82 lines
182 KiB
Plaintext
82 lines
182 KiB
Plaintext
{'Role': 'Server #', 'Round': 0, 'Results_weighted_avg': {'test_loss': np.float64(194102.0665161133), 'test_avg_loss': np.float64(57.223486590835286), 'test_total': np.float64(3392.0), 'val_loss': np.float64(201816.52921142578), 'val_avg_loss': np.float64(59.497797526953356), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(194102.0665161133), 'test_avg_loss': np.float64(57.223486590835286), 'test_total': np.float64(3392.0), 'val_loss': np.float64(201816.52921142578), 'val_avg_loss': np.float64(59.497797526953356), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(28438.015961943707), 'test_loss_bottom_decile': np.float64(169239.53161621094), 'test_loss_top_decile': np.float64(258312.8094482422), 'test_loss_min': np.float64(150717.22106933594), 'test_loss_max': np.float64(258312.8094482422), 'test_loss_bottom10%': np.float64(150717.22106933594), 'test_loss_top10%': np.float64(258312.8094482422), 'test_loss_cos1': np.float64(0.989437069612788), 'test_loss_entropy': np.float64(2.292158570517689), 'test_avg_loss_std': np.float64(8.383849045384347), 'test_avg_loss_bottom_decile': np.float64(49.89372983968483), 'test_avg_loss_top_decile': np.float64(76.15354052129781), 'test_avg_loss_min': np.float64(44.43314300393158), 'test_avg_loss_max': np.float64(76.15354052129781), 'test_avg_loss_bottom10%': np.float64(44.43314300393158), 'test_avg_loss_top10%': np.float64(76.15354052129781), 'test_avg_loss_cos1': np.float64(0.989437069612788), 'test_avg_loss_entropy': np.float64(2.2921585705180494), 'val_loss_std': np.float64(29437.229796331834), 'val_loss_bottom_decile': np.float64(174529.28100585938), 'val_loss_top_decile': np.float64(266004.49267578125), 'val_loss_min': np.float64(155043.1854248047), 'val_loss_max': np.float64(266004.49267578125), 'val_loss_bottom10%': np.float64(155043.1854248047), 'val_loss_top10%': np.float64(266004.49267578125), 'val_loss_cos1': np.float64(0.9895290230271573), 'val_loss_entropy': np.float64(2.292157867104229), 'val_avg_loss_std': np.float64(8.678428595616696), 'val_avg_loss_bottom_decile': np.float64(51.45320784370854), 'val_avg_loss_top_decile': np.float64(78.42113581243551), 'val_avg_loss_min': np.float64(45.70848626910516), 'val_avg_loss_max': np.float64(78.42113581243551), 'val_avg_loss_bottom10%': np.float64(45.70848626910516), 'val_avg_loss_top10%': np.float64(78.42113581243551), 'val_avg_loss_cos1': np.float64(0.9895290230271574), 'val_avg_loss_entropy': np.float64(2.2921578671045775)}}
|
|
{'Role': 'Server #', 'Round': 1, 'Results_weighted_avg': {'test_loss': np.float64(148517.2112548828), 'test_avg_loss': np.float64(43.784555204859316), 'test_total': np.float64(3392.0), 'val_loss': np.float64(155823.85284423828), 'val_avg_loss': np.float64(45.93863586209855), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(148517.2112548828), 'test_avg_loss': np.float64(43.784555204859316), 'test_total': np.float64(3392.0), 'val_loss': np.float64(155823.85284423828), 'val_avg_loss': np.float64(45.93863586209855), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(22180.77417343644), 'test_loss_bottom_decile': np.float64(130754.71612548828), 'test_loss_top_decile': np.float64(199670.35913085938), 'test_loss_min': np.float64(114387.39990234375), 'test_loss_max': np.float64(199670.35913085938), 'test_loss_bottom10%': np.float64(114387.39990234375), 'test_loss_top10%': np.float64(199670.35913085938), 'test_loss_cos1': np.float64(0.9890307255050632), 'test_loss_entropy': np.float64(2.291777149222883), 'test_avg_loss_std': np.float64(6.539143329432912), 'test_avg_loss_bottom_decile': np.float64(38.54797055586329), 'test_avg_loss_top_decile': np.float64(58.865082290937316), 'test_avg_loss_min': np.float64(33.72270044290794), 'test_avg_loss_max': np.float64(58.865082290937316), 'test_avg_loss_bottom10%': np.float64(33.72270044290794), 'test_avg_loss_top10%': np.float64(58.865082290937316), 'test_avg_loss_cos1': np.float64(0.9890307255050632), 'test_avg_loss_entropy': np.float64(2.2917771492233716), 'val_loss_std': np.float64(23584.30027169571), 'val_loss_bottom_decile': np.float64(135662.4609375), 'val_loss_top_decile': np.float64(210064.57287597656), 'val_loss_min': np.float64(118777.18969726562), 'val_loss_max': np.float64(210064.57287597656), 'val_loss_bottom10%': np.float64(118777.18969726562), 'val_loss_top10%': np.float64(210064.57287597656), 'val_loss_cos1': np.float64(0.9887393391741033), 'val_loss_entropy': np.float64(2.291456019255767), 'val_avg_loss_std': np.float64(6.9529187121744425), 'val_avg_loss_bottom_decile': np.float64(39.99482928581958), 'val_avg_loss_top_decile': np.float64(61.929414173342145), 'val_avg_loss_min': np.float64(35.016860170184444), 'val_avg_loss_max': np.float64(61.929414173342145), 'val_avg_loss_bottom10%': np.float64(35.016860170184444), 'val_avg_loss_top10%': np.float64(61.929414173342145), 'val_avg_loss_cos1': np.float64(0.988739339174103), 'val_avg_loss_entropy': np.float64(2.291456019256246)}}
|
|
{'Role': 'Server #', 'Round': 2, 'Results_weighted_avg': {'test_loss': np.float64(141308.06934814452), 'test_avg_loss': np.float64(41.659218557825625), 'test_total': np.float64(3392.0), 'val_loss': np.float64(148641.55513305665), 'val_avg_loss': np.float64(43.82121318781151), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(141308.06934814452), 'test_avg_loss': np.float64(41.659218557825625), 'test_total': np.float64(3392.0), 'val_loss': np.float64(148641.55513305665), 'val_avg_loss': np.float64(43.821213187811516), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(22123.367028814042), 'test_loss_bottom_decile': np.float64(123657.8099975586), 'test_loss_top_decile': np.float64(191937.7705078125), 'test_loss_min': np.float64(107495.36712646484), 'test_loss_max': np.float64(191937.7705078125), 'test_loss_bottom10%': np.float64(107495.36712646484), 'test_loss_top10%': np.float64(191937.7705078125), 'test_loss_cos1': np.float64(0.987965086718092), 'test_loss_entropy': np.float64(2.290703267972596), 'test_avg_loss_std': np.float64(6.522219053306027), 'test_avg_loss_bottom_decile': np.float64(36.455722287016094), 'test_avg_loss_top_decile': np.float64(56.585427626123966), 'test_avg_loss_min': np.float64(31.690851157566286), 'test_avg_loss_max': np.float64(56.585427626123966), 'test_avg_loss_bottom10%': np.float64(31.690851157566286), 'test_avg_loss_top10%': np.float64(56.585427626123966), 'test_avg_loss_cos1': np.float64(0.9879650867180921), 'test_avg_loss_entropy': np.float64(2.2907032679731603), 'val_loss_std': np.float64(23601.160862478202), 'val_loss_bottom_decile': np.float64(128363.3755493164), 'val_loss_top_decile': np.float64(202499.51416015625), 'val_loss_min': np.float64(111924.53308105469), 'val_loss_max': np.float64(202499.51416015625), 'val_loss_bottom10%': np.float64(111924.53308105469), 'val_loss_top10%': np.float64(202499.51416015625), 'val_loss_cos1': np.float64(0.9876280553682479), 'val_loss_entropy': np.float64(2.290338000183334), 'val_avg_loss_std': np.float64(6.957889405211735), 'val_avg_loss_bottom_decile': np.float64(37.84297628222772), 'val_avg_loss_top_decile': np.float64(59.69914922174418), 'val_avg_loss_min': np.float64(32.99661942248075), 'val_avg_loss_max': np.float64(59.69914922174418), 'val_avg_loss_bottom10%': np.float64(32.99661942248075), 'val_avg_loss_top10%': np.float64(59.69914922174418), 'val_avg_loss_cos1': np.float64(0.9876280553682479), 'val_avg_loss_entropy': np.float64(2.290338000183888)}}
|
|
{'Role': 'Server #', 'Round': 3, 'Results_weighted_avg': {'test_loss': np.float64(139908.1806213379), 'test_avg_loss': np.float64(41.24651551336612), 'test_total': np.float64(3392.0), 'val_loss': np.float64(147417.17056274414), 'val_avg_loss': np.float64(43.46025075552598), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(139908.1806213379), 'test_avg_loss': np.float64(41.24651551336613), 'test_total': np.float64(3392.0), 'val_loss': np.float64(147417.17056274414), 'val_avg_loss': np.float64(43.46025075552598), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(22159.80425118972), 'test_loss_bottom_decile': np.float64(121434.37371826172), 'test_loss_top_decile': np.float64(190460.60961914062), 'test_loss_min': np.float64(105155.02038574219), 'test_loss_max': np.float64(190460.60961914062), 'test_loss_bottom10%': np.float64(105155.02038574219), 'test_loss_top10%': np.float64(190460.60961914062), 'test_loss_cos1': np.float64(0.987687767539933), 'test_loss_entropy': np.float64(2.290393730704505), 'test_avg_loss_std': np.float64(6.532961158959233), 'test_avg_loss_bottom_decile': np.float64(35.80022810090263), 'test_avg_loss_top_decile': np.float64(56.1499438735674), 'test_avg_loss_min': np.float64(31.000890443909842), 'test_avg_loss_max': np.float64(56.1499438735674), 'test_avg_loss_bottom10%': np.float64(31.000890443909842), 'test_avg_loss_top10%': np.float64(56.1499438735674), 'test_avg_loss_cos1': np.float64(0.987687767539933), 'test_avg_loss_entropy': np.float64(2.29039373070509), 'val_loss_std': np.float64(23614.00788602472), 'val_loss_bottom_decile': np.float64(126348.84020996094), 'val_loss_top_decile': np.float64(201485.75549316406), 'val_loss_min': np.float64(110057.20678710938), 'val_loss_max': np.float64(201485.75549316406), 'val_loss_bottom10%': np.float64(110057.20678710938), 'val_loss_top10%': np.float64(201485.75549316406), 'val_loss_cos1': np.float64(0.9874121301137647), 'val_loss_entropy': np.float64(2.290109768153354), 'val_avg_loss_std': np.float64(6.96167685319125), 'val_avg_loss_bottom_decile': np.float64(37.24906845812528), 'val_avg_loss_top_decile': np.float64(59.400281690201666), 'val_avg_loss_min': np.float64(32.44611049148271), 'val_avg_loss_max': np.float64(59.400281690201666), 'val_avg_loss_bottom10%': np.float64(32.44611049148271), 'val_avg_loss_top10%': np.float64(59.400281690201666), 'val_avg_loss_cos1': np.float64(0.9874121301137646), 'val_avg_loss_entropy': np.float64(2.2901097681539233)}}
|
|
{'Role': 'Server #', 'Round': 4, 'Results_weighted_avg': {'test_loss': np.float64(138694.64759521483), 'test_avg_loss': np.float64(40.888752239155316), 'test_total': np.float64(3392.0), 'val_loss': np.float64(146158.25205688475), 'val_avg_loss': np.float64(43.089107328091025), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(138694.64759521483), 'test_avg_loss': np.float64(40.88875223915532), 'test_total': np.float64(3392.0), 'val_loss': np.float64(146158.25205688475), 'val_avg_loss': np.float64(43.08910732809103), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(22148.547866138524), 'test_loss_bottom_decile': np.float64(120043.34869384766), 'test_loss_top_decile': np.float64(189167.12426757812), 'test_loss_min': np.float64(103980.8091430664), 'test_loss_max': np.float64(189167.12426757812), 'test_loss_bottom10%': np.float64(103980.8091430664), 'test_loss_top10%': np.float64(189167.12426757812), 'test_loss_cos1': np.float64(0.9874879006205851), 'test_loss_entropy': np.float64(2.29019007818216), 'test_avg_loss_std': np.float64(6.529642649215368), 'test_avg_loss_bottom_decile': np.float64(35.39013817625226), 'test_avg_loss_top_decile': np.float64(55.768609748696385), 'test_avg_loss_min': np.float64(30.65471967661156), 'test_avg_loss_max': np.float64(55.768609748696385), 'test_avg_loss_bottom10%': np.float64(30.65471967661156), 'test_avg_loss_top10%': np.float64(55.768609748696385), 'test_avg_loss_cos1': np.float64(0.9874879006205852), 'test_avg_loss_entropy': np.float64(2.290190078182761), 'val_loss_std': np.float64(23618.425802211794), 'val_loss_bottom_decile': np.float64(124813.17022705078), 'val_loss_top_decile': np.float64(200343.60278320312), 'val_loss_min': np.float64(108864.91607666016), 'val_loss_max': np.float64(200343.60278320312), 'val_loss_bottom10%': np.float64(108864.91607666016), 'val_loss_top10%': np.float64(200343.60278320312), 'val_loss_cos1': np.float64(0.9871938130291844), 'val_loss_entropy': np.float64(2.289894776877898), 'val_avg_loss_std': np.float64(6.962979304897346), 'val_avg_loss_bottom_decile': np.float64(36.79633556222016), 'val_avg_loss_top_decile': np.float64(59.06356214127451), 'val_avg_loss_min': np.float64(32.0946096924116), 'val_avg_loss_max': np.float64(59.06356214127451), 'val_avg_loss_bottom10%': np.float64(32.0946096924116), 'val_avg_loss_top10%': np.float64(59.06356214127451), 'val_avg_loss_cos1': np.float64(0.9871938130291847), 'val_avg_loss_entropy': np.float64(2.289894776878482)}}
|
|
{'Role': 'Server #', 'Round': 5, 'Results_weighted_avg': {'test_loss': np.float64(138173.9913696289), 'test_avg_loss': np.float64(40.73525688963117), 'test_total': np.float64(3392.0), 'val_loss': np.float64(145594.70137939454), 'val_avg_loss': np.float64(42.92296620854792), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(138173.9913696289), 'test_avg_loss': np.float64(40.73525688963116), 'test_total': np.float64(3392.0), 'val_loss': np.float64(145594.70137939454), 'val_avg_loss': np.float64(42.92296620854792), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21606.329539066053), 'test_loss_bottom_decile': np.float64(119766.55236816406), 'test_loss_top_decile': np.float64(187450.91748046875), 'test_loss_min': np.float64(103775.61627197266), 'test_loss_max': np.float64(187450.91748046875), 'test_loss_bottom10%': np.float64(103775.61627197266), 'test_loss_top10%': np.float64(187450.91748046875), 'test_loss_cos1': np.float64(0.9879938753525193), 'test_loss_entropy': np.float64(2.2906789810291297), 'test_avg_loss_std': np.float64(6.369790548073721), 'test_avg_loss_bottom_decile': np.float64(35.30853548589742), 'test_avg_loss_top_decile': np.float64(55.26265255910046), 'test_avg_loss_min': np.float64(30.594226495274956), 'test_avg_loss_max': np.float64(55.26265255910046), 'test_avg_loss_bottom10%': np.float64(30.594226495274956), 'test_avg_loss_top10%': np.float64(55.26265255910046), 'test_avg_loss_cos1': np.float64(0.9879938753525194), 'test_avg_loss_entropy': np.float64(2.2906789810297097), 'val_loss_std': np.float64(23042.548016574867), 'val_loss_bottom_decile': np.float64(124543.08666992188), 'val_loss_top_decile': np.float64(198748.14489746094), 'val_loss_min': np.float64(108704.72882080078), 'val_loss_max': np.float64(198748.14489746094), 'val_loss_bottom10%': np.float64(108704.72882080078), 'val_loss_top10%': np.float64(198748.14489746094), 'val_loss_cos1': np.float64(0.9877065588393421), 'val_loss_entropy': np.float64(2.290403200352771), 'val_avg_loss_std': np.float64(6.793204014320422), 'val_avg_loss_bottom_decile': np.float64(36.71671187202885), 'val_avg_loss_top_decile': np.float64(58.593203094770324), 'val_avg_loss_min': np.float64(32.047384675943626), 'val_avg_loss_max': np.float64(58.593203094770324), 'val_avg_loss_bottom10%': np.float64(32.047384675943626), 'val_avg_loss_top10%': np.float64(58.593203094770324), 'val_avg_loss_cos1': np.float64(0.9877065588393419), 'val_avg_loss_entropy': np.float64(2.290403200353334)}}
|
|
{'Role': 'Server #', 'Round': 6, 'Results_weighted_avg': {'test_loss': np.float64(137039.82682495116), 'test_avg_loss': np.float64(40.40089234226155), 'test_total': np.float64(3392.0), 'val_loss': np.float64(144473.78549194336), 'val_avg_loss': np.float64(42.59250751531349), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(137039.82682495116), 'test_avg_loss': np.float64(40.40089234226155), 'test_total': np.float64(3392.0), 'val_loss': np.float64(144473.78549194336), 'val_avg_loss': np.float64(42.59250751531349), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21210.51916189944), 'test_loss_bottom_decile': np.float64(119205.85925292969), 'test_loss_top_decile': np.float64(185411.93359375), 'test_loss_min': np.float64(102951.19372558594), 'test_loss_max': np.float64(185411.93359375), 'test_loss_bottom10%': np.float64(102951.19372558594), 'test_loss_top10%': np.float64(185411.93359375), 'test_loss_cos1': np.float64(0.9882331419216952), 'test_loss_entropy': np.float64(2.2909121596881765), 'test_avg_loss_std': np.float64(6.2531011680128055), 'test_avg_loss_bottom_decile': np.float64(35.143236808057104), 'test_avg_loss_top_decile': np.float64(54.661537026459314), 'test_avg_loss_min': np.float64(30.35117739551472), 'test_avg_loss_max': np.float64(54.661537026459314), 'test_avg_loss_bottom10%': np.float64(30.35117739551472), 'test_avg_loss_top10%': np.float64(54.661537026459314), 'test_avg_loss_cos1': np.float64(0.9882331419216952), 'test_avg_loss_entropy': np.float64(2.2909121596887503), 'val_loss_std': np.float64(22691.076322645033), 'val_loss_bottom_decile': np.float64(123912.88763427734), 'val_loss_top_decile': np.float64(196734.90307617188), 'val_loss_min': np.float64(107804.20880126953), 'val_loss_max': np.float64(196734.90307617188), 'val_loss_bottom10%': np.float64(107804.20880126953), 'val_loss_top10%': np.float64(196734.90307617188), 'val_loss_cos1': np.float64(0.9878896502184148), 'val_loss_entropy': np.float64(2.2905765728059597), 'val_avg_loss_std': np.float64(6.689586180025069), 'val_avg_loss_bottom_decile': np.float64(36.53092206199214), 'val_avg_loss_top_decile': np.float64(57.99967661443746), 'val_avg_loss_min': np.float64(31.781901179619556), 'val_avg_loss_max': np.float64(57.99967661443746), 'val_avg_loss_bottom10%': np.float64(31.781901179619556), 'val_avg_loss_top10%': np.float64(57.99967661443746), 'val_avg_loss_cos1': np.float64(0.9878896502184152), 'val_avg_loss_entropy': np.float64(2.2905765728065193)}}
|
|
{'Role': 'Server #', 'Round': 7, 'Results_weighted_avg': {'test_loss': np.float64(136845.36884155273), 'test_avg_loss': np.float64(40.343563927344555), 'test_total': np.float64(3392.0), 'val_loss': np.float64(144234.92805786134), 'val_avg_loss': np.float64(42.522089639699686), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(136845.36884155273), 'test_avg_loss': np.float64(40.34356392734456), 'test_total': np.float64(3392.0), 'val_loss': np.float64(144234.92805786134), 'val_avg_loss': np.float64(42.52208963969968), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20796.276490540222), 'test_loss_bottom_decile': np.float64(118879.65606689453), 'test_loss_top_decile': np.float64(184257.5439453125), 'test_loss_min': np.float64(103092.53173828125), 'test_loss_max': np.float64(184257.5439453125), 'test_loss_bottom10%': np.float64(103092.53173828125), 'test_loss_top10%': np.float64(184257.5439453125), 'test_loss_cos1': np.float64(0.9886489239554507), 'test_loss_entropy': np.float64(2.291319297238714), 'test_avg_loss_std': np.float64(6.130977738956433), 'test_avg_loss_bottom_decile': np.float64(35.04706841594768), 'test_avg_loss_top_decile': np.float64(54.32120988953788), 'test_avg_loss_min': np.float64(30.392845441710275), 'test_avg_loss_max': np.float64(54.32120988953788), 'test_avg_loss_bottom10%': np.float64(30.392845441710275), 'test_avg_loss_top10%': np.float64(54.32120988953788), 'test_avg_loss_cos1': np.float64(0.9886489239554508), 'test_avg_loss_entropy': np.float64(2.2913192972392684), 'val_loss_std': np.float64(22305.965289743828), 'val_loss_bottom_decile': np.float64(123613.21606445312), 'val_loss_top_decile': np.float64(195495.5762939453), 'val_loss_min': np.float64(107744.1039428711), 'val_loss_max': np.float64(195495.5762939453), 'val_loss_bottom10%': np.float64(107744.1039428711), 'val_loss_top10%': np.float64(195495.5762939453), 'val_loss_cos1': np.float64(0.9882519681717001), 'val_loss_entropy': np.float64(2.29092196986381), 'val_avg_loss_std': np.float64(6.576051087778252), 'val_avg_loss_bottom_decile': np.float64(36.442575490699625), 'val_avg_loss_top_decile': np.float64(57.63430904892256), 'val_avg_loss_min': np.float64(31.764181586931336), 'val_avg_loss_max': np.float64(57.63430904892256), 'val_avg_loss_bottom10%': np.float64(31.764181586931336), 'val_avg_loss_top10%': np.float64(57.63430904892256), 'val_avg_loss_cos1': np.float64(0.9882519681717001), 'val_avg_loss_entropy': np.float64(2.2909219698643546)}}
|
|
{'Role': 'Server #', 'Round': 8, 'Results_weighted_avg': {'test_loss': np.float64(136211.80379028321), 'test_avg_loss': np.float64(40.15678177779576), 'test_total': np.float64(3392.0), 'val_loss': np.float64(143634.32288818358), 'val_avg_loss': np.float64(42.34502443637488), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(136211.80379028321), 'test_avg_loss': np.float64(40.15678177779576), 'test_total': np.float64(3392.0), 'val_loss': np.float64(143634.32288818358), 'val_avg_loss': np.float64(42.34502443637488), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20758.533205383395), 'test_loss_bottom_decile': np.float64(118608.3695678711), 'test_loss_top_decile': np.float64(183344.24475097656), 'test_loss_min': np.float64(101994.61267089844), 'test_loss_max': np.float64(183344.24475097656), 'test_loss_bottom10%': np.float64(101994.61267089844), 'test_loss_top10%': np.float64(183344.24475097656), 'test_loss_cos1': np.float64(0.9885857286474521), 'test_loss_entropy': np.float64(2.2912398428441136), 'test_avg_loss_std': np.float64(6.119850591209726), 'test_avg_loss_bottom_decile': np.float64(34.96709008486766), 'test_avg_loss_top_decile': np.float64(54.051958947811485), 'test_avg_loss_min': np.float64(30.06916647137336), 'test_avg_loss_max': np.float64(54.051958947811485), 'test_avg_loss_bottom10%': np.float64(30.06916647137336), 'test_avg_loss_top10%': np.float64(54.051958947811485), 'test_avg_loss_cos1': np.float64(0.988585728647452), 'test_avg_loss_entropy': np.float64(2.291239842844675), 'val_loss_std': np.float64(22297.766770630893), 'val_loss_bottom_decile': np.float64(123384.71960449219), 'val_loss_top_decile': np.float64(194756.39135742188), 'val_loss_min': np.float64(106693.86309814453), 'val_loss_max': np.float64(194756.39135742188), 'val_loss_bottom10%': np.float64(106693.86309814453), 'val_loss_top10%': np.float64(194756.39135742188), 'val_loss_cos1': np.float64(0.9881638081006076), 'val_loss_entropy': np.float64(2.2908197311276), 'val_avg_loss_std': np.float64(6.573634071530333), 'val_avg_loss_bottom_decile': np.float64(36.37521214755076), 'val_avg_loss_top_decile': np.float64(57.41638896150409), 'val_avg_loss_min': np.float64(31.45455869638695), 'val_avg_loss_max': np.float64(57.41638896150409), 'val_avg_loss_bottom10%': np.float64(31.45455869638695), 'val_avg_loss_top10%': np.float64(57.41638896150409), 'val_avg_loss_cos1': np.float64(0.9881638081006078), 'val_avg_loss_entropy': np.float64(2.2908197311281526)}}
|
|
{'Role': 'Server #', 'Round': 9, 'Results_weighted_avg': {'test_loss': np.float64(136046.06925659179), 'test_avg_loss': np.float64(40.10792136102353), 'test_total': np.float64(3392.0), 'val_loss': np.float64(143490.7762145996), 'val_avg_loss': np.float64(42.30270525194564), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(136046.06925659179), 'test_avg_loss': np.float64(40.10792136102352), 'test_total': np.float64(3392.0), 'val_loss': np.float64(143490.7762145996), 'val_avg_loss': np.float64(42.302705251945646), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20579.725024555606), 'test_loss_bottom_decile': np.float64(119154.94079589844), 'test_loss_top_decile': np.float64(182413.6798095703), 'test_loss_min': np.float64(101390.87579345703), 'test_loss_max': np.float64(182413.6798095703), 'test_loss_bottom10%': np.float64(101390.87579345703), 'test_loss_top10%': np.float64(182413.6798095703), 'test_loss_cos1': np.float64(0.9887513391484753), 'test_loss_entropy': np.float64(2.2913763866582273), 'test_avg_loss_std': np.float64(6.067135915258138), 'test_avg_loss_bottom_decile': np.float64(35.12822547048893), 'test_avg_loss_top_decile': np.float64(53.77761786838747), 'test_avg_loss_min': np.float64(29.891178005146532), 'test_avg_loss_max': np.float64(53.77761786838747), 'test_avg_loss_bottom10%': np.float64(29.891178005146532), 'test_avg_loss_top10%': np.float64(53.77761786838747), 'test_avg_loss_cos1': np.float64(0.9887513391484756), 'test_avg_loss_entropy': np.float64(2.2913763866587833), 'val_loss_std': np.float64(22118.77177019004), 'val_loss_bottom_decile': np.float64(123882.80352783203), 'val_loss_top_decile': np.float64(193825.53540039062), 'val_loss_min': np.float64(106003.0493774414), 'val_loss_max': np.float64(193825.53540039062), 'val_loss_bottom10%': np.float64(106003.0493774414), 'val_loss_top10%': np.float64(193825.53540039062), 'val_loss_cos1': np.float64(0.9883268661173946), 'val_loss_entropy': np.float64(2.2909513675988604), 'val_avg_loss_std': np.float64(6.520864319041874), 'val_avg_loss_bottom_decile': np.float64(36.522052926837276), 'val_avg_loss_top_decile': np.float64(57.14196208737931), 'val_avg_loss_min': np.float64(31.25089899099098), 'val_avg_loss_max': np.float64(57.14196208737931), 'val_avg_loss_bottom10%': np.float64(31.25089899099098), 'val_avg_loss_top10%': np.float64(57.14196208737931), 'val_avg_loss_cos1': np.float64(0.988326866117395), 'val_avg_loss_entropy': np.float64(2.2909513675994075)}}
|
|
{'Role': 'Server #', 'Round': 10, 'Results_weighted_avg': {'test_loss': np.float64(136078.66691284179), 'test_avg_loss': np.float64(40.1175315191161), 'test_total': np.float64(3392.0), 'val_loss': np.float64(143445.23366088868), 'val_avg_loss': np.float64(42.28927879153557), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(136078.66691284179), 'test_avg_loss': np.float64(40.1175315191161), 'test_total': np.float64(3392.0), 'val_loss': np.float64(143445.23366088868), 'val_avg_loss': np.float64(42.28927879153557), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20519.149538198788), 'test_loss_bottom_decile': np.float64(118832.01281738281), 'test_loss_top_decile': np.float64(182035.63122558594), 'test_loss_min': np.float64(101354.09478759766), 'test_loss_max': np.float64(182035.63122558594), 'test_loss_bottom10%': np.float64(101354.09478759766), 'test_loss_top10%': np.float64(182035.63122558594), 'test_loss_cos1': np.float64(0.9888216243966298), 'test_loss_entropy': np.float64(2.291433684920995), 'test_avg_loss_std': np.float64(6.049277576119926), 'test_avg_loss_bottom_decile': np.float64(35.03302264663408), 'test_avg_loss_top_decile': np.float64(53.66616486603359), 'test_avg_loss_min': np.float64(29.88033454823044), 'test_avg_loss_max': np.float64(53.66616486603359), 'test_avg_loss_bottom10%': np.float64(29.88033454823044), 'test_avg_loss_top10%': np.float64(53.66616486603359), 'test_avg_loss_cos1': np.float64(0.9888216243966299), 'test_avg_loss_entropy': np.float64(2.291433684921549), 'val_loss_std': np.float64(22047.53652212314), 'val_loss_bottom_decile': np.float64(123514.01086425781), 'val_loss_top_decile': np.float64(193253.1258544922), 'val_loss_min': np.float64(105872.18420410156), 'val_loss_max': np.float64(193253.1258544922), 'val_loss_bottom10%': np.float64(105872.18420410156), 'val_loss_top10%': np.float64(193253.1258544922), 'val_loss_cos1': np.float64(0.9883933937009768), 'val_loss_entropy': np.float64(2.290999821537766), 'val_avg_loss_std': np.float64(6.499863361474982), 'val_avg_loss_bottom_decile': np.float64(36.41332867460431), 'val_avg_loss_top_decile': np.float64(56.973209273140384), 'val_avg_loss_min': np.float64(31.212318456397867), 'val_avg_loss_max': np.float64(56.973209273140384), 'val_avg_loss_bottom10%': np.float64(31.212318456397867), 'val_avg_loss_top10%': np.float64(56.973209273140384), 'val_avg_loss_cos1': np.float64(0.9883933937009766), 'val_avg_loss_entropy': np.float64(2.290999821538312)}}
|
|
{'Role': 'Server #', 'Round': 11, 'Results_weighted_avg': {'test_loss': np.float64(134367.3614379883), 'test_avg_loss': np.float64(39.61301929185975), 'test_total': np.float64(3392.0), 'val_loss': np.float64(141704.18682250977), 'val_avg_loss': np.float64(41.775998473617264), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(134367.3614379883), 'test_avg_loss': np.float64(39.61301929185975), 'test_total': np.float64(3392.0), 'val_loss': np.float64(141704.18682250977), 'val_avg_loss': np.float64(41.775998473617264), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20148.954411764422), 'test_loss_bottom_decile': np.float64(117319.30853271484), 'test_loss_top_decile': np.float64(179355.08081054688), 'test_loss_min': np.float64(100257.52276611328), 'test_loss_max': np.float64(179355.08081054688), 'test_loss_bottom10%': np.float64(100257.52276611328), 'test_loss_top10%': np.float64(179355.08081054688), 'test_loss_cos1': np.float64(0.9889429918561861), 'test_loss_entropy': np.float64(2.2915519324519695), 'test_avg_loss_std': np.float64(5.9401398619588495), 'test_avg_loss_bottom_decile': np.float64(34.5870602985598), 'test_avg_loss_top_decile': np.float64(52.87590825782632), 'test_avg_loss_min': np.float64(29.557052702273964), 'test_avg_loss_max': np.float64(52.87590825782632), 'test_avg_loss_bottom10%': np.float64(29.557052702273964), 'test_avg_loss_top10%': np.float64(52.87590825782632), 'test_avg_loss_cos1': np.float64(0.9889429918561858), 'test_avg_loss_entropy': np.float64(2.291551932452524), 'val_loss_std': np.float64(21797.847228149414), 'val_loss_bottom_decile': np.float64(121924.97399902344), 'val_loss_top_decile': np.float64(190688.0938720703), 'val_loss_min': np.float64(104623.59594726562), 'val_loss_max': np.float64(190688.0938720703), 'val_loss_bottom10%': np.float64(104623.59594726562), 'val_loss_top10%': np.float64(190688.0938720703), 'val_loss_cos1': np.float64(0.988374629324277), 'val_loss_entropy': np.float64(2.29097246657299), 'val_avg_loss_std': np.float64(6.426252130940276), 'val_avg_loss_bottom_decile': np.float64(35.94486261763662), 'val_avg_loss_top_decile': np.float64(56.217008806624506), 'val_avg_loss_min': np.float64(30.844220503321235), 'val_avg_loss_max': np.float64(56.217008806624506), 'val_avg_loss_bottom10%': np.float64(30.844220503321235), 'val_avg_loss_top10%': np.float64(56.217008806624506), 'val_avg_loss_cos1': np.float64(0.988374629324277), 'val_avg_loss_entropy': np.float64(2.2909724665735443)}}
|
|
{'Role': 'Server #', 'Round': 12, 'Results_weighted_avg': {'test_loss': np.float64(134196.31818847655), 'test_avg_loss': np.float64(39.56259380556502), 'test_total': np.float64(3392.0), 'val_loss': np.float64(141532.16149902344), 'val_avg_loss': np.float64(41.725283460797), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(134196.31818847655), 'test_avg_loss': np.float64(39.56259380556502), 'test_total': np.float64(3392.0), 'val_loss': np.float64(141532.16149902344), 'val_avg_loss': np.float64(41.72528346079701), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20224.584570087856), 'test_loss_bottom_decile': np.float64(117355.3271484375), 'test_loss_top_decile': np.float64(179428.64013671875), 'test_loss_min': np.float64(100158.67657470703), 'test_loss_max': np.float64(179428.64013671875), 'test_loss_bottom10%': np.float64(100158.67657470703), 'test_loss_top10%': np.float64(179428.64013671875), 'test_loss_cos1': np.float64(0.9888332759106755), 'test_loss_entropy': np.float64(2.2914521071475935), 'test_avg_loss_std': np.float64(5.962436488823071), 'test_avg_loss_bottom_decile': np.float64(34.59767899423275), 'test_avg_loss_top_decile': np.float64(52.897594379928876), 'test_avg_loss_min': np.float64(29.527911726033913), 'test_avg_loss_max': np.float64(52.897594379928876), 'test_avg_loss_bottom10%': np.float64(29.527911726033913), 'test_avg_loss_top10%': np.float64(52.897594379928876), 'test_avg_loss_cos1': np.float64(0.9888332759106754), 'test_avg_loss_entropy': np.float64(2.2914521071481535), 'val_loss_std': np.float64(21842.45942510856), 'val_loss_bottom_decile': np.float64(121959.15362548828), 'val_loss_top_decile': np.float64(190602.90002441406), 'val_loss_min': np.float64(104509.029296875), 'val_loss_max': np.float64(190602.90002441406), 'val_loss_bottom10%': np.float64(104509.029296875), 'val_loss_top10%': np.float64(190602.90002441406), 'val_loss_cos1': np.float64(0.9882999308333759), 'val_loss_entropy': np.float64(2.2909026672179476), 'val_avg_loss_std': np.float64(6.439404311647571), 'val_avg_loss_bottom_decile': np.float64(35.95493915845763), 'val_avg_loss_top_decile': np.float64(56.19189269587679), 'val_avg_loss_min': np.float64(30.810444957805128), 'val_avg_loss_max': np.float64(56.19189269587679), 'val_avg_loss_bottom10%': np.float64(30.810444957805128), 'val_avg_loss_top10%': np.float64(56.19189269587679), 'val_avg_loss_cos1': np.float64(0.9882999308333759), 'val_avg_loss_entropy': np.float64(2.2909026672185053)}}
|
|
{'Role': 'Server #', 'Round': 13, 'Results_weighted_avg': {'test_loss': np.float64(134385.27842407225), 'test_avg_loss': np.float64(39.61830142219112), 'test_total': np.float64(3392.0), 'val_loss': np.float64(141654.88938598632), 'val_avg_loss': np.float64(41.76146503124597), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(134385.27842407225), 'test_avg_loss': np.float64(39.61830142219112), 'test_total': np.float64(3392.0), 'val_loss': np.float64(141654.88938598632), 'val_avg_loss': np.float64(41.76146503124596), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20693.99750565794), 'test_loss_bottom_decile': np.float64(116936.1304321289), 'test_loss_top_decile': np.float64(180679.0780029297), 'test_loss_min': np.float64(99839.27764892578), 'test_loss_max': np.float64(180679.0780029297), 'test_loss_bottom10%': np.float64(99839.27764892578), 'test_loss_top10%': np.float64(180679.0780029297), 'test_loss_cos1': np.float64(0.9883503118616187), 'test_loss_entropy': np.float64(2.290975174730576), 'test_avg_loss_std': np.float64(6.1008247363378345), 'test_avg_loss_bottom_decile': np.float64(34.47409505664178), 'test_avg_loss_top_decile': np.float64(53.26623761878823), 'test_avg_loss_min': np.float64(29.433749306876706), 'test_avg_loss_max': np.float64(53.26623761878823), 'test_avg_loss_bottom10%': np.float64(29.433749306876706), 'test_avg_loss_top10%': np.float64(53.26623761878823), 'test_avg_loss_cos1': np.float64(0.9883503118616188), 'test_avg_loss_entropy': np.float64(2.2909751747311593), 'val_loss_std': np.float64(22300.411277575018), 'val_loss_bottom_decile': np.float64(121508.03918457031), 'val_loss_top_decile': np.float64(191754.5692138672), 'val_loss_min': np.float64(104116.2007446289), 'val_loss_max': np.float64(191754.5692138672), 'val_loss_bottom10%': np.float64(104116.2007446289), 'val_loss_top10%': np.float64(191754.5692138672), 'val_loss_cos1': np.float64(0.9878339279408981), 'val_loss_entropy': np.float64(2.290440631926102), 'val_avg_loss_std': np.float64(6.574413702115277), 'val_avg_loss_bottom_decile': np.float64(35.821945514319076), 'val_avg_loss_top_decile': np.float64(56.53141781069198), 'val_avg_loss_min': np.float64(30.694634653487295), 'val_avg_loss_max': np.float64(56.53141781069198), 'val_avg_loss_bottom10%': np.float64(30.694634653487295), 'val_avg_loss_top10%': np.float64(56.53141781069198), 'val_avg_loss_cos1': np.float64(0.987833927940898), 'val_avg_loss_entropy': np.float64(2.2904406319266806)}}
|
|
{'Role': 'Server #', 'Round': 14, 'Results_weighted_avg': {'test_loss': np.float64(134602.05383911132), 'test_avg_loss': np.float64(39.68220926860593), 'test_total': np.float64(3392.0), 'val_loss': np.float64(141855.77404785156), 'val_avg_loss': np.float64(41.82068810372982), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(134602.05383911132), 'test_avg_loss': np.float64(39.68220926860594), 'test_total': np.float64(3392.0), 'val_loss': np.float64(141855.77404785156), 'val_avg_loss': np.float64(41.82068810372982), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20838.950961719605), 'test_loss_bottom_decile': np.float64(116673.3920288086), 'test_loss_top_decile': np.float64(180968.86572265625), 'test_loss_min': np.float64(100100.51177978516), 'test_loss_max': np.float64(180968.86572265625), 'test_loss_bottom10%': np.float64(100100.51177978516), 'test_loss_top10%': np.float64(180968.86572265625), 'test_loss_cos1': np.float64(0.9882267695944225), 'test_loss_entropy': np.float64(2.290848568175532), 'test_avg_loss_std': np.float64(6.143558656167336), 'test_avg_loss_bottom_decile': np.float64(34.39663680094593), 'test_avg_loss_top_decile': np.float64(53.35167031917932), 'test_avg_loss_min': np.float64(29.510764086021567), 'test_avg_loss_max': np.float64(53.35167031917932), 'test_avg_loss_bottom10%': np.float64(29.510764086021567), 'test_avg_loss_top10%': np.float64(53.35167031917932), 'test_avg_loss_cos1': np.float64(0.9882267695944228), 'test_avg_loss_entropy': np.float64(2.2908485681761204), 'val_loss_std': np.float64(22400.62001172411), 'val_loss_bottom_decile': np.float64(121257.21514892578), 'val_loss_top_decile': np.float64(191931.13696289062), 'val_loss_min': np.float64(104477.16723632812), 'val_loss_max': np.float64(191931.13696289062), 'val_loss_bottom10%': np.float64(104477.16723632812), 'val_loss_top10%': np.float64(191931.13696289062), 'val_loss_cos1': np.float64(0.9877604551946676), 'val_loss_entropy': np.float64(2.290365895995691), 'val_avg_loss_std': np.float64(6.603956371380928), 'val_avg_loss_bottom_decile': np.float64(35.74799974909369), 'val_avg_loss_top_decile': np.float64(56.58347198198427), 'val_avg_loss_min': np.float64(30.80105166165334), 'val_avg_loss_max': np.float64(56.58347198198427), 'val_avg_loss_bottom10%': np.float64(30.80105166165334), 'val_avg_loss_top10%': np.float64(56.58347198198427), 'val_avg_loss_cos1': np.float64(0.9877604551946676), 'val_avg_loss_entropy': np.float64(2.290365895996273)}}
|
|
{'Role': 'Server #', 'Round': 15, 'Results_weighted_avg': {'test_loss': np.float64(134086.12073364257), 'test_avg_loss': np.float64(39.530106348361606), 'test_total': np.float64(3392.0), 'val_loss': np.float64(141325.02502441406), 'val_avg_loss': np.float64(41.664217283140935), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(134086.12073364257), 'test_avg_loss': np.float64(39.53010634836161), 'test_total': np.float64(3392.0), 'val_loss': np.float64(141325.02502441406), 'val_avg_loss': np.float64(41.66421728314094), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21081.79230277611), 'test_loss_bottom_decile': np.float64(116828.46765136719), 'test_loss_top_decile': np.float64(181281.4686279297), 'test_loss_min': np.float64(99339.93145751953), 'test_loss_max': np.float64(181281.4686279297), 'test_loss_bottom10%': np.float64(99339.93145751953), 'test_loss_top10%': np.float64(181281.4686279297), 'test_loss_cos1': np.float64(0.9878645627408961), 'test_loss_entropy': np.float64(2.29050306434338), 'test_avg_loss_std': np.float64(6.215151032658052), 'test_avg_loss_bottom_decile': np.float64(34.44235485004929), 'test_avg_loss_top_decile': np.float64(53.443829194554745), 'test_avg_loss_min': np.float64(29.28653639667439), 'test_avg_loss_max': np.float64(53.443829194554745), 'test_avg_loss_bottom10%': np.float64(29.28653639667439), 'test_avg_loss_top10%': np.float64(53.443829194554745), 'test_avg_loss_cos1': np.float64(0.9878645627408958), 'test_avg_loss_entropy': np.float64(2.2905030643439876), 'val_loss_std': np.float64(22680.227805950275), 'val_loss_bottom_decile': np.float64(121477.21966552734), 'val_loss_top_decile': np.float64(192218.24084472656), 'val_loss_min': np.float64(103637.60864257812), 'val_loss_max': np.float64(192218.24084472656), 'val_loss_bottom10%': np.float64(103637.60864257812), 'val_loss_top10%': np.float64(192218.24084472656), 'val_loss_cos1': np.float64(0.9873661629457576), 'val_loss_entropy': np.float64(2.289984716063228), 'val_avg_loss_std': np.float64(6.686387914490058), 'val_avg_loss_bottom_decile': np.float64(35.812859571204996), 'val_avg_loss_top_decile': np.float64(56.66811345658213), 'val_avg_loss_min': np.float64(30.55354028377893), 'val_avg_loss_max': np.float64(56.66811345658213), 'val_avg_loss_bottom10%': np.float64(30.55354028377893), 'val_avg_loss_top10%': np.float64(56.66811345658213), 'val_avg_loss_cos1': np.float64(0.9873661629457579), 'val_avg_loss_entropy': np.float64(2.289984716063829)}}
|
|
{'Role': 'Server #', 'Round': 16, 'Results_weighted_avg': {'test_loss': np.float64(133800.54920043945), 'test_avg_loss': np.float64(39.445916627488046), 'test_total': np.float64(3392.0), 'val_loss': np.float64(140963.82268066407), 'val_avg_loss': np.float64(41.5577307431203), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(133800.54920043945), 'test_avg_loss': np.float64(39.445916627488046), 'test_total': np.float64(3392.0), 'val_loss': np.float64(140963.82268066407), 'val_avg_loss': np.float64(41.557730743120295), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21108.03833084827), 'test_loss_bottom_decile': np.float64(115747.27459716797), 'test_loss_top_decile': np.float64(181286.9034423828), 'test_loss_min': np.float64(99443.27130126953), 'test_loss_max': np.float64(181286.9034423828), 'test_loss_bottom10%': np.float64(99443.27130126953), 'test_loss_top10%': np.float64(181286.9034423828), 'test_loss_cos1': np.float64(0.98778384214954), 'test_loss_entropy': np.float64(2.2904388651199152), 'test_avg_loss_std': np.float64(6.22288865885857), 'test_avg_loss_bottom_decile': np.float64(34.123606897749994), 'test_avg_loss_top_decile': np.float64(53.44543143938173), 'test_avg_loss_min': np.float64(29.317002152496915), 'test_avg_loss_max': np.float64(53.44543143938173), 'test_avg_loss_bottom10%': np.float64(29.317002152496915), 'test_avg_loss_top10%': np.float64(53.44543143938173), 'test_avg_loss_cos1': np.float64(0.98778384214954), 'test_avg_loss_entropy': np.float64(2.2904388651205267), 'val_loss_std': np.float64(22784.458132116815), 'val_loss_bottom_decile': np.float64(120361.42291259766), 'val_loss_top_decile': np.float64(192253.14318847656), 'val_loss_min': np.float64(103597.76794433594), 'val_loss_max': np.float64(192253.14318847656), 'val_loss_bottom10%': np.float64(103597.76794433594), 'val_loss_top10%': np.float64(192253.14318847656), 'val_loss_cos1': np.float64(0.9871878286626217), 'val_loss_entropy': np.float64(2.2898181398079065), 'val_avg_loss_std': np.float64(6.71711619460991), 'val_avg_loss_bottom_decile': np.float64(35.48391005677997), 'val_avg_loss_top_decile': np.float64(56.6784030626405), 'val_avg_loss_min': np.float64(30.54179479491036), 'val_avg_loss_max': np.float64(56.6784030626405), 'val_avg_loss_bottom10%': np.float64(30.54179479491036), 'val_avg_loss_top10%': np.float64(56.6784030626405), 'val_avg_loss_cos1': np.float64(0.9871878286626216), 'val_avg_loss_entropy': np.float64(2.289818139808517)}}
|
|
{'Role': 'Server #', 'Round': 17, 'Results_weighted_avg': {'test_loss': np.float64(132589.36567993165), 'test_avg_loss': np.float64(39.08884601413079), 'test_total': np.float64(3392.0), 'val_loss': np.float64(139756.69636230468), 'val_avg_loss': np.float64(41.201856238887), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(132589.36567993165), 'test_avg_loss': np.float64(39.088846014130795), 'test_total': np.float64(3392.0), 'val_loss': np.float64(139756.69636230468), 'val_avg_loss': np.float64(41.201856238887004), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20985.48682437793), 'test_loss_bottom_decile': np.float64(114949.89056396484), 'test_loss_top_decile': np.float64(179637.39477539062), 'test_loss_min': np.float64(98301.30499267578), 'test_loss_max': np.float64(179637.39477539062), 'test_loss_bottom10%': np.float64(98301.30499267578), 'test_loss_top10%': np.float64(179637.39477539062), 'test_loss_cos1': np.float64(0.987705145829638), 'test_loss_entropy': np.float64(2.290353353746741), 'test_avg_loss_std': np.float64(6.186759087375569), 'test_avg_loss_bottom_decile': np.float64(33.88852905777266), 'test_avg_loss_top_decile': np.float64(52.95913761066941), 'test_avg_loss_min': np.float64(28.980337556803), 'test_avg_loss_max': np.float64(52.95913761066941), 'test_avg_loss_bottom10%': np.float64(28.980337556803), 'test_avg_loss_top10%': np.float64(52.95913761066941), 'test_avg_loss_cos1': np.float64(0.9877051458296381), 'test_avg_loss_entropy': np.float64(2.2903533537473626), 'val_loss_std': np.float64(22706.84936043956), 'val_loss_bottom_decile': np.float64(119515.5087890625), 'val_loss_top_decile': np.float64(190595.42236328125), 'val_loss_min': np.float64(102551.21270751953), 'val_loss_max': np.float64(190595.42236328125), 'val_loss_bottom10%': np.float64(102551.21270751953), 'val_loss_top10%': np.float64(190595.42236328125), 'val_loss_cos1': np.float64(0.9870567751121608), 'val_loss_entropy': np.float64(2.2896789794563643), 'val_avg_loss_std': np.float64(6.694236250129588), 'val_avg_loss_bottom_decile': np.float64(35.2345249967755), 'val_avg_loss_top_decile': np.float64(56.18968819672207), 'val_avg_loss_min': np.float64(30.23325846330175), 'val_avg_loss_max': np.float64(56.18968819672207), 'val_avg_loss_bottom10%': np.float64(30.23325846330175), 'val_avg_loss_top10%': np.float64(56.18968819672207), 'val_avg_loss_cos1': np.float64(0.987056775112161), 'val_avg_loss_entropy': np.float64(2.289678979456988)}}
|
|
{'Role': 'Server #', 'Round': 18, 'Results_weighted_avg': {'test_loss': np.float64(132484.4482421875), 'test_avg_loss': np.float64(39.05791516573924), 'test_total': np.float64(3392.0), 'val_loss': np.float64(139556.7752380371), 'val_avg_loss': np.float64(41.142917228194904), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(132484.4482421875), 'test_avg_loss': np.float64(39.05791516573924), 'test_total': np.float64(3392.0), 'val_loss': np.float64(139556.7752380371), 'val_avg_loss': np.float64(41.142917228194904), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20889.241765298833), 'test_loss_bottom_decile': np.float64(114694.76696777344), 'test_loss_top_decile': np.float64(179596.38903808594), 'test_loss_min': np.float64(98648.78991699219), 'test_loss_max': np.float64(179596.38903808594), 'test_loss_bottom10%': np.float64(98648.78991699219), 'test_loss_top10%': np.float64(179596.38903808594), 'test_loss_cos1': np.float64(0.9877966603134968), 'test_loss_entropy': np.float64(2.2904612580442216), 'test_avg_loss_std': np.float64(6.158384954392345), 'test_avg_loss_bottom_decile': np.float64(33.81331573342377), 'test_avg_loss_top_decile': np.float64(52.94704865509609), 'test_avg_loss_min': np.float64(29.082780046283073), 'test_avg_loss_max': np.float64(52.94704865509609), 'test_avg_loss_bottom10%': np.float64(29.082780046283073), 'test_avg_loss_top10%': np.float64(52.94704865509609), 'test_avg_loss_cos1': np.float64(0.9877966603134967), 'test_avg_loss_entropy': np.float64(2.2904612580448385), 'val_loss_std': np.float64(22646.99143804928), 'val_loss_bottom_decile': np.float64(119107.49841308594), 'val_loss_top_decile': np.float64(190535.53369140625), 'val_loss_min': np.float64(102818.04693603516), 'val_loss_max': np.float64(190535.53369140625), 'val_loss_bottom10%': np.float64(102818.04693603516), 'val_loss_top10%': np.float64(190535.53369140625), 'val_loss_cos1': np.float64(0.9870874078804207), 'val_loss_entropy': np.float64(2.2897269361206565), 'val_avg_loss_std': np.float64(6.676589456972076), 'val_avg_loss_bottom_decile': np.float64(35.114238918952225), 'val_avg_loss_top_decile': np.float64(56.17203233826835), 'val_avg_loss_min': np.float64(30.311924214633006), 'val_avg_loss_max': np.float64(56.17203233826835), 'val_avg_loss_bottom10%': np.float64(30.311924214633006), 'val_avg_loss_top10%': np.float64(56.17203233826835), 'val_avg_loss_cos1': np.float64(0.9870874078804212), 'val_avg_loss_entropy': np.float64(2.289726936121277)}}
|
|
{'Role': 'Server #', 'Round': 19, 'Results_weighted_avg': {'test_loss': np.float64(132152.56505126954), 'test_avg_loss': np.float64(38.960072243888426), 'test_total': np.float64(3392.0), 'val_loss': np.float64(139143.84235839843), 'val_avg_loss': np.float64(41.021179940565574), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(132152.56505126954), 'test_avg_loss': np.float64(38.960072243888426), 'test_total': np.float64(3392.0), 'val_loss': np.float64(139143.84235839843), 'val_avg_loss': np.float64(41.02117994056558), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21049.399448891774), 'test_loss_bottom_decile': np.float64(114551.49993896484), 'test_loss_top_decile': np.float64(179585.67431640625), 'test_loss_min': np.float64(98261.30212402344), 'test_loss_max': np.float64(179585.67431640625), 'test_loss_bottom10%': np.float64(98261.30212402344), 'test_loss_top10%': np.float64(179585.67431640625), 'test_loss_cos1': np.float64(0.9875511535122007), 'test_loss_entropy': np.float64(2.2902221549236015), 'test_avg_loss_std': np.float64(6.205601252621396), 'test_avg_loss_bottom_decile': np.float64(33.771078991440106), 'test_avg_loss_top_decile': np.float64(52.943889833846185), 'test_avg_loss_min': np.float64(28.968544258261627), 'test_avg_loss_max': np.float64(52.943889833846185), 'test_avg_loss_bottom10%': np.float64(28.968544258261627), 'test_avg_loss_top10%': np.float64(52.943889833846185), 'test_avg_loss_cos1': np.float64(0.9875511535122008), 'test_avg_loss_entropy': np.float64(2.290222154924231), 'val_loss_std': np.float64(22788.396540619433), 'val_loss_bottom_decile': np.float64(118940.78533935547), 'val_loss_top_decile': np.float64(190419.5166015625), 'val_loss_min': np.float64(102412.8735961914), 'val_loss_max': np.float64(190419.5166015625), 'val_loss_bottom10%': np.float64(102412.8735961914), 'val_loss_top10%': np.float64(190419.5166015625), 'val_loss_cos1': np.float64(0.9868526413640435), 'val_loss_entropy': np.float64(2.289499226556933), 'val_avg_loss_std': np.float64(6.718277282022239), 'val_avg_loss_bottom_decile': np.float64(35.06509001749866), 'val_avg_loss_top_decile': np.float64(56.137829186781396), 'val_avg_loss_min': np.float64(30.19247452717907), 'val_avg_loss_max': np.float64(56.137829186781396), 'val_avg_loss_bottom10%': np.float64(30.19247452717907), 'val_avg_loss_top10%': np.float64(56.137829186781396), 'val_avg_loss_cos1': np.float64(0.9868526413640437), 'val_avg_loss_entropy': np.float64(2.2894992265575667)}}
|
|
{'Role': 'Server #', 'Round': 20, 'Results_weighted_avg': {'test_loss': np.float64(132155.7739868164), 'test_avg_loss': np.float64(38.96101827441522), 'test_total': np.float64(3392.0), 'val_loss': np.float64(139139.3426086426), 'val_avg_loss': np.float64(41.01985336339698), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(132155.7739868164), 'test_avg_loss': np.float64(38.96101827441521), 'test_total': np.float64(3392.0), 'val_loss': np.float64(139139.3426086426), 'val_avg_loss': np.float64(41.01985336339698), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21240.407735742927), 'test_loss_bottom_decile': np.float64(114282.12005615234), 'test_loss_top_decile': np.float64(180022.9854736328), 'test_loss_min': np.float64(97936.81286621094), 'test_loss_max': np.float64(180022.9854736328), 'test_loss_bottom10%': np.float64(97936.81286621094), 'test_loss_top10%': np.float64(180022.9854736328), 'test_loss_cos1': np.float64(0.9873290990565854), 'test_loss_entropy': np.float64(2.2899971175067386), 'test_avg_loss_std': np.float64(6.26191265794308), 'test_avg_loss_bottom_decile': np.float64(33.6916627524034), 'test_avg_loss_top_decile': np.float64(53.07281411368892), 'test_avg_loss_min': np.float64(28.872881151595205), 'test_avg_loss_max': np.float64(53.07281411368892), 'test_avg_loss_bottom10%': np.float64(28.872881151595205), 'test_avg_loss_top10%': np.float64(53.07281411368892), 'test_avg_loss_cos1': np.float64(0.9873290990565854), 'test_avg_loss_entropy': np.float64(2.2899971175073803), 'val_loss_std': np.float64(22970.81976525928), 'val_loss_bottom_decile': np.float64(118803.84857177734), 'val_loss_top_decile': np.float64(190921.73107910156), 'val_loss_min': np.float64(102066.69384765625), 'val_loss_max': np.float64(190921.73107910156), 'val_loss_bottom10%': np.float64(102066.69384765625), 'val_loss_top10%': np.float64(190921.73107910156), 'val_loss_cos1': np.float64(0.9866446753504241), 'val_loss_entropy': np.float64(2.2892939678106705), 'val_avg_loss_std': np.float64(6.772057713814646), 'val_avg_loss_bottom_decile': np.float64(35.02471950818907), 'val_avg_loss_top_decile': np.float64(56.28588770020683), 'val_avg_loss_min': np.float64(30.090416818294884), 'val_avg_loss_max': np.float64(56.28588770020683), 'val_avg_loss_bottom10%': np.float64(30.090416818294884), 'val_avg_loss_top10%': np.float64(56.28588770020683), 'val_avg_loss_cos1': np.float64(0.9866446753504241), 'val_avg_loss_entropy': np.float64(2.2892939678113144)}}
|
|
{'Role': 'Server #', 'Round': 21, 'Results_weighted_avg': {'test_loss': np.float64(131687.5310852051), 'test_avg_loss': np.float64(38.822974966157155), 'test_total': np.float64(3392.0), 'val_loss': np.float64(138619.65950317384), 'val_avg_loss': np.float64(40.86664490069983), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(131687.5310852051), 'test_avg_loss': np.float64(38.822974966157155), 'test_total': np.float64(3392.0), 'val_loss': np.float64(138619.65950317384), 'val_avg_loss': np.float64(40.86664490069984), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21063.94331083209), 'test_loss_bottom_decile': np.float64(113799.62811279297), 'test_loss_top_decile': np.float64(179322.33361816406), 'test_loss_min': np.float64(98247.8070678711), 'test_loss_max': np.float64(179322.33361816406), 'test_loss_bottom10%': np.float64(98247.8070678711), 'test_loss_top10%': np.float64(179322.33361816406), 'test_loss_cos1': np.float64(0.9874477218522029), 'test_loss_entropy': np.float64(2.29013606541277), 'test_avg_loss_std': np.float64(6.209888947768896), 'test_avg_loss_bottom_decile': np.float64(33.54941866532812), 'test_avg_loss_top_decile': np.float64(52.866254014788936), 'test_avg_loss_min': np.float64(28.964565762933695), 'test_avg_loss_max': np.float64(52.866254014788936), 'test_avg_loss_bottom10%': np.float64(28.964565762933695), 'test_avg_loss_top10%': np.float64(52.866254014788936), 'test_avg_loss_cos1': np.float64(0.9874477218522029), 'test_avg_loss_entropy': np.float64(2.290136065413406), 'val_loss_std': np.float64(22871.18100968369), 'val_loss_bottom_decile': np.float64(118276.05157470703), 'val_loss_top_decile': np.float64(190257.97326660156), 'val_loss_min': np.float64(102317.26098632812), 'val_loss_max': np.float64(190257.97326660156), 'val_loss_bottom10%': np.float64(102317.26098632812), 'val_loss_top10%': np.float64(190257.97326660156), 'val_loss_cos1': np.float64(0.986660505952198), 'val_loss_entropy': np.float64(2.2893278018900616), 'val_avg_loss_std': np.float64(6.742683080685051), 'val_avg_loss_bottom_decile': np.float64(34.8691189783924), 'val_avg_loss_top_decile': np.float64(56.090204382842444), 'val_avg_loss_min': np.float64(30.16428684738447), 'val_avg_loss_max': np.float64(56.090204382842444), 'val_avg_loss_bottom10%': np.float64(30.16428684738447), 'val_avg_loss_top10%': np.float64(56.090204382842444), 'val_avg_loss_cos1': np.float64(0.986660505952198), 'val_avg_loss_entropy': np.float64(2.289327801890706)}}
|
|
{'Role': 'Server #', 'Round': 22, 'Results_weighted_avg': {'test_loss': np.float64(131112.78323364258), 'test_avg_loss': np.float64(38.65353279293708), 'test_total': np.float64(3392.0), 'val_loss': np.float64(137963.01154174804), 'val_avg_loss': np.float64(40.673057647921006), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(131112.78323364258), 'test_avg_loss': np.float64(38.653532792937085), 'test_total': np.float64(3392.0), 'val_loss': np.float64(137963.01154174804), 'val_avg_loss': np.float64(40.673057647921006), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20960.452345390928), 'test_loss_bottom_decile': np.float64(113373.03790283203), 'test_loss_top_decile': np.float64(178263.27270507812), 'test_loss_min': np.float64(97491.54821777344), 'test_loss_max': np.float64(178263.27270507812), 'test_loss_bottom10%': np.float64(97491.54821777344), 'test_loss_top10%': np.float64(178263.27270507812), 'test_loss_cos1': np.float64(0.9874612942148774), 'test_loss_entropy': np.float64(2.29012995175908), 'test_avg_loss_std': np.float64(6.179378639561006), 'test_avg_loss_bottom_decile': np.float64(33.4236550421085), 'test_avg_loss_top_decile': np.float64(52.55403086824237), 'test_avg_loss_min': np.float64(28.74161209250396), 'test_avg_loss_max': np.float64(52.55403086824237), 'test_avg_loss_bottom10%': np.float64(28.74161209250396), 'test_avg_loss_top10%': np.float64(52.55403086824237), 'test_avg_loss_cos1': np.float64(0.9874612942148773), 'test_avg_loss_entropy': np.float64(2.29012995175972), 'val_loss_std': np.float64(22789.939452463663), 'val_loss_bottom_decile': np.float64(117742.75091552734), 'val_loss_top_decile': np.float64(189116.95483398438), 'val_loss_min': np.float64(101507.8589477539), 'val_loss_max': np.float64(189116.95483398438), 'val_loss_bottom10%': np.float64(101507.8589477539), 'val_loss_top10%': np.float64(189116.95483398438), 'val_loss_cos1': np.float64(0.986629358920659), 'val_loss_entropy': np.float64(2.2892774595065593), 'val_avg_loss_std': np.float64(6.718732149900843), 'val_avg_loss_bottom_decile': np.float64(34.71189590670028), 'val_avg_loss_top_decile': np.float64(55.75381923171709), 'val_avg_loss_min': np.float64(29.925665963370847), 'val_avg_loss_max': np.float64(55.75381923171709), 'val_avg_loss_bottom10%': np.float64(29.925665963370847), 'val_avg_loss_top10%': np.float64(55.75381923171709), 'val_avg_loss_cos1': np.float64(0.986629358920659), 'val_avg_loss_entropy': np.float64(2.2892774595072094)}}
|
|
{'Role': 'Server #', 'Round': 23, 'Results_weighted_avg': {'test_loss': np.float64(130559.07750854493), 'test_avg_loss': np.float64(38.490294076811594), 'test_total': np.float64(3392.0), 'val_loss': np.float64(137360.61314697267), 'val_avg_loss': np.float64(40.49546378153675), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(130559.07750854493), 'test_avg_loss': np.float64(38.490294076811594), 'test_total': np.float64(3392.0), 'val_loss': np.float64(137360.61314697267), 'val_avg_loss': np.float64(40.49546378153675), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20963.680879285042), 'test_loss_bottom_decile': np.float64(112585.67932128906), 'test_loss_top_decile': np.float64(177842.34240722656), 'test_loss_min': np.float64(97729.10174560547), 'test_loss_max': np.float64(177842.34240722656), 'test_loss_bottom10%': np.float64(97729.10174560547), 'test_loss_top10%': np.float64(177842.34240722656), 'test_loss_cos1': np.float64(0.9873529056811291), 'test_loss_entropy': np.float64(2.2900499492998074), 'test_avg_loss_std': np.float64(6.1803304479024295), 'test_avg_loss_bottom_decile': np.float64(33.19153281877626), 'test_avg_loss_top_decile': np.float64(52.429935851187075), 'test_avg_loss_min': np.float64(28.811645561794066), 'test_avg_loss_max': np.float64(52.429935851187075), 'test_avg_loss_bottom10%': np.float64(28.811645561794066), 'test_avg_loss_top10%': np.float64(52.429935851187075), 'test_avg_loss_cos1': np.float64(0.987352905681129), 'test_avg_loss_entropy': np.float64(2.2900499493004536), 'val_loss_std': np.float64(22788.286006494738), 'val_loss_bottom_decile': np.float64(116955.01806640625), 'val_loss_top_decile': np.float64(188600.892578125), 'val_loss_min': np.float64(101680.482421875), 'val_loss_max': np.float64(188600.892578125), 'val_loss_bottom10%': np.float64(101680.482421875), 'val_loss_top10%': np.float64(188600.892578125), 'val_loss_cos1': np.float64(0.9865161114411286), 'val_loss_entropy': np.float64(2.289190122548494), 'val_avg_loss_std': np.float64(6.718244695310948), 'val_avg_loss_bottom_decile': np.float64(34.47966334504901), 'val_avg_loss_top_decile': np.float64(55.60167823647553), 'val_avg_loss_min': np.float64(29.976557317769753), 'val_avg_loss_max': np.float64(55.60167823647553), 'val_avg_loss_bottom10%': np.float64(29.976557317769753), 'val_avg_loss_top10%': np.float64(55.60167823647553), 'val_avg_loss_cos1': np.float64(0.9865161114411286), 'val_avg_loss_entropy': np.float64(2.2891901225491504)}}
|
|
{'Role': 'Server #', 'Round': 24, 'Results_weighted_avg': {'test_loss': np.float64(130793.0016845703), 'test_avg_loss': np.float64(38.5592575721021), 'test_total': np.float64(3392.0), 'val_loss': np.float64(137541.70341186522), 'val_avg_loss': np.float64(40.548851241705556), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(130793.0016845703), 'test_avg_loss': np.float64(38.5592575721021), 'test_total': np.float64(3392.0), 'val_loss': np.float64(137541.70341186522), 'val_avg_loss': np.float64(40.54885124170555), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21043.090127671978), 'test_loss_bottom_decile': np.float64(112387.62414550781), 'test_loss_top_decile': np.float64(178478.08813476562), 'test_loss_min': np.float64(97777.23016357422), 'test_loss_max': np.float64(178478.08813476562), 'test_loss_bottom10%': np.float64(97777.23016357422), 'test_loss_top10%': np.float64(178478.08813476562), 'test_loss_cos1': np.float64(0.9873034094981727), 'test_loss_entropy': np.float64(2.290003640816407), 'test_avg_loss_std': np.float64(6.203741193299521), 'test_avg_loss_bottom_decile': np.float64(33.13314391082188), 'test_avg_loss_top_decile': np.float64(52.61736088878703), 'test_avg_loss_min': np.float64(28.82583436426127), 'test_avg_loss_max': np.float64(52.61736088878703), 'test_avg_loss_bottom10%': np.float64(28.82583436426127), 'test_avg_loss_top10%': np.float64(52.61736088878703), 'test_avg_loss_cos1': np.float64(0.9873034094981725), 'test_avg_loss_entropy': np.float64(2.290003640817054), 'val_loss_std': np.float64(22910.734531590213), 'val_loss_bottom_decile': np.float64(116678.44006347656), 'val_loss_top_decile': np.float64(189325.64331054688), 'val_loss_min': np.float64(101715.64086914062), 'val_loss_max': np.float64(189325.64331054688), 'val_loss_bottom10%': np.float64(101715.64086914062), 'val_loss_top10%': np.float64(189325.64331054688), 'val_loss_cos1': np.float64(0.9864089020580502), 'val_loss_entropy': np.float64(2.289088376204041), 'val_avg_loss_std': np.float64(6.754343906718813), 'val_avg_loss_bottom_decile': np.float64(34.39812501871361), 'val_avg_loss_top_decile': np.float64(55.81534295711877), 'val_avg_loss_min': np.float64(29.986922426043815), 'val_avg_loss_max': np.float64(55.81534295711877), 'val_avg_loss_bottom10%': np.float64(29.986922426043815), 'val_avg_loss_top10%': np.float64(55.81534295711877), 'val_avg_loss_cos1': np.float64(0.9864089020580502), 'val_avg_loss_entropy': np.float64(2.2890883762047007)}}
|
|
{'Role': 'Server #', 'Round': 25, 'Results_weighted_avg': {'test_loss': np.float64(129362.89378662109), 'test_avg_loss': np.float64(38.13764557388593), 'test_total': np.float64(3392.0), 'val_loss': np.float64(136089.70735473634), 'val_avg_loss': np.float64(40.12078636637274), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(129362.89378662109), 'test_avg_loss': np.float64(38.13764557388593), 'test_total': np.float64(3392.0), 'val_loss': np.float64(136089.70735473634), 'val_avg_loss': np.float64(40.12078636637274), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20979.145778026665), 'test_loss_bottom_decile': np.float64(111841.65283203125), 'test_loss_top_decile': np.float64(176995.82299804688), 'test_loss_min': np.float64(96276.8525390625), 'test_loss_max': np.float64(176995.82299804688), 'test_loss_bottom10%': np.float64(96276.8525390625), 'test_loss_top10%': np.float64(176995.82299804688), 'test_loss_cos1': np.float64(0.9871038148075219), 'test_loss_entropy': np.float64(2.2898052758700853), 'test_avg_loss_std': np.float64(6.1848896751257865), 'test_avg_loss_bottom_decile': np.float64(32.97218538680166), 'test_avg_loss_top_decile': np.float64(52.18037234612231), 'test_avg_loss_min': np.float64(28.383506055148143), 'test_avg_loss_max': np.float64(52.18037234612231), 'test_avg_loss_bottom10%': np.float64(28.383506055148143), 'test_avg_loss_top10%': np.float64(52.18037234612231), 'test_avg_loss_cos1': np.float64(0.9871038148075219), 'test_avg_loss_entropy': np.float64(2.2898052758707492), 'val_loss_std': np.float64(22894.16759219857), 'val_loss_bottom_decile': np.float64(116117.74884033203), 'val_loss_top_decile': np.float64(187845.6007080078), 'val_loss_min': np.float64(100042.02557373047), 'val_loss_max': np.float64(187845.6007080078), 'val_loss_bottom10%': np.float64(100042.02557373047), 'val_loss_top10%': np.float64(187845.6007080078), 'val_loss_cos1': np.float64(0.9861430244789542), 'val_loss_entropy': np.float64(2.2888188503153866), 'val_avg_loss_std': np.float64(6.749459785435899), 'val_avg_loss_bottom_decile': np.float64(34.232826898682795), 'val_avg_loss_top_decile': np.float64(55.37900964269098), 'val_avg_loss_min': np.float64(29.493521690368652), 'val_avg_loss_max': np.float64(55.37900964269098), 'val_avg_loss_bottom10%': np.float64(29.493521690368652), 'val_avg_loss_top10%': np.float64(55.37900964269098), 'val_avg_loss_cos1': np.float64(0.986143024478954), 'val_avg_loss_entropy': np.float64(2.288818850316067)}}
|
|
{'Role': 'Server #', 'Round': 26, 'Results_weighted_avg': {'test_loss': np.float64(130316.5053527832), 'test_avg_loss': np.float64(38.41878105919316), 'test_total': np.float64(3392.0), 'val_loss': np.float64(136985.71640625), 'val_avg_loss': np.float64(40.38493997825766), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(130316.5053527832), 'test_avg_loss': np.float64(38.418781059193165), 'test_total': np.float64(3392.0), 'val_loss': np.float64(136985.71640625), 'val_avg_loss': np.float64(40.38493997825766), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21078.69521715645), 'test_loss_bottom_decile': np.float64(111970.11950683594), 'test_loss_top_decile': np.float64(177989.06188964844), 'test_loss_min': np.float64(97083.5718383789), 'test_loss_max': np.float64(177989.06188964844), 'test_loss_bottom10%': np.float64(97083.5718383789), 'test_loss_top10%': np.float64(177989.06188964844), 'test_loss_cos1': np.float64(0.9871696865531782), 'test_loss_entropy': np.float64(2.2898625635239975), 'test_avg_loss_std': np.float64(6.214237976756029), 'test_avg_loss_bottom_decile': np.float64(33.0100588168738), 'test_avg_loss_top_decile': np.float64(52.47319041558032), 'test_avg_loss_min': np.float64(28.621336037257933), 'test_avg_loss_max': np.float64(52.47319041558032), 'test_avg_loss_bottom10%': np.float64(28.621336037257933), 'test_avg_loss_top10%': np.float64(52.47319041558032), 'test_avg_loss_cos1': np.float64(0.9871696865531782), 'test_avg_loss_entropy': np.float64(2.2898625635246543), 'val_loss_std': np.float64(22932.846230047922), 'val_loss_bottom_decile': np.float64(116271.30938720703), 'val_loss_top_decile': np.float64(188709.25), 'val_loss_min': np.float64(100802.43139648438), 'val_loss_max': np.float64(188709.25), 'val_loss_bottom10%': np.float64(100802.43139648438), 'val_loss_top10%': np.float64(188709.25), 'val_loss_cos1': np.float64(0.986274700738749), 'val_loss_entropy': np.float64(2.2889444815705366), 'val_avg_loss_std': np.float64(6.760862685745261), 'val_avg_loss_bottom_decile': np.float64(34.27809828632283), 'val_avg_loss_top_decile': np.float64(55.63362323113208), 'val_avg_loss_min': np.float64(29.71769793528431), 'val_avg_loss_max': np.float64(55.63362323113208), 'val_avg_loss_bottom10%': np.float64(29.71769793528431), 'val_avg_loss_top10%': np.float64(55.63362323113208), 'val_avg_loss_cos1': np.float64(0.9862747007387492), 'val_avg_loss_entropy': np.float64(2.288944481571207)}}
|
|
{'Role': 'Server #', 'Round': 27, 'Results_weighted_avg': {'test_loss': np.float64(129481.24633178712), 'test_avg_loss': np.float64(38.17253724404101), 'test_total': np.float64(3392.0), 'val_loss': np.float64(136109.69705200195), 'val_avg_loss': np.float64(40.126679555425106), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(129481.24633178712), 'test_avg_loss': np.float64(38.17253724404101), 'test_total': np.float64(3392.0), 'val_loss': np.float64(136109.69705200195), 'val_avg_loss': np.float64(40.1266795554251), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20888.251285896167), 'test_loss_bottom_decile': np.float64(111665.77996826172), 'test_loss_top_decile': np.float64(176770.62744140625), 'test_loss_min': np.float64(96969.59350585938), 'test_loss_max': np.float64(176770.62744140625), 'test_loss_bottom10%': np.float64(96969.59350585938), 'test_loss_top10%': np.float64(176770.62744140625), 'test_loss_cos1': np.float64(0.9872361109803364), 'test_loss_entropy': np.float64(2.2899464123771645), 'test_avg_loss_std': np.float64(6.158092949851465), 'test_avg_loss_bottom_decile': np.float64(32.92033607554885), 'test_avg_loss_top_decile': np.float64(52.11398214664099), 'test_avg_loss_min': np.float64(28.587733934510428), 'test_avg_loss_max': np.float64(52.11398214664099), 'test_avg_loss_bottom10%': np.float64(28.587733934510428), 'test_avg_loss_top10%': np.float64(52.11398214664099), 'test_avg_loss_cos1': np.float64(0.987236110980336), 'test_avg_loss_entropy': np.float64(2.2899464123778204), 'val_loss_std': np.float64(22733.34978322778), 'val_loss_bottom_decile': np.float64(115940.12036132812), 'val_loss_top_decile': np.float64(187557.4453125), 'val_loss_min': np.float64(100840.12524414062), 'val_loss_max': np.float64(187557.4453125), 'val_loss_bottom10%': np.float64(100840.12524414062), 'val_loss_top10%': np.float64(187557.4453125), 'val_loss_cos1': np.float64(0.986336988202911), 'val_loss_entropy': np.float64(2.2890347775162203), 'val_avg_loss_std': np.float64(6.70204887477234), 'val_avg_loss_bottom_decile': np.float64(34.180460012184), 'val_avg_loss_top_decile': np.float64(55.294058169958724), 'val_avg_loss_min': np.float64(29.728810508296174), 'val_avg_loss_max': np.float64(55.294058169958724), 'val_avg_loss_bottom10%': np.float64(29.728810508296174), 'val_avg_loss_top10%': np.float64(55.294058169958724), 'val_avg_loss_cos1': np.float64(0.986336988202911), 'val_avg_loss_entropy': np.float64(2.28903477751689)}}
|
|
{'Role': 'Server #', 'Round': 28, 'Results_weighted_avg': {'test_loss': np.float64(129192.53858032226), 'test_avg_loss': np.float64(38.08742293051954), 'test_total': np.float64(3392.0), 'val_loss': np.float64(135657.22153320312), 'val_avg_loss': np.float64(39.993284650118845), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(129192.53858032226), 'test_avg_loss': np.float64(38.08742293051954), 'test_total': np.float64(3392.0), 'val_loss': np.float64(135657.22153320312), 'val_avg_loss': np.float64(39.993284650118845), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20801.76770290285), 'test_loss_bottom_decile': np.float64(111150.06555175781), 'test_loss_top_decile': np.float64(176016.2381591797), 'test_loss_min': np.float64(96500.08874511719), 'test_loss_max': np.float64(176016.2381591797), 'test_loss_bottom10%': np.float64(96500.08874511719), 'test_loss_top10%': np.float64(176016.2381591797), 'test_loss_cos1': np.float64(0.9872840182996171), 'test_loss_entropy': np.float64(2.2899746372024707), 'test_avg_loss_std': np.float64(6.132596610525604), 'test_avg_loss_bottom_decile': np.float64(32.76829762728709), 'test_avg_loss_top_decile': np.float64(51.89157964598458), 'test_avg_loss_min': np.float64(28.449318615895397), 'test_avg_loss_max': np.float64(51.89157964598458), 'test_avg_loss_bottom10%': np.float64(28.449318615895397), 'test_avg_loss_top10%': np.float64(51.89157964598458), 'test_avg_loss_cos1': np.float64(0.987284018299617), 'test_avg_loss_entropy': np.float64(2.289974637203127), 'val_loss_std': np.float64(22636.83981938812), 'val_loss_bottom_decile': np.float64(115238.74047851562), 'val_loss_top_decile': np.float64(186580.12622070312), 'val_loss_min': np.float64(100132.07891845703), 'val_loss_max': np.float64(186580.12622070312), 'val_loss_bottom10%': np.float64(100132.07891845703), 'val_loss_top10%': np.float64(186580.12622070312), 'val_loss_cos1': np.float64(0.9863617126546275), 'val_loss_entropy': np.float64(2.2890356582126357), 'val_avg_loss_std': np.float64(6.673596644866781), 'val_avg_loss_bottom_decile': np.float64(33.97368528258126), 'val_avg_loss_top_decile': np.float64(55.00593343770729), 'val_avg_loss_min': np.float64(29.52007043586587), 'val_avg_loss_max': np.float64(55.00593343770729), 'val_avg_loss_bottom10%': np.float64(29.52007043586587), 'val_avg_loss_top10%': np.float64(55.00593343770729), 'val_avg_loss_cos1': np.float64(0.9863617126546276), 'val_avg_loss_entropy': np.float64(2.2890356582133076)}}
|
|
{'Role': 'Server #', 'Round': 29, 'Results_weighted_avg': {'test_loss': np.float64(129454.90559692383), 'test_avg_loss': np.float64(38.16477169720632), 'test_total': np.float64(3392.0), 'val_loss': np.float64(135982.1182067871), 'val_avg_loss': np.float64(40.08906786756695), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(129454.90559692383), 'test_avg_loss': np.float64(38.16477169720632), 'test_total': np.float64(3392.0), 'val_loss': np.float64(135982.1182067871), 'val_avg_loss': np.float64(40.08906786756696), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20932.80254102641), 'test_loss_bottom_decile': np.float64(111556.7318725586), 'test_loss_top_decile': np.float64(176838.8565673828), 'test_loss_min': np.float64(96485.1587524414), 'test_loss_max': np.float64(176838.8565673828), 'test_loss_bottom10%': np.float64(96485.1587524414), 'test_loss_top10%': np.float64(176838.8565673828), 'test_loss_cos1': np.float64(0.9871775331173602), 'test_loss_entropy': np.float64(2.2898747536533715), 'test_avg_loss_std': np.float64(6.17122716421769), 'test_avg_loss_bottom_decile': np.float64(32.88818746242883), 'test_avg_loss_top_decile': np.float64(52.13409686538408), 'test_avg_loss_min': np.float64(28.44491708503579), 'test_avg_loss_max': np.float64(52.13409686538408), 'test_avg_loss_bottom10%': np.float64(28.44491708503579), 'test_avg_loss_top10%': np.float64(52.13409686538408), 'test_avg_loss_cos1': np.float64(0.9871775331173605), 'test_avg_loss_entropy': np.float64(2.289874753654032), 'val_loss_std': np.float64(22786.271313449462), 'val_loss_bottom_decile': np.float64(115702.046875), 'val_loss_top_decile': np.float64(187482.3348388672), 'val_loss_min': np.float64(100125.42291259766), 'val_loss_max': np.float64(187482.3348388672), 'val_loss_bottom10%': np.float64(100125.42291259766), 'val_loss_top10%': np.float64(187482.3348388672), 'val_loss_cos1': np.float64(0.9862493689675064), 'val_loss_entropy': np.float64(2.288928652005578), 'val_avg_loss_std': np.float64(6.7176507409933555), 'val_avg_loss_bottom_decile': np.float64(34.11027325324292), 'val_avg_loss_top_decile': np.float64(55.27191475202452), 'val_avg_loss_min': np.float64(29.518108169987517), 'val_avg_loss_max': np.float64(55.27191475202452), 'val_avg_loss_bottom10%': np.float64(29.518108169987517), 'val_avg_loss_top10%': np.float64(55.27191475202452), 'val_avg_loss_cos1': np.float64(0.9862493689675065), 'val_avg_loss_entropy': np.float64(2.2889286520062533)}}
|
|
{'Role': 'Server #', 'Round': 30, 'Results_weighted_avg': {'test_loss': np.float64(129135.00014648438), 'test_avg_loss': np.float64(38.07045994884563), 'test_total': np.float64(3392.0), 'val_loss': np.float64(135548.96823730468), 'val_avg_loss': np.float64(39.961370352978975), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(129135.00014648438), 'test_avg_loss': np.float64(38.070459948845624), 'test_total': np.float64(3392.0), 'val_loss': np.float64(135548.96823730468), 'val_avg_loss': np.float64(39.961370352978975), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21106.35843259225), 'test_loss_bottom_decile': np.float64(111371.05822753906), 'test_loss_top_decile': np.float64(176917.60668945312), 'test_loss_min': np.float64(96313.9428100586), 'test_loss_max': np.float64(176917.60668945312), 'test_loss_bottom10%': np.float64(96313.9428100586), 'test_loss_top10%': np.float64(176917.60668945312), 'test_loss_cos1': np.float64(0.986904799662159), 'test_loss_entropy': np.float64(2.2896177058336016), 'test_avg_loss_std': np.float64(6.22239340583498), 'test_avg_loss_bottom_decile': np.float64(32.83344876991128), 'test_avg_loss_top_decile': np.float64(52.15731329288123), 'test_avg_loss_min': np.float64(28.394440686927652), 'test_avg_loss_max': np.float64(52.15731329288123), 'test_avg_loss_bottom10%': np.float64(28.394440686927652), 'test_avg_loss_top10%': np.float64(52.15731329288123), 'test_avg_loss_cos1': np.float64(0.9869047996621588), 'test_avg_loss_entropy': np.float64(2.2896177058342766), 'val_loss_std': np.float64(22919.292474194404), 'val_loss_bottom_decile': np.float64(115457.3115234375), 'val_loss_top_decile': np.float64(187338.19604492188), 'val_loss_min': np.float64(99855.38354492188), 'val_loss_max': np.float64(187338.19604492188), 'val_loss_bottom10%': np.float64(99855.38354492188), 'val_loss_top10%': np.float64(187338.19604492188), 'val_loss_cos1': np.float64(0.9860045275065396), 'val_loss_entropy': np.float64(2.2886996184012056), 'val_avg_loss_std': np.float64(6.756866885080899), 'val_avg_loss_bottom_decile': np.float64(34.03812250101341), 'val_avg_loss_top_decile': np.float64(55.22942100380951), 'val_avg_loss_min': np.float64(29.43849750734725), 'val_avg_loss_max': np.float64(55.22942100380951), 'val_avg_loss_bottom10%': np.float64(29.43849750734725), 'val_avg_loss_top10%': np.float64(55.22942100380951), 'val_avg_loss_cos1': np.float64(0.9860045275065396), 'val_avg_loss_entropy': np.float64(2.2886996184018944)}}
|
|
{'Role': 'Server #', 'Round': 31, 'Results_weighted_avg': {'test_loss': np.float64(129219.79379882812), 'test_avg_loss': np.float64(38.09545807748471), 'test_total': np.float64(3392.0), 'val_loss': np.float64(135599.76912841797), 'val_avg_loss': np.float64(39.9763470307836), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(129219.79379882812), 'test_avg_loss': np.float64(38.09545807748471), 'test_total': np.float64(3392.0), 'val_loss': np.float64(135599.76912841797), 'val_avg_loss': np.float64(39.9763470307836), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20959.59006195482), 'test_loss_bottom_decile': np.float64(111086.25750732422), 'test_loss_top_decile': np.float64(176519.57080078125), 'test_loss_min': np.float64(96279.13720703125), 'test_loss_max': np.float64(176519.57080078125), 'test_loss_bottom10%': np.float64(96279.13720703125), 'test_loss_top10%': np.float64(176519.57080078125), 'test_loss_cos1': np.float64(0.9870994071319313), 'test_loss_entropy': np.float64(2.2897923676405227), 'test_avg_loss_std': np.float64(6.179124428642341), 'test_avg_loss_bottom_decile': np.float64(32.749486293432845), 'test_avg_loss_top_decile': np.float64(52.03996780683409), 'test_avg_loss_min': np.float64(28.384179601129496), 'test_avg_loss_max': np.float64(52.03996780683409), 'test_avg_loss_bottom10%': np.float64(28.384179601129496), 'test_avg_loss_top10%': np.float64(52.03996780683409), 'test_avg_loss_cos1': np.float64(0.9870994071319313), 'test_avg_loss_entropy': np.float64(2.2897923676411893), 'val_loss_std': np.float64(22804.694691419336), 'val_loss_bottom_decile': np.float64(115126.07568359375), 'val_loss_top_decile': np.float64(187061.8712158203), 'val_loss_min': np.float64(99758.5396118164), 'val_loss_max': np.float64(187061.8712158203), 'val_loss_bottom10%': np.float64(99758.5396118164), 'val_loss_top10%': np.float64(187061.8712158203), 'val_loss_cos1': np.float64(0.9861514126951243), 'val_loss_entropy': np.float64(2.288830285103608), 'val_avg_loss_std': np.float64(6.723082161385418), 'val_avg_loss_bottom_decile': np.float64(33.94047042558778), 'val_avg_loss_top_decile': np.float64(55.14795731598476), 'val_avg_loss_min': np.float64(29.409946819521345), 'val_avg_loss_max': np.float64(55.14795731598476), 'val_avg_loss_bottom10%': np.float64(29.409946819521345), 'val_avg_loss_top10%': np.float64(55.14795731598476), 'val_avg_loss_cos1': np.float64(0.9861514126951241), 'val_avg_loss_entropy': np.float64(2.288830285104291)}}
|
|
{'Role': 'Server #', 'Round': 32, 'Results_weighted_avg': {'test_loss': np.float64(128293.91174316406), 'test_avg_loss': np.float64(37.822497565791295), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134618.25485229492), 'val_avg_loss': np.float64(39.686985510700154), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(128293.91174316406), 'test_avg_loss': np.float64(37.822497565791295), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134618.25485229492), 'val_avg_loss': np.float64(39.686985510700154), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20809.314619350418), 'test_loss_bottom_decile': np.float64(110919.70208740234), 'test_loss_top_decile': np.float64(175138.88598632812), 'test_loss_min': np.float64(95857.18579101562), 'test_loss_max': np.float64(175138.88598632812), 'test_loss_bottom10%': np.float64(95857.18579101562), 'test_loss_top10%': np.float64(175138.88598632812), 'test_loss_cos1': np.float64(0.9870995243210865), 'test_loss_entropy': np.float64(2.289800583439156), 'test_avg_loss_std': np.float64(6.134821526931137), 'test_avg_loss_bottom_decile': np.float64(32.700383870106826), 'test_avg_loss_top_decile': np.float64(51.632926293139185), 'test_avg_loss_min': np.float64(28.259783546879607), 'test_avg_loss_max': np.float64(51.632926293139185), 'test_avg_loss_bottom10%': np.float64(28.259783546879607), 'test_avg_loss_top10%': np.float64(51.632926293139185), 'test_avg_loss_cos1': np.float64(0.9870995243210866), 'test_avg_loss_entropy': np.float64(2.289800583439826), 'val_loss_std': np.float64(22606.50015912949), 'val_loss_bottom_decile': np.float64(115006.93884277344), 'val_loss_top_decile': np.float64(185427.63903808594), 'val_loss_min': np.float64(99305.21966552734), 'val_loss_max': np.float64(185427.63903808594), 'val_loss_bottom10%': np.float64(99305.21966552734), 'val_loss_top10%': np.float64(185427.63903808594), 'val_loss_cos1': np.float64(0.9861910753014324), 'val_loss_entropy': np.float64(2.2888752061168534), 'val_avg_loss_std': np.float64(6.664652169554683), 'val_avg_loss_bottom_decile': np.float64(33.905347536195), 'val_avg_loss_top_decile': np.float64(54.66616716924703), 'val_avg_loss_min': np.float64(29.27630296743141), 'val_avg_loss_max': np.float64(54.66616716924703), 'val_avg_loss_bottom10%': np.float64(29.27630296743141), 'val_avg_loss_top10%': np.float64(54.66616716924703), 'val_avg_loss_cos1': np.float64(0.9861910753014324), 'val_avg_loss_entropy': np.float64(2.2888752061175386)}}
|
|
{'Role': 'Server #', 'Round': 33, 'Results_weighted_avg': {'test_loss': np.float64(128019.13364868164), 'test_avg_loss': np.float64(37.741489872842465), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134292.8745727539), 'val_avg_loss': np.float64(39.59105972074113), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(128019.13364868164), 'test_avg_loss': np.float64(37.741489872842465), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134292.8745727539), 'val_avg_loss': np.float64(39.591059720741136), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21044.13967112217), 'test_loss_bottom_decile': np.float64(110324.2509765625), 'test_loss_top_decile': np.float64(175533.97534179688), 'test_loss_min': np.float64(95463.7505493164), 'test_loss_max': np.float64(175533.97534179688), 'test_loss_bottom10%': np.float64(95463.7505493164), 'test_loss_top10%': np.float64(175533.97534179688), 'test_loss_cos1': np.float64(0.9867569436741276), 'test_loss_entropy': np.float64(2.2894655640697095), 'test_avg_loss_std': np.float64(6.204050610590262), 'test_avg_loss_bottom_decile': np.float64(32.52483814167527), 'test_avg_loss_top_decile': np.float64(51.74940310784106), 'test_avg_loss_min': np.float64(28.14379438364281), 'test_avg_loss_max': np.float64(51.74940310784106), 'test_avg_loss_bottom10%': np.float64(28.14379438364281), 'test_avg_loss_top10%': np.float64(51.74940310784106), 'test_avg_loss_cos1': np.float64(0.9867569436741275), 'test_avg_loss_entropy': np.float64(2.2894655640703987), 'val_loss_std': np.float64(22844.47154819208), 'val_loss_bottom_decile': np.float64(114399.18664550781), 'val_loss_top_decile': np.float64(185743.85314941406), 'val_loss_min': np.float64(98810.18371582031), 'val_loss_max': np.float64(185743.85314941406), 'val_loss_bottom10%': np.float64(98810.18371582031), 'val_loss_top10%': np.float64(185743.85314941406), 'val_loss_cos1': np.float64(0.9858380321122289), 'val_loss_entropy': np.float64(2.288527610537172), 'val_avg_loss_std': np.float64(6.73480882906606), 'val_avg_loss_bottom_decile': np.float64(33.72617530822754), 'val_avg_loss_top_decile': np.float64(54.759390669048955), 'val_avg_loss_min': np.float64(29.130360765277214), 'val_avg_loss_max': np.float64(54.759390669048955), 'val_avg_loss_bottom10%': np.float64(29.130360765277214), 'val_avg_loss_top10%': np.float64(54.759390669048955), 'val_avg_loss_cos1': np.float64(0.985838032112229), 'val_avg_loss_entropy': np.float64(2.2885276105378765)}}
|
|
{'Role': 'Server #', 'Round': 34, 'Results_weighted_avg': {'test_loss': np.float64(128225.55678710938), 'test_avg_loss': np.float64(37.80234575091668), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134478.0333190918), 'val_avg_loss': np.float64(39.64564661529829), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(128225.55678710938), 'test_avg_loss': np.float64(37.80234575091668), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134478.0333190918), 'val_avg_loss': np.float64(39.64564661529829), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21085.59124544101), 'test_loss_bottom_decile': np.float64(110250.08203125), 'test_loss_top_decile': np.float64(176092.1427001953), 'test_loss_min': np.float64(95639.08654785156), 'test_loss_max': np.float64(176092.1427001953), 'test_loss_bottom10%': np.float64(95639.08654785156), 'test_loss_top10%': np.float64(176092.1427001953), 'test_loss_cos1': np.float64(0.9867476806380233), 'test_loss_entropy': np.float64(2.289468240213317), 'test_avg_loss_std': np.float64(6.216271003962562), 'test_avg_loss_bottom_decile': np.float64(32.502972296948705), 'test_avg_loss_top_decile': np.float64(51.913957163972675), 'test_avg_loss_min': np.float64(28.195485420946806), 'test_avg_loss_max': np.float64(51.913957163972675), 'test_avg_loss_bottom10%': np.float64(28.195485420946806), 'test_avg_loss_top10%': np.float64(51.913957163972675), 'test_avg_loss_cos1': np.float64(0.9867476806380233), 'test_avg_loss_entropy': np.float64(2.289468240214004), 'val_loss_std': np.float64(22916.061943939272), 'val_loss_bottom_decile': np.float64(114285.88800048828), 'val_loss_top_decile': np.float64(186347.14318847656), 'val_loss_min': np.float64(99085.73651123047), 'val_loss_max': np.float64(186347.14318847656), 'val_loss_bottom10%': np.float64(99085.73651123047), 'val_loss_top10%': np.float64(186347.14318847656), 'val_loss_cos1': np.float64(0.985789401233627), 'val_loss_entropy': np.float64(2.2884923902359775), 'val_avg_loss_std': np.float64(6.755914488189644), 'val_avg_loss_bottom_decile': np.float64(33.69277358504961), 'val_avg_loss_top_decile': np.float64(54.93724740226314), 'val_avg_loss_min': np.float64(29.211596848829736), 'val_avg_loss_max': np.float64(54.93724740226314), 'val_avg_loss_bottom10%': np.float64(29.211596848829736), 'val_avg_loss_top10%': np.float64(54.93724740226314), 'val_avg_loss_cos1': np.float64(0.9857894012336271), 'val_avg_loss_entropy': np.float64(2.288492390236682)}}
|
|
{'Role': 'Server #', 'Round': 35, 'Results_weighted_avg': {'test_loss': np.float64(128642.45172729492), 'test_avg_loss': np.float64(37.92525109884874), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134874.4376953125), 'val_avg_loss': np.float64(39.76251111300486), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(128642.45172729492), 'test_avg_loss': np.float64(37.92525109884873), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134874.4376953125), 'val_avg_loss': np.float64(39.76251111300487), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20938.967659907437), 'test_loss_bottom_decile': np.float64(110614.18145751953), 'test_loss_top_decile': np.float64(176147.08447265625), 'test_loss_min': np.float64(96043.00036621094), 'test_loss_max': np.float64(176147.08447265625), 'test_loss_bottom10%': np.float64(96043.00036621094), 'test_loss_top10%': np.float64(176147.08447265625), 'test_loss_cos1': np.float64(0.9870107092735659), 'test_loss_entropy': np.float64(2.2897220726658873), 'test_avg_loss_std': np.float64(6.173044711057616), 'test_avg_loss_bottom_decile': np.float64(32.61031292969326), 'test_avg_loss_top_decile': np.float64(51.930154620476486), 'test_avg_loss_min': np.float64(28.314563787208414), 'test_avg_loss_max': np.float64(51.930154620476486), 'test_avg_loss_bottom10%': np.float64(28.314563787208414), 'test_avg_loss_top10%': np.float64(51.930154620476486), 'test_avg_loss_cos1': np.float64(0.9870107092735659), 'test_avg_loss_entropy': np.float64(2.2897220726665592), 'val_loss_std': np.float64(22744.984302779136), 'val_loss_bottom_decile': np.float64(114650.20501708984), 'val_loss_top_decile': np.float64(186392.91650390625), 'val_loss_min': np.float64(99469.52435302734), 'val_loss_max': np.float64(186392.91650390625), 'val_loss_bottom10%': np.float64(99469.52435302734), 'val_loss_top10%': np.float64(186392.91650390625), 'val_loss_cos1': np.float64(0.9860768511434242), 'val_loss_entropy': np.float64(2.288774869252138), 'val_avg_loss_std': np.float64(6.705478862847624), 'val_avg_loss_bottom_decile': np.float64(33.800178365887334), 'val_avg_loss_top_decile': np.float64(54.95074189384029), 'val_avg_loss_min': np.float64(29.324741849359476), 'val_avg_loss_max': np.float64(54.95074189384029), 'val_avg_loss_bottom10%': np.float64(29.324741849359476), 'val_avg_loss_top10%': np.float64(54.95074189384029), 'val_avg_loss_cos1': np.float64(0.9860768511434242), 'val_avg_loss_entropy': np.float64(2.2887748692528262)}}
|
|
{'Role': 'Server #', 'Round': 36, 'Results_weighted_avg': {'test_loss': np.float64(128210.06403808594), 'test_avg_loss': np.float64(37.79777831311496), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134404.1311401367), 'val_avg_loss': np.float64(39.62385941631389), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(128210.06403808594), 'test_avg_loss': np.float64(37.79777831311496), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134404.1311401367), 'val_avg_loss': np.float64(39.623859416313884), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21019.55964508143), 'test_loss_bottom_decile': np.float64(110587.94360351562), 'test_loss_top_decile': np.float64(175943.09790039062), 'test_loss_min': np.float64(95510.55383300781), 'test_loss_max': np.float64(175943.09790039062), 'test_loss_bottom10%': np.float64(95510.55383300781), 'test_loss_top10%': np.float64(175943.09790039062), 'test_loss_cos1': np.float64(0.986825801779745), 'test_loss_entropy': np.float64(2.2895428667682904), 'test_avg_loss_std': np.float64(6.196804140649006), 'test_avg_loss_bottom_decile': np.float64(32.6025777133006), 'test_avg_loss_top_decile': np.float64(51.87001706969063), 'test_avg_loss_min': np.float64(28.15759252152353), 'test_avg_loss_max': np.float64(51.87001706969063), 'test_avg_loss_bottom10%': np.float64(28.15759252152353), 'test_avg_loss_top10%': np.float64(51.87001706969063), 'test_avg_loss_cos1': np.float64(0.9868258017797451), 'test_avg_loss_entropy': np.float64(2.289542866768975), 'val_loss_std': np.float64(22811.09328842389), 'val_loss_bottom_decile': np.float64(114617.3041381836), 'val_loss_top_decile': np.float64(186083.07556152344), 'val_loss_min': np.float64(98874.96691894531), 'val_loss_max': np.float64(186083.07556152344), 'val_loss_bottom10%': np.float64(98874.96691894531), 'val_loss_top10%': np.float64(186083.07556152344), 'val_loss_cos1': np.float64(0.9859013916926388), 'val_loss_entropy': np.float64(2.288602837564645), 'val_avg_loss_std': np.float64(6.724968540219307), 'val_avg_loss_bottom_decile': np.float64(33.790478814322995), 'val_avg_loss_top_decile': np.float64(54.85939727639252), 'val_avg_loss_min': np.float64(29.149459586953217), 'val_avg_loss_max': np.float64(54.85939727639252), 'val_avg_loss_bottom10%': np.float64(29.149459586953217), 'val_avg_loss_top10%': np.float64(54.85939727639252), 'val_avg_loss_cos1': np.float64(0.985901391692639), 'val_avg_loss_entropy': np.float64(2.288602837565344)}}
|
|
{'Role': 'Server #', 'Round': 37, 'Results_weighted_avg': {'test_loss': np.float64(127900.08350830078), 'test_avg_loss': np.float64(37.706392543720746), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134024.43345336913), 'val_avg_loss': np.float64(39.51192023979043), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(127900.08350830078), 'test_avg_loss': np.float64(37.70639254372075), 'test_total': np.float64(3392.0), 'val_loss': np.float64(134024.43345336913), 'val_avg_loss': np.float64(39.51192023979043), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21038.520236464028), 'test_loss_bottom_decile': np.float64(110284.44250488281), 'test_loss_top_decile': np.float64(175495.10424804688), 'test_loss_min': np.float64(95048.27349853516), 'test_loss_max': np.float64(175495.10424804688), 'test_loss_bottom10%': np.float64(95048.27349853516), 'test_loss_top10%': np.float64(175495.10424804688), 'test_loss_cos1': np.float64(0.9867397117392978), 'test_loss_entropy': np.float64(2.2894471711278674), 'test_avg_loss_std': np.float64(6.202393937636801), 'test_avg_loss_bottom_decile': np.float64(32.51310215356215), 'test_avg_loss_top_decile': np.float64(51.73794346935344), 'test_avg_loss_min': np.float64(28.021307045558714), 'test_avg_loss_max': np.float64(51.73794346935344), 'test_avg_loss_bottom10%': np.float64(28.021307045558714), 'test_avg_loss_top10%': np.float64(51.73794346935344), 'test_avg_loss_cos1': np.float64(0.9867397117392976), 'test_avg_loss_entropy': np.float64(2.2894471711285584), 'val_loss_std': np.float64(22852.30109832909), 'val_loss_bottom_decile': np.float64(114234.52825927734), 'val_loss_top_decile': np.float64(185711.49963378906), 'val_loss_min': np.float64(98243.76550292969), 'val_loss_max': np.float64(185711.49963378906), 'val_loss_bottom10%': np.float64(98243.76550292969), 'val_loss_top10%': np.float64(185711.49963378906), 'val_loss_cos1': np.float64(0.985772909588267), 'val_loss_entropy': np.float64(2.288465825537616), 'val_avg_loss_std': np.float64(6.73711706908287), 'val_avg_loss_bottom_decile': np.float64(33.67763215190959), 'val_avg_loss_top_decile': np.float64(54.74985248637649), 'val_avg_loss_min': np.float64(28.9633742638354), 'val_avg_loss_max': np.float64(54.74985248637649), 'val_avg_loss_bottom10%': np.float64(28.9633742638354), 'val_avg_loss_top10%': np.float64(54.74985248637649), 'val_avg_loss_cos1': np.float64(0.985772909588267), 'val_avg_loss_entropy': np.float64(2.288465825538325)}}
|
|
{'Role': 'Server #', 'Round': 38, 'Results_weighted_avg': {'test_loss': np.float64(127349.71198120117), 'test_avg_loss': np.float64(37.54413678691072), 'test_total': np.float64(3392.0), 'val_loss': np.float64(133452.60977172852), 'val_avg_loss': np.float64(39.34334014496714), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(127349.71198120117), 'test_avg_loss': np.float64(37.54413678691073), 'test_total': np.float64(3392.0), 'val_loss': np.float64(133452.60977172852), 'val_avg_loss': np.float64(39.34334014496714), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20972.58874191371), 'test_loss_bottom_decile': np.float64(110044.90655517578), 'test_loss_top_decile': np.float64(175187.0517578125), 'test_loss_min': np.float64(94903.994140625), 'test_loss_max': np.float64(175187.0517578125), 'test_loss_bottom10%': np.float64(94903.994140625), 'test_loss_top10%': np.float64(175187.0517578125), 'test_loss_cos1': np.float64(0.9867091677044528), 'test_loss_entropy': np.float64(2.289440024658249), 'test_avg_loss_std': np.float64(6.182956586649089), 'test_avg_loss_bottom_decile': np.float64(32.44248424386078), 'test_avg_loss_top_decile': np.float64(51.647126107845665), 'test_avg_loss_min': np.float64(27.978771857495577), 'test_avg_loss_max': np.float64(51.647126107845665), 'test_avg_loss_bottom10%': np.float64(27.978771857495577), 'test_avg_loss_top10%': np.float64(51.647126107845665), 'test_avg_loss_cos1': np.float64(0.986709167704453), 'test_avg_loss_entropy': np.float64(2.2894400246589424), 'val_loss_std': np.float64(22790.09841203894), 'val_loss_bottom_decile': np.float64(114092.32427978516), 'val_loss_top_decile': np.float64(185289.4208984375), 'val_loss_min': np.float64(98096.78515625), 'val_loss_max': np.float64(185289.4208984375), 'val_loss_bottom10%': np.float64(98096.78515625), 'val_loss_top10%': np.float64(185289.4208984375), 'val_loss_cos1': np.float64(0.9857296772292077), 'val_loss_entropy': np.float64(2.288444065897006), 'val_avg_loss_std': np.float64(6.7187790129831795), 'val_avg_loss_bottom_decile': np.float64(33.635708808898926), 'val_avg_loss_top_decile': np.float64(54.62541889694502), 'val_avg_loss_min': np.float64(28.92004279370578), 'val_avg_loss_max': np.float64(54.62541889694502), 'val_avg_loss_bottom10%': np.float64(28.92004279370578), 'val_avg_loss_top10%': np.float64(54.62541889694502), 'val_avg_loss_cos1': np.float64(0.9857296772292077), 'val_avg_loss_entropy': np.float64(2.2884440658977185)}}
|
|
{'Role': 'Server #', 'Round': 39, 'Results_weighted_avg': {'test_loss': np.float64(127413.500390625), 'test_avg_loss': np.float64(37.5629423321418), 'test_total': np.float64(3392.0), 'val_loss': np.float64(133361.3670776367), 'val_avg_loss': np.float64(39.316440765812715), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(127413.500390625), 'test_avg_loss': np.float64(37.56294233214181), 'test_total': np.float64(3392.0), 'val_loss': np.float64(133361.3670776367), 'val_avg_loss': np.float64(39.316440765812715), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21014.413478263312), 'test_loss_bottom_decile': np.float64(110201.64245605469), 'test_loss_top_decile': np.float64(175266.0721435547), 'test_loss_min': np.float64(95290.62255859375), 'test_loss_max': np.float64(175266.0721435547), 'test_loss_bottom10%': np.float64(95290.62255859375), 'test_loss_top10%': np.float64(175266.0721435547), 'test_loss_cos1': np.float64(0.9866702522068352), 'test_loss_entropy': np.float64(2.2894127553838817), 'test_avg_loss_std': np.float64(6.195286992412533), 'test_avg_loss_bottom_decile': np.float64(32.488691761808575), 'test_avg_loss_top_decile': np.float64(51.67042221213287), 'test_avg_loss_min': np.float64(28.09275429203825), 'test_avg_loss_max': np.float64(51.67042221213287), 'test_avg_loss_bottom10%': np.float64(28.09275429203825), 'test_avg_loss_top10%': np.float64(51.67042221213287), 'test_avg_loss_cos1': np.float64(0.986670252206835), 'test_avg_loss_entropy': np.float64(2.2894127553845753), 'val_loss_std': np.float64(22850.326883072426), 'val_loss_bottom_decile': np.float64(114070.27838134766), 'val_loss_top_decile': np.float64(185271.40112304688), 'val_loss_min': np.float64(98356.0913696289), 'val_loss_max': np.float64(185271.40112304688), 'val_loss_bottom10%': np.float64(98356.0913696289), 'val_loss_top10%': np.float64(185271.40112304688), 'val_loss_cos1': np.float64(0.9856365554567783), 'val_loss_entropy': np.float64(2.288364715723999), 'val_avg_loss_std': np.float64(6.736535048075596), 'val_avg_loss_bottom_decile': np.float64(33.62920942846334), 'val_avg_loss_top_decile': np.float64(54.6201064631624), 'val_avg_loss_min': np.float64(28.996489200951917), 'val_avg_loss_max': np.float64(54.6201064631624), 'val_avg_loss_bottom10%': np.float64(28.996489200951917), 'val_avg_loss_top10%': np.float64(54.6201064631624), 'val_avg_loss_cos1': np.float64(0.9856365554567783), 'val_avg_loss_entropy': np.float64(2.288364715724715)}}
|
|
{'Role': 'Server #', 'Round': 40, 'Results_weighted_avg': {'test_loss': np.float64(127117.46488647461), 'test_avg_loss': np.float64(37.47566771417294), 'test_total': np.float64(3392.0), 'val_loss': np.float64(133107.66691894532), 'val_avg_loss': np.float64(39.241647086953215), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(127117.46488647461), 'test_avg_loss': np.float64(37.475667714172936), 'test_total': np.float64(3392.0), 'val_loss': np.float64(133107.66691894532), 'val_avg_loss': np.float64(39.24164708695322), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20983.334087586878), 'test_loss_bottom_decile': np.float64(109832.90393066406), 'test_loss_top_decile': np.float64(174988.71948242188), 'test_loss_min': np.float64(94875.83239746094), 'test_loss_max': np.float64(174988.71948242188), 'test_loss_bottom10%': np.float64(94875.83239746094), 'test_loss_top10%': np.float64(174988.71948242188), 'test_loss_cos1': np.float64(0.9866481272689521), 'test_loss_entropy': np.float64(2.2893874022243925), 'test_avg_loss_std': np.float64(6.186124436198962), 'test_avg_loss_bottom_decile': np.float64(32.37998347012502), 'test_avg_loss_top_decile': np.float64(51.58865550778947), 'test_avg_loss_min': np.float64(27.970469456798625), 'test_avg_loss_max': np.float64(51.58865550778947), 'test_avg_loss_bottom10%': np.float64(27.970469456798625), 'test_avg_loss_top10%': np.float64(51.58865550778947), 'test_avg_loss_cos1': np.float64(0.986648127268952), 'test_avg_loss_entropy': np.float64(2.2893874022250893), 'val_loss_std': np.float64(22842.638007458005), 'val_loss_bottom_decile': np.float64(113777.71783447266), 'val_loss_top_decile': np.float64(185051.3377685547), 'val_loss_min': np.float64(98012.90686035156), 'val_loss_max': np.float64(185051.3377685547), 'val_loss_bottom10%': np.float64(98012.90686035156), 'val_loss_top10%': np.float64(185051.3377685547), 'val_loss_cos1': np.float64(0.9855924220817752), 'val_loss_entropy': np.float64(2.288317185113727), 'val_avg_loss_std': np.float64(6.734268280500592), 'val_avg_loss_bottom_decile': np.float64(33.5429592672384), 'val_avg_loss_top_decile': np.float64(54.55522929497485), 'val_avg_loss_min': np.float64(28.895314522509306), 'val_avg_loss_max': np.float64(54.55522929497485), 'val_avg_loss_bottom10%': np.float64(28.895314522509306), 'val_avg_loss_top10%': np.float64(54.55522929497485), 'val_avg_loss_cos1': np.float64(0.9855924220817751), 'val_avg_loss_entropy': np.float64(2.2883171851144475)}}
|
|
{'Role': 'Server #', 'Round': 41, 'Results_weighted_avg': {'test_loss': np.float64(127216.76936645508), 'test_avg_loss': np.float64(37.50494379907284), 'test_total': np.float64(3392.0), 'val_loss': np.float64(133168.290423584), 'val_avg_loss': np.float64(39.259519582424524), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(127216.76936645508), 'test_avg_loss': np.float64(37.50494379907284), 'test_total': np.float64(3392.0), 'val_loss': np.float64(133168.290423584), 'val_avg_loss': np.float64(39.259519582424524), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21096.35772311085), 'test_loss_bottom_decile': np.float64(109561.67584228516), 'test_loss_top_decile': np.float64(175250.88037109375), 'test_loss_min': np.float64(94741.8349609375), 'test_loss_max': np.float64(175250.88037109375), 'test_loss_bottom10%': np.float64(94741.8349609375), 'test_loss_top10%': np.float64(175250.88037109375), 'test_loss_cos1': np.float64(0.9865274436123288), 'test_loss_entropy': np.float64(2.289259912463576), 'test_avg_loss_std': np.float64(6.219445083464283), 'test_avg_loss_bottom_decile': np.float64(32.30002235916426), 'test_avg_loss_top_decile': np.float64(51.66594350562905), 'test_avg_loss_min': np.float64(27.930965495559406), 'test_avg_loss_max': np.float64(51.66594350562905), 'test_avg_loss_bottom10%': np.float64(27.930965495559406), 'test_avg_loss_top10%': np.float64(51.66594350562905), 'test_avg_loss_cos1': np.float64(0.9865274436123288), 'test_avg_loss_entropy': np.float64(2.289259912464279), 'val_loss_std': np.float64(22924.21295129223), 'val_loss_bottom_decile': np.float64(113513.65417480469), 'val_loss_top_decile': np.float64(185311.23669433594), 'val_loss_min': np.float64(97841.58642578125), 'val_loss_max': np.float64(185311.23669433594), 'val_loss_bottom10%': np.float64(97841.58642578125), 'val_loss_top10%': np.float64(185311.23669433594), 'val_loss_cos1': np.float64(0.985504488022367), 'val_loss_entropy': np.float64(2.2882263160081022), 'val_avg_loss_std': np.float64(6.758317497432851), 'val_avg_loss_bottom_decile': np.float64(33.46511031096836), 'val_avg_loss_top_decile': np.float64(54.631850440547154), 'val_avg_loss_min': np.float64(28.844807318921358), 'val_avg_loss_max': np.float64(54.631850440547154), 'val_avg_loss_bottom10%': np.float64(28.844807318921358), 'val_avg_loss_top10%': np.float64(54.631850440547154), 'val_avg_loss_cos1': np.float64(0.9855044880223669), 'val_avg_loss_entropy': np.float64(2.2882263160088265)}}
|
|
{'Role': 'Server #', 'Round': 42, 'Results_weighted_avg': {'test_loss': np.float64(126490.25162963867), 'test_avg_loss': np.float64(37.29075814553027), 'test_total': np.float64(3392.0), 'val_loss': np.float64(132348.63372192383), 'val_avg_loss': np.float64(39.017875507642636), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(126490.25162963867), 'test_avg_loss': np.float64(37.29075814553026), 'test_total': np.float64(3392.0), 'val_loss': np.float64(132348.63372192383), 'val_avg_loss': np.float64(39.01787550764264), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20822.88342963126), 'test_loss_bottom_decile': np.float64(109134.35986328125), 'test_loss_top_decile': np.float64(173765.91162109375), 'test_loss_min': np.float64(94455.98834228516), 'test_loss_max': np.float64(173765.91162109375), 'test_loss_bottom10%': np.float64(94455.98834228516), 'test_loss_top10%': np.float64(173765.91162109375), 'test_loss_cos1': np.float64(0.9867193781874463), 'test_loss_entropy': np.float64(2.2894424172257315), 'test_avg_loss_std': np.float64(6.138821765811103), 'test_avg_loss_bottom_decile': np.float64(32.17404477101452), 'test_avg_loss_top_decile': np.float64(51.22815790716207), 'test_avg_loss_min': np.float64(27.846694676381237), 'test_avg_loss_max': np.float64(51.22815790716207), 'test_avg_loss_bottom10%': np.float64(27.846694676381237), 'test_avg_loss_top10%': np.float64(51.22815790716207), 'test_avg_loss_cos1': np.float64(0.986719378187446), 'test_avg_loss_entropy': np.float64(2.2894424172264296), 'val_loss_std': np.float64(22627.284835771068), 'val_loss_bottom_decile': np.float64(112908.65643310547), 'val_loss_top_decile': np.float64(183691.35986328125), 'val_loss_min': np.float64(97439.15692138672), 'val_loss_max': np.float64(183691.35986328125), 'val_loss_bottom10%': np.float64(97439.15692138672), 'val_loss_top10%': np.float64(183691.35986328125), 'val_loss_cos1': np.float64(0.9856978794086675), 'val_loss_entropy': np.float64(2.288409859788959), 'val_avg_loss_std': np.float64(6.670779727526847), 'val_avg_loss_bottom_decile': np.float64(33.28675012768439), 'val_avg_loss_top_decile': np.float64(54.15429241252395), 'val_avg_loss_min': np.float64(28.726166545220142), 'val_avg_loss_max': np.float64(54.15429241252395), 'val_avg_loss_bottom10%': np.float64(28.726166545220142), 'val_avg_loss_top10%': np.float64(54.15429241252395), 'val_avg_loss_cos1': np.float64(0.9856978794086674), 'val_avg_loss_entropy': np.float64(2.2884098597896783)}}
|
|
{'Role': 'Server #', 'Round': 43, 'Results_weighted_avg': {'test_loss': np.float64(126684.85608520507), 'test_avg_loss': np.float64(37.348129742100554), 'test_total': np.float64(3392.0), 'val_loss': np.float64(132573.0525756836), 'val_avg_loss': np.float64(39.08403672632181), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(126684.85608520507), 'test_avg_loss': np.float64(37.34812974210056), 'test_total': np.float64(3392.0), 'val_loss': np.float64(132573.0525756836), 'val_avg_loss': np.float64(39.084036726321806), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21073.903567447724), 'test_loss_bottom_decile': np.float64(109038.35076904297), 'test_loss_top_decile': np.float64(174700.92822265625), 'test_loss_min': np.float64(94507.09674072266), 'test_loss_max': np.float64(174700.92822265625), 'test_loss_bottom10%': np.float64(94507.09674072266), 'test_loss_top10%': np.float64(174700.92822265625), 'test_loss_cos1': np.float64(0.9864446863441719), 'test_loss_entropy': np.float64(2.289185282089594), 'test_avg_loss_std': np.float64(6.212825344176806), 'test_avg_loss_bottom_decile': np.float64(32.14574020313767), 'test_avg_loss_top_decile': np.float64(51.5038113863963), 'test_avg_loss_min': np.float64(27.861762010826254), 'test_avg_loss_max': np.float64(51.5038113863963), 'test_avg_loss_bottom10%': np.float64(27.861762010826254), 'test_avg_loss_top10%': np.float64(51.5038113863963), 'test_avg_loss_cos1': np.float64(0.9864446863441717), 'test_avg_loss_entropy': np.float64(2.2891852820903047), 'val_loss_std': np.float64(22861.52543925731), 'val_loss_bottom_decile': np.float64(112856.3037109375), 'val_loss_top_decile': np.float64(184729.7879638672), 'val_loss_min': np.float64(97578.2943725586), 'val_loss_max': np.float64(184729.7879638672), 'val_loss_bottom10%': np.float64(97578.2943725586), 'val_loss_top10%': np.float64(184729.7879638672), 'val_loss_cos1': np.float64(0.9854550092047036), 'val_loss_entropy': np.float64(2.2881902514846946), 'val_avg_loss_std': np.float64(6.739836509215009), 'val_avg_loss_bottom_decile': np.float64(33.27131595251695), 'val_avg_loss_top_decile': np.float64(54.4604327723665), 'val_avg_loss_min': np.float64(28.767185840966565), 'val_avg_loss_max': np.float64(54.4604327723665), 'val_avg_loss_bottom10%': np.float64(28.767185840966565), 'val_avg_loss_top10%': np.float64(54.4604327723665), 'val_avg_loss_cos1': np.float64(0.9854550092047035), 'val_avg_loss_entropy': np.float64(2.2881902514854238)}}
|
|
{'Role': 'Server #', 'Round': 44, 'Results_weighted_avg': {'test_loss': np.float64(125942.95780639649), 'test_avg_loss': np.float64(37.12940973065934), 'test_total': np.float64(3392.0), 'val_loss': np.float64(131754.9888671875), 'val_avg_loss': np.float64(38.84286228395858), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(125942.95780639649), 'test_avg_loss': np.float64(37.12940973065935), 'test_total': np.float64(3392.0), 'val_loss': np.float64(131754.9888671875), 'val_avg_loss': np.float64(38.84286228395858), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20859.49448759345), 'test_loss_bottom_decile': np.float64(108614.953125), 'test_loss_top_decile': np.float64(173534.83325195312), 'test_loss_min': np.float64(94344.6693725586), 'test_loss_max': np.float64(173534.83325195312), 'test_loss_bottom10%': np.float64(94344.6693725586), 'test_loss_top10%': np.float64(173534.83325195312), 'test_loss_cos1': np.float64(0.9865598231250425), 'test_loss_entropy': np.float64(2.2893074096856103), 'test_avg_loss_std': np.float64(6.149615120163165), 'test_avg_loss_bottom_decile': np.float64(32.02091778449292), 'test_avg_loss_top_decile': np.float64(51.16003338795788), 'test_avg_loss_min': np.float64(27.813876583891094), 'test_avg_loss_max': np.float64(51.16003338795788), 'test_avg_loss_bottom10%': np.float64(27.813876583891094), 'test_avg_loss_top10%': np.float64(51.16003338795788), 'test_avg_loss_cos1': np.float64(0.9865598231250424), 'test_avg_loss_entropy': np.float64(2.289307409686318), 'val_loss_std': np.float64(22729.95711665287), 'val_loss_bottom_decile': np.float64(112242.50787353516), 'val_loss_top_decile': np.float64(183596.2501220703), 'val_loss_min': np.float64(97296.89337158203), 'val_loss_max': np.float64(183596.2501220703), 'val_loss_bottom10%': np.float64(97296.89337158203), 'val_loss_top10%': np.float64(183596.2501220703), 'val_loss_cos1': np.float64(0.9854431046741146), 'val_loss_entropy': np.float64(2.288183289097651), 'val_avg_loss_std': np.float64(6.701048678258511), 'val_avg_loss_bottom_decile': np.float64(33.09036199101862), 'val_avg_loss_top_decile': np.float64(54.126252984100915), 'val_avg_loss_min': np.float64(28.684225640206968), 'val_avg_loss_max': np.float64(54.126252984100915), 'val_avg_loss_bottom10%': np.float64(28.684225640206968), 'val_avg_loss_top10%': np.float64(54.126252984100915), 'val_avg_loss_cos1': np.float64(0.9854431046741144), 'val_avg_loss_entropy': np.float64(2.288183289098385)}}
|
|
{'Role': 'Server #', 'Round': 45, 'Results_weighted_avg': {'test_loss': np.float64(126087.88555297852), 'test_avg_loss': np.float64(37.17213607104319), 'test_total': np.float64(3392.0), 'val_loss': np.float64(131879.74575805664), 'val_avg_loss': np.float64(38.87964202772896), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(126087.88555297852), 'test_avg_loss': np.float64(37.1721360710432), 'test_total': np.float64(3392.0), 'val_loss': np.float64(131879.74575805664), 'val_avg_loss': np.float64(38.87964202772896), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21001.71861370938), 'test_loss_bottom_decile': np.float64(108976.39501953125), 'test_loss_top_decile': np.float64(173997.47692871094), 'test_loss_min': np.float64(94006.72430419922), 'test_loss_max': np.float64(173997.47692871094), 'test_loss_bottom10%': np.float64(94006.72430419922), 'test_loss_top10%': np.float64(173997.47692871094), 'test_loss_cos1': np.float64(0.9864103209672871), 'test_loss_entropy': np.float64(2.2891513690489553), 'test_avg_loss_std': np.float64(6.191544402626587), 'test_avg_loss_bottom_decile': np.float64(32.12747494679577), 'test_avg_loss_top_decile': np.float64(51.29642598134167), 'test_avg_loss_min': np.float64(27.714246551945525), 'test_avg_loss_max': np.float64(51.29642598134167), 'test_avg_loss_bottom10%': np.float64(27.714246551945525), 'test_avg_loss_top10%': np.float64(51.29642598134167), 'test_avg_loss_cos1': np.float64(0.9864103209672872), 'test_avg_loss_entropy': np.float64(2.28915136904967), 'val_loss_std': np.float64(22813.098110637136), 'val_loss_bottom_decile': np.float64(112746.57751464844), 'val_loss_top_decile': np.float64(183971.74438476562), 'val_loss_min': np.float64(96981.11328125), 'val_loss_max': np.float64(183971.74438476562), 'val_loss_bottom10%': np.float64(96981.11328125), 'val_loss_top10%': np.float64(183971.74438476562), 'val_loss_cos1': np.float64(0.9853658731399656), 'val_loss_entropy': np.float64(2.2881034834193072), 'val_avg_loss_std': np.float64(6.725559584503874), 'val_avg_loss_bottom_decile': np.float64(33.23896742766758), 'val_avg_loss_top_decile': np.float64(54.236952943621944), 'val_avg_loss_min': np.float64(28.591130094708138), 'val_avg_loss_max': np.float64(54.236952943621944), 'val_avg_loss_bottom10%': np.float64(28.591130094708138), 'val_avg_loss_top10%': np.float64(54.236952943621944), 'val_avg_loss_cos1': np.float64(0.9853658731399655), 'val_avg_loss_entropy': np.float64(2.288103483420045)}}
|
|
{'Role': 'Server #', 'Round': 46, 'Results_weighted_avg': {'test_loss': np.float64(125657.04442749024), 'test_avg_loss': np.float64(37.045119229802545), 'test_total': np.float64(3392.0), 'val_loss': np.float64(131418.04696655273), 'val_avg_loss': np.float64(38.74352799721484), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(125657.04442749024), 'test_avg_loss': np.float64(37.045119229802545), 'test_total': np.float64(3392.0), 'val_loss': np.float64(131418.04696655273), 'val_avg_loss': np.float64(38.743527997214834), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20959.336458517035), 'test_loss_bottom_decile': np.float64(108609.25018310547), 'test_loss_top_decile': np.float64(173334.7882080078), 'test_loss_min': np.float64(93874.11596679688), 'test_loss_max': np.float64(173334.7882080078), 'test_loss_bottom10%': np.float64(93874.11596679688), 'test_loss_top10%': np.float64(173334.7882080078), 'test_loss_cos1': np.float64(0.9863729179223316), 'test_loss_entropy': np.float64(2.289118257486134), 'test_avg_loss_std': np.float64(6.1790496634778975), 'test_avg_loss_bottom_decile': np.float64(32.01923649266081), 'test_avg_loss_top_decile': np.float64(51.10105784434192), 'test_avg_loss_min': np.float64(27.675152112852853), 'test_avg_loss_max': np.float64(51.10105784434192), 'test_avg_loss_bottom10%': np.float64(27.675152112852853), 'test_avg_loss_top10%': np.float64(51.10105784434192), 'test_avg_loss_cos1': np.float64(0.9863729179223316), 'test_avg_loss_entropy': np.float64(2.2891182574868534), 'val_loss_std': np.float64(22819.05934278554), 'val_loss_bottom_decile': np.float64(112373.56555175781), 'val_loss_top_decile': np.float64(183208.7108154297), 'val_loss_min': np.float64(96692.6284790039), 'val_loss_max': np.float64(183208.7108154297), 'val_loss_bottom10%': np.float64(96692.6284790039), 'val_loss_top10%': np.float64(183208.7108154297), 'val_loss_cos1': np.float64(0.9852576004199168), 'val_loss_entropy': np.float64(2.287988811163554), 'val_avg_loss_std': np.float64(6.727317023226869), 'val_avg_loss_bottom_decile': np.float64(33.12899927823049), 'val_avg_loss_top_decile': np.float64(54.01200200926583), 'val_avg_loss_min': np.float64(28.5060815091403), 'val_avg_loss_max': np.float64(54.01200200926583), 'val_avg_loss_bottom10%': np.float64(28.5060815091403), 'val_avg_loss_top10%': np.float64(54.01200200926583), 'val_avg_loss_cos1': np.float64(0.9852576004199166), 'val_avg_loss_entropy': np.float64(2.2879888111643)}}
|
|
{'Role': 'Server #', 'Round': 47, 'Results_weighted_avg': {'test_loss': np.float64(125291.04612426758), 'test_avg_loss': np.float64(36.93721878663549), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130988.27196655274), 'val_avg_loss': np.float64(38.61682546183748), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(125291.04612426758), 'test_avg_loss': np.float64(36.93721878663549), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130988.27196655274), 'val_avg_loss': np.float64(38.61682546183748), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20846.57661333238), 'test_loss_bottom_decile': np.float64(108303.47882080078), 'test_loss_top_decile': np.float64(173004.20141601562), 'test_loss_min': np.float64(93934.6050415039), 'test_loss_max': np.float64(173004.20141601562), 'test_loss_bottom10%': np.float64(93934.6050415039), 'test_loss_top10%': np.float64(173004.20141601562), 'test_loss_cos1': np.float64(0.9864389100325988), 'test_loss_entropy': np.float64(2.2892008220686337), 'test_avg_loss_std': np.float64(6.1458067845909135), 'test_avg_loss_bottom_decile': np.float64(31.929091633490795), 'test_avg_loss_top_decile': np.float64(51.00359711557064), 'test_avg_loss_min': np.float64(27.69298497685846), 'test_avg_loss_max': np.float64(51.00359711557064), 'test_avg_loss_bottom10%': np.float64(27.69298497685846), 'test_avg_loss_top10%': np.float64(51.00359711557064), 'test_avg_loss_cos1': np.float64(0.9864389100325985), 'test_avg_loss_entropy': np.float64(2.2892008220693505), 'val_loss_std': np.float64(22690.770613078585), 'val_loss_bottom_decile': np.float64(111969.53454589844), 'val_loss_top_decile': np.float64(182823.5194091797), 'val_loss_min': np.float64(96828.95458984375), 'val_loss_max': np.float64(182823.5194091797), 'val_loss_bottom10%': np.float64(96828.95458984375), 'val_loss_top10%': np.float64(182823.5194091797), 'val_loss_cos1': np.float64(0.9853255635681817), 'val_loss_entropy': np.float64(2.288080485111972), 'val_avg_loss_std': np.float64(6.689496053384016), 'val_avg_loss_bottom_decile': np.float64(33.00988636376723), 'val_avg_loss_top_decile': np.float64(53.8984432220459), 'val_avg_loss_min': np.float64(28.54627198993035), 'val_avg_loss_max': np.float64(53.8984432220459), 'val_avg_loss_bottom10%': np.float64(28.54627198993035), 'val_avg_loss_top10%': np.float64(53.8984432220459), 'val_avg_loss_cos1': np.float64(0.9853255635681815), 'val_avg_loss_entropy': np.float64(2.2880804851127143)}}
|
|
{'Role': 'Server #', 'Round': 48, 'Results_weighted_avg': {'test_loss': np.float64(125542.3716796875), 'test_avg_loss': np.float64(37.01131240556825), 'test_total': np.float64(3392.0), 'val_loss': np.float64(131194.07171020508), 'val_avg_loss': np.float64(38.67749755607461), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(125542.3716796875), 'test_avg_loss': np.float64(37.01131240556825), 'test_total': np.float64(3392.0), 'val_loss': np.float64(131194.07171020508), 'val_avg_loss': np.float64(38.677497556074606), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21036.085705282407), 'test_loss_bottom_decile': np.float64(108591.28149414062), 'test_loss_top_decile': np.float64(173557.32666015625), 'test_loss_min': np.float64(93598.69189453125), 'test_loss_max': np.float64(173557.32666015625), 'test_loss_bottom10%': np.float64(93598.69189453125), 'test_loss_top10%': np.float64(173557.32666015625), 'test_loss_cos1': np.float64(0.9862504146219655), 'test_loss_entropy': np.float64(2.2889995119701556), 'test_avg_loss_std': np.float64(6.201676210283728), 'test_avg_loss_bottom_decile': np.float64(32.01393911973486), 'test_avg_loss_top_decile': np.float64(51.16666469933852), 'test_avg_loss_min': np.float64(27.59395397834058), 'test_avg_loss_max': np.float64(51.16666469933852), 'test_avg_loss_bottom10%': np.float64(27.59395397834058), 'test_avg_loss_top10%': np.float64(51.16666469933852), 'test_avg_loss_cos1': np.float64(0.9862504146219656), 'test_avg_loss_entropy': np.float64(2.2889995119708817), 'val_loss_std': np.float64(22869.40021061277), 'val_loss_bottom_decile': np.float64(112251.37725830078), 'val_loss_top_decile': np.float64(183330.4412841797), 'val_loss_min': np.float64(96498.59985351562), 'val_loss_max': np.float64(183330.4412841797), 'val_loss_bottom10%': np.float64(96498.59985351562), 'val_loss_top10%': np.float64(183330.4412841797), 'val_loss_cos1': np.float64(0.9851444463846493), 'val_loss_entropy': np.float64(2.2878884671151987), 'val_avg_loss_std': np.float64(6.742158080958952), 'val_avg_loss_bottom_decile': np.float64(33.09297678605566), 'val_avg_loss_top_decile': np.float64(54.0478895295341), 'val_avg_loss_min': np.float64(28.44887967379588), 'val_avg_loss_max': np.float64(54.0478895295341), 'val_avg_loss_bottom10%': np.float64(28.44887967379588), 'val_avg_loss_top10%': np.float64(54.0478895295341), 'val_avg_loss_cos1': np.float64(0.9851444463846494), 'val_avg_loss_entropy': np.float64(2.2878884671159505)}}
|
|
{'Role': 'Server #', 'Round': 49, 'Results_weighted_avg': {'test_loss': np.float64(125028.75437011718), 'test_avg_loss': np.float64(36.85989220817134), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130586.74743041993), 'val_avg_loss': np.float64(38.49845148302474), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(125028.75437011718), 'test_avg_loss': np.float64(36.85989220817134), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130586.74743041993), 'val_avg_loss': np.float64(38.49845148302474), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20783.05281204504), 'test_loss_bottom_decile': np.float64(108707.85888671875), 'test_loss_top_decile': np.float64(172462.8543701172), 'test_loss_min': np.float64(93458.85516357422), 'test_loss_max': np.float64(172462.8543701172), 'test_loss_bottom10%': np.float64(93458.85516357422), 'test_loss_top10%': np.float64(172462.8543701172), 'test_loss_cos1': np.float64(0.9864642958950512), 'test_loss_entropy': np.float64(2.289212337579482), 'test_avg_loss_std': np.float64(6.127079248834033), 'test_avg_loss_bottom_decile': np.float64(32.04830745481095), 'test_avg_loss_top_decile': np.float64(50.84400187798266), 'test_avg_loss_min': np.float64(27.552728526997118), 'test_avg_loss_max': np.float64(50.84400187798266), 'test_avg_loss_bottom10%': np.float64(27.552728526997118), 'test_avg_loss_top10%': np.float64(50.84400187798266), 'test_avg_loss_cos1': np.float64(0.9864642958950515), 'test_avg_loss_entropy': np.float64(2.2892123375802), 'val_loss_std': np.float64(22611.915222427768), 'val_loss_bottom_decile': np.float64(112252.57995605469), 'val_loss_top_decile': np.float64(182215.70080566406), 'val_loss_min': np.float64(96286.23638916016), 'val_loss_max': np.float64(182215.70080566406), 'val_loss_bottom10%': np.float64(96286.23638916016), 'val_loss_top10%': np.float64(182215.70080566406), 'val_loss_cos1': np.float64(0.9853373633084442), 'val_loss_entropy': np.float64(2.2880836207705246), 'val_avg_loss_std': np.float64(6.666248591517619), 'val_avg_loss_bottom_decile': np.float64(33.09333135496895), 'val_avg_loss_top_decile': np.float64(53.719251416764166), 'val_avg_loss_min': np.float64(28.3862725203892), 'val_avg_loss_max': np.float64(53.719251416764166), 'val_avg_loss_bottom10%': np.float64(28.3862725203892), 'val_avg_loss_top10%': np.float64(53.719251416764166), 'val_avg_loss_cos1': np.float64(0.9853373633084441), 'val_avg_loss_entropy': np.float64(2.28808362077127)}}
|
|
{'Role': 'Server #', 'Round': 50, 'Results_weighted_avg': {'test_loss': np.float64(125406.63302001954), 'test_avg_loss': np.float64(36.97129511203406), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130911.36184082032), 'val_avg_loss': np.float64(38.594151486090894), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(125406.63302001954), 'test_avg_loss': np.float64(36.971295112034056), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130911.36184082032), 'val_avg_loss': np.float64(38.594151486090894), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20935.879746768816), 'test_loss_bottom_decile': np.float64(108803.61224365234), 'test_loss_top_decile': np.float64(173318.0604248047), 'test_loss_min': np.float64(93692.43249511719), 'test_loss_max': np.float64(173318.0604248047), 'test_loss_bottom10%': np.float64(93692.43249511719), 'test_loss_top10%': np.float64(173318.0604248047), 'test_loss_cos1': np.float64(0.9863495354915621), 'test_loss_entropy': np.float64(2.289103629847044), 'test_avg_loss_std': np.float64(6.172134359306845), 'test_avg_loss_bottom_decile': np.float64(32.07653662843524), 'test_avg_loss_top_decile': np.float64(51.09612630448252), 'test_avg_loss_min': np.float64(27.621589768607663), 'test_avg_loss_max': np.float64(51.09612630448252), 'test_avg_loss_bottom10%': np.float64(27.621589768607663), 'test_avg_loss_top10%': np.float64(51.09612630448252), 'test_avg_loss_cos1': np.float64(0.9863495354915622), 'test_avg_loss_entropy': np.float64(2.2891036298477654), 'val_loss_std': np.float64(22759.366717411696), 'val_loss_bottom_decile': np.float64(112308.79815673828), 'val_loss_top_decile': np.float64(183006.19995117188), 'val_loss_min': np.float64(96428.33099365234), 'val_loss_max': np.float64(183006.19995117188), 'val_loss_bottom10%': np.float64(96428.33099365234), 'val_loss_top10%': np.float64(183006.19995117188), 'val_loss_cos1': np.float64(0.9852216963030485), 'val_loss_entropy': np.float64(2.287973899110785), 'val_avg_loss_std': np.float64(6.709718961501089), 'val_avg_loss_bottom_decile': np.float64(33.109905116962935), 'val_avg_loss_top_decile': np.float64(53.9522995139068), 'val_avg_loss_min': np.float64(28.42816361841166), 'val_avg_loss_max': np.float64(53.9522995139068), 'val_avg_loss_bottom10%': np.float64(28.42816361841166), 'val_avg_loss_top10%': np.float64(53.9522995139068), 'val_avg_loss_cos1': np.float64(0.9852216963030485), 'val_avg_loss_entropy': np.float64(2.287973899111534)}}
|
|
{'Role': 'Server #', 'Round': 51, 'Results_weighted_avg': {'test_loss': np.float64(125028.77688598633), 'test_avg_loss': np.float64(36.85989884610446), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130559.75883789062), 'val_avg_loss': np.float64(38.49049494041587), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(125028.77688598633), 'test_avg_loss': np.float64(36.85989884610446), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130559.75883789062), 'val_avg_loss': np.float64(38.490494940415864), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21000.666876997384), 'test_loss_bottom_decile': np.float64(108126.49938964844), 'test_loss_top_decile': np.float64(173105.8074951172), 'test_loss_min': np.float64(93294.19537353516), 'test_loss_max': np.float64(173105.8074951172), 'test_loss_bottom10%': np.float64(93294.19537353516), 'test_loss_top10%': np.float64(173105.8074951172), 'test_loss_cos1': np.float64(0.9861852366168113), 'test_loss_entropy': np.float64(2.2889454595452707), 'test_avg_loss_std': np.float64(6.191234338737436), 'test_avg_loss_bottom_decile': np.float64(31.876916093646354), 'test_avg_loss_top_decile': np.float64(51.033551737947285), 'test_avg_loss_min': np.float64(27.504184956820506), 'test_avg_loss_max': np.float64(51.033551737947285), 'test_avg_loss_bottom10%': np.float64(27.504184956820506), 'test_avg_loss_top10%': np.float64(51.033551737947285), 'test_avg_loss_cos1': np.float64(0.9861852366168112), 'test_avg_loss_entropy': np.float64(2.2889454595460026), 'val_loss_std': np.float64(22833.413479672196), 'val_loss_bottom_decile': np.float64(111637.31237792969), 'val_loss_top_decile': np.float64(182853.84228515625), 'val_loss_min': np.float64(96185.43334960938), 'val_loss_max': np.float64(182853.84228515625), 'val_loss_bottom10%': np.float64(96185.43334960938), 'val_loss_top10%': np.float64(182853.84228515625), 'val_loss_cos1': np.float64(0.9850490942493427), 'val_loss_entropy': np.float64(2.2878103460829164), 'val_avg_loss_std': np.float64(6.731548785280717), 'val_avg_loss_bottom_decile': np.float64(32.91194350764437), 'val_avg_loss_top_decile': np.float64(53.90738274916163), 'val_avg_loss_min': np.float64(28.35655464316314), 'val_avg_loss_max': np.float64(53.90738274916163), 'val_avg_loss_bottom10%': np.float64(28.35655464316314), 'val_avg_loss_top10%': np.float64(53.90738274916163), 'val_avg_loss_cos1': np.float64(0.9850490942493431), 'val_avg_loss_entropy': np.float64(2.2878103460836763)}}
|
|
{'Role': 'Server #', 'Round': 52, 'Results_weighted_avg': {'test_loss': np.float64(124682.30211791993), 'test_avg_loss': np.float64(36.757754162122616), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130169.72982788086), 'val_avg_loss': np.float64(38.37550997284224), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(124682.30211791993), 'test_avg_loss': np.float64(36.757754162122616), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130169.72982788086), 'val_avg_loss': np.float64(38.37550997284224), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20813.703237560952), 'test_loss_bottom_decile': np.float64(107925.45343017578), 'test_loss_top_decile': np.float64(172313.28271484375), 'test_loss_min': np.float64(93309.17169189453), 'test_loss_max': np.float64(172313.28271484375), 'test_loss_bottom10%': np.float64(93309.17169189453), 'test_loss_top10%': np.float64(172313.28271484375), 'test_loss_cos1': np.float64(0.9863511464669776), 'test_loss_entropy': np.float64(2.2891065347499837), 'test_avg_loss_std': np.float64(6.136115341262074), 'test_avg_loss_bottom_decile': np.float64(31.81764546880182), 'test_avg_loss_top_decile': np.float64(50.79990646074403), 'test_avg_loss_min': np.float64(27.508600145016075), 'test_avg_loss_max': np.float64(50.79990646074403), 'test_avg_loss_bottom10%': np.float64(27.508600145016075), 'test_avg_loss_top10%': np.float64(50.79990646074403), 'test_avg_loss_cos1': np.float64(0.9863511464669775), 'test_avg_loss_entropy': np.float64(2.2891065347507094), 'val_loss_std': np.float64(22690.89507632706), 'val_loss_bottom_decile': np.float64(111468.28741455078), 'val_loss_top_decile': np.float64(182074.2294921875), 'val_loss_min': np.float64(96003.72912597656), 'val_loss_max': np.float64(182074.2294921875), 'val_loss_bottom10%': np.float64(96003.72912597656), 'val_loss_top10%': np.float64(182074.2294921875), 'val_loss_cos1': np.float64(0.9851443754439445), 'val_loss_entropy': np.float64(2.2878996028797394), 'val_avg_loss_std': np.float64(6.689532746558685), 'val_avg_loss_bottom_decile': np.float64(32.86211303495011), 'val_avg_loss_top_decile': np.float64(53.67754407198924), 'val_avg_loss_min': np.float64(28.302986181007242), 'val_avg_loss_max': np.float64(53.67754407198924), 'val_avg_loss_bottom10%': np.float64(28.302986181007242), 'val_avg_loss_top10%': np.float64(53.67754407198924), 'val_avg_loss_cos1': np.float64(0.9851443754439445), 'val_avg_loss_entropy': np.float64(2.2878996028804965)}}
|
|
{'Role': 'Server #', 'Round': 53, 'Results_weighted_avg': {'test_loss': np.float64(124933.08095703126), 'test_avg_loss': np.float64(36.831686602898365), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130302.81386108398), 'val_avg_loss': np.float64(38.41474465244221), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(124933.08095703126), 'test_avg_loss': np.float64(36.83168660289836), 'test_total': np.float64(3392.0), 'val_loss': np.float64(130302.81386108398), 'val_avg_loss': np.float64(38.41474465244221), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20847.16507294678), 'test_loss_bottom_decile': np.float64(108102.94348144531), 'test_loss_top_decile': np.float64(172635.70568847656), 'test_loss_min': np.float64(93621.7353515625), 'test_loss_max': np.float64(172635.70568847656), 'test_loss_bottom10%': np.float64(93621.7353515625), 'test_loss_top10%': np.float64(172635.70568847656), 'test_loss_cos1': np.float64(0.986361917223763), 'test_loss_entropy': np.float64(2.289123565107343), 'test_avg_loss_std': np.float64(6.145980269147047), 'test_avg_loss_bottom_decile': np.float64(31.869971545237416), 'test_avg_loss_top_decile': np.float64(50.89496040344238), 'test_avg_loss_min': np.float64(27.60074745034272), 'test_avg_loss_max': np.float64(50.89496040344238), 'test_avg_loss_bottom10%': np.float64(27.60074745034272), 'test_avg_loss_top10%': np.float64(50.89496040344238), 'test_avg_loss_cos1': np.float64(0.9863619172237628), 'test_avg_loss_entropy': np.float64(2.2891235651080657), 'val_loss_std': np.float64(22638.749104448547), 'val_loss_bottom_decile': np.float64(111580.74603271484), 'val_loss_top_decile': np.float64(182216.1856689453), 'val_loss_min': np.float64(96311.60540771484), 'val_loss_max': np.float64(182216.1856689453), 'val_loss_bottom10%': np.float64(96311.60540771484), 'val_loss_top10%': np.float64(182216.1856689453), 'val_loss_cos1': np.float64(0.9852405995668962), 'val_loss_entropy': np.float64(2.2880071776579363), 'val_avg_loss_std': np.float64(6.674159523717143), 'val_avg_loss_bottom_decile': np.float64(32.89526710870131), 'val_avg_loss_top_decile': np.float64(53.7193943599485), 'val_avg_loss_min': np.float64(28.393751594255555), 'val_avg_loss_max': np.float64(53.7193943599485), 'val_avg_loss_bottom10%': np.float64(28.393751594255555), 'val_avg_loss_top10%': np.float64(53.7193943599485), 'val_avg_loss_cos1': np.float64(0.9852405995668965), 'val_avg_loss_entropy': np.float64(2.2880071776586868)}}
|
|
{'Role': 'Server #', 'Round': 54, 'Results_weighted_avg': {'test_loss': np.float64(124483.40440673828), 'test_avg_loss': np.float64(36.69911686519407), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129828.95415649415), 'val_avg_loss': np.float64(38.27504544707964), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(124483.40440673828), 'test_avg_loss': np.float64(36.699116865194064), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129828.95415649415), 'val_avg_loss': np.float64(38.27504544707964), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20876.5986252357), 'test_loss_bottom_decile': np.float64(107836.13995361328), 'test_loss_top_decile': np.float64(172159.24243164062), 'test_loss_min': np.float64(93102.8140258789), 'test_loss_max': np.float64(172159.24243164062), 'test_loss_bottom10%': np.float64(93102.8140258789), 'test_loss_top10%': np.float64(172159.24243164062), 'test_loss_cos1': np.float64(0.9862272200231438), 'test_loss_entropy': np.float64(2.2889857702031975), 'test_avg_loss_std': np.float64(6.154657613571845), 'test_avg_loss_bottom_decile': np.float64(31.791314844815236), 'test_avg_loss_top_decile': np.float64(50.754493641403485), 'test_avg_loss_min': np.float64(27.447763568950148), 'test_avg_loss_max': np.float64(50.754493641403485), 'test_avg_loss_bottom10%': np.float64(27.447763568950148), 'test_avg_loss_top10%': np.float64(50.754493641403485), 'test_avg_loss_cos1': np.float64(0.9862272200231438), 'test_avg_loss_entropy': np.float64(2.2889857702039307), 'val_loss_std': np.float64(22712.185958567672), 'val_loss_bottom_decile': np.float64(111260.89093017578), 'val_loss_top_decile': np.float64(181739.89892578125), 'val_loss_min': np.float64(95743.07305908203), 'val_loss_max': np.float64(181739.89892578125), 'val_loss_bottom10%': np.float64(95743.07305908203), 'val_loss_top10%': np.float64(181739.89892578125), 'val_loss_cos1': np.float64(0.9850406186325698), 'val_loss_entropy': np.float64(2.287801454823967), 'val_avg_loss_std': np.float64(6.695809539672073), 'val_avg_loss_bottom_decile': np.float64(32.800970203471636), 'val_avg_loss_top_decile': np.float64(53.57897963613834), 'val_avg_loss_min': np.float64(28.226141821663333), 'val_avg_loss_max': np.float64(53.57897963613834), 'val_avg_loss_bottom10%': np.float64(28.226141821663333), 'val_avg_loss_top10%': np.float64(53.57897963613834), 'val_avg_loss_cos1': np.float64(0.9850406186325698), 'val_avg_loss_entropy': np.float64(2.2878014548247307)}}
|
|
{'Role': 'Server #', 'Round': 55, 'Results_weighted_avg': {'test_loss': np.float64(124306.33196411133), 'test_avg_loss': np.float64(36.64691390451395), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129588.74888916015), 'val_avg_loss': np.float64(38.20423021496467), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(124306.33196411133), 'test_avg_loss': np.float64(36.64691390451396), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129588.74888916015), 'val_avg_loss': np.float64(38.20423021496467), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20742.079771918518), 'test_loss_bottom_decile': np.float64(107777.93853759766), 'test_loss_top_decile': np.float64(171936.61169433594), 'test_loss_min': np.float64(93003.2523803711), 'test_loss_max': np.float64(171936.61169433594), 'test_loss_bottom10%': np.float64(93003.2523803711), 'test_loss_top10%': np.float64(171936.61169433594), 'test_loss_cos1': np.float64(0.9863625636308013), 'test_loss_entropy': np.float64(2.2891275284874473), 'test_avg_loss_std': np.float64(6.114999932758997), 'test_avg_loss_bottom_decile': np.float64(31.774156408489876), 'test_avg_loss_top_decile': np.float64(50.6888595796981), 'test_avg_loss_min': np.float64(27.418411668741477), 'test_avg_loss_max': np.float64(50.6888595796981), 'test_avg_loss_bottom10%': np.float64(27.418411668741477), 'test_avg_loss_top10%': np.float64(50.6888595796981), 'test_avg_loss_cos1': np.float64(0.9863625636308014), 'test_avg_loss_entropy': np.float64(2.2891275284881734), 'val_loss_std': np.float64(22540.15131464006), 'val_loss_bottom_decile': np.float64(111191.5951538086), 'val_loss_top_decile': np.float64(181400.54150390625), 'val_loss_min': np.float64(95642.94647216797), 'val_loss_max': np.float64(181400.54150390625), 'val_loss_bottom10%': np.float64(95642.94647216797), 'val_loss_top10%': np.float64(181400.54150390625), 'val_loss_cos1': np.float64(0.9852079332184296), 'val_loss_entropy': np.float64(2.2879774279076392), 'val_avg_loss_std': np.float64(6.6450917790802055), 'val_avg_loss_bottom_decile': np.float64(32.7805410241181), 'val_avg_loss_top_decile': np.float64(53.478933226387454), 'val_avg_loss_min': np.float64(28.19662337033254), 'val_avg_loss_max': np.float64(53.478933226387454), 'val_avg_loss_bottom10%': np.float64(28.19662337033254), 'val_avg_loss_top10%': np.float64(53.478933226387454), 'val_avg_loss_cos1': np.float64(0.9852079332184297), 'val_avg_loss_entropy': np.float64(2.2879774279083955)}}
|
|
{'Role': 'Server #', 'Round': 56, 'Results_weighted_avg': {'test_loss': np.float64(124347.08671875), 'test_avg_loss': np.float64(36.658928867556014), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129631.51732177734), 'val_avg_loss': np.float64(38.21683883307115), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(124347.08671875), 'test_avg_loss': np.float64(36.658928867556014), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129631.51732177734), 'val_avg_loss': np.float64(38.21683883307115), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20788.57449799942), 'test_loss_bottom_decile': np.float64(107875.3042602539), 'test_loss_top_decile': np.float64(171862.30603027344), 'test_loss_min': np.float64(93075.77630615234), 'test_loss_max': np.float64(171862.30603027344), 'test_loss_bottom10%': np.float64(93075.77630615234), 'test_loss_top10%': np.float64(171862.30603027344), 'test_loss_cos1': np.float64(0.9863114022157448), 'test_loss_entropy': np.float64(2.2890710549591415), 'test_avg_loss_std': np.float64(6.128707104363036), 'test_avg_loss_bottom_decile': np.float64(31.8028609257824), 'test_avg_loss_top_decile': np.float64(50.66695342873627), 'test_avg_loss_min': np.float64(27.439792543087364), 'test_avg_loss_max': np.float64(50.66695342873627), 'test_avg_loss_bottom10%': np.float64(27.439792543087364), 'test_avg_loss_top10%': np.float64(50.66695342873627), 'test_avg_loss_cos1': np.float64(0.9863114022157448), 'test_avg_loss_entropy': np.float64(2.2890710549598707), 'val_loss_std': np.float64(22631.886162720682), 'val_loss_bottom_decile': np.float64(111290.79583740234), 'val_loss_top_decile': np.float64(181436.98266601562), 'val_loss_min': np.float64(95689.2485961914), 'val_loss_max': np.float64(181436.98266601562), 'val_loss_bottom10%': np.float64(95689.2485961914), 'val_loss_top10%': np.float64(181436.98266601562), 'val_loss_cos1': np.float64(0.985099588341813), 'val_loss_entropy': np.float64(2.287866210941534), 'val_avg_loss_std': np.float64(6.6721362508020885), 'val_avg_loss_bottom_decile': np.float64(32.80978650866815), 'val_avg_loss_top_decile': np.float64(53.48967649351876), 'val_avg_loss_min': np.float64(28.210273760669637), 'val_avg_loss_max': np.float64(53.48967649351876), 'val_avg_loss_bottom10%': np.float64(28.210273760669637), 'val_avg_loss_top10%': np.float64(53.48967649351876), 'val_avg_loss_cos1': np.float64(0.985099588341813), 'val_avg_loss_entropy': np.float64(2.287866210942296)}}
|
|
{'Role': 'Server #', 'Round': 57, 'Results_weighted_avg': {'test_loss': np.float64(124120.1107055664), 'test_avg_loss': np.float64(36.59201376932972), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129371.93621826172), 'val_avg_loss': np.float64(38.140311385100745), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(124120.1107055664), 'test_avg_loss': np.float64(36.59201376932971), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129371.93621826172), 'val_avg_loss': np.float64(38.140311385100745), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20713.310436549647), 'test_loss_bottom_decile': np.float64(107755.47131347656), 'test_loss_top_decile': np.float64(171593.9718017578), 'test_loss_min': np.float64(93082.34594726562), 'test_loss_max': np.float64(171593.9718017578), 'test_loss_bottom10%': np.float64(93082.34594726562), 'test_loss_top10%': np.float64(171593.9718017578), 'test_loss_cos1': np.float64(0.9863595910261362), 'test_loss_entropy': np.float64(2.289125942096367), 'test_avg_loss_std': np.float64(6.106518407001666), 'test_avg_loss_bottom_decile': np.float64(31.767532816473043), 'test_avg_loss_top_decile': np.float64(50.587845460423885), 'test_avg_loss_min': np.float64(27.441729347660857), 'test_avg_loss_max': np.float64(50.587845460423885), 'test_avg_loss_bottom10%': np.float64(27.441729347660857), 'test_avg_loss_top10%': np.float64(50.587845460423885), 'test_avg_loss_cos1': np.float64(0.9863595910261361), 'test_avg_loss_entropy': np.float64(2.2891259420970944), 'val_loss_std': np.float64(22558.02665521136), 'val_loss_bottom_decile': np.float64(111096.57263183594), 'val_loss_top_decile': np.float64(181243.9453125), 'val_loss_min': np.float64(95717.8549194336), 'val_loss_max': np.float64(181243.9453125), 'val_loss_bottom10%': np.float64(95717.8549194336), 'val_loss_top10%': np.float64(181243.9453125), 'val_loss_cos1': np.float64(0.9851363857665346), 'val_loss_entropy': np.float64(2.287917857289025), 'val_avg_loss_std': np.float64(6.650361631842972), 'val_avg_loss_bottom_decile': np.float64(32.7525273089139), 'val_avg_loss_top_decile': np.float64(53.43276689637382), 'val_avg_loss_min': np.float64(28.2187072286066), 'val_avg_loss_max': np.float64(53.43276689637382), 'val_avg_loss_bottom10%': np.float64(28.2187072286066), 'val_avg_loss_top10%': np.float64(53.43276689637382), 'val_avg_loss_cos1': np.float64(0.9851363857665345), 'val_avg_loss_entropy': np.float64(2.287917857289785)}}
|
|
{'Role': 'Server #', 'Round': 58, 'Results_weighted_avg': {'test_loss': np.float64(124174.16920776367), 'test_avg_loss': np.float64(36.60795082776052), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129429.3629272461), 'val_avg_loss': np.float64(38.157241429023024), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(124174.16920776367), 'test_avg_loss': np.float64(36.60795082776051), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129429.3629272461), 'val_avg_loss': np.float64(38.157241429023024), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20702.015892181993), 'test_loss_bottom_decile': np.float64(107589.47052001953), 'test_loss_top_decile': np.float64(171489.5), 'test_loss_min': np.float64(92908.3471069336), 'test_loss_max': np.float64(171489.5), 'test_loss_bottom10%': np.float64(92908.3471069336), 'test_loss_top10%': np.float64(171489.5), 'test_loss_cos1': np.float64(0.9863857802206731), 'test_loss_entropy': np.float64(2.2891402312091262), 'test_avg_loss_std': np.float64(6.103188647459314), 'test_avg_loss_bottom_decile': np.float64(31.718593903307646), 'test_avg_loss_top_decile': np.float64(50.55704599056604), 'test_avg_loss_min': np.float64(27.39043251973278), 'test_avg_loss_max': np.float64(50.55704599056604), 'test_avg_loss_bottom10%': np.float64(27.39043251973278), 'test_avg_loss_top10%': np.float64(50.55704599056604), 'test_avg_loss_cos1': np.float64(0.9863857802206729), 'test_avg_loss_entropy': np.float64(2.2891402312098523), 'val_loss_std': np.float64(22557.29012808085), 'val_loss_bottom_decile': np.float64(110924.28259277344), 'val_loss_top_decile': np.float64(181092.42443847656), 'val_loss_min': np.float64(95477.66687011719), 'val_loss_max': np.float64(181092.42443847656), 'val_loss_bottom10%': np.float64(95477.66687011719), 'val_loss_top10%': np.float64(181092.42443847656), 'val_loss_cos1': np.float64(0.9851502285162306), 'val_loss_entropy': np.float64(2.2879128507064244), 'val_avg_loss_std': np.float64(6.650144495306854), 'val_avg_loss_bottom_decile': np.float64(32.701734254945), 'val_avg_loss_top_decile': np.float64(53.38809682738106), 'val_avg_loss_min': np.float64(28.147897072558134), 'val_avg_loss_max': np.float64(53.38809682738106), 'val_avg_loss_bottom10%': np.float64(28.147897072558134), 'val_avg_loss_top10%': np.float64(53.38809682738106), 'val_avg_loss_cos1': np.float64(0.9851502285162306), 'val_avg_loss_entropy': np.float64(2.287912850707185)}}
|
|
{'Role': 'Server #', 'Round': 59, 'Results_weighted_avg': {'test_loss': np.float64(123885.80444946288), 'test_avg_loss': np.float64(36.522937632506746), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129122.5414428711), 'val_avg_loss': np.float64(38.06678698197851), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(123885.80444946288), 'test_avg_loss': np.float64(36.522937632506746), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129122.5414428711), 'val_avg_loss': np.float64(38.06678698197852), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20659.11495572367), 'test_loss_bottom_decile': np.float64(107204.88763427734), 'test_loss_top_decile': np.float64(171252.31469726562), 'test_loss_min': np.float64(92853.45220947266), 'test_loss_max': np.float64(171252.31469726562), 'test_loss_bottom10%': np.float64(92853.45220947266), 'test_loss_top10%': np.float64(171252.31469726562), 'test_loss_cos1': np.float64(0.986379096448973), 'test_loss_entropy': np.float64(2.2891408705938354), 'test_avg_loss_std': np.float64(6.090540965720422), 'test_avg_loss_bottom_decile': np.float64(31.60521451482233), 'test_avg_loss_top_decile': np.float64(50.48712107820331), 'test_avg_loss_min': np.float64(27.374248882509626), 'test_avg_loss_max': np.float64(50.48712107820331), 'test_avg_loss_bottom10%': np.float64(27.374248882509626), 'test_avg_loss_top10%': np.float64(50.48712107820331), 'test_avg_loss_cos1': np.float64(0.9863790964489731), 'test_avg_loss_entropy': np.float64(2.2891408705945633), 'val_loss_std': np.float64(22490.839431713826), 'val_loss_bottom_decile': np.float64(110520.83685302734), 'val_loss_top_decile': np.float64(180811.58862304688), 'val_loss_min': np.float64(95532.52624511719), 'val_loss_max': np.float64(180811.58862304688), 'val_loss_bottom10%': np.float64(95532.52624511719), 'val_loss_top10%': np.float64(180811.58862304688), 'val_loss_cos1': np.float64(0.9851669710398163), 'val_loss_entropy': np.float64(2.2879406693389486), 'val_avg_loss_std': np.float64(6.630554077745822), 'val_avg_loss_bottom_decile': np.float64(32.58279388355759), 'val_avg_loss_top_decile': np.float64(53.30530324971901), 'val_avg_loss_min': np.float64(28.164070237357663), 'val_avg_loss_max': np.float64(53.30530324971901), 'val_avg_loss_bottom10%': np.float64(28.164070237357663), 'val_avg_loss_top10%': np.float64(53.30530324971901), 'val_avg_loss_cos1': np.float64(0.9851669710398165), 'val_avg_loss_entropy': np.float64(2.2879406693397093)}}
|
|
{'Role': 'Server #', 'Round': 60, 'Results_weighted_avg': {'test_loss': np.float64(124326.8136352539), 'test_avg_loss': np.float64(36.65295213303476), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129469.02225341796), 'val_avg_loss': np.float64(38.168933447351996), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(124326.8136352539), 'test_avg_loss': np.float64(36.65295213303476), 'test_total': np.float64(3392.0), 'val_loss': np.float64(129469.02225341796), 'val_avg_loss': np.float64(38.16893344735199), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21077.613272621096), 'test_loss_bottom_decile': np.float64(107240.4457397461), 'test_loss_top_decile': np.float64(172581.86486816406), 'test_loss_min': np.float64(92891.56634521484), 'test_loss_max': np.float64(172581.86486816406), 'test_loss_bottom10%': np.float64(92891.56634521484), 'test_loss_top10%': np.float64(172581.86486816406), 'test_loss_cos1': np.float64(0.9859316686351495), 'test_loss_entropy': np.float64(2.2887020178820325), 'test_avg_loss_std': np.float64(6.213919007258578), 'test_avg_loss_bottom_decile': np.float64(31.61569744685911), 'test_avg_loss_top_decile': np.float64(50.87908752009554), 'test_avg_loss_min': np.float64(27.385485361207206), 'test_avg_loss_max': np.float64(50.87908752009554), 'test_avg_loss_bottom10%': np.float64(27.385485361207206), 'test_avg_loss_top10%': np.float64(50.87908752009554), 'test_avg_loss_cos1': np.float64(0.9859316686351494), 'test_avg_loss_entropy': np.float64(2.2887020178827817), 'val_loss_std': np.float64(22871.30157328439), 'val_loss_bottom_decile': np.float64(110536.30194091797), 'val_loss_top_decile': np.float64(181957.31909179688), 'val_loss_min': np.float64(95405.4741821289), 'val_loss_max': np.float64(181957.31909179688), 'val_loss_bottom10%': np.float64(95405.4741821289), 'val_loss_top10%': np.float64(181957.31909179688), 'val_loss_cos1': np.float64(0.984752527149595), 'val_loss_entropy': np.float64(2.287530491918267), 'val_avg_loss_std': np.float64(6.742718624199409), 'val_avg_loss_bottom_decile': np.float64(32.58735316654421), 'val_avg_loss_top_decile': np.float64(53.64307756244012), 'val_avg_loss_min': np.float64(28.126613850863475), 'val_avg_loss_max': np.float64(53.64307756244012), 'val_avg_loss_bottom10%': np.float64(28.126613850863475), 'val_avg_loss_top10%': np.float64(53.64307756244012), 'val_avg_loss_cos1': np.float64(0.9847525271495953), 'val_avg_loss_entropy': np.float64(2.2875304919190462)}}
|
|
{'Role': 'Server #', 'Round': 61, 'Results_weighted_avg': {'test_loss': np.float64(123153.03309936523), 'test_avg_loss': np.float64(36.306908342973244), 'test_total': np.float64(3392.0), 'val_loss': np.float64(128290.86326904297), 'val_avg_loss': np.float64(37.82159884110936), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(123153.03309936523), 'test_avg_loss': np.float64(36.306908342973244), 'test_total': np.float64(3392.0), 'val_loss': np.float64(128290.86326904297), 'val_avg_loss': np.float64(37.82159884110937), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20738.737647501563), 'test_loss_bottom_decile': np.float64(106890.7914428711), 'test_loss_top_decile': np.float64(170156.99072265625), 'test_loss_min': np.float64(92103.00665283203), 'test_loss_max': np.float64(170156.99072265625), 'test_loss_bottom10%': np.float64(92103.00665283203), 'test_loss_top10%': np.float64(170156.99072265625), 'test_loss_cos1': np.float64(0.9861156491693539), 'test_loss_entropy': np.float64(2.288862202486896), 'test_avg_loss_std': np.float64(6.114014636645509), 'test_avg_loss_bottom_decile': np.float64(31.512615401789827), 'test_avg_loss_top_decile': np.float64(50.164207170594416), 'test_avg_loss_min': np.float64(27.153009036801897), 'test_avg_loss_max': np.float64(50.164207170594416), 'test_avg_loss_bottom10%': np.float64(27.153009036801897), 'test_avg_loss_top10%': np.float64(50.164207170594416), 'test_avg_loss_cos1': np.float64(0.9861156491693539), 'test_avg_loss_entropy': np.float64(2.2888622024876444), 'val_loss_std': np.float64(22612.300822353765), 'val_loss_bottom_decile': np.float64(110208.12701416016), 'val_loss_top_decile': np.float64(179585.11267089844), 'val_loss_min': np.float64(94405.56994628906), 'val_loss_max': np.float64(179585.11267089844), 'val_loss_bottom10%': np.float64(94405.56994628906), 'val_loss_top10%': np.float64(179585.11267089844), 'val_loss_cos1': np.float64(0.9848193552091136), 'val_loss_entropy': np.float64(2.2875653978740362), 'val_avg_loss_std': np.float64(6.666362270741087), 'val_avg_loss_bottom_decile': np.float64(32.49060348294816), 'val_avg_loss_top_decile': np.float64(52.94372425439223), 'val_avg_loss_min': np.float64(27.831830762467295), 'val_avg_loss_max': np.float64(52.94372425439223), 'val_avg_loss_bottom10%': np.float64(27.831830762467295), 'val_avg_loss_top10%': np.float64(52.94372425439223), 'val_avg_loss_cos1': np.float64(0.9848193552091138), 'val_avg_loss_entropy': np.float64(2.287565397874822)}}
|
|
{'Role': 'Server #', 'Round': 62, 'Results_weighted_avg': {'test_loss': np.float64(123373.25897216797), 'test_avg_loss': np.float64(36.37183342339858), 'test_total': np.float64(3392.0), 'val_loss': np.float64(128521.64595947266), 'val_avg_loss': np.float64(37.88963619088227), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(123373.25897216797), 'test_avg_loss': np.float64(36.37183342339857), 'test_total': np.float64(3392.0), 'val_loss': np.float64(128521.64595947266), 'val_avg_loss': np.float64(37.88963619088227), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(21003.365014091396), 'test_loss_bottom_decile': np.float64(106829.64440917969), 'test_loss_top_decile': np.float64(171588.6954345703), 'test_loss_min': np.float64(92005.0433959961), 'test_loss_max': np.float64(171588.6954345703), 'test_loss_bottom10%': np.float64(92005.0433959961), 'test_loss_top10%': np.float64(171588.6954345703), 'test_loss_cos1': np.float64(0.9858163298158323), 'test_loss_entropy': np.float64(2.2885906328878294), 'test_avg_loss_std': np.float64(6.192029780097699), 'test_avg_loss_bottom_decile': np.float64(31.49458856402703), 'test_avg_loss_top_decile': np.float64(50.58628992764455), 'test_avg_loss_min': np.float64(27.12412835966866), 'test_avg_loss_max': np.float64(50.58628992764455), 'test_avg_loss_bottom10%': np.float64(27.12412835966866), 'test_avg_loss_top10%': np.float64(50.58628992764455), 'test_avg_loss_cos1': np.float64(0.9858163298158322), 'test_avg_loss_entropy': np.float64(2.28859063288859), 'val_loss_std': np.float64(22879.837176386256), 'val_loss_bottom_decile': np.float64(110131.11260986328), 'val_loss_top_decile': np.float64(181064.37829589844), 'val_loss_min': np.float64(94439.77038574219), 'val_loss_max': np.float64(181064.37829589844), 'val_loss_bottom10%': np.float64(94439.77038574219), 'val_loss_top10%': np.float64(181064.37829589844), 'val_loss_cos1': np.float64(0.9845208373840719), 'val_loss_entropy': np.float64(2.287299942737397), 'val_avg_loss_std': np.float64(6.745235016623306), 'val_avg_loss_bottom_decile': np.float64(32.46789876470026), 'val_avg_loss_top_decile': np.float64(53.37982850704553), 'val_avg_loss_min': np.float64(27.84191343919286), 'val_avg_loss_max': np.float64(53.37982850704553), 'val_avg_loss_bottom10%': np.float64(27.84191343919286), 'val_avg_loss_top10%': np.float64(53.37982850704553), 'val_avg_loss_cos1': np.float64(0.984520837384072), 'val_avg_loss_entropy': np.float64(2.2872999427381946)}}
|
|
{'Role': 'Server #', 'Round': 63, 'Results_weighted_avg': {'test_loss': np.float64(123372.89902954102), 'test_avg_loss': np.float64(36.371727308237325), 'test_total': np.float64(3392.0), 'val_loss': np.float64(128480.91525268555), 'val_avg_loss': np.float64(37.87762831741909), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(123372.89902954102), 'test_avg_loss': np.float64(36.37172730823733), 'test_total': np.float64(3392.0), 'val_loss': np.float64(128480.91525268555), 'val_avg_loss': np.float64(37.87762831741909), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20852.97513748345), 'test_loss_bottom_decile': np.float64(107133.42266845703), 'test_loss_top_decile': np.float64(171168.17834472656), 'test_loss_min': np.float64(92245.41223144531), 'test_loss_max': np.float64(171168.17834472656), 'test_loss_bottom10%': np.float64(92245.41223144531), 'test_loss_top10%': np.float64(171168.17834472656), 'test_loss_cos1': np.float64(0.986014414818801), 'test_loss_entropy': np.float64(2.288786853179018), 'test_avg_loss_std': np.float64(6.147693141946772), 'test_avg_loss_bottom_decile': np.float64(31.584145833861154), 'test_avg_loss_top_decile': np.float64(50.46231672898779), 'test_avg_loss_min': np.float64(27.194991813515717), 'test_avg_loss_max': np.float64(50.46231672898779), 'test_avg_loss_bottom10%': np.float64(27.194991813515717), 'test_avg_loss_top10%': np.float64(50.46231672898779), 'test_avg_loss_cos1': np.float64(0.9860144148188013), 'test_avg_loss_entropy': np.float64(2.288786853179768), 'val_loss_std': np.float64(22689.17178375895), 'val_loss_bottom_decile': np.float64(110448.46435546875), 'val_loss_top_decile': np.float64(180640.3074951172), 'val_loss_min': np.float64(94733.34460449219), 'val_loss_max': np.float64(180640.3074951172), 'val_loss_bottom10%': np.float64(94733.34460449219), 'val_loss_top10%': np.float64(180640.3074951172), 'val_loss_cos1': np.float64(0.9847624731509802), 'val_loss_entropy': np.float64(2.2875468740718037), 'val_avg_loss_std': np.float64(6.689024700400635), 'val_avg_loss_bottom_decile': np.float64(32.56145765196602), 'val_avg_loss_top_decile': np.float64(53.2548076341737), 'val_avg_loss_min': np.float64(27.928462442362083), 'val_avg_loss_max': np.float64(53.2548076341737), 'val_avg_loss_bottom10%': np.float64(27.928462442362083), 'val_avg_loss_top10%': np.float64(53.2548076341737), 'val_avg_loss_cos1': np.float64(0.9847624731509799), 'val_avg_loss_entropy': np.float64(2.287546874072589)}}
|
|
{'Role': 'Server #', 'Round': 64, 'Results_weighted_avg': {'test_loss': np.float64(122710.70805664062), 'test_avg_loss': np.float64(36.17650591292471), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127797.28753051758), 'val_avg_loss': np.float64(37.676087125742214), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(122710.70805664062), 'test_avg_loss': np.float64(36.17650591292471), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127797.28753051758), 'val_avg_loss': np.float64(37.67608712574221), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20645.976535134563), 'test_loss_bottom_decile': np.float64(106758.5659790039), 'test_loss_top_decile': np.float64(169888.76196289062), 'test_loss_min': np.float64(92039.51098632812), 'test_loss_max': np.float64(169888.76196289062), 'test_loss_bottom10%': np.float64(92039.51098632812), 'test_loss_top10%': np.float64(169888.76196289062), 'test_loss_cos1': np.float64(0.9861396875674275), 'test_loss_entropy': np.float64(2.2889077581177872), 'test_avg_loss_std': np.float64(6.086667610593916), 'test_avg_loss_bottom_decile': np.float64(31.473633838149738), 'test_avg_loss_top_decile': np.float64(50.08513029566351), 'test_avg_loss_min': np.float64(27.13428979549768), 'test_avg_loss_max': np.float64(50.08513029566351), 'test_avg_loss_bottom10%': np.float64(27.13428979549768), 'test_avg_loss_top10%': np.float64(50.08513029566351), 'test_avg_loss_cos1': np.float64(0.9861396875674276), 'test_avg_loss_entropy': np.float64(2.2889077581185346), 'val_loss_std': np.float64(22519.232134038895), 'val_loss_bottom_decile': np.float64(110020.14385986328), 'val_loss_top_decile': np.float64(179383.05505371094), 'val_loss_min': np.float64(94400.16796875), 'val_loss_max': np.float64(179383.05505371094), 'val_loss_bottom10%': np.float64(94400.16796875), 'val_loss_top10%': np.float64(179383.05505371094), 'val_loss_cos1': np.float64(0.9848273530738063), 'val_loss_entropy': np.float64(2.287604683486364), 'val_avg_loss_std': np.float64(6.638924567818071), 'val_avg_loss_bottom_decile': np.float64(32.43518392095026), 'val_avg_loss_top_decile': np.float64(52.88415538140063), 'val_avg_loss_min': np.float64(27.830238198334317), 'val_avg_loss_max': np.float64(52.88415538140063), 'val_avg_loss_bottom10%': np.float64(27.830238198334317), 'val_avg_loss_top10%': np.float64(52.88415538140063), 'val_avg_loss_cos1': np.float64(0.9848273530738063), 'val_avg_loss_entropy': np.float64(2.28760468348715)}}
|
|
{'Role': 'Server #', 'Round': 65, 'Results_weighted_avg': {'test_loss': np.float64(122790.58980712891), 'test_avg_loss': np.float64(36.20005595729036), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127799.20243530274), 'val_avg_loss': np.float64(37.676651661351045), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(122790.58980712891), 'test_avg_loss': np.float64(36.20005595729037), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127799.20243530274), 'val_avg_loss': np.float64(37.67665166135104), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20679.97470980384), 'test_loss_bottom_decile': np.float64(106478.22595214844), 'test_loss_top_decile': np.float64(169904.97985839844), 'test_loss_min': np.float64(92110.05767822266), 'test_loss_max': np.float64(169904.97985839844), 'test_loss_bottom10%': np.float64(92110.05767822266), 'test_loss_top10%': np.float64(169904.97985839844), 'test_loss_cos1': np.float64(0.9861126613609875), 'test_loss_entropy': np.float64(2.288872531792967), 'test_avg_loss_std': np.float64(6.096690657371414), 'test_avg_loss_bottom_decile': np.float64(31.390986424572063), 'test_avg_loss_top_decile': np.float64(50.08991151485803), 'test_avg_loss_min': np.float64(27.155087758909982), 'test_avg_loss_max': np.float64(50.08991151485803), 'test_avg_loss_bottom10%': np.float64(27.155087758909982), 'test_avg_loss_top10%': np.float64(50.08991151485803), 'test_avg_loss_cos1': np.float64(0.9861126613609876), 'test_avg_loss_entropy': np.float64(2.288872531793716), 'val_loss_std': np.float64(22591.52916974234), 'val_loss_bottom_decile': np.float64(109611.46960449219), 'val_loss_top_decile': np.float64(179447.41540527344), 'val_loss_min': np.float64(94409.70928955078), 'val_loss_max': np.float64(179447.41540527344), 'val_loss_bottom10%': np.float64(94409.70928955078), 'val_loss_top10%': np.float64(179447.41540527344), 'val_loss_cos1': np.float64(0.9847324449380733), 'val_loss_entropy': np.float64(2.287505566630327), 'val_avg_loss_std': np.float64(6.660238552400454), 'val_avg_loss_bottom_decile': np.float64(32.31470212396586), 'val_avg_loss_top_decile': np.float64(52.90312954164901), 'val_avg_loss_min': np.float64(27.833051087721337), 'val_avg_loss_max': np.float64(52.90312954164901), 'val_avg_loss_bottom10%': np.float64(27.833051087721337), 'val_avg_loss_top10%': np.float64(52.90312954164901), 'val_avg_loss_cos1': np.float64(0.984732444938073), 'val_avg_loss_entropy': np.float64(2.2875055666311184)}}
|
|
{'Role': 'Server #', 'Round': 66, 'Results_weighted_avg': {'test_loss': np.float64(122857.09966430665), 'test_avg_loss': np.float64(36.21966381612814), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127902.09009399413), 'val_avg_loss': np.float64(37.70698410789922), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(122857.09966430665), 'test_avg_loss': np.float64(36.21966381612814), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127902.09009399413), 'val_avg_loss': np.float64(37.70698410789921), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20872.325034160593), 'test_loss_bottom_decile': np.float64(106724.05517578125), 'test_loss_top_decile': np.float64(170616.9317626953), 'test_loss_min': np.float64(91683.08001708984), 'test_loss_max': np.float64(170616.9317626953), 'test_loss_bottom10%': np.float64(91683.08001708984), 'test_loss_top10%': np.float64(170616.9317626953), 'test_loss_cos1': np.float64(0.9858735836444146), 'test_loss_entropy': np.float64(2.2886407390820254), 'test_avg_loss_std': np.float64(6.153397710542627), 'test_avg_loss_bottom_decile': np.float64(31.463459662671358), 'test_avg_loss_top_decile': np.float64(50.29980299607763), 'test_avg_loss_min': np.float64(27.029209910698658), 'test_avg_loss_max': np.float64(50.29980299607763), 'test_avg_loss_bottom10%': np.float64(27.029209910698658), 'test_avg_loss_top10%': np.float64(50.29980299607763), 'test_avg_loss_cos1': np.float64(0.9858735836444146), 'test_avg_loss_entropy': np.float64(2.2886407390827865), 'val_loss_std': np.float64(22798.21176020801), 'val_loss_bottom_decile': np.float64(109828.98449707031), 'val_loss_top_decile': np.float64(180141.67321777344), 'val_loss_min': np.float64(94030.01062011719), 'val_loss_max': np.float64(180141.67321777344), 'val_loss_bottom10%': np.float64(94030.01062011719), 'val_loss_top10%': np.float64(180141.67321777344), 'val_loss_cos1': np.float64(0.9844827353422079), 'val_loss_entropy': np.float64(2.287258720429869), 'val_avg_loss_std': np.float64(6.721170919872644), 'val_avg_loss_bottom_decile': np.float64(32.37882797673063), 'val_avg_loss_top_decile': np.float64(53.10780460429641), 'val_avg_loss_min': np.float64(27.721111621496814), 'val_avg_loss_max': np.float64(53.10780460429641), 'val_avg_loss_bottom10%': np.float64(27.721111621496814), 'val_avg_loss_top10%': np.float64(53.10780460429641), 'val_avg_loss_cos1': np.float64(0.984482735342208), 'val_avg_loss_entropy': np.float64(2.287258720430673)}}
|
|
{'Role': 'Server #', 'Round': 67, 'Results_weighted_avg': {'test_loss': np.float64(122714.77809448242), 'test_avg_loss': np.float64(36.177705806156375), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127685.49212646484), 'val_avg_loss': np.float64(37.64312857501912), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(122714.77809448242), 'test_avg_loss': np.float64(36.17770580615637), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127685.49212646484), 'val_avg_loss': np.float64(37.64312857501911), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20794.465511331135), 'test_loss_bottom_decile': np.float64(106255.0346069336), 'test_loss_top_decile': np.float64(170333.75915527344), 'test_loss_min': np.float64(91901.1567993164), 'test_loss_max': np.float64(170333.75915527344), 'test_loss_bottom10%': np.float64(91901.1567993164), 'test_loss_top10%': np.float64(170333.75915527344), 'test_loss_cos1': np.float64(0.985944711598748), 'test_loss_entropy': np.float64(2.2887203100014712), 'test_avg_loss_std': np.float64(6.130443841783943), 'test_avg_loss_bottom_decile': np.float64(31.32518708930825), 'test_avg_loss_top_decile': np.float64(50.21632050568203), 'test_avg_loss_min': np.float64(27.09350141489281), 'test_avg_loss_max': np.float64(50.21632050568203), 'test_avg_loss_bottom10%': np.float64(27.09350141489281), 'test_avg_loss_top10%': np.float64(50.21632050568203), 'test_avg_loss_cos1': np.float64(0.9859447115987479), 'test_avg_loss_entropy': np.float64(2.2887203100022284), 'val_loss_std': np.float64(22663.357955933483), 'val_loss_bottom_decile': np.float64(109332.39672851562), 'val_loss_top_decile': np.float64(179692.15563964844), 'val_loss_min': np.float64(94273.14685058594), 'val_loss_max': np.float64(179692.15563964844), 'val_loss_bottom10%': np.float64(94273.14685058594), 'val_loss_top10%': np.float64(179692.15563964844), 'val_loss_cos1': np.float64(0.9846106890979749), 'val_loss_entropy': np.float64(2.287398906317863), 'val_avg_loss_std': np.float64(6.681414491725672), 'val_avg_loss_bottom_decile': np.float64(32.23242828081239), 'val_avg_loss_top_decile': np.float64(52.97528173338692), 'val_avg_loss_min': np.float64(27.79279093472463), 'val_avg_loss_max': np.float64(52.97528173338692), 'val_avg_loss_bottom10%': np.float64(27.79279093472463), 'val_avg_loss_top10%': np.float64(52.97528173338692), 'val_avg_loss_cos1': np.float64(0.984610689097975), 'val_avg_loss_entropy': np.float64(2.2873989063186606)}}
|
|
{'Role': 'Server #', 'Round': 68, 'Results_weighted_avg': {'test_loss': np.float64(122553.36236572266), 'test_avg_loss': np.float64(36.13011862197012), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127452.07876586914), 'val_avg_loss': np.float64(37.5743156739001), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(122553.36236572266), 'test_avg_loss': np.float64(36.13011862197013), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127452.07876586914), 'val_avg_loss': np.float64(37.574315673900095), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20867.28327167285), 'test_loss_bottom_decile': np.float64(105863.18041992188), 'test_loss_top_decile': np.float64(170268.78552246094), 'test_loss_min': np.float64(91847.67553710938), 'test_loss_max': np.float64(170268.78552246094), 'test_loss_bottom10%': np.float64(91847.67553710938), 'test_loss_top10%': np.float64(170268.78552246094), 'test_loss_cos1': np.float64(0.9858116721870023), 'test_loss_entropy': np.float64(2.2885893212979527), 'test_avg_loss_std': np.float64(6.151911341884686), 'test_avg_loss_bottom_decile': np.float64(31.20966403889206), 'test_avg_loss_top_decile': np.float64(50.19716554317834), 'test_avg_loss_min': np.float64(27.077734533345925), 'test_avg_loss_max': np.float64(50.19716554317834), 'test_avg_loss_bottom10%': np.float64(27.077734533345925), 'test_avg_loss_top10%': np.float64(50.19716554317834), 'test_avg_loss_cos1': np.float64(0.9858116721870024), 'test_avg_loss_entropy': np.float64(2.2885893212987187), 'val_loss_std': np.float64(22762.00077753119), 'val_loss_bottom_decile': np.float64(108872.03436279297), 'val_loss_top_decile': np.float64(179575.14428710938), 'val_loss_min': np.float64(93978.56622314453), 'val_loss_max': np.float64(179575.14428710938), 'val_loss_bottom10%': np.float64(93978.56622314453), 'val_loss_top10%': np.float64(179575.14428710938), 'val_loss_cos1': np.float64(0.9844239650364093), 'val_loss_entropy': np.float64(2.2872097691599174), 'val_avg_loss_std': np.float64(6.710495512243866), 'val_avg_loss_bottom_decile': np.float64(32.096708243747926), 'val_avg_loss_top_decile': np.float64(52.940785462001585), 'val_avg_loss_min': np.float64(27.705945230879873), 'val_avg_loss_max': np.float64(52.940785462001585), 'val_avg_loss_bottom10%': np.float64(27.705945230879873), 'val_avg_loss_top10%': np.float64(52.940785462001585), 'val_avg_loss_cos1': np.float64(0.9844239650364094), 'val_avg_loss_entropy': np.float64(2.2872097691607265)}}
|
|
{'Role': 'Server #', 'Round': 69, 'Results_weighted_avg': {'test_loss': np.float64(122842.13512573243), 'test_avg_loss': np.float64(36.21525210074659), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127754.76688842774), 'val_avg_loss': np.float64(37.66355155908837), 'val_total': np.float64(3392.0)}, 'Results_avg': {'test_loss': np.float64(122842.13512573243), 'test_avg_loss': np.float64(36.21525210074658), 'test_total': np.float64(3392.0), 'val_loss': np.float64(127754.76688842774), 'val_avg_loss': np.float64(37.66355155908836), 'val_total': np.float64(3392.0)}, 'Results_fairness': {'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20765.854378282893), 'test_loss_bottom_decile': np.float64(106170.75360107422), 'test_loss_top_decile': np.float64(170468.6417236328), 'test_loss_min': np.float64(92119.83715820312), 'test_loss_max': np.float64(170468.6417236328), 'test_loss_bottom10%': np.float64(92119.83715820312), 'test_loss_top10%': np.float64(170468.6417236328), 'test_loss_cos1': np.float64(0.9860109969765104), 'test_loss_entropy': np.float64(2.288788402250036), 'test_avg_loss_std': np.float64(6.122008955861702), 'test_avg_loss_bottom_decile': np.float64(31.300340094656313), 'test_avg_loss_top_decile': np.float64(50.256085413806844), 'test_avg_loss_min': np.float64(27.157970860319317), 'test_avg_loss_max': np.float64(50.256085413806844), 'test_avg_loss_bottom10%': np.float64(27.157970860319317), 'test_avg_loss_top10%': np.float64(50.256085413806844), 'test_avg_loss_cos1': np.float64(0.9860109969765103), 'test_avg_loss_entropy': np.float64(2.288788402250789), 'val_loss_std': np.float64(22645.485775178564), 'val_loss_bottom_decile': np.float64(109350.18475341797), 'val_loss_top_decile': np.float64(179795.93359375), 'val_loss_min': np.float64(94352.7338256836), 'val_loss_max': np.float64(179795.93359375), 'val_loss_bottom10%': np.float64(94352.7338256836), 'val_loss_top10%': np.float64(179795.93359375), 'val_loss_cos1': np.float64(0.9846506728294262), 'val_loss_entropy': np.float64(2.2874415795848746), 'val_avg_loss_std': np.float64(6.676145570512549), 'val_avg_loss_bottom_decile': np.float64(32.23767239192747), 'val_avg_loss_top_decile': np.float64(53.00587664910083), 'val_avg_loss_min': np.float64(27.81625407596804), 'val_avg_loss_max': np.float64(53.00587664910083), 'val_avg_loss_bottom10%': np.float64(27.81625407596804), 'val_avg_loss_top10%': np.float64(53.00587664910083), 'val_avg_loss_cos1': np.float64(0.984650672829426), 'val_avg_loss_entropy': np.float64(2.287441579585668)}}
|
|
{'Role': 'Server #', 'Round': 'Final', 'Results_raw': {'client_best_individual': {'val_loss': 93978.56622314453, 'test_loss': 91847.67553710938, 'test_avg_loss': 27.077734533345925, 'test_total': 3392.0, 'val_avg_loss': 27.705945230879873, 'val_total': 3392.0}, 'client_summarized_weighted_avg': {'val_loss': np.float64(127452.07876586914), 'test_loss': np.float64(122553.36236572266), 'test_avg_loss': np.float64(36.13011862197012), 'test_total': np.float64(3392.0), 'val_avg_loss': np.float64(37.5743156739001), 'val_total': np.float64(3392.0)}, 'client_summarized_avg': {'val_loss': np.float64(127452.07876586914), 'test_loss': np.float64(122553.36236572266), 'test_avg_loss': np.float64(36.13011862197013), 'test_total': np.float64(3392.0), 'val_avg_loss': np.float64(37.574315673900095), 'val_total': np.float64(3392.0)}, 'client_summarized_fairness': {'val_loss_entropy': np.float64(2.2872097691599174), 'val_loss_cos1': np.float64(0.9844239650364093), 'val_loss_top10%': np.float64(179575.14428710938), 'val_loss_bottom10%': np.float64(93978.56622314453), 'val_loss_max': np.float64(179575.14428710938), 'val_loss_min': np.float64(93978.56622314453), 'val_loss_top_decile': np.float64(179575.14428710938), 'val_loss_bottom_decile': np.float64(108872.03436279297), 'val_loss_std': np.float64(22762.00077753119), 'test_total': np.float64(3392.0), 'val_total': np.float64(3392.0), 'test_loss_std': np.float64(20867.28327167285), 'test_loss_bottom_decile': np.float64(105863.18041992188), 'test_loss_top_decile': np.float64(170268.78552246094), 'test_loss_min': np.float64(91847.67553710938), 'test_loss_max': np.float64(170268.78552246094), 'test_loss_bottom10%': np.float64(91847.67553710938), 'test_loss_top10%': np.float64(170268.78552246094), 'test_loss_cos1': np.float64(0.9858116721870023), 'test_loss_entropy': np.float64(2.2885893212979527), 'test_avg_loss_std': np.float64(6.151911341884686), 'test_avg_loss_bottom_decile': np.float64(31.20966403889206), 'test_avg_loss_top_decile': np.float64(50.19716554317834), 'test_avg_loss_min': np.float64(27.077734533345925), 'test_avg_loss_max': np.float64(50.19716554317834), 'test_avg_loss_bottom10%': np.float64(27.077734533345925), 'test_avg_loss_top10%': np.float64(50.19716554317834), 'test_avg_loss_cos1': np.float64(0.9858116721870024), 'test_avg_loss_entropy': np.float64(2.2885893212987187), 'val_avg_loss_std': np.float64(6.710495512243866), 'val_avg_loss_bottom_decile': np.float64(32.096708243747926), 'val_avg_loss_top_decile': np.float64(52.940785462001585), 'val_avg_loss_min': np.float64(27.705945230879873), 'val_avg_loss_max': np.float64(52.940785462001585), 'val_avg_loss_bottom10%': np.float64(27.705945230879873), 'val_avg_loss_top10%': np.float64(52.940785462001585), 'val_avg_loss_cos1': np.float64(0.9844239650364094), 'val_avg_loss_entropy': np.float64(2.2872097691607265)}}}
|
|
{'Role': 'Client #1', 'Round': 70, 'Results_raw': {'test_loss': 124768.12939453125, 'test_avg_loss': 36.78305701489718, 'test_total': 3392, 'val_loss': 134709.4698486328, 'val_avg_loss': 39.713876724243164, 'val_total': 3392}}
|
|
{'Role': 'Client #2', 'Round': 70, 'Results_raw': {'test_loss': 141651.53454589844, 'test_avg_loss': 41.760475986408736, 'test_total': 3392, 'val_loss': 147347.37719726562, 'val_avg_loss': 43.43967488126935, 'val_total': 3392}}
|
|
{'Role': 'Client #3', 'Round': 70, 'Results_raw': {'test_loss': 131943.77416992188, 'test_avg_loss': 38.898518328396776, 'test_total': 3392, 'val_loss': 138274.60876464844, 'val_avg_loss': 40.76492003674777, 'val_total': 3392}}
|
|
{'Role': 'Client #4', 'Round': 70, 'Results_raw': {'test_loss': 170468.6417236328, 'test_avg_loss': 50.256085413806844, 'test_total': 3392, 'val_loss': 179795.93359375, 'val_avg_loss': 53.00587664910083, 'val_total': 3392}}
|
|
{'Role': 'Client #5', 'Round': 70, 'Results_raw': {'test_loss': 108514.49291992188, 'test_avg_loss': 31.99130097875055, 'test_total': 3392, 'val_loss': 113212.52038574219, 'val_avg_loss': 33.376332660890974, 'val_total': 3392}}
|
|
{'Role': 'Client #6', 'Round': 70, 'Results_raw': {'test_loss': 92119.83715820312, 'test_avg_loss': 27.157970860319317, 'test_total': 3392, 'val_loss': 94352.7338256836, 'val_avg_loss': 27.81625407596804, 'val_total': 3392}}
|
|
{'Role': 'Client #7', 'Round': 70, 'Results_raw': {'test_loss': 116587.3959350586, 'test_avg_loss': 34.37128417896775, 'test_total': 3392, 'val_loss': 115894.76635742188, 'val_avg_loss': 34.167089138390885, 'val_total': 3392}}
|
|
{'Role': 'Client #8', 'Round': 70, 'Results_raw': {'test_loss': 111302.20635986328, 'test_avg_loss': 32.813150459865355, 'test_total': 3392, 'val_loss': 119956.4448852539, 'val_avg_loss': 35.364517949662115, 'val_total': 3392}}
|
|
{'Role': 'Client #9', 'Round': 70, 'Results_raw': {'test_loss': 106170.75360107422, 'test_avg_loss': 31.300340094656313, 'test_total': 3392, 'val_loss': 109350.18475341797, 'val_avg_loss': 32.23767239192747, 'val_total': 3392}}
|
|
{'Role': 'Client #10', 'Round': 70, 'Results_raw': {'test_loss': 124894.58544921875, 'test_avg_loss': 36.820337691397036, 'test_total': 3392, 'val_loss': 124653.62927246094, 'val_avg_loss': 36.74930108268306, 'val_total': 3392}}
|