'val_avg_loss': np.float64(13.584240574186499)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7605.390594976681), 'test_loss_bottom_decile': np.float64(66759.26671600342), 'test_loss_top_decile': np.float64(87387.04089355469), 'test_loss_min': np.float64(65804.68035888672), 'test_loss_max': np.float64(87387.04089355469), 'test_loss_bottom10%': np.float64(65804.68035888672), 'test_loss_top10%': np.float64(87387.04089355469), 'test_loss_cos1': np.float64(0.9948147978637873), 'test_loss_entropy': np.float64(2.2974565472656927), 'test_avg_loss_std': np.float64(1.3503889550739847), 'test_avg_loss_bottom_decile': np.float64(11.853562982244926), 'test_avg_loss_top_decile': np.float64(15.516164931383999), 'test_avg_loss_min': np.float64(11.68406966599551), 'test_avg_loss_max': np.float64(15.516164931383999), 'test_avg_loss_bottom10%': np.float64(11.68406966599551), 'test_avg_loss_top10%': np.float64(15.516164931383999), 'test_avg_loss_cos1': np.float64(0.9948147978637871), 'test_avg_loss_entropy': np.float64(2.2974565472664636), 'val_loss_std': np.float64(8299.764563213383), 'val_loss_bottom_decile': np.float64(68484.05673980713), 'val_loss_top_decile': np.float64(90964.60454559326), 'val_loss_min': np.float64(65760.57318878174), 'val_loss_max': np.float64(90964.60454559326), 'val_loss_bottom10%': np.float64(65760.57318878174), 'val_loss_top10%': np.float64(90964.60454559326), 'val_loss_cos1': np.float64(0.9941669905438485), 'val_loss_entropy': np.float64(2.296799381118464), 'val_avg_loss_std': np.float64(1.4736797875023764), 'val_avg_loss_bottom_decile': np.float64(12.159811210903255), 'val_avg_loss_top_decile': np.float64(16.151385750282895), 'val_avg_loss_min': np.float64(11.676238137212666), 'val_avg_loss_max': np.float64(16.151385750282895), 'val_avg_loss_bottom10%': np.float64(11.676238137212666), 'val_avg_loss_top10%': np.float64(16.151385750282895), 'val_avg_loss_cos1': np.float64(0.9941669905438486), 'val_avg_loss_entropy': np.float64(2.2967993811193095)}}
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{'Role': 'Server #', 'Round': 29, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(72685.98190689087), 'test_avg_loss': np.float64(12.905891673808748), 'val_total': np.float64(5632.0), 'val_loss': np.float64(74708.02636260986), 'val_avg_loss': np.float64(13.2649194535884)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(72685.98190689087), 'test_avg_loss': np.float64(12.905891673808748), 'val_total': np.float64(5632.0), 'val_loss': np.float64(74708.02636260986), 'val_avg_loss': np.float64(13.264919453588396)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6898.501193515903), 'test_loss_bottom_decile': np.float64(65905.81266021729), 'test_loss_top_decile': np.float64(84548.44145202637), 'test_loss_min': np.float64(64562.20223236084), 'test_loss_max': np.float64(84548.44145202637), 'test_loss_bottom10%': np.float64(64562.20223236084), 'test_loss_top10%': np.float64(84548.44145202637), 'test_loss_cos1': np.float64(0.9955264092123828), 'test_loss_entropy': np.float64(2.2981566030417975), 'test_avg_loss_std': np.float64(1.2248759221441587), 'test_avg_loss_bottom_decile': np.float64(11.70202639563517), 'test_avg_loss_top_decile': np.float64(15.012152246453546), 'test_avg_loss_min': np.float64(11.46345920318907), 'test_avg_loss_max': np.float64(15.012152246453546), 'test_avg_loss_bottom10%': np.float64(11.46345920318907), 'test_avg_loss_top10%': np.float64(15.012152246453546), 'test_avg_loss_cos1': np.float64(0.9955264092123827), 'test_avg_loss_entropy': np.float64(2.2981566030424787), 'val_loss_std': np.float64(7493.374818031551), 'val_loss_bottom_decile': np.float64(67585.41915893555), 'val_loss_top_decile': np.float64(87816.92070007324), 'val_loss_min': np.float64(64542.204902648926), 'val_loss_max': np.float64(87816.92070007324), 'val_loss_bottom10%': np.float64(64542.204902648926), 'val_loss_top10%': np.float64(87816.92070007324), 'val_loss_cos1': np.float64(0.9950073803257908), 'val_loss_entropy': np.float64(2.297626696941237), 'val_avg_loss_std': np.float64(1.3304997901334428), 'val_avg_loss_bottom_decile': np.float64(12.00025198134509), 'val_avg_loss_top_decile': np.float64(15.59249302203005), 'val_avg_loss_min': np.float64(11.45990854095329), 'val_avg_loss_max': np.float64(15.59249302203005), 'val_avg_loss_bottom10%': np.float64(11.45990854095329), 'val_avg_loss_top10%': np.float64(15.59249302203005), 'val_avg_loss_cos1': np.float64(0.995007380325791), 'val_avg_loss_entropy': np.float64(2.29762669694198)}}
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{'Role': 'Server #', 'Round': 30, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(73035.81090240479), 'test_avg_loss': np.float64(12.96800619715994), 'val_total': np.float64(5632.0), 'val_loss': np.float64(75037.59613800049), 'val_avg_loss': np.float64(13.323436814275654)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(73035.81090240479), 'test_avg_loss': np.float64(12.96800619715994), 'val_total': np.float64(5632.0), 'val_loss': np.float64(75037.59613800049), 'val_avg_loss': np.float64(13.323436814275656)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7152.585052590442), 'test_loss_bottom_decile': np.float64(65934.26079559326), 'test_loss_top_decile': np.float64(84944.02085113525), 'test_loss_min': np.float64(64769.143966674805), 'test_loss_max': np.float64(84944.02085113525), 'test_loss_bottom10%': np.float64(64769.143966674805), 'test_loss_top10%': np.float64(84944.02085113525), 'test_loss_cos1': np.float64(0.9952388256687693), 'test_loss_entropy': np.float64(2.2978725619023774), 'test_avg_loss_std': np.float64(1.2699902437127915), 'test_avg_loss_bottom_decile': np.float64(11.707077556035735), 'test_avg_loss_top_decile': np.float64(15.082390065897595), 'test_avg_loss_min': np.float64(11.500203119082885), 'test_avg_loss_max': np.float64(15.082390065897595), 'test_avg_loss_bottom10%': np.float64(11.500203119082885), 'test_avg_loss_top10%': np.float64(15.082390065897595), 'test_avg_loss_cos1': np.float64(0.9952388256687693), 'test_avg_loss_entropy': np.float64(2.297872561903099), 'val_loss_std': np.float64(7787.3839688188755), 'val_loss_bottom_decile': np.float64(67561.40663909912), 'val_loss_top_decile': np.float64(88155.5631942749), 'val_loss_min': np.float64(64665.99172210693), 'val_loss_max': np.float64(88155.5631942749), 'val_loss_bottom10%': np.float64(64665.99172210693), 'val_loss_top10%': np.float64(88155.5631942749), 'val_loss_cos1': np.float64(0.9946579928601355), 'val_loss_entropy': np.float64(2.2972808170728323), 'val_avg_loss_std': np.float64(1.3827031194635788), 'val_avg_loss_bottom_decile': np.float64(11.995988394726407), 'val_avg_loss_top_decile': np.float64(15.652621305801652), 'val_avg_loss_min': np.float64(11.481887734749101), 'val_avg_loss_max': np.float64(15.652621305801652), 'val_avg_loss_bottom10%': np.float64(11.481887734749101), 'val_avg_loss_top10%': np.float64(15.652621305801652), 'val_avg_loss_cos1': np.float64(0.9946579928601353), 'val_avg_loss_entropy': np.float64(2.297280817073623)}}
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{'Role': 'Server #', 'Round': 31, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(73006.21761245727), 'test_avg_loss': np.float64(12.962751706757329), 'val_total': np.float64(5632.0), 'val_loss': np.float64(75049.61833572388), 'val_avg_loss': np.float64(13.325571437450973)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(73006.21761245727), 'test_avg_loss': np.float64(12.962751706757327), 'val_total': np.float64(5632.0), 'val_loss': np.float64(75049.61833572388), 'val_avg_loss': np.float64(13.325571437450972)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7250.61230512272), 'test_loss_bottom_decile': np.float64(65694.8560333252), 'test_loss_top_decile': np.float64(85172.74864196777), 'test_loss_min': np.float64(64639.751052856445), 'test_loss_max': np.float64(85172.74864196777), 'test_loss_bottom10%': np.float64(64639.751052856445), 'test_loss_top10%': np.float64(85172.74864196777), 'test_loss_cos1': np.float64(0.995104451352191), 'test_loss_entropy': np.float64(2.297739376531939), 'test_avg_loss_std': np.float64(1.2873956507675284), 'test_avg_loss_bottom_decile': np.float64(11.664569608189844), 'test_avg_loss_top_decile': np.float64(15.123002244667573), 'test_avg_loss_min': np.float64(11.477228525010021), 'test_avg_loss_max': np.float64(15.123002244667573), 'test_avg_loss_bottom10%': np.float64(11.477228525010021), 'test_avg_loss_top10%': np.float64(15.123002244667573), 'test_avg_loss_cos1': np.float64(0.9951044513521909), 'test_avg_loss_entropy': np.float64(2.2977393765326806), 'val_loss_std': np.float64(7894.864836675936), 'val_loss_bottom_decile': np.float64(67338.74848175049), 'val_loss_top_decile': np.float64(88528.21695709229), 'val_loss_min': np.float64(64590.03079986572), 'val_loss_max': np.float64(88528.21695709229), 'val_loss_bottom10%': np.float64(64590.03079986572), 'val_loss_top10%': np.float64(88528.21695709229), 'val_loss_cos1': np.float64(0.9945124797138185), 'val_loss_entropy': np.float64(2.2971373540730937), 'val_avg_loss_std': np.float64(1.4017870803756987), 'val_avg_loss_bottom_decile': np.float64(11.956453920765357), 'val_avg_loss_top_decile': np.float64(15.718788522210987), 'val_avg_loss_min': np.float64(11.468400355089795), 'val_avg_loss_max': np.float64(15.718788522210987), 'val_avg_loss_bottom10%': np.float64(11.468400355089795), 'val_avg_loss_top10%': np.float64(15.718788522210987), 'val_avg_loss_cos1': np.float64(0.9945124797138185), 'val_avg_loss_entropy': np.float64(2.2971373540739064)}}
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{'Role': 'Server #', 'Round': 32, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(72056.38249816894), 'test_avg_loss': np.float64(12.794102006066929), 'val_total': np.float64(5632.0), 'val_loss': np.float64(74025.92571258545), 'val_avg_loss': np.float64(13.143807832490314)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(72056.38249816894), 'test_avg_loss': np.float64(12.794102006066929), 'val_total': np.float64(5632.0), 'val_loss': np.float64(74025.92571258545), 'val_avg_loss': np.float64(13.143807832490314)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6903.536443534315), 'test_loss_bottom_decile': np.float64(65175.073875427246), 'test_loss_top_decile': np.float64(84208.05641937256), 'test_loss_min': np.float64(64106.38261413574), 'test_loss_max': np.float64(84208.05641937256), 'test_loss_bottom10%': np.float64(64106.38261413574), 'test_loss_top10%': np.float64(84208.05641937256), 'test_loss_cos1': np.float64(0.9954418246213343), 'test_loss_entropy': np.float64(2.298073730478721), 'test_avg_loss_std': np.float64(1.225769965116178), 'test_avg_loss_bottom_decile': np.float64(11.572278742085803), 'test_avg_loss_top_decile': np.float64(14.95171456309882), 'test_avg_loss_min': np.float64(11.382525322112171), 'test_avg_loss_max': np.float64(14.95171456309882), 'test_avg_loss_bottom10%': np.float64(11.382525322112171), 'test_avg_loss_top10%': np.float64(14.95171456309882), 'test_avg_loss_cos1': np.float64(0.9954418246213343), 'test_avg_loss_entropy': np.float64(2.2980737304794214), 'val_loss_std': np.float64(7532.484323931339), 'val_loss_bottom_decile': np.float64(66797.04644012451), 'val_loss_top_decile': np.float64(87380.70850372314), 'val_loss_min': np.float64(64007.24349975586), 'val_loss_max': np.float64(87380.70850372314), 'val_loss_bottom10%': np.float64(64007.24349975586), 'val_loss_top10%': np.float64(87380.70850372314), 'val_loss_cos1': np.float64(0.9948628509735834), 'val_loss_entropy': np.float64(2.297485582235329), 'val_avg_loss_std': np.float64(1.3374439495616728), 'val_avg_loss_bottom_decile': np.float64(11.860271029851653), 'val_avg_loss_top_decile': np.float64(15.515040572394025), 'val_avg_loss_min': np.float64(11.364922496405514), 'val_avg_loss_max': np.float64(15.515040572394025), 'val_avg_loss_bottom10%': np.float64(11.364922496405514), 'val_avg_loss_top10%': np.float64(15.515040572394025), 'val_avg_loss_cos1': np.float64(0.9948628509735834), 'val_avg_loss_entropy': np.float64(2.2974855822361)}}
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{'Role': 'Server #', 'Round': 33, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(72764.56980743408), 'test_avg_loss': np.float64(12.91984549137679), 'val_total': np.float64(5632.0), 'val_loss': np.float64(74809.36880493164), 'val_avg_loss': np.float64(13.282913495193828)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(72764.56980743408), 'test_avg_loss': np.float64(12.91984549137679), 'val_total': np.float64(5632.0), 'val_loss': np.float64(74809.36880493164), 'val_avg_loss': np.float64(13.282913495193828)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7291.00286078464), 'test_loss_bottom_decile': np.float64(65479.10901641846), 'test_loss_top_decile': np.float64(85745.59495544434), 'test_loss_min': np.float64(64472.114265441895), 'test_loss_max': np.float64(85745.59495544434), 'test_loss_bottom10%': np.float64(64472.114265441895), 'test_loss_top10%': np.float64(85745.59495544434), 'test_loss_cos1': np.float64(0.9950174769279051), 'test_loss_entropy': np.float64(2.297655644109088), 'test_avg_loss_std': np.float64(1.2945672693154544), 'test_avg_loss_bottom_decile': np.float64(11.626262254335664), 'test_avg_loss_top_decile': np.float64(15.224715013395656), 'test_avg_loss_min': np.float64(11.447463470426472), 'test_avg_loss_max': np.float64(15.224715013395656), 'test_avg_loss_bottom10%': np.float64(11.447463470426472), 'test_avg_loss_top10%': np.float64(15.224715013395656), 'test_avg_loss_cos1': np.float64(0.9950174769279053), 'test_avg_loss_entropy': np.float64(2.2976556441098452), 'val_loss_std': np.float64(7913.995908014279), 'val_loss_bottom_decile': np.float64(67137.89450836182), 'val_loss_top_decile': np.float64(88971.65397644043), 'val_loss_min': np.float64(64364.47173309326), 'val_loss_max': np.float64(88971.65397644043), 'val_loss_bottom10%': np.float64(64364.47173309326), 'val_loss_top10%': np.float64(88971.65397644043), 'val_loss_cos1': np.float64(0.9944508942768457), 'val_loss_entropy': np.float64(2.297077808136036), 'val_avg_loss_std': np.float64(1.4051839325309445), 'val_avg_loss_bottom_decile': np.float64(11.920790928331288), 'val_avg_loss_top_decile': np.float64(15.797523788430475), 'val_avg_loss_min': np.float64(11.428350804881616), 'val_avg_loss_max': np.float64(15.797523788430475), 'val_avg_loss_bottom10%': np.float64(11.428350804881616), 'val_avg_loss_top10%': np.float64(15.797523788430475), 'val_avg_loss_cos1': np.float64(0.9944508942768455), 'val_avg_loss_entropy': np.float64(2.29707780813686)}}
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{'Role': 'Server #', 'Round': 34, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(71429.59967575074), 'test_avg_loss': np.float64(12.682812442427332), 'val_total': np.float64(5632.0), 'val_loss': np.float64(73316.45504455567), 'val_avg_loss': np.float64(13.017836478081616)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(71429.59967575074), 'test_avg_loss': np.float64(12.682812442427334), 'val_total': np.float64(5632.0), 'val_loss': np.float64(73316.45504455567), 'val_avg_loss': np.float64(13.017836478081616)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6869.235322887172), 'test_loss_bottom_decile': np.float64(64634.54301452637), 'test_loss_top_decile': np.float64(84112.22946929932), 'test_loss_min': np.float64(63519.166358947754), 'test_loss_max': np.float64(84112.22946929932), 'test_loss_bottom10%': np.float64(63519.166358947754), 'test_loss_top10%': np.float64(84112.22946929932), 'test_loss_cos1': np.float64(0.9954076952389682), 'test_loss_entropy': np.float64(2.298045531157016), 'test_avg_loss_std': np.float64(1.2196795672740006), 'test_avg_loss_bottom_decile': np.float64(11.476303802295165), 'test_avg_loss_top_decile': np.float64(14.934699834747748), 'test_avg_loss_min': np.float64(11.278261072256349), 'test_avg_loss_max': np.float64(14.934699834747748), 'test_avg_loss_bottom10%': np.float64(11.278261072256349), 'test_avg_loss_top10%': np.float64(14.934699834747748), 'test_avg_loss_cos1': np.float64(0.9954076952389681), 'test_avg_loss_entropy': np.float64(2.298045531157727), 'val_loss_std': np.float64(7458.170007790231), 'val_loss_bottom_decile': np.float64(66158.51493835449), 'val_loss_top_decile': np.float64(87057.5831375122), 'val_loss_min': np.float64(63442.40069580078), 'val_loss_max': np.float64(87057.5831375122), 'val_loss_bottom10%': np.float64(63442.40069580078), 'val_loss_top10%': np.float64(87057.5831375122), 'val_loss_cos1': np.float64(0.9948657509930148), 'val_loss_entropy': np.float64(2.2974933817317975), 'val_avg_loss_std': np.float64(1.3242489360422998), 'val_avg_loss_bottom_decile': np.float64(11.74689540808851), 'val_avg_loss_top_decile': np.float64(15.457667460495776), 'val_avg_loss_min': np.float64(11.264630805362355), 'val_avg_loss_max': np.float64(15.457667460495776), 'val_avg_loss_bottom10%': np.float64(11.264630805362355), 'val_avg_loss_top10%': np.float64(15.457667460495776), 'val_avg_loss_cos1': np.float64(0.9948657509930146), 'val_avg_loss_entropy': np.float64(2.297493381732575)}}
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{'Role': 'Server #', 'Round': 37, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(71288.44039611817), 'test_avg_loss': np.float64(12.657748649878936), 'val_total': np.float64(5632.0), 'val_loss': np.float64(73196.15342178344), 'val_avg_loss': np.float64(12.996476104720072)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(71288.44039611817), 'test_avg_loss': np.float64(12.657748649878934), 'val_total': np.float64(5632.0), 'val_loss': np.float64(73196.15342178344), 'val_avg_loss': np.float64(12.996476104720074)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6575.489035482051), 'test_loss_bottom_decile': np.float64(64396.714599609375), 'test_loss_top_decile': np.float64(82770.63326263428), 'test_loss_min': np.float64(63364.291358947754), 'test_loss_max': np.float64(82770.63326263428), 'test_loss_bottom10%': np.float64(63364.291358947754), 'test_loss_top10%': np.float64(82770.63326263428), 'test_loss_cos1': np.float64(0.9957730465130077), 'test_loss_entropy': np.float64(2.298393692744186), 'test_avg_loss_std': np.float64(1.1675229111296255), 'test_avg_loss_bottom_decile': np.float64(11.434075745669277), 'test_avg_loss_top_decile': np.float64(14.696490281007506), 'test_avg_loss_min': np.float64(11.250761960040439), 'test_avg_loss_max': np.float64(14.696490281007506), 'test_avg_loss_bottom10%': np.float64(11.250761960040439), 'test_avg_loss_top10%': np.float64(14.696490281007506), 'test_avg_loss_cos1': np.float64(0.9957730465130076), 'test_avg_loss_entropy': np.float64(2.2983936927448445), 'val_loss_std': np.float64(7182.396262629563), 'val_loss_bottom_decile': np.float64(65916.283203125), 'val_loss_top_decile': np.float64(85810.17916870117), 'val_loss_min': np.float64(63226.91204071045), 'val_loss_max': np.float64(85810.17916870117), 'val_loss_bottom10%': np.float64(63226.91204071045), 'val_loss_top10%': np.float64(85810.17916870117), 'val_loss_cos1': np.float64(0.9952201998547976), 'val_loss_entropy': np.float64(2.2978294781235493), 'val_avg_loss_std': np.float64(1.2752834273134876), 'val_avg_loss_bottom_decile': np.float64(11.703885511918502), 'val_avg_loss_top_decile': np.float64(15.236182380806316), 'val_avg_loss_min': np.float64(11.226369325410236), 'val_avg_loss_max': np.float64(15.236182380806316), 'val_avg_loss_bottom10%': np.float64(11.226369325410236), 'val_avg_loss_top10%': np.float64(15.236182380806316), 'val_avg_loss_cos1': np.float64(0.9952201998547978), 'val_avg_loss_entropy': np.float64(2.2978294781242776)}}
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{'Role': 'Server #', 'Round': 38, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(72332.61500778198), 'test_avg_loss': np.float64(12.843148971552198), 'val_total': np.float64(5632.0), 'val_loss': np.float64(74404.88356170655), 'val_avg_loss': np.float64(13.211094382405282)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(72332.61500778198), 'test_avg_loss': np.float64(12.8431489715522), 'val_total': np.float64(5632.0), 'val_loss': np.float64(74404.88356170655), 'val_avg_loss': np.float64(13.211094382405282)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7114.860507334505), 'test_loss_bottom_decile': np.float64(65264.91327667236), 'test_loss_top_decile': np.float64(84835.0884475708), 'test_loss_min': np.float64(63823.749671936035), 'test_loss_max': np.float64(84835.0884475708), 'test_loss_bottom10%': np.float64(63823.749671936035), 'test_loss_top10%': np.float64(84835.0884475708), 'test_loss_cos1': np.float64(0.9951971735459273), 'test_loss_entropy': np.float64(2.297827296474834), 'test_avg_loss_std': np.float64(1.2632919934897915), 'test_avg_loss_bottom_decile': np.float64(11.588230340318246), 'test_avg_loss_top_decile': np.float64(15.063048374923794), 'test_avg_loss_min': np.float64(11.332341916181825), 'test_avg_loss_max': np.float64(15.063048374923794), 'test_avg_loss_bottom10%': np.float64(11.332341916181825), 'test_avg_loss_top10%': np.float64(15.063048374923794), 'test_avg_loss_cos1': np.float64(0.9951971735459274), 'test_avg_loss_entropy': np.float64(2.2978272964755693), 'val_loss_std': np.float64(7771.534209201735), 'val_loss_bottom_decile': np.float64(66878.73826599121), 'val_loss_top_decile': np.float64(88179.86385345459), 'val_loss_min': np.float64(63691.28717803955), 'val_loss_max': np.float64(88179.86385345459), 'val_loss_bottom10%': np.float64(63691.28717803955), 'val_loss_top10%': np.float64(88179.86385345459), 'val_loss_cos1': np.float64(0.9945894078944444), 'val_loss_entropy': np.float64(2.2972070952495693), 'val_avg_loss_std': np.float64(1.379888886577013), 'val_avg_loss_bottom_decile': np.float64(11.874775970524007), 'val_avg_loss_top_decile': np.float64(15.656936053525317), 'val_avg_loss_min': np.float64(11.308822297237136), 'val_avg_loss_max': np.float64(15.656936053525317), 'val_avg_loss_bottom10%': np.float64(11.308822297237136), 'val_avg_loss_top10%': np.float64(15.656936053525317), 'val_avg_loss_cos1': np.float64(0.9945894078944444), 'val_avg_loss_entropy': np.float64(2.297207095250379)}}
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{'Role': 'Server #', 'Round': 39, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(71558.71365356445), 'test_avg_loss': np.float64(12.705737509510733), 'val_total': np.float64(5632.0), 'val_loss': np.float64(73539.0164390564), 'val_avg_loss': np.float64(13.057353771139274)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(71558.71365356445), 'test_avg_loss': np.float64(12.705737509510735), 'val_total': np.float64(5632.0), 'val_loss': np.float64(73539.0164390564), 'val_avg_loss': np.float64(13.057353771139272)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6606.292372984553), 'test_loss_bottom_decile': np.float64(64627.61134338379), 'test_loss_top_decile': np.float64(82699.1830291748), 'test_loss_min': np.float64(63718.48905944824), 'test_loss_max': np.float64(82699.1830291748), 'test_loss_bottom10%': np.float64(63718.48905944824), 'test_loss_top10%': np.float64(82699.1830291748), 'test_loss_cos1': np.float64(0.995765567499342), 'test_loss_entropy': np.float64(2.2983861116963156), 'test_avg_loss_std': np.float64(1.1729922537259503), 'test_avg_loss_bottom_decile': np.float64(11.475073036822407), 'test_avg_loss_top_decile': np.float64(14.683803804896094), 'test_avg_loss_min': np.float64(11.313652176748622), 'test_avg_loss_max': np.float64(14.683803804896094), 'test_avg_loss_bottom10%': np.float64(11.313652176748622), 'test_avg_loss_top10%': np.float64(14.683803804896094), 'test_avg_loss_cos1': np.float64(0.9957655674993418), 'test_avg_loss_entropy': np.float64(2.2983861116969724), 'val_loss_std': np.float64(7239.795218945867), 'val_loss_bottom_decile': np.float64(66171.37686920166), 'val_loss_top_decile': np.float64(85888.45030975342), 'val_loss_min': np.float64(63613.688652038574), 'val_loss_max': np.float64(85888.45030975342), 'val_loss_bottom10%': np.float64(63613.688652038574), 'val_loss_top10%': np.float64(85888.45030975342), 'val_loss_cos1': np.float64(0.9951889046947843), 'val_loss_entropy': np.float64(2.297799326579727), 'val_avg_loss_std': np.float64(1.2854750033639677), 'val_avg_loss_bottom_decile': np.float64(11.749179131605409), 'val_avg_loss_top_decile': np.float64(15.250079955567013), 'val_avg_loss_min': np.float64(11.295044149864804), 'val_avg_loss_max': np.float64(15.250079955567013), 'val_avg_loss_bottom10%': np.float64(11.295044149864804), 'val_avg_loss_top10%': np.float64(15.250079955567013), 'val_avg_loss_cos1': np.float64(0.9951889046947839), 'val_avg_loss_entropy': np.float64(2.2977993265804573)}}
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{'Role': 'Server #', 'Round': 40, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(71359.51004714966), 'test_avg_loss': np.float64(12.670367550985379), 'val_total': np.float64(5632.0), 'val_loss': np.float64(73315.14523468018), 'val_avg_loss': np.float64(13.017603912407703)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(71359.51004714966), 'test_avg_loss': np.float64(12.670367550985379), 'val_total': np.float64(5632.0), 'val_loss': np.float64(73315.14523468018), 'val_avg_loss': np.float64(13.017603912407703)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6786.8386042133125), 'test_loss_bottom_decile': np.float64(64421.380783081055), 'test_loss_top_decile': np.float64(83102.61113739014), 'test_loss_min': np.float64(63463.4115524292), 'test_loss_max': np.float64(83102.61113739014), 'test_loss_bottom10%': np.float64(63463.4115524292), 'test_loss_top10%': np.float64(83102.61113739014), 'test_loss_cos1': np.float64(0.9955077163163174), 'test_loss_entropy': np.float64(2.298134503382131), 'test_avg_loss_std': np.float64(1.2050494680776476), 'test_avg_loss_bottom_decile': np.float64(11.4384553947232), 'test_avg_loss_top_decile': np.float64(14.755435216155918), 'test_avg_loss_min': np.float64(11.268361426212572), 'test_avg_loss_max': np.float64(14.755435216155918), 'test_avg_loss_bottom10%': np.float64(11.268361426212572), 'test_avg_loss_top10%': np.float64(14.755435216155918), 'test_avg_loss_cos1': np.float64(0.9955077163163174), 'test_avg_loss_entropy': np.float64(2.298134503382829), 'val_loss_std': np.float64(7423.847333599086), 'val_loss_bottom_decile': np.float64(66011.98686218262), 'val_loss_top_decile': np.float64(86245.89756774902), 'val_loss_min': np.float64(63281.19023895264), 'val_loss_max': np.float64(86245.89756774902), 'val_loss_bottom10%': np.float64(63281.19023895264), 'val_loss_top10%': np.float64(86245.89756774902), 'val_loss_cos1': np.float64(0.9949123585542281), 'val_loss_entropy': np.float64(2.2975295327312315), 'val_avg_loss_std': np.float64(1.3181547112214287), 'val_avg_loss_bottom_decile': np.float64(11.72087834910913), 'val_avg_loss_top_decile': np.float64(15.313547153364528), 'val_avg_loss_min': np.float64(11.23600678958676), 'val_avg_loss_max': np.float64(15.313547153364528), 'val_avg_loss_bottom10%': np.float64(11.23600678958676), 'val_avg_loss_top10%': np.float64(15.313547153364528), 'val_avg_loss_cos1': np.float64(0.9949123585542281), 'val_avg_loss_entropy': np.float64(2.297529532732004)}}
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{'Role': 'Server #', 'Round': 41, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70369.26624069214), 'test_avg_loss': np.float64(12.494543011486531), 'val_total': np.float64(5632.0), 'val_loss': np.float64(72259.45715942382), 'val_avg_loss': np.float64(12.830159296772697)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70369.26624069214), 'test_avg_loss': np.float64(12.494543011486531), 'val_total': np.float64(5632.0), 'val_loss': np.float64(72259.45715942382), 'val_avg_loss': np.float64(12.830159296772695)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6372.959801739767), 'test_loss_bottom_decile': np.float64(63965.15451812744), 'test_loss_top_decile': np.float64(81238.13806152344), 'test_loss_min': np.float64(62887.89099121094), 'test_loss_max': np.float64(81238.13806152344), 'test_loss_bottom10%': np.float64(62887.89099121094), 'test_loss_top10%': np.float64(81238.13806152344), 'test_loss_cos1': np.float64(0.9959240882992543), 'test_loss_entropy': np.float64(2.298545555390194), 'test_avg_loss_std': np.float64(1.1315624647975437), 'test_avg_loss_bottom_decile': np.float64(11.357449310747059), 'test_avg_loss_top_decile': np.float64(14.42438530921936), 'test_avg_loss_min': np.float64(11.166173826564442), 'test_avg_loss_max': np.float64(14.42438530921936), 'test_avg_loss_bottom10%': np.float64(11.166173826564442), 'test_avg_loss_top10%': np.float64(14.42438530921936), 'test_avg_loss_cos1': np.float64(0.9959240882992542), 'test_avg_loss_entropy': np.float64(2.298545555390837), 'val_loss_std': np.float64(7001.417198135234), 'val_loss_bottom_decile': np.float64(65430.71399688721), 'val_loss_top_decile': np.float64(84245.34289550781), 'val_loss_min': np.float64(62788.23722076416), 'val_loss_max': np.float64(84245.34289550781), 'val_loss_bottom10%': np.float64(62788.23722076416), 'val_loss_top10%': np.float64(84245.34289550781), 'val_loss_cos1': np.float64(0.9953386933433895), 'val_loss_entropy': np.float64(2.2979527511544875), 'val_avg_loss_std': np.float64(1.2431493604643524), 'val_avg_loss_bottom_decile': np.float64(11.617669388651848), 'val_avg_loss_top_decile': np.float64(14.958335031162608), 'val_avg_loss_min': np.float64(11.14847962016409), 'val_avg_loss_max': np.float64(14.958335031162608), 'val_avg_loss_bottom10%': np.float64(11.14847962016409), 'val_avg_loss_top10%': np.float64(14.958335031162608), 'val_avg_loss_cos1': np.float64(0.9953386933433898), 'val_avg_loss_entropy': np.float64(2.297952751155206)}}
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{'Role': 'Server #', 'Round': 44, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70626.77258987426), 'test_avg_loss': np.float64(12.540265019508926), 'val_total': np.float64(5632.0), 'val_loss': np.float64(72523.8299232483), 'val_avg_loss': np.float64(12.877100483531303)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70626.77258987426), 'test_avg_loss': np.float64(12.540265019508926), 'val_total': np.float64(5632.0), 'val_loss': np.float64(72523.8299232483), 'val_avg_loss': np.float64(12.877100483531303)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6847.125370748729), 'test_loss_bottom_decile': np.float64(63685.3934173584), 'test_loss_top_decile': np.float64(83361.57535552979), 'test_loss_min': np.float64(62872.84659576416), 'test_loss_max': np.float64(83361.57535552979), 'test_loss_bottom10%': np.float64(62872.84659576416), 'test_loss_top10%': np.float64(83361.57535552979), 'test_loss_cos1': np.float64(0.9953334112625435), 'test_loss_entropy': np.float64(2.2979724787146694), 'test_avg_loss_std': np.float64(1.2157537945221466), 'test_avg_loss_bottom_decile': np.float64(11.307775819843465), 'test_avg_loss_top_decile': np.float64(14.801416078751737), 'test_avg_loss_min': np.float64(11.163502591577442), 'test_avg_loss_max': np.float64(14.801416078751737), 'test_avg_loss_bottom10%': np.float64(11.163502591577442), 'test_avg_loss_top10%': np.float64(14.801416078751737), 'test_avg_loss_cos1': np.float64(0.9953334112625434), 'test_avg_loss_entropy': np.float64(2.2979724787153994), 'val_loss_std': np.float64(7480.582384257136), 'val_loss_bottom_decile': np.float64(65201.50328826904), 'val_loss_top_decile': np.float64(86551.55809783936), 'val_loss_min': np.float64(62747.59844970703), 'val_loss_max': np.float64(86551.55809783936), 'val_loss_bottom10%': np.float64(62747.59844970703), 'val_loss_top10%': np.float64(86551.55809783936), 'val_loss_cos1': np.float64(0.9947224696969306), 'val_loss_entropy': np.float64(2.297358618205232), 'val_avg_loss_std': np.float64(1.3282284062956562), 'val_avg_loss_bottom_decile': np.float64(11.576971464536406), 'val_avg_loss_top_decile': np.float64(15.367819264531136), 'val_avg_loss_min': np.float64(11.141263929280369), 'val_avg_loss_max': np.float64(15.367819264531136), 'val_avg_loss_bottom10%': np.float64(11.141263929280369), 'val_avg_loss_top10%': np.float64(15.367819264531136), 'val_avg_loss_cos1': np.float64(0.9947224696969305), 'val_avg_loss_entropy': np.float64(2.297358618206038)}}
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{'Role': 'Server #', 'Round': 45, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70375.11949920654), 'test_avg_loss': np.float64(12.495582297444344), 'val_total': np.float64(5632.0), 'val_loss': np.float64(72249.18401794434), 'val_avg_loss': np.float64(12.828335230458867)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70375.11949920654), 'test_avg_loss': np.float64(12.495582297444344), 'val_total': np.float64(5632.0), 'val_loss': np.float64(72249.18401794434), 'val_avg_loss': np.float64(12.828335230458867)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6993.071346752332), 'test_loss_bottom_decile': np.float64(63414.796463012695), 'test_loss_top_decile': np.float64(83503.78302001953), 'test_loss_min': np.float64(62445.71886444092), 'test_loss_max': np.float64(83503.78302001953), 'test_loss_bottom10%': np.float64(62445.71886444092), 'test_loss_top10%': np.float64(83503.78302001953), 'test_loss_cos1': np.float64(0.9950992122330313), 'test_loss_entropy': np.float64(2.297741670100642), 'test_avg_loss_std': np.float64(1.2416674976477864), 'test_avg_loss_bottom_decile': np.float64(11.259729485620152), 'test_avg_loss_top_decile': np.float64(14.826666019179605), 'test_avg_loss_min': np.float64(11.08766315064647), 'test_avg_loss_max': np.float64(14.826666019179605), 'test_avg_loss_bottom10%': np.float64(11.08766315064647), 'test_avg_loss_top10%': np.float64(14.826666019179605), 'test_avg_loss_cos1': np.float64(0.9950992122330313), 'test_avg_loss_entropy': np.float64(2.29774167010141), 'val_loss_std': np.float64(7607.023422557215), 'val_loss_bottom_decile': np.float64(64936.78657531738), 'val_loss_top_decile': np.float64(86568.8988647461), 'val_loss_min': np.float64(62298.43386077881), 'val_loss_max': np.float64(86568.8988647461), 'val_loss_bottom10%': np.float64(62298.43386077881), 'val_loss_top10%': np.float64(86568.8988647461), 'val_loss_cos1': np.float64(0.9945028069528318), 'val_loss_entropy': np.float64(2.2971387223207467), 'val_avg_loss_std': np.float64(1.3506788747438236), 'val_avg_loss_bottom_decile': np.float64(11.529969207265161), 'val_avg_loss_top_decile': np.float64(15.370898235927928), 'val_avg_loss_min': np.float64(11.061511694030328), 'val_avg_loss_max': np.float64(15.370898235927928), 'val_avg_loss_bottom10%': np.float64(11.061511694030328), 'val_avg_loss_top10%': np.float64(15.370898235927928), 'val_avg_loss_cos1': np.float64(0.9945028069528317), 'val_avg_loss_entropy': np.float64(2.2971387223215896)}}
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{'Role': 'Server #', 'Round': 46, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70071.38028564453), 'test_avg_loss': np.float64(12.441651329127225), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71943.25809555054), 'val_avg_loss': np.float64(12.774015997079285)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70071.38028564453), 'test_avg_loss': np.float64(12.441651329127225), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71943.25809555054), 'val_avg_loss': np.float64(12.774015997079285)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6647.35933934262), 'test_loss_bottom_decile': np.float64(63479.35395812988), 'test_loss_top_decile': np.float64(82364.46391296387), 'test_loss_min': np.float64(62298.041732788086), 'test_loss_max': np.float64(82364.46391296387), 'test_loss_bottom10%': np.float64(62298.041732788086), 'test_loss_top10%': np.float64(82364.46391296387), 'test_loss_cos1': np.float64(0.9955304100809744), 'test_loss_entropy': np.float64(2.2981631283525097), 'test_avg_loss_std': np.float64(1.1802839736048683), 'test_avg_loss_bottom_decile': np.float64(11.271192109042948), 'test_avg_loss_top_decile': np.float64(14.62437214363705), 'test_avg_loss_min': np.float64(11.061442069031976), 'test_avg_loss_max': np.float64(14.62437214363705), 'test_avg_loss_bottom10%': np.float64(11.061442069031976), 'test_avg_loss_top10%': np.float64(14.62437214363705), 'test_avg_loss_cos1': np.float64(0.9955304100809743), 'test_avg_loss_entropy': np.float64(2.298163128353215), 'val_loss_std': np.float64(7238.964024290945), 'val_loss_bottom_decile': np.float64(64969.95430755615), 'val_loss_top_decile': np.float64(85399.41963195801), 'val_loss_min': np.float64(62162.232261657715), 'val_loss_max': np.float64(85399.41963195801), 'val_loss_bottom10%': np.float64(62162.232261657715), 'val_loss_top10%': np.float64(85399.41963195801), 'val_loss_cos1': np.float64(0.9949758790195664), 'val_loss_entropy': np.float64(2.297602588841461), 'val_avg_loss_std': np.float64(1.2853274190857504), 'val_avg_loss_bottom_decile': np.float64(11.535858364267783), 'val_avg_loss_top_decile': np.float64(15.163249224424362), 'val_avg_loss_min': np.float64(11.03732817145911), 'val_avg_loss_max': np.float64(15.163249224424362), 'val_avg_loss_bottom10%': np.float64(11.03732817145911), 'val_avg_loss_top10%': np.float64(15.163249224424362), 'val_avg_loss_cos1': np.float64(0.9949758790195664), 'val_avg_loss_entropy': np.float64(2.2976025888422367)}}
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{'Role': 'Server #', 'Round': 47, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(71118.5617881775), 'test_avg_loss': np.float64(12.627585544775833), 'val_total': np.float64(5632.0), 'val_loss': np.float64(73120.60242996216), 'val_avg_loss': np.float64(12.983061511001804)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(71118.5617881775), 'test_avg_loss': np.float64(12.627585544775833), 'val_total': np.float64(5632.0), 'val_loss': np.float64(73120.60242996216), 'val_avg_loss': np.float64(12.983061511001802)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7139.735015812998), 'test_loss_bottom_decile': np.float64(63953.55771636963), 'test_loss_top_decile': np.float64(84795.89366912842), 'test_loss_min': np.float64(62966.5997467041), 'test_loss_max': np.float64(84795.89366912842), 'test_loss_bottom10%': np.float64(62966.5997467041), 'test_loss_top10%': np.float64(84795.89366912842), 'test_loss_cos1': np.float64(0.9949984970063595), 'test_loss_entropy': np.float64(2.2976460179768368), 'test_avg_loss_std': np.float64(1.2677086320690696), 'test_avg_loss_bottom_decile': np.float64(11.355390219525857), 'test_avg_loss_top_decile': np.float64(15.056089074774222), 'test_avg_loss_min': np.float64(11.180149102752859), 'test_avg_loss_max': np.float64(15.056089074774222), 'test_avg_loss_bottom10%': np.float64(11.180149102752859), 'test_avg_loss_top10%': np.float64(15.056089074774222), 'test_avg_loss_cos1': np.float64(0.9949984970063592), 'test_avg_loss_entropy': np.float64(2.297646017977612), 'val_loss_std': np.float64(7792.403363616335), 'val_loss_bottom_decile': np.float64(65539.41572570801), 'val_loss_top_decile': np.float64(88157.48454284668), 'val_loss_min': np.float64(62908.932609558105), 'val_loss_max': np.float64(88157.48454284668), 'val_loss_bottom10%': np.float64(62908.932609558105), 'val_loss_top10%': np.float64(88157.48454284668), 'val_loss_cos1': np.float64(0.9943694186032817), 'val_loss_entropy': np.float64(2.2970126185267095), 'val_avg_loss_std': np.float64(1.3835943472330137), 'val_avg_loss_bottom_decile': np.float64(11.636970121752132), 'val_avg_loss_top_decile': np.float64(15.652962454340674), 'val_avg_loss_min': np.float64(11.169909909367561), 'val_avg_loss_max': np.float64(15.652962454340674), 'val_avg_loss_bottom10%': np.float64(11.169909909367561), 'val_avg_loss_top10%': np.float64(15.652962454340674), 'val_avg_loss_cos1': np.float64(0.9943694186032817), 'val_avg_loss_entropy': np.float64(2.2970126185275612)}}
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{'Role': 'Server #', 'Round': 48, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69354.0802810669), 'test_avg_loss': np.float64(12.314289822632617), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71167.11772918701), 'val_avg_loss': np.float64(12.636206983165307)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69354.0802810669), 'test_avg_loss': np.float64(12.314289822632617), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71167.11772918701), 'val_avg_loss': np.float64(12.636206983165305)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6405.309284869639), 'test_loss_bottom_decile': np.float64(63038.92726135254), 'test_loss_top_decile': np.float64(81742.42515563965), 'test_loss_min': np.float64(61950.600158691406), 'test_loss_max': np.float64(81742.42515563965), 'test_loss_bottom10%': np.float64(61950.600158691406), 'test_loss_top10%': np.float64(81742.42515563965), 'test_loss_cos1': np.float64(0.9957622174659069), 'test_loss_entropy': np.float64(2.2983980360908673), 'test_avg_loss_std': np.float64(1.1373063360919102), 'test_avg_loss_bottom_decile': np.float64(11.192991346120834), 'test_avg_loss_top_decile': np.float64(14.51392492110079), 'test_avg_loss_min': np.float64(10.999751448631287), 'test_avg_loss_max': np.float64(14.51392492110079), 'test_avg_loss_bottom10%': np.float64(10.999751448631287), 'test_avg_loss_top10%': np.float64(14.51392492110079), 'test_avg_loss_cos1': np.float64(0.995762217465907), 'test_avg_loss_entropy': np.float64(2.298398036091542), 'val_loss_std': np.float64(7011.143991002458), 'val_loss_bottom_decile': np.float64(64463.703353881836), 'val_loss_top_decile': np.float64(84767.13537597656), 'val_loss_min': np.float64(61814.90354156494), 'val_loss_max': np.float64(84767.13537597656), 'val_loss_bottom10%': np.float64(61814.90354156494), 'val_loss_top10%': np.float64(84767.13537597656), 'val_loss_cos1': np.float64(0.9951822783182084), 'val_loss_entropy': np.float64(2.2978151274035206), 'val_avg_loss_std': np.float64(1.2448764188569705), 'val_avg_loss_bottom_decile': np.float64(11.44597005573186), 'val_avg_loss_top_decile': np.float64(15.050982843745839), 'val_avg_loss_min': np.float64(10.975657589056276), 'val_avg_loss_max': np.float64(15.050982843745839), 'val_avg_loss_bottom10%': np.float64(10.975657589056276), 'val_avg_loss_top10%': np.float64(15.050982843745839), 'val_avg_loss_cos1': np.float64(0.9951822783182083), 'val_avg_loss_entropy': np.float64(2.29781512740427)}}
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{'Role': 'Server #', 'Round': 50, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70053.2048614502), 'test_avg_loss': np.float64(12.438424158638174), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71982.38433685302), 'val_avg_loss': np.float64(12.78096312799237)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70053.2048614502), 'test_avg_loss': np.float64(12.438424158638174), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71982.38433685302), 'val_avg_loss': np.float64(12.78096312799237)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6852.2792171689025), 'test_loss_bottom_decile': np.float64(63301.4739074707), 'test_loss_top_decile': np.float64(83307.15125274658), 'test_loss_min': np.float64(62148.6833114624), 'test_loss_max': np.float64(83307.15125274658), 'test_loss_bottom10%': np.float64(62148.6833114624), 'test_loss_top10%': np.float64(83307.15125274658), 'test_loss_cos1': np.float64(0.9952501354282806), 'test_loss_entropy': np.float64(2.297894511136067), 'test_avg_loss_std': np.float64(1.2166688950939104), 'test_avg_loss_bottom_decile': np.float64(11.239608293229884), 'test_avg_loss_top_decile': np.float64(14.791752708229152), 'test_avg_loss_min': np.float64(11.034922462972728), 'test_avg_loss_max': np.float64(14.791752708229152), 'test_avg_loss_bottom10%': np.float64(11.034922462972728), 'test_avg_loss_top10%': np.float64(14.791752708229152), 'test_avg_loss_cos1': np.float64(0.9952501354282807), 'test_avg_loss_entropy': np.float64(2.2978945111368145), 'val_loss_std': np.float64(7495.598958401679), 'val_loss_bottom_decile': np.float64(64820.57075500488), 'val_loss_top_decile': np.float64(86622.91756439209), 'val_loss_min': np.float64(62071.811935424805), 'val_loss_max': np.float64(86622.91756439209), 'val_loss_bottom10%': np.float64(62071.811935424805), 'val_loss_top10%': np.float64(86622.91756439209), 'val_loss_cos1': np.float64(0.9946220620594268), 'val_loss_entropy': np.float64(2.2972646655150104), 'val_avg_loss_std': np.float64(1.3308947014207528), 'val_avg_loss_bottom_decile': np.float64(11.509334295988083), 'val_avg_loss_top_decile': np.float64(15.380489624359392), 'val_avg_loss_min': np.float64(11.021273426034234), 'val_avg_loss_max': np.float64(15.380489624359392), 'val_avg_loss_bottom10%': np.float64(11.021273426034234), 'val_avg_loss_top10%': np.float64(15.380489624359392), 'val_avg_loss_cos1': np.float64(0.9946220620594269), 'val_avg_loss_entropy': np.float64(2.2972646655158364)}}
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{'Role': 'Server #', 'Round': 51, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70571.96240997314), 'test_avg_loss': np.float64(12.530533098361708), 'val_total': np.float64(5632.0), 'val_loss': np.float64(72573.0569114685), 'val_avg_loss': np.float64(12.885841070928358)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70571.96240997314), 'test_avg_loss': np.float64(12.530533098361712), 'val_total': np.float64(5632.0), 'val_loss': np.float64(72573.0569114685), 'val_avg_loss': np.float64(12.885841070928356)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(7080.899201645652), 'test_loss_bottom_decile': np.float64(63510.397872924805), 'test_loss_top_decile': np.float64(84421.12969207764), 'test_loss_min': np.float64(62543.6234664917), 'test_loss_max': np.float64(84421.12969207764), 'test_loss_bottom10%': np.float64(62543.6234664917), 'test_loss_top10%': np.float64(84421.12969207764), 'test_loss_cos1': np.float64(0.9950040469395128), 'test_loss_entropy': np.float64(2.2976561040681323), 'test_avg_loss_std': np.float64(1.2572619321103788), 'test_avg_loss_bottom_decile': np.float64(11.276704167777842), 'test_avg_loss_top_decile': np.float64(14.989547175439922), 'test_avg_loss_min': np.float64(11.105046780271964), 'test_avg_loss_max': np.float64(14.989547175439922), 'test_avg_loss_bottom10%': np.float64(11.105046780271964), 'test_avg_loss_top10%': np.float64(14.989547175439922), 'test_avg_loss_cos1': np.float64(0.9950040469395129), 'test_avg_loss_entropy': np.float64(2.297656104068912), 'val_loss_std': np.float64(7753.756202118308), 'val_loss_bottom_decile': np.float64(65094.68349456787), 'val_loss_top_decile': np.float64(87860.36875915527), 'val_loss_min': np.float64(62452.2082901001), 'val_loss_max': np.float64(87860.36875915527), 'val_loss_bottom10%': np.float64(62452.2082901001), 'val_loss_top10%': np.float64(87860.36875915527), 'val_loss_cos1': np.float64(0.9943409349811042), 'val_loss_entropy': np.float64(2.2969924261304846), 'val_avg_loss_std': np.float64(1.3767322802056654), 'val_avg_loss_bottom_decile': np.float64(11.558004881847989), 'val_avg_loss_top_decile': np.float64(15.60020752115683), 'val_avg_loss_min': np.float64(11.088815392418342), 'val_avg_loss_max': np.float64(15.60020752115683), 'val_avg_loss_bottom10%': np.float64(11.088815392418342), 'val_avg_loss_top10%': np.float64(15.60020752115683), 'val_avg_loss_cos1': np.float64(0.9943409349811042), 'val_avg_loss_entropy': np.float64(2.2969924261313452)}}
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{'Role': 'Server #', 'Round': 52, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69913.74321060181), 'test_avg_loss': np.float64(12.41366179165515), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71807.93836364747), 'val_avg_loss': np.float64(12.74998905604536)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69913.74321060181), 'test_avg_loss': np.float64(12.413661791655151), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71807.93836364747), 'val_avg_loss': np.float64(12.74998905604536)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6770.037424126308), 'test_loss_bottom_decile': np.float64(63146.584785461426), 'test_loss_top_decile': np.float64(82851.34308624268), 'test_loss_min': np.float64(62368.25405883789), 'test_loss_max': np.float64(82851.34308624268), 'test_loss_bottom10%': np.float64(62368.25405883789), 'test_loss_top10%': np.float64(82851.34308624268), 'test_loss_cos1': np.float64(0.9953442908061735), 'test_loss_entropy': np.float64(2.297987632911739), 'test_avg_loss_std': np.float64(1.2020663039996997), 'test_avg_loss_bottom_decile': np.float64(11.21210667355494), 'test_avg_loss_top_decile': np.float64(14.71082086048343), 'test_avg_loss_min': np.float64(11.073908746242523), 'test_avg_loss_max': np.float64(14.71082086048343), 'test_avg_loss_bottom10%': np.float64(11.073908746242523), 'test_avg_loss_top10%': np.float64(14.71082086048343), 'test_avg_loss_cos1': np.float64(0.9953442908061736), 'test_avg_loss_entropy': np.float64(2.297987632912474), 'val_loss_std': np.float64(7429.100296591864), 'val_loss_bottom_decile': np.float64(64650.1658782959), 'val_loss_top_decile': np.float64(86117.59847259521), 'val_loss_min': np.float64(62221.554107666016), 'val_loss_max': np.float64(86117.59847259521), 'val_loss_bottom10%': np.float64(62221.554107666016), 'val_loss_top10%': np.float64(86117.59847259521), 'val_loss_cos1': np.float64(0.9946908114141673), 'val_loss_entropy': np.float64(2.2973334737755975), 'val_avg_loss_std': np.float64(1.319087410616453), 'val_avg_loss_bottom_decile': np.float64(11.479077748276971), 'val_avg_loss_top_decile': np.float64(15.290766774253411), 'val_avg_loss_min': np.float64(11.047861169685017), 'val_avg_loss_max': np.float64(15.290766774253411), 'val_avg_loss_bottom10%': np.float64(11.047861169685017), 'val_avg_loss_top10%': np.float64(15.290766774253411), 'val_avg_loss_cos1': np.float64(0.9946908114141673), 'val_avg_loss_entropy': np.float64(2.297333473776415)}}
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{'Role': 'Server #', 'Round': 53, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70215.0221069336), 'test_avg_loss': np.float64(12.467155913873153), 'val_total': np.float64(5632.0), 'val_loss': np.float64(72123.27177352905), 'val_avg_loss': np.float64(12.805978652970357)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(70215.0221069336), 'test_avg_loss': np.float64(12.467155913873153), 'val_total': np.float64(5632.0), 'val_loss': np.float64(72123.27177352905), 'val_avg_loss': np.float64(12.805978652970358)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6872.955805436854), 'test_loss_bottom_decile': np.float64(63217.092529296875), 'test_loss_top_decile': np.float64(83442.99652862549), 'test_loss_min': np.float64(62583.448570251465), 'test_loss_max': np.float64(83442.99652862549), 'test_loss_bottom10%': np.float64(62583.448570251465), 'test_loss_top10%': np.float64(83442.99652862549), 'test_loss_cos1': np.float64(0.9952434747416812), 'test_loss_entropy': np.float64(2.2978871074009595), 'test_avg_loss_std': np.float64(1.220340164317623), 'test_avg_loss_bottom_decile': np.float64(11.224625804207541), 'test_avg_loss_top_decile': np.float64(14.815872963179242), 'test_avg_loss_min': np.float64(11.112117998979308), 'test_avg_loss_max': np.float64(14.815872963179242), 'test_avg_loss_bottom10%': np.float64(11.112117998979308), 'test_avg_loss_top10%': np.float64(14.815872963179242), 'test_avg_loss_cos1': np.float64(0.9952434747416812), 'test_avg_loss_entropy': np.float64(2.2978871074017064), 'val_loss_std': np.float64(7504.2939362348125), 'val_loss_bottom_decile': np.float64(64731.71738433838), 'val_loss_top_decile': np.float64(86622.43508148193), 'val_loss_min': np.float64(62474.38618469238), 'val_loss_max': np.float64(86622.43508148193), 'val_loss_bottom10%': np.float64(62474.38618469238), 'val_loss_top10%': np.float64(86622.43508148193), 'val_loss_cos1': np.float64(0.9946305481154444), 'val_loss_entropy': np.float64(2.297271364083034), 'val_avg_loss_std': np.float64(1.3324385540189652), 'val_avg_loss_bottom_decile': np.float64(11.493557774207808), 'val_avg_loss_top_decile': np.float64(15.380403956229037), 'val_avg_loss_min': np.float64(11.09275322881612), 'val_avg_loss_max': np.float64(15.380403956229037), 'val_avg_loss_bottom10%': np.float64(11.09275322881612), 'val_avg_loss_top10%': np.float64(15.380403956229037), 'val_avg_loss_cos1': np.float64(0.9946305481154445), 'val_avg_loss_entropy': np.float64(2.2972713640838576)}}
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{'Role': 'Server #', 'Round': 54, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69616.49052581788), 'test_avg_loss': np.float64(12.360882550748912), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71451.62473373413), 'val_avg_loss': np.float64(12.686723141643133)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69616.49052581788), 'test_avg_loss': np.float64(12.360882550748912), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71451.62473373413), 'val_avg_loss': np.float64(12.686723141643133)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6474.319215408593), 'test_loss_bottom_decile': np.float64(62886.694259643555), 'test_loss_top_decile': np.float64(81705.78517913818), 'test_loss_min': np.float64(62297.8698425293), 'test_loss_max': np.float64(81705.78517913818), 'test_loss_bottom10%': np.float64(62297.8698425293), 'test_loss_top10%': np.float64(81705.78517913818), 'test_loss_cos1': np.float64(0.9957033702787413), 'test_loss_entropy': np.float64(2.29833625936923), 'test_avg_loss_std': np.float64(1.1495595197813553), 'test_avg_loss_bottom_decile': np.float64(11.16596133871512), 'test_avg_loss_top_decile': np.float64(14.507419243454933), 'test_avg_loss_min': np.float64(11.061411548744548), 'test_avg_loss_max': np.float64(14.507419243454933), 'test_avg_loss_bottom10%': np.float64(11.061411548744548), 'test_avg_loss_top10%': np.float64(14.507419243454933), 'test_avg_loss_cos1': np.float64(0.9957033702787413), 'test_avg_loss_entropy': np.float64(2.298336259369912), 'val_loss_std': np.float64(7112.629991829177), 'val_loss_bottom_decile': np.float64(64339.42067718506), 'val_loss_top_decile': np.float64(84914.70402526855), 'val_loss_min': np.float64(62162.02829742432), 'val_loss_max': np.float64(84914.70402526855), 'val_loss_bottom10%': np.float64(62162.02829742432), 'val_loss_top10%': np.float64(84914.70402526855), 'val_loss_cos1': np.float64(0.9950819473686991), 'val_loss_entropy': np.float64(2.297713387779891), 'val_avg_loss_std': np.float64(1.2628959502537602), 'val_avg_loss_bottom_decile': np.float64(11.42390281910246), 'val_avg_loss_top_decile': np.float64(15.077184663577514), 'val_avg_loss_min': np.float64(11.037291956218807), 'val_avg_loss_max': np.float64(15.077184663577514), 'val_avg_loss_bottom10%': np.float64(11.037291956218807), 'val_avg_loss_top10%': np.float64(15.077184663577514), 'val_avg_loss_cos1': np.float64(0.9950819473686993), 'val_avg_loss_entropy': np.float64(2.2977133877806537)}}
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{'Role': 'Server #', 'Round': 55, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69854.28511886597), 'test_avg_loss': np.float64(12.403104602071371), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71746.69308624268), 'val_avg_loss': np.float64(12.739114539460703)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69854.28511886597), 'test_avg_loss': np.float64(12.403104602071371), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71746.69308624268), 'val_avg_loss': np.float64(12.739114539460704)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6917.118789652164), 'test_loss_bottom_decile': np.float64(62994.29337310791), 'test_loss_top_decile': np.float64(83668.4066696167), 'test_loss_min': np.float64(62001.97987365723), 'test_loss_max': np.float64(83668.4066696167), 'test_loss_bottom10%': np.float64(62001.97987365723), 'test_loss_top10%': np.float64(83668.4066696167), 'test_loss_cos1': np.float64(0.9951330731869807), 'test_loss_entropy': np.float64(2.2977853503186245), 'test_avg_loss_std': np.float64(1.2281816032763075), 'test_avg_loss_bottom_decile': np.float64(11.185066294941036), 'test_avg_loss_top_decile': np.float64(14.855896070599556), 'test_avg_loss_min': np.float64(11.008874267339706), 'test_avg_loss_max': np.float64(14.855896070599556), 'test_avg_loss_bottom10%': np.float64(11.008874267339706), 'test_avg_loss_top10%': np.float64(14.855896070599556), 'test_avg_loss_cos1': np.float64(0.9951330731869807), 'test_avg_loss_entropy': np.float64(2.2977853503193915), 'val_loss_std': np.float64(7589.827372140226), 'val_loss_bottom_decile': np.float64(64418.215324401855), 'val_loss_top_decile': np.float64(87062.05174255371), 'val_loss_min': np.float64(61947.310317993164), 'val_loss_max': np.float64(87062.05174255371), 'val_loss_bottom10%': np.float64(61947.310317993164), 'val_loss_top10%': np.float64(87062.05174255371), 'val_loss_cos1': np.float64(0.9944511431668598), 'val_loss_entropy': np.float64(2.2971050609346646), 'val_avg_loss_std': np.float64(1.3476255987464887), 'val_avg_loss_bottom_decile': np.float64(11.437893345952034), 'val_avg_loss_top_decile': np.float64(15.458460891788656), 'val_avg_loss_min': np.float64(10.999167314984582), 'val_avg_loss_max': np.float64(15.458460891788656), 'val_avg_loss_bottom10%': np.float64(10.999167314984582), 'val_avg_loss_top10%': np.float64(15.458460891788656), 'val_avg_loss_cos1': np.float64(0.9944511431668598), 'val_avg_loss_entropy': np.float64(2.2971050609355177)}}
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{'Role': 'Server #', 'Round': 58, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69015.18326416015), 'test_avg_loss': np.float64(12.254116346619346), 'val_total': np.float64(5632.0), 'val_loss': np.float64(70796.79575271606), 'val_avg_loss': np.float64(12.570453791320324)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69015.18326416015), 'test_avg_loss': np.float64(12.254116346619345), 'val_total': np.float64(5632.0), 'val_loss': np.float64(70796.79575271606), 'val_avg_loss': np.float64(12.570453791320324)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6411.579751395397), 'test_loss_bottom_decile': np.float64(62823.810218811035), 'test_loss_top_decile': np.float64(81965.89500427246), 'test_loss_min': np.float64(61634.78129577637), 'test_loss_max': np.float64(81965.89500427246), 'test_loss_bottom10%': np.float64(61634.78129577637), 'test_loss_top10%': np.float64(81965.89500427246), 'test_loss_cos1': np.float64(0.9957124351220443), 'test_loss_entropy': np.float64(2.298358471558053), 'test_avg_loss_std': np.float64(1.1384197001767395), 'test_avg_loss_bottom_decile': np.float64(11.154795848510481), 'test_avg_loss_top_decile': np.float64(14.553603516383605), 'test_avg_loss_min': np.float64(10.943675656210292), 'test_avg_loss_max': np.float64(14.553603516383605), 'test_avg_loss_bottom10%': np.float64(10.943675656210292), 'test_avg_loss_top10%': np.float64(14.553603516383605), 'test_avg_loss_cos1': np.float64(0.9957124351220442), 'test_avg_loss_entropy': np.float64(2.298358471558737), 'val_loss_std': np.float64(7052.931461050047), 'val_loss_bottom_decile': np.float64(64233.97497558594), 'val_loss_top_decile': np.float64(85124.15937042236), 'val_loss_min': np.float64(61558.59452819824), 'val_loss_max': np.float64(85124.15937042236), 'val_loss_bottom10%': np.float64(61558.59452819824), 'val_loss_top10%': np.float64(85124.15937042236), 'val_loss_cos1': np.float64(0.9950743437875208), 'val_loss_entropy': np.float64(2.2977231263955105), 'val_avg_loss_std': np.float64(1.2522960690784883), 'val_avg_loss_bottom_decile': np.float64(11.405180215835571), 'val_avg_loss_top_decile': np.float64(15.114374888214199), 'val_avg_loss_min': np.float64(10.930148176171564), 'val_avg_loss_max': np.float64(15.114374888214199), 'val_avg_loss_bottom10%': np.float64(10.930148176171564), 'val_avg_loss_top10%': np.float64(15.114374888214199), 'val_avg_loss_cos1': np.float64(0.9950743437875209), 'val_avg_loss_entropy': np.float64(2.2977231263962774)}}
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{'Role': 'Server #', 'Round': 59, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69550.14120864868), 'test_avg_loss': np.float64(12.349101777103813), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71428.73774337769), 'val_avg_loss': np.float64(12.682659400457686)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69550.14120864868), 'test_avg_loss': np.float64(12.349101777103815), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71428.73774337769), 'val_avg_loss': np.float64(12.682659400457684)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6964.437784629575), 'test_loss_bottom_decile': np.float64(62858.262603759766), 'test_loss_top_decile': np.float64(83740.79997253418), 'test_loss_min': np.float64(61872.38902282715), 'test_loss_max': np.float64(83740.79997253418), 'test_loss_bottom10%': np.float64(61872.38902282715), 'test_loss_top10%': np.float64(83740.79997253418), 'test_loss_cos1': np.float64(0.9950238327130512), 'test_loss_entropy': np.float64(2.297686302511277), 'test_avg_loss_std': np.float64(1.236583413464058), 'test_avg_loss_bottom_decile': np.float64(11.160913104360754), 'test_avg_loss_top_decile': np.float64(14.868749995123256), 'test_avg_loss_min': np.float64(10.985864528200842), 'test_avg_loss_max': np.float64(14.868749995123256), 'test_avg_loss_bottom10%': np.float64(10.985864528200842), 'test_avg_loss_top10%': np.float64(14.868749995123256), 'test_avg_loss_cos1': np.float64(0.995023832713051), 'test_avg_loss_entropy': np.float64(2.297686302512062), 'val_loss_std': np.float64(7628.413498153224), 'val_loss_bottom_decile': np.float64(64343.043548583984), 'val_loss_top_decile': np.float64(87114.7904586792), 'val_loss_min': np.float64(61823.995193481445), 'val_loss_max': np.float64(87114.7904586792), 'val_loss_bottom10%': np.float64(61823.995193481445), 'val_loss_top10%': np.float64(87114.7904586792), 'val_loss_cos1': np.float64(0.9943454674659082), 'val_loss_entropy': np.float64(2.2970119771571325), 'val_avg_loss_std': np.float64(1.3544768285073197), 'val_avg_loss_bottom_decile': np.float64(11.424546084620737), 'val_avg_loss_top_decile': np.float64(15.467825010418892), 'val_avg_loss_min': np.float64(10.977271873842586), 'val_avg_loss_max': np.float64(15.467825010418892), 'val_avg_loss_bottom10%': np.float64(10.977271873842586), 'val_avg_loss_top10%': np.float64(15.467825010418892), 'val_avg_loss_cos1': np.float64(0.9943454674659082), 'val_avg_loss_entropy': np.float64(2.297011977158003)}}
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{'Role': 'Server #', 'Round': 60, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69324.20944824218), 'test_avg_loss': np.float64(12.30898605259982), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71233.82651901245), 'val_avg_loss': np.float64(12.648051583631473)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69324.20944824218), 'test_avg_loss': np.float64(12.30898605259982), 'val_total': np.float64(5632.0), 'val_loss': np.float64(71233.82651901245), 'val_avg_loss': np.float64(12.648051583631474)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6697.0647371292525), 'test_loss_bottom_decile': np.float64(62824.53742980957), 'test_loss_top_decile': np.float64(82518.39562225342), 'test_loss_min': np.float64(61693.345291137695), 'test_loss_max': np.float64(82518.39562225342), 'test_loss_bottom10%': np.float64(61693.345291137695), 'test_loss_top10%': np.float64(82518.39562225342), 'test_loss_cos1': np.float64(0.9953661467620079), 'test_loss_entropy': np.float64(2.2980145686424187), 'test_avg_loss_std': np.float64(1.1891095058823244), 'test_avg_loss_bottom_decile': np.float64(11.15492496978153), 'test_avg_loss_top_decile': np.float64(14.651703768155791), 'test_avg_loss_min': np.float64(10.954074092886664), 'test_avg_loss_max': np.float64(14.651703768155791), 'test_avg_loss_bottom10%': np.float64(10.954074092886664), 'test_avg_loss_top10%': np.float64(14.651703768155791), 'test_avg_loss_cos1': np.float64(0.9953661467620076), 'test_avg_loss_entropy': np.float64(2.298014568643155), 'val_loss_std': np.float64(7371.028654598807), 'val_loss_bottom_decile': np.float64(64337.16572570801), 'val_loss_top_decile': np.float64(85968.85836791992), 'val_loss_min': np.float64(61680.60649871826), 'val_loss_max': np.float64(85968.85836791992), 'val_loss_bottom10%': np.float64(61680.60649871826), 'val_loss_top10%': np.float64(85968.85836791992), 'val_loss_cos1': np.float64(0.9946889176637129), 'val_loss_entropy': np.float64(2.2973412590848614), 'val_avg_loss_std': np.float64(1.3087763946375723), 'val_avg_loss_bottom_decile': np.float64(11.423502437093042), 'val_avg_loss_top_decile': np.float64(15.264356954531236), 'val_avg_loss_min': np.float64(10.951812233437192), 'val_avg_loss_max': np.float64(15.264356954531236), 'val_avg_loss_bottom10%': np.float64(10.951812233437192), 'val_avg_loss_top10%': np.float64(15.264356954531236), 'val_avg_loss_cos1': np.float64(0.9946889176637129), 'val_avg_loss_entropy': np.float64(2.297341259085684)}}
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{'Role': 'Server #', 'Round': 61, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69026.93383789062), 'test_avg_loss': np.float64(12.256202741102738), 'val_total': np.float64(5632.0), 'val_loss': np.float64(70824.0507675171), 'val_avg_loss': np.float64(12.575293105027892)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(69026.93383789062), 'test_avg_loss': np.float64(12.25620274110274), 'val_total': np.float64(5632.0), 'val_loss': np.float64(70824.0507675171), 'val_avg_loss': np.float64(12.575293105027892)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6480.206126037415), 'test_loss_bottom_decile': np.float64(62618.978843688965), 'test_loss_top_decile': np.float64(82132.6070022583), 'test_loss_min': np.float64(61782.48657989502), 'test_loss_max': np.float64(82132.6070022583), 'test_loss_bottom10%': np.float64(61782.48657989502), 'test_loss_top10%': np.float64(82132.6070022583), 'test_loss_cos1': np.float64(0.9956222463077675), 'test_loss_entropy': np.float64(2.298270897757026), 'test_avg_loss_std': np.float64(1.1506047809015296), 'test_avg_loss_bottom_decile': np.float64(11.118426641280001), 'test_avg_loss_top_decile': np.float64(14.583204368298704), 'test_avg_loss_min': np.float64(10.969901736487042), 'test_avg_loss_max': np.float64(14.583204368298704), 'test_avg_loss_bottom10%': np.float64(10.969901736487042), 'test_avg_loss_top10%': np.float64(14.583204368298704), 'test_avg_loss_cos1': np.float64(0.9956222463077674), 'test_avg_loss_entropy': np.float64(2.2982708977577238), 'val_loss_std': np.float64(7097.7501844890585), 'val_loss_bottom_decile': np.float64(64071.27598571777), 'val_loss_top_decile': np.float64(85254.44928741455), 'val_loss_min': np.float64(61668.10210418701), 'val_loss_max': np.float64(85254.44928741455), 'val_loss_bottom10%': np.float64(61668.10210418701), 'val_loss_top10%': np.float64(85254.44928741455), 'val_loss_cos1': np.float64(0.9950158222354754), 'val_loss_entropy': np.float64(2.2976656660525956), 'val_avg_loss_std': np.float64(1.2602539390072902), 'val_avg_loss_bottom_decile': np.float64(11.376291900873184), 'val_avg_loss_top_decile': np.float64(15.137508751316505), 'val_avg_loss_min': np.float64(10.949591992930932), 'val_avg_loss_max': np.float64(15.137508751316505), 'val_avg_loss_bottom10%': np.float64(10.949591992930932), 'val_avg_loss_top10%': np.float64(15.137508751316505), 'val_avg_loss_cos1': np.float64(0.9950158222354752), 'val_avg_loss_entropy': np.float64(2.297665666053371)}}
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{'Role': 'Server #', 'Round': 62, 'Results_weighted_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(68143.71138381958), 'test_avg_loss': np.float64(12.099380572411148), 'val_total': np.float64(5632.0), 'val_loss': np.float64(69877.65412063598), 'val_avg_loss': np.float64(12.407253927669743)}, 'Results_avg': {'test_total': np.float64(5632.0), 'test_loss': np.float64(68143.71138381958), 'test_avg_loss': np.float64(12.099380572411146), 'val_total': np.float64(5632.0), 'val_loss': np.float64(69877.65412063598), 'val_avg_loss': np.float64(12.407253927669741)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6190.593633590645), 'test_loss_bottom_decile': np.float64(61960.38352203369), 'test_loss_top_decile': np.float64(80667.18240356445), 'test_loss_min': np.float64(61261.19915008545), 'test_loss_max': np.float64(80667.18240356445), 'test_loss_bottom10%': np.float64(61261.19915008545), 'test_loss_top10%': np.float64(80667.18240356445), 'test_loss_cos1': np.float64(0.9958988565065305), 'test_loss_entropy': np.float64(2.2985394305403917), 'test_avg_loss_std': np.float64(1.0991821082369755), 'test_avg_loss_bottom_decile': np.float64(11.00148855149746), 'test_avg_loss_top_decile': np.float64(14.323008239269257), 'test_avg_loss_min': np.float64(10.877343599091876), 'test_avg_loss_max': np.float64(14.323008239269257), 'test_avg_loss_bottom10%': np.float64(10.877343599091876), 'test_avg_loss_top10%': np.float64(14.323008239269257), 'test_avg_loss_cos1': np.float64(0.9958988565065304), 'test_avg_loss_entropy': np.float64(2.2985394305410547), 'val_loss_std': np.float64(6793.670230826714), 'val_loss_bottom_decile': np.float64(63368.18990325928), 'val_loss_top_decile': np.float64(83723.76013946533), 'val_loss_min': np.float64(61220.59860992432), 'val_loss_max': np.float64(83723.76013946533), 'val_loss_bottom10%': np.float64(61220.59860992432), 'val_loss_top10%': np.float64(83723.76013946533), 'val_loss_cos1': np.float64(0.9953071488529657), 'val_loss_entropy': np.float64(2.297950720378713), 'val_avg_loss_std': np.float64(1.2062624699621296), 'val_avg_loss_bottom_decile': np.float64(11.251454173163934), 'val_avg_loss_top_decile': np.float64(14.865724456581203), 'val_avg_loss_min': np.float64(10.870134696364403), 'val_avg_loss_max': np.float64(14.865724456581203), 'val_avg_loss_bottom10%': np.float64(10.870134696364403), 'val_avg_loss_top10%': np.float64(14.865724456581203), 'val_avg_loss_cos1': np.float64(0.9953071488529658), 'val_avg_loss_entropy': np.float64(2.297950720379454)}}
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{'Role': 'Server #', 'Round': 'Final', 'Results_raw': {'client_best_individual': {'val_loss': 60820.53327178955, 'test_total': 5632.0, 'test_loss': 60821.440658569336, 'test_avg_loss': 10.79926148056984, 'val_total': 5632.0, 'val_avg_loss': 10.79910036786036}, 'client_summarized_weighted_avg': {'val_loss': np.float64(69329.0085861206), 'test_total': np.float64(5632.0), 'test_loss': np.float64(67613.67529525756), 'test_avg_loss': np.float64(12.00526905100454), 'val_total': np.float64(5632.0), 'val_avg_loss': np.float64(12.309838172251528)}, 'client_summarized_avg': {'val_loss': np.float64(69329.0085861206), 'test_total': np.float64(5632.0), 'test_loss': np.float64(67613.67529525756), 'test_avg_loss': np.float64(12.00526905100454), 'val_total': np.float64(5632.0), 'val_avg_loss': np.float64(12.309838172251528)}, 'client_summarized_fairness': {'val_loss_entropy': np.float64(2.2734368991100693), 'val_loss_cos1': np.float64(0.9705731137149806), 'val_loss_top10%': np.float64(988673.3986206055), 'val_loss_bottom10%': np.float64(463003.7403869629), 'val_loss_max': np.float64(988673.3986206055), 'val_loss_min': np.float64(463003.7403869629), 'val_loss_top_decile': np.float64(988673.3986206055), 'val_loss_bottom_decile': np.float64(498269.11294555664), 'val_loss_std': np.float64(158744.54314071103), 'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(135382.49992716222), 'test_loss_bottom_decile': np.float64(470824.83673095703), 'test_loss_top_decile': np.float64(896531.7481079102), 'test_loss_min': np.float64(439096.0471496582), 'test_loss_max': np.float64(896531.7481079102), 'test_loss_bottom10%': np.float64(439096.0471496582), 'test_loss_top10%': np.float64(896531.7481079102), 'test_loss_cos1': np.float64(0.9752124211042649), 'test_loss_entropy': np.float64(2.2780969816482233), 'test_avg_loss_std': np.float64(24.038085924567152), 'test_avg_loss_bottom_decile': np.float64(83.59815993092276), 'test_avg_loss_top_decile': np.float64(159.1853245930238), 'test_avg_loss_min': np.float64(77.96449700810693), 'test_avg_loss_max': np.float64(159.1853245930238), 'test_avg_loss_bottom10%': np.float64(77.96449700810693), 'test_avg_loss_top10%': np.float64(159.1853245930238), 'test_avg_loss_cos1': np.float64(0.9752124211042646), 'test_avg_loss_entropy': np.float64(2.278096981648678), 'val_avg_loss_std': np.float64(28.186175983791017), 'val_avg_loss_bottom_decile': np.float64(88.47107829289003), 'val_avg_loss_top_decile': np.float64(175.5457028800791), 'val_avg_loss_min': np.float64(82.20947094938971), 'val_avg_loss_max': np.float64(175.5457028800791), 'val_avg_loss_bottom10%': np.float64(82.20947094938971), 'val_avg_loss_top10%': np.float64(175.5457028800791), 'val_avg_loss_cos1': np.float64(0.9705731137149802), 'val_avg_loss_entropy': np.float64(2.273436899110573)}}}
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{'Role': 'Client #1', 'Round': 70, 'Results_raw': {'test_total': 5632, 'test_loss': 68789.59482574463, 'test_avg_loss': 12.21406158127568, 'val_total': 5632, 'val_loss': 71172.75425720215, 'val_avg_loss': 12.637207787145268}}
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{'Role': 'Client #2', 'Round': 70, 'Results_raw': {'test_total': 5632, 'test_loss': 62687.37744140625, 'test_avg_loss': 11.13057127865878, 'val_total': 5632, 'val_loss': 63847.55995941162, 'val_avg_loss': 11.336569595065983}}
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{'Role': 'Client #3', 'Round': 70, 'Results_raw': {'test_total': 5632, 'test_loss': 74184.31362915039, 'test_avg_loss': 13.171930686994033, 'val_total': 5632, 'val_loss': 73851.28369140625, 'val_avg_loss': 13.112798950888894}}
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{'Role': 'Client #4', 'Round': 70, 'Results_raw': {'test_total': 5632, 'test_loss': 65537.00509643555, 'test_avg_loss': 11.636542098088698, 'val_total': 5632, 'val_loss': 68872.96417236328, 'val_avg_loss': 12.228864377195185}}
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{'Role': 'Client #5', 'Round': 70, 'Results_raw': {'test_total': 5632, 'test_loss': 61968.9686126709, 'test_avg_loss': 11.003012892874805, 'val_total': 5632, 'val_loss': 63432.69316101074, 'val_avg_loss': 11.262907166372646}}
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{'Role': 'Client #6', 'Round': 70, 'Results_raw': {'test_total': 5632, 'test_loss': 75468.12976074219, 'test_avg_loss': 13.399880994449962, 'val_total': 5632, 'val_loss': 78863.09532928467, 'val_avg_loss': 14.002680278637193}}
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{'Role': 'Client #7', 'Round': 70, 'Results_raw': {'test_total': 5632, 'test_loss': 80916.8475265503, 'test_avg_loss': 14.367337984117595, 'val_total': 5632, 'val_loss': 84096.90745544434, 'val_avg_loss': 14.93197930671952}}
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{'Role': 'Client #8', 'Round': 70, 'Results_raw': {'test_total': 5632, 'test_loss': 65513.38198852539, 'test_avg_loss': 11.632347654212605, 'val_total': 5632, 'val_loss': 66283.60530853271, 'val_avg_loss': 11.769106056202542}}
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{'Role': 'Client #9', 'Round': 70, 'Results_raw': {'test_total': 5632, 'test_loss': 64109.8381729126, 'test_avg_loss': 11.383138880133629, 'val_total': 5632, 'val_loss': 66334.98453521729, 'val_avg_loss': 11.778228788213296}}
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{'Role': 'Client #10', 'Round': 70, 'Results_raw': {'test_total': 5632, 'test_loss': 61084.97382354736, 'test_avg_loss': 10.846053590828722, 'val_total': 5632, 'val_loss': 61028.216857910156, 'val_avg_loss': 10.835976004600525}}
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