82 lines
182 KiB
Plaintext
82 lines
182 KiB
Plaintext
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{'Role': 'Server #', 'Round': 2, 'Results_weighted_avg': {'test_avg_loss': np.float64(32.70384694911815), 'test_loss': np.float64(169536.74258422852), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(33.05760749887537), 'val_loss': np.float64(171370.63727416992), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(32.70384694911816), 'test_loss': np.float64(169536.74258422852), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(33.05760749887537), 'val_loss': np.float64(171370.63727416992), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(4.77022983337991), 'test_avg_loss_bottom_decile': np.float64(28.618763264314627), 'test_avg_loss_top_decile': np.float64(42.80332876134802), 'test_avg_loss_min': np.float64(23.697424241054204), 'test_avg_loss_max': np.float64(42.80332876134802), 'test_avg_loss_bottom10%': np.float64(23.697424241054204), 'test_avg_loss_top10%': np.float64(42.80332876134802), 'test_avg_loss_cos1': np.float64(0.9895290108080674), 'test_avg_loss_entropy': np.float64(2.291942289134341), 'test_loss_std': np.float64(24728.87145624145), 'test_loss_bottom_decile': np.float64(148359.66876220703), 'test_loss_top_decile': np.float64(221892.45629882812), 'test_loss_min': np.float64(122847.447265625), 'test_loss_max': np.float64(221892.45629882812), 'test_loss_bottom10%': np.float64(122847.447265625), 'test_loss_top10%': np.float64(221892.45629882812), 'test_loss_cos1': np.float64(0.9895290108080672), 'test_loss_entropy': np.float64(2.291942289133686), 'val_avg_loss_std': np.float64(4.666822698182563), 'val_avg_loss_bottom_decile': np.float64(28.51119817333457), 'val_avg_loss_top_decile': np.float64(39.99692722603127), 'val_avg_loss_min': np.float64(23.941617530069234), 'val_avg_loss_max': np.float64(39.99692722603127), 'val_avg_loss_bottom10%': np.float64(23.941617530069234), 'val_avg_loss_top10%': np.float64(39.99692722603127), 'val_avg_loss_cos1': np.float64(0.9901816881907505), 'val_avg_loss_entropy': np.float64(2.292342106992338), 'val_loss_std': np.float64(24192.808867378404), 'val_loss_bottom_decile': np.float64(147802.0513305664), 'val_loss_top_decile': np.float64(207344.0707397461), 'val_loss_min': np.float64(124113.3452758789), 'val_loss_max': np.float64(207344.0707397461), 'val_loss_bottom10%': np.float64(124113.3452758789), 'val_loss_top10%': np.float64(207344.0707397461), 'val_loss_cos1': np.float64(0.9901816881907503), 'val_loss_entropy': np.float64(2.2923421069917076)}}
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{'Role': 'Server #', 'Round': 3, 'Results_weighted_avg': {'test_avg_loss': np.float64(32.0504172631252), 'test_loss': np.float64(166149.36309204102), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(32.330092650284), 'val_loss': np.float64(167599.20029907225), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(32.0504172631252), 'test_loss': np.float64(166149.36309204102), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(32.330092650283994), 'val_loss': np.float64(167599.20029907225), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(4.994944940852939), 'test_avg_loss_bottom_decile': np.float64(28.132210484257453), 'test_avg_loss_top_decile': np.float64(43.02409695990292), 'test_avg_loss_min': np.float64(22.749701158500013), 'test_avg_loss_max': np.float64(43.02409695990292), 'test_avg_loss_bottom10%': np.float64(22.749701158500013), 'test_avg_loss_top10%': np.float64(43.02409695990292), 'test_avg_loss_cos1': np.float64(0.9880727693117438), 'test_avg_loss_entropy': np.float64(2.2905087275999367), 'test_loss_std': np.float64(25893.794573381638), 'test_loss_bottom_decile': np.float64(145837.37915039062), 'test_loss_top_decile': np.float64(223036.91864013672), 'test_loss_min': np.float64(117934.45080566406), 'test_loss_max': np.float64(223036.91864013672), 'test_loss_bottom10%': np.float64(117934.45080566406), 'test_loss_top10%': np.float64(223036.91864013672), 'test_loss_cos1': np.float64(0.9880727693117439), 'test_loss_entropy': np.float64(2.29050872759918), 'val_avg_loss_std': np.float64(4.787819533605835), 'val_avg_loss_bottom_decile': np.float64(27.89900924541332), 'val_avg_loss_top_decile': np.float64(40.01776519822486), 'val_avg_loss_min': np.float64(23.03145091916308), 'val_avg_loss_max': np.float64(40.01776519822486), 'val_avg_loss_bottom10%': np.float64(23.03145091916308), 'val_avg_loss_top10%': np.float64(40.01776519822486), 'val_avg_loss_cos1': np.float64(0.9892115505419536), 'val_avg_loss_entropy': np.float64(2.291344940985963), 'val_loss_std': np.float64(24820.056462212648), 'val_loss_bottom_decile': np.float64(144628.46392822266), 'val_loss_top_decile': np.float64(207452.09478759766), 'val_loss_min': np.float64(119395.0415649414), 'val_loss_max': np.float64(207452.09478759766), 'val_loss_bottom10%': np.float64(119395.0415649414), 'val_loss_top10%': np.float64(207452.09478759766), 'val_loss_cos1': np.float64(0.9892115505419533), 'val_loss_entropy': np.float64(2.2913449409852555)}}
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{'Role': 'Server #', 'Round': 4, 'Results_weighted_avg': {'test_avg_loss': np.float64(32.4321728117672), 'test_loss': np.float64(168128.38385620117), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(32.64424120231911), 'val_loss': np.float64(169227.74639282227), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(32.4321728117672), 'test_loss': np.float64(168128.38385620117), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(32.64424120231911), 'val_loss': np.float64(169227.74639282227), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.0722535710834435), 'test_avg_loss_bottom_decile': np.float64(28.641942813072674), 'test_avg_loss_top_decile': np.float64(43.94177070664771), 'test_avg_loss_min': np.float64(23.11896800994873), 'test_avg_loss_max': np.float64(43.94177070664771), 'test_avg_loss_bottom10%': np.float64(23.11896800994873), 'test_avg_loss_top10%': np.float64(43.94177070664771), 'test_avg_loss_cos1': np.float64(0.9879900619979812), 'test_avg_loss_entropy': np.float64(2.2905011778337694), 'test_loss_std': np.float64(26294.562512496566), 'test_loss_bottom_decile': np.float64(148479.83154296875), 'test_loss_top_decile': np.float64(227794.13934326172), 'test_loss_min': np.float64(119848.73016357422), 'test_loss_max': np.float64(227794.13934326172), 'test_loss_bottom10%': np.float64(119848.73016357422), 'test_loss_top10%': np.float64(227794.13934326172), 'test_loss_cos1': np.float64(0.9879900619979812), 'test_loss_entropy': np.float64(2.2905011778330238), 'val_avg_loss_std': np.float64(4.77634475333087), 'val_avg_loss_bottom_decile': np.float64(28.508846836325564), 'val_avg_loss_top_decile': np.float64(40.76093181563012), 'val_avg_loss_min': np.float64(23.35900260784008), 'val_avg_loss_max': np.float64(40.76093181563012), 'val_avg_loss_bottom10%': np.float64(23.35900260784008), 'val_avg_loss_top10%': np.float64(40.76093181563012), 'val_avg_loss_cos1': np.float64(0.9894648040577798), 'val_avg_loss_entropy': np.float64(2.2916559234008567), 'val_loss_std': np.float64(24760.57120126723), 'val_loss_bottom_decile': np.float64(147789.86199951172), 'val_loss_top_decile': np.float64(211304.67053222656), 'val_loss_min': np.float64(121093.06951904297), 'val_loss_max': np.float64(211304.67053222656), 'val_loss_bottom10%': np.float64(121093.06951904297), 'val_loss_top10%': np.float64(211304.67053222656), 'val_loss_cos1': np.float64(0.9894648040577796), 'val_loss_entropy': np.float64(2.2916559234001763)}}
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{'Role': 'Server #', 'Round': 5, 'Results_weighted_avg': {'test_avg_loss': np.float64(32.30428867811038), 'test_loss': np.float64(167465.4325073242), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(32.4796884301268), 'val_loss': np.float64(168374.70482177736), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(32.30428867811038), 'test_loss': np.float64(167465.4325073242), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(32.4796884301268), 'val_loss': np.float64(168374.70482177736), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.0938773615208), 'test_avg_loss_bottom_decile': np.float64(28.648533738689657), 'test_avg_loss_top_decile': np.float64(43.80575620392222), 'test_avg_loss_min': np.float64(22.78831591429534), 'test_avg_loss_max': np.float64(43.80575620392222), 'test_avg_loss_bottom10%': np.float64(22.78831591429534), 'test_avg_loss_top10%': np.float64(43.80575620392222), 'test_avg_loss_cos1': np.float64(0.9877949758869222), 'test_avg_loss_entropy': np.float64(2.290265644648675), 'test_loss_std': np.float64(26406.660242123835), 'test_loss_bottom_decile': np.float64(148513.9989013672), 'test_loss_top_decile': np.float64(227089.0401611328), 'test_loss_min': np.float64(118134.62969970703), 'test_loss_max': np.float64(227089.0401611328), 'test_loss_bottom10%': np.float64(118134.62969970703), 'test_loss_top10%': np.float64(227089.0401611328), 'test_loss_cos1': np.float64(0.9877949758869222), 'test_loss_entropy': np.float64(2.290265644647911), 'val_avg_loss_std': np.float64(4.752884085624552), 'val_avg_loss_bottom_decile': np.float64(28.497754944695366), 'val_avg_loss_top_decile': np.float64(40.49481182333864), 'val_avg_loss_min': np.float64(23.06829423080256), 'val_avg_loss_max': np.float64(40.49481182333864), 'val_avg_loss_bottom10%': np.float64(23.06829423080256), 'val_avg_loss_top10%': np.float64(40.49481182333864), 'val_avg_loss_cos1': np.float64(0.9894621162155643), 'val_avg_loss_entropy': np.float64(2.2916190275418256), 'val_loss_std': np.float64(24638.95109987768), 'val_loss_bottom_decile': np.float64(147732.36163330078), 'val_loss_top_decile': np.float64(209925.1044921875), 'val_loss_min': np.float64(119586.03729248047), 'val_loss_max': np.float64(209925.1044921875), 'val_loss_bottom10%': np.float64(119586.03729248047), 'val_loss_top10%': np.float64(209925.1044921875), 'val_loss_cos1': np.float64(0.9894621162155645), 'val_loss_entropy': np.float64(2.291619027541139)}}
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{'Role': 'Server #', 'Round': 6, 'Results_weighted_avg': {'test_avg_loss': np.float64(32.3244535057633), 'test_loss': np.float64(167569.96697387696), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(32.454520657621785), 'val_loss': np.float64(168244.23508911132), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(32.3244535057633), 'test_loss': np.float64(167569.96697387696), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(32.454520657621785), 'val_loss': np.float64(168244.23508911132), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.080043196068588), 'test_avg_loss_bottom_decile': np.float64(28.732050589573237), 'test_avg_loss_top_decile': np.float64(43.95671435933054), 'test_avg_loss_min': np.float64(22.98579325499358), 'test_avg_loss_max': np.float64(43.95671435933054), 'test_avg_loss_bottom10%': np.float64(22.98579325499358), 'test_avg_loss_top10%': np.float64(43.95671435933054), 'test_avg_loss_cos1': np.float64(0.9878748465253172), 'test_avg_loss_entropy': np.float64(2.290397752466513), 'test_loss_std': np.float64(26334.943928419565), 'test_loss_bottom_decile': np.float64(148946.95025634766), 'test_loss_top_decile': np.float64(227871.60723876953), 'test_loss_min': np.float64(119158.35223388672), 'test_loss_max': np.float64(227871.60723876953), 'test_loss_bottom10%': np.float64(119158.35223388672), 'test_loss_top10%': np.float64(227871.60723876953), 'test_loss_cos1': np.float64(0.9878748465253173), 'test_loss_entropy': np.float64(2.2903977524657586), 'val_avg_loss_std': np.float64(4.698711032712993), 'val_avg_loss_bottom_decile': np.float64(28.570356416113583), 'val_avg_loss_top_decile': np.float64(40.58262856801351), 'val_avg_loss_min': np.float64(23.239320366470903), 'val_avg_loss_max': np.float64(40.58262856801351), 'val_avg_loss_bottom10%': np.float64(23.239320366470903), 'val_avg_loss_top10%': np.float64(40.58262856801351), 'val_avg_loss_cos1': np.float64(0.989681550301751), 'val_avg_loss_entropy': np.float64(2.2918839789128658), 'val_loss_std': np.float64(24358.11799358415), 'val_loss_bottom_decile': np.float64(148108.7276611328), 'val_loss_top_decile': np.float64(210380.34649658203), 'val_loss_min': np.float64(120472.63677978516), 'val_loss_max': np.float64(210380.34649658203), 'val_loss_bottom10%': np.float64(120472.63677978516), 'val_loss_top10%': np.float64(210380.34649658203), 'val_loss_cos1': np.float64(0.9896815503017509), 'val_loss_entropy': np.float64(2.2918839789121965)}}
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{'Role': 'Server #', 'Round': 8, 'Results_weighted_avg': {'test_avg_loss': np.float64(32.052758666615425), 'test_loss': np.float64(166161.50092773436), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(32.13415105136824), 'val_loss': np.float64(166583.43905029297), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(32.05275866661543), 'test_loss': np.float64(166161.50092773436), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(32.13415105136824), 'val_loss': np.float64(166583.43905029297), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.148361558852127), 'test_avg_loss_bottom_decile': np.float64(28.04235925792176), 'test_avg_loss_top_decile': np.float64(43.844956598164124), 'test_avg_loss_min': np.float64(22.720511295177317), 'test_avg_loss_max': np.float64(43.844956598164124), 'test_avg_loss_bottom10%': np.float64(22.720511295177317), 'test_avg_loss_top10%': np.float64(43.844956598164124), 'test_avg_loss_cos1': np.float64(0.9873447227762822), 'test_avg_loss_entropy': np.float64(2.289870693966497), 'test_loss_std': np.float64(26689.106321089417), 'test_loss_bottom_decile': np.float64(145371.5903930664), 'test_loss_top_decile': np.float64(227292.2550048828), 'test_loss_min': np.float64(117783.13055419922), 'test_loss_max': np.float64(227292.2550048828), 'test_loss_bottom10%': np.float64(117783.13055419922), 'test_loss_top10%': np.float64(227292.2550048828), 'test_loss_cos1': np.float64(0.9873447227762823), 'test_loss_entropy': np.float64(2.289870693965703), 'val_avg_loss_std': np.float64(4.689956011013021), 'val_avg_loss_bottom_decile': np.float64(27.902925962283287), 'val_avg_loss_top_decile': np.float64(40.09796880792688), 'val_avg_loss_min': np.float64(22.97420287426607), 'val_avg_loss_max': np.float64(40.09796880792688), 'val_avg_loss_bottom10%': np.float64(22.97420287426607), 'val_avg_loss_top10%': np.float64(40.09796880792688), 'val_avg_loss_cos1': np.float64(0.9895165923603044), 'val_avg_loss_entropy': np.float64(2.2916958441231157), 'val_loss_std': np.float64(24312.731961091504), 'val_loss_bottom_decile': np.float64(144648.76818847656), 'val_loss_top_decile': np.float64(207867.87030029297), 'val_loss_min': np.float64(119098.26770019531), 'val_loss_max': np.float64(207867.87030029297), 'val_loss_bottom10%': np.float64(119098.26770019531), 'val_loss_top10%': np.float64(207867.87030029297), 'val_loss_cos1': np.float64(0.9895165923603045), 'val_loss_entropy': np.float64(2.291695844122427)}}
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{'Role': 'Server #', 'Round': 9, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.83267590675825), 'test_loss': np.float64(165020.59190063475), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.861925756195443), 'val_loss': np.float64(165172.22312011718), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.832675906758244), 'test_loss': np.float64(165020.59190063475), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.861925756195443), 'val_loss': np.float64(165172.22312011718), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.026136063060734), 'test_avg_loss_bottom_decile': np.float64(27.802081249378347), 'test_avg_loss_top_decile': np.float64(43.495237032572426), 'test_avg_loss_min': np.float64(22.966792471614884), 'test_avg_loss_max': np.float64(43.495237032572426), 'test_avg_loss_bottom10%': np.float64(22.966792471614884), 'test_avg_loss_top10%': np.float64(43.495237032572426), 'test_avg_loss_cos1': np.float64(0.9877633282554708), 'test_avg_loss_entropy': np.float64(2.290359722189917), 'test_loss_std': np.float64(26055.489350906842), 'test_loss_bottom_decile': np.float64(144125.98919677734), 'test_loss_top_decile': np.float64(225479.30877685547), 'test_loss_min': np.float64(119059.85217285156), 'test_loss_max': np.float64(225479.30877685547), 'test_loss_bottom10%': np.float64(119059.85217285156), 'test_loss_top10%': np.float64(225479.30877685547), 'test_loss_cos1': np.float64(0.9877633282554708), 'test_loss_entropy': np.float64(2.290359722189151), 'val_avg_loss_std': np.float64(4.491747178956006), 'val_avg_loss_bottom_decile': np.float64(27.632349049603498), 'val_avg_loss_top_decile': np.float64(39.53216013496305), 'val_avg_loss_min': np.float64(23.275120275991934), 'val_avg_loss_max': np.float64(39.53216013496305), 'val_avg_loss_bottom10%': np.float64(23.275120275991934), 'val_avg_loss_top10%': np.float64(39.53216013496305), 'val_avg_loss_cos1': np.float64(0.9902086763942275), 'val_avg_loss_entropy': np.float64(2.2924673678744334), 'val_loss_std': np.float64(23285.21737570793), 'val_loss_bottom_decile': np.float64(143246.09747314453), 'val_loss_top_decile': np.float64(204934.71813964844), 'val_loss_min': np.float64(120658.22351074219), 'val_loss_max': np.float64(204934.71813964844), 'val_loss_bottom10%': np.float64(120658.22351074219), 'val_loss_top10%': np.float64(204934.71813964844), 'val_loss_cos1': np.float64(0.9902086763942274), 'val_loss_entropy': np.float64(2.2924673678737895)}}
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{'Role': 'Server #', 'Round': 10, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.73928271988292), 'test_loss': np.float64(164536.44161987305), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.769848334936448), 'val_loss': np.float64(164694.89376831055), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.73928271988292), 'test_loss': np.float64(164536.44161987305), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.769848334936444), 'val_loss': np.float64(164694.89376831055), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.057786525926134), 'test_avg_loss_bottom_decile': np.float64(27.40933065061216), 'test_avg_loss_top_decile': np.float64(43.530875394373766), 'test_avg_loss_min': np.float64(23.05574006210139), 'test_avg_loss_max': np.float64(43.530875394373766), 'test_avg_loss_bottom10%': np.float64(23.05574006210139), 'test_avg_loss_top10%': np.float64(43.530875394373766), 'test_avg_loss_cos1': np.float64(0.9875399367697137), 'test_avg_loss_entropy': np.float64(2.2901703904712964), 'test_loss_std': np.float64(26219.565350401077), 'test_loss_bottom_decile': np.float64(142089.97009277344), 'test_loss_top_decile': np.float64(225664.0580444336), 'test_loss_min': np.float64(119520.9564819336), 'test_loss_max': np.float64(225664.0580444336), 'test_loss_bottom10%': np.float64(119520.9564819336), 'test_loss_top10%': np.float64(225664.0580444336), 'test_loss_cos1': np.float64(0.9875399367697137), 'test_loss_entropy': np.float64(2.2901703904705175), 'val_avg_loss_std': np.float64(4.529233721105184), 'val_avg_loss_bottom_decile': np.float64(27.196667035420734), 'val_avg_loss_top_decile': np.float64(39.512940948392135), 'val_avg_loss_min': np.float64(23.34037654782519), 'val_avg_loss_max': np.float64(39.512940948392135), 'val_avg_loss_bottom10%': np.float64(23.34037654782519), 'val_avg_loss_top10%': np.float64(39.512940948392135), 'val_avg_loss_cos1': np.float64(0.9899900947879123), 'val_avg_loss_entropy': np.float64(2.2922611353450404), 'val_loss_std': np.float64(23479.547610209276), 'val_loss_bottom_decile': np.float64(140987.5219116211), 'val_loss_top_decile': np.float64(204835.08587646484), 'val_loss_min': np.float64(120996.51202392578), 'val_loss_max': np.float64(204835.08587646484), 'val_loss_bottom10%': np.float64(120996.51202392578), 'val_loss_top10%': np.float64(204835.08587646484), 'val_loss_cos1': np.float64(0.9899900947879122), 'val_loss_entropy': np.float64(2.2922611353443827)}}
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{'Role': 'Server #', 'Round': 11, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.835073813685664), 'test_loss': np.float64(165033.02265014648), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.82926566277021), 'val_loss': np.float64(165002.9131958008), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.835073813685664), 'test_loss': np.float64(165033.02265014648), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.82926566277021), 'val_loss': np.float64(165002.9131958008), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.083670133285648), 'test_avg_loss_bottom_decile': np.float64(27.42630335725384), 'test_avg_loss_top_decile': np.float64(43.6421225041519), 'test_avg_loss_min': np.float64(23.051588658933287), 'test_avg_loss_max': np.float64(43.6421225041519), 'test_avg_loss_bottom10%': np.float64(23.051588658933287), 'test_avg_loss_top10%': np.float64(43.6421225041519), 'test_avg_loss_cos1': np.float64(0.9874886953092851), 'test_avg_loss_entropy': np.float64(2.290101743656048), 'test_loss_std': np.float64(26353.7459709528), 'test_loss_bottom_decile': np.float64(142177.9566040039), 'test_loss_top_decile': np.float64(226240.76306152344), 'test_loss_min': np.float64(119499.43560791016), 'test_loss_max': np.float64(226240.76306152344), 'test_loss_bottom10%': np.float64(119499.43560791016), 'test_loss_top10%': np.float64(226240.76306152344), 'test_loss_cos1': np.float64(0.9874886953092851), 'test_loss_entropy': np.float64(2.2901017436552666), 'val_avg_loss_std': np.float64(4.50829567479727), 'val_avg_loss_bottom_decile': np.float64(27.21523368505784), 'val_avg_loss_top_decile': np.float64(39.40406168243032), 'val_avg_loss_min': np.float64(23.359819106113765), 'val_avg_loss_max': np.float64(39.40406168243032), 'val_avg_loss_bottom10%': np.float64(23.359819106113765), 'val_avg_loss_top10%': np.float64(39.40406168243032), 'val_avg_loss_cos1': np.float64(0.9901175117467284), 'val_avg_loss_entropy': np.float64(2.292375649442723), 'val_loss_std': np.float64(23371.004778149047), 'val_loss_bottom_decile': np.float64(141083.77142333984), 'val_loss_top_decile': np.float64(204270.65576171875), 'val_loss_min': np.float64(121097.30224609375), 'val_loss_max': np.float64(204270.65576171875), 'val_loss_bottom10%': np.float64(121097.30224609375), 'val_loss_top10%': np.float64(204270.65576171875), 'val_loss_cos1': np.float64(0.9901175117467286), 'val_loss_entropy': np.float64(2.2923756494420733)}}
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{'Role': 'Server #', 'Round': 12, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.91130822499593), 'test_loss': np.float64(165428.2218383789), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.90252111223009), 'val_loss': np.float64(165382.66944580077), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.911308224995935), 'test_loss': np.float64(165428.2218383789), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.90252111223009), 'val_loss': np.float64(165382.66944580077), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.169985206019665), 'test_avg_loss_bottom_decile': np.float64(27.280273661201385), 'test_avg_loss_top_decile': np.float64(43.93660285149092), 'test_avg_loss_min': np.float64(23.127775333545827), 'test_avg_loss_max': np.float64(43.93660285149092), 'test_avg_loss_bottom10%': np.float64(23.127775333545827), 'test_avg_loss_top10%': np.float64(43.93660285149092), 'test_avg_loss_cos1': np.float64(0.9871290333349151), 'test_avg_loss_entropy': np.float64(2.2897587030643667), 'test_loss_std': np.float64(26801.20330800594), 'test_loss_bottom_decile': np.float64(141420.93865966797), 'test_loss_top_decile': np.float64(227767.3491821289), 'test_loss_min': np.float64(119894.38732910156), 'test_loss_max': np.float64(227767.3491821289), 'test_loss_bottom10%': np.float64(119894.38732910156), 'test_loss_top10%': np.float64(227767.3491821289), 'test_loss_cos1': np.float64(0.9871290333349151), 'test_loss_entropy': np.float64(2.2897587030635664), 'val_avg_loss_std': np.float64(4.585130552166528), 'val_avg_loss_bottom_decile': np.float64(27.031298719806436), 'val_avg_loss_top_decile': np.float64(39.616022098211594), 'val_avg_loss_min': np.float64(23.446259369084864), 'val_avg_loss_max': np.float64(39.616022098211594), 'val_avg_loss_bottom10%': np.float64(23.446259369084864), 'val_avg_loss_top10%': np.float64(39.616022098211594), 'val_avg_loss_cos1': np.float64(0.9898291305606284), 'val_avg_loss_entropy': np.float64(2.2920904103955175), 'val_loss_std': np.float64(23769.316782431284), 'val_loss_bottom_decile': np.float64(140130.25256347656), 'val_loss_top_decile': np.float64(205369.4585571289), 'val_loss_min': np.float64(121545.40856933594), 'val_loss_max': np.float64(205369.4585571289), 'val_loss_bottom10%': np.float64(121545.40856933594), 'val_loss_top10%': np.float64(205369.4585571289), 'val_loss_cos1': np.float64(0.9898291305606282), 'val_loss_entropy': np.float64(2.2920904103948523)}}
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{'Role': 'Server #', 'Round': 13, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.57882162141211), 'test_loss': np.float64(163704.6112854004), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.544723448341276), 'val_loss': np.float64(163527.84635620116), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.57882162141211), 'test_loss': np.float64(163704.6112854004), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.54472344834128), 'val_loss': np.float64(163527.84635620116), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.164200041869898), 'test_avg_loss_bottom_decile': np.float64(26.85083603564604), 'test_avg_loss_top_decile': np.float64(43.5645035520012), 'test_avg_loss_min': np.float64(22.787944099049508), 'test_avg_loss_max': np.float64(43.5645035520012), 'test_avg_loss_bottom10%': np.float64(22.787944099049508), 'test_avg_loss_top10%': np.float64(43.5645035520012), 'test_avg_loss_cos1': np.float64(0.9868907323397854), 'test_avg_loss_entropy': np.float64(2.2895077825644687), 'test_loss_std': np.float64(26771.21301705355), 'test_loss_bottom_decile': np.float64(139194.73400878906), 'test_loss_top_decile': np.float64(225838.38641357422), 'test_loss_min': np.float64(118132.70220947266), 'test_loss_max': np.float64(225838.38641357422), 'test_loss_bottom10%': np.float64(118132.70220947266), 'test_loss_top10%': np.float64(225838.38641357422), 'test_loss_cos1': np.float64(0.9868907323397856), 'test_loss_entropy': np.float64(2.289507782563644), 'val_avg_loss_std': np.float64(4.553706602118734), 'val_avg_loss_bottom_decile': np.float64(26.60142829094404), 'val_avg_loss_top_decile': np.float64(39.0822365725482), 'val_avg_loss_min': np.float64(23.127641560118875), 'val_avg_loss_max': np.float64(39.0822365725482), 'val_avg_loss_bottom10%': np.float64(23.127641560118875), 'val_avg_loss_top10%': np.float64(39.0822365725482), 'val_avg_loss_cos1': np.float64(0.9897405769900223), 'val_avg_loss_entropy': np.float64(2.2919820335057097), 'val_loss_std': np.float64(23606.415025383514), 'val_loss_bottom_decile': np.float64(137901.8042602539), 'val_loss_top_decile': np.float64(202602.31439208984), 'val_loss_min': np.float64(119893.69384765625), 'val_loss_max': np.float64(202602.31439208984), 'val_loss_bottom10%': np.float64(119893.69384765625), 'val_loss_top10%': np.float64(202602.31439208984), 'val_loss_cos1': np.float64(0.9897405769900223), 'val_loss_entropy': np.float64(2.291982033505029)}}
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{'Role': 'Server #', 'Round': 15, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.40419524628439), 'test_loss': np.float64(162799.34815673827), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.34168289443593), 'val_loss': np.float64(162475.28412475585), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.404195246284388), 'test_loss': np.float64(162799.34815673827), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.341682894435927), 'val_loss': np.float64(162475.28412475585), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.140768988787146), 'test_avg_loss_bottom_decile': np.float64(26.595090489328644), 'test_avg_loss_top_decile': np.float64(43.32228725339159), 'test_avg_loss_min': np.float64(22.761952930026585), 'test_avg_loss_max': np.float64(43.32228725339159), 'test_avg_loss_bottom10%': np.float64(22.761952930026585), 'test_avg_loss_top10%': np.float64(43.32228725339159), 'test_avg_loss_cos1': np.float64(0.9868650623902174), 'test_avg_loss_entropy': np.float64(2.2894922088331167), 'test_loss_std': np.float64(26649.746437872567), 'test_loss_bottom_decile': np.float64(137868.9490966797), 'test_loss_top_decile': np.float64(224582.73712158203), 'test_loss_min': np.float64(117997.96398925781), 'test_loss_max': np.float64(224582.73712158203), 'test_loss_bottom10%': np.float64(117997.96398925781), 'test_loss_top10%': np.float64(224582.73712158203), 'test_loss_cos1': np.float64(0.9868650623902172), 'test_loss_entropy': np.float64(2.2894922088322867), 'val_avg_loss_std': np.float64(4.509751978634451), 'val_avg_loss_bottom_decile': np.float64(26.323706132394296), 'val_avg_loss_top_decile': np.float64(38.61966422752098), 'val_avg_loss_min': np.float64(23.09336962523284), 'val_avg_loss_max': np.float64(38.61966422752098), 'val_avg_loss_bottom10%': np.float64(23.09336962523284), 'val_avg_loss_top10%': np.float64(38.61966422752098), 'val_avg_loss_cos1': np.float64(0.9898058731006052), 'val_avg_loss_entropy': np.float64(2.2920489738975856), 'val_loss_std': np.float64(23378.554257240998), 'val_loss_bottom_decile': np.float64(136462.09259033203), 'val_loss_top_decile': np.float64(200204.33935546875), 'val_loss_min': np.float64(119716.02813720703), 'val_loss_max': np.float64(200204.33935546875), 'val_loss_bottom10%': np.float64(119716.02813720703), 'val_loss_top10%': np.float64(200204.33935546875), 'val_loss_cos1': np.float64(0.9898058731006052), 'val_loss_entropy': np.float64(2.2920489738969043)}}
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{'Role': 'Server #', 'Round': 16, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.19626101858822), 'test_loss': np.float64(161721.41712036132), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.147403089499768), 'val_loss': np.float64(161468.13761596679), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.196261018588217), 'test_loss': np.float64(161721.41712036132), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.14740308949977), 'val_loss': np.float64(161468.13761596679), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.18570744111043), 'test_avg_loss_bottom_decile': np.float64(26.213461181263863), 'test_avg_loss_top_decile': np.float64(43.19345613173497), 'test_avg_loss_min': np.float64(22.51080478856593), 'test_avg_loss_max': np.float64(43.19345613173497), 'test_avg_loss_bottom10%': np.float64(22.51080478856593), 'test_avg_loss_top10%': np.float64(43.19345613173497), 'test_avg_loss_cos1': np.float64(0.9864639276357803), 'test_avg_loss_entropy': np.float64(2.289082567688932), 'test_loss_std': np.float64(26882.707374716465), 'test_loss_bottom_decile': np.float64(135890.58276367188), 'test_loss_top_decile': np.float64(223914.87658691406), 'test_loss_min': np.float64(116696.01202392578), 'test_loss_max': np.float64(223914.87658691406), 'test_loss_bottom10%': np.float64(116696.01202392578), 'test_loss_top10%': np.float64(223914.87658691406), 'test_loss_cos1': np.float64(0.9864639276357802), 'test_loss_entropy': np.float64(2.28908256768807), 'val_avg_loss_std': np.float64(4.571504176822989), 'val_avg_loss_bottom_decile': np.float64(25.92025277644028), 'val_avg_loss_top_decile': np.float64(38.4678396884306), 'val_avg_loss_min': np.float64(22.824156831811976), 'val_avg_loss_max': np.float64(38.4678396884306), 'val_avg_loss_bottom10%': np.float64(22.824156831811976), 'val_avg_loss_top10%': np.float64(38.4678396884306), 'val_avg_loss_cos1': np.float64(0.9894002308731379), 'val_avg_loss_entropy': np.float64(2.291616168013241), 'val_loss_std': np.float64(23698.67765265037), 'val_loss_bottom_decile': np.float64(134370.5903930664), 'val_loss_top_decile': np.float64(199417.28094482422), 'val_loss_min': np.float64(118320.42901611328), 'val_loss_max': np.float64(199417.28094482422), 'val_loss_bottom10%': np.float64(118320.42901611328), 'val_loss_top10%': np.float64(199417.28094482422), 'val_loss_cos1': np.float64(0.9894002308731376), 'val_loss_entropy': np.float64(2.291616168012527)}}
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{'Role': 'Server #', 'Round': 17, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.25305332960906), 'test_loss': np.float64(162015.82846069336), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.15280419220159), 'val_loss': np.float64(161496.13693237305), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.25305332960906), 'test_loss': np.float64(162015.82846069336), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.152804192201593), 'val_loss': np.float64(161496.13693237305), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.191293648151918), 'test_avg_loss_bottom_decile': np.float64(26.233150976675528), 'test_avg_loss_top_decile': np.float64(43.451850384841734), 'test_avg_loss_min': np.float64(22.761381008006907), 'test_avg_loss_max': np.float64(43.451850384841734), 'test_avg_loss_bottom10%': np.float64(22.761381008006907), 'test_avg_loss_top10%': np.float64(43.451850384841734), 'test_avg_loss_cos1': np.float64(0.9864835998501582), 'test_avg_loss_entropy': np.float64(2.2891644737887766), 'test_loss_std': np.float64(26911.66627201954), 'test_loss_bottom_decile': np.float64(135992.65466308594), 'test_loss_top_decile': np.float64(225254.39239501953), 'test_loss_min': np.float64(117994.99914550781), 'test_loss_max': np.float64(225254.39239501953), 'test_loss_bottom10%': np.float64(117994.99914550781), 'test_loss_top10%': np.float64(225254.39239501953), 'test_loss_cos1': np.float64(0.9864835998501583), 'test_loss_entropy': np.float64(2.2891644737879235), 'val_avg_loss_std': np.float64(4.5160547543693585), 'val_avg_loss_bottom_decile': np.float64(25.91715544241446), 'val_avg_loss_top_decile': np.float64(38.55624872372474), 'val_avg_loss_min': np.float64(23.067119798542542), 'val_avg_loss_max': np.float64(38.55624872372474), 'val_avg_loss_bottom10%': np.float64(23.067119798542542), 'val_avg_loss_top10%': np.float64(38.55624872372474), 'val_avg_loss_cos1': np.float64(0.9896553874035487), 'val_avg_loss_entropy': np.float64(2.2919101911947584), 'val_loss_std': np.float64(23411.227846650756), 'val_loss_bottom_decile': np.float64(134354.53381347656), 'val_loss_top_decile': np.float64(199875.59338378906), 'val_loss_min': np.float64(119579.94903564453), 'val_loss_max': np.float64(199875.59338378906), 'val_loss_bottom10%': np.float64(119579.94903564453), 'val_loss_top10%': np.float64(199875.59338378906), 'val_loss_cos1': np.float64(0.9896553874035489), 'val_loss_entropy': np.float64(2.291910191194065)}}
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{'Role': 'Server #', 'Round': 18, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.260288681218654), 'test_loss': np.float64(162053.3365234375), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.149302811092802), 'val_loss': np.float64(161477.98577270508), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.26028868121865), 'test_loss': np.float64(162053.3365234375), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.149302811092802), 'val_loss': np.float64(161477.98577270508), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.042031491771869), 'test_avg_loss_bottom_decile': np.float64(26.20096543394489), 'test_avg_loss_top_decile': np.float64(43.131208337383505), 'test_avg_loss_min': np.float64(23.136317523909202), 'test_avg_loss_max': np.float64(43.131208337383505), 'test_avg_loss_bottom10%': np.float64(23.136317523909202), 'test_avg_loss_top10%': np.float64(43.131208337383505), 'test_avg_loss_cos1': np.float64(0.9872408752294312), 'test_avg_loss_entropy': np.float64(2.2899407426763787), 'test_loss_std': np.float64(26137.89125334537), 'test_loss_bottom_decile': np.float64(135825.8048095703), 'test_loss_top_decile': np.float64(223592.1840209961), 'test_loss_min': np.float64(119938.67004394531), 'test_loss_max': np.float64(223592.1840209961), 'test_loss_bottom10%': np.float64(119938.67004394531), 'test_loss_top10%': np.float64(223592.1840209961), 'test_loss_cos1': np.float64(0.9872408752294314), 'test_loss_entropy': np.float64(2.2899407426755753), 'val_avg_loss_std': np.float64(4.369694712815474), 'val_avg_loss_bottom_decile': np.float64(25.86679714108691), 'val_avg_loss_top_decile': np.float64(38.22464244748339), 'val_avg_loss_min': np.float64(23.446024930035627), 'val_avg_loss_max': np.float64(38.22464244748339), 'val_avg_loss_bottom10%': np.float64(23.446024930035627), 'val_avg_loss_top10%': np.float64(38.22464244748339), 'val_avg_loss_cos1': np.float64(0.9903033272611695), 'val_avg_loss_entropy': np.float64(2.292605606835013), 'val_loss_std': np.float64(22652.49739123542), 'val_loss_bottom_decile': np.float64(134093.47637939453), 'val_loss_top_decile': np.float64(198156.5464477539), 'val_loss_min': np.float64(121544.19323730469), 'val_loss_max': np.float64(198156.5464477539), 'val_loss_bottom10%': np.float64(121544.19323730469), 'val_loss_top10%': np.float64(198156.5464477539), 'val_loss_cos1': np.float64(0.9903033272611694), 'val_loss_entropy': np.float64(2.2926056068343645)}}
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{'Role': 'Server #', 'Round': 19, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.31732636557685), 'test_loss': np.float64(162349.01987915038), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.203181617642628), 'val_loss': np.float64(161757.2935058594), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.31732636557685), 'test_loss': np.float64(162349.01987915038), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(31.203181617642628), 'val_loss': np.float64(161757.2935058594), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.124195565388702), 'test_avg_loss_bottom_decile': np.float64(26.0586965466723), 'test_avg_loss_top_decile': np.float64(43.3841681421539), 'test_avg_loss_min': np.float64(23.03860346476237), 'test_avg_loss_max': np.float64(43.3841681421539), 'test_avg_loss_bottom10%': np.float64(23.03860346476237), 'test_avg_loss_top10%': np.float64(43.3841681421539), 'test_avg_loss_cos1': np.float64(0.9868768820978858), 'test_avg_loss_entropy': np.float64(2.2895673693856153), 'test_loss_std': np.float64(26563.82981097503), 'test_loss_bottom_decile': np.float64(135088.28289794922), 'test_loss_top_decile': np.float64(224903.52764892578), 'test_loss_min': np.float64(119432.12036132812), 'test_loss_max': np.float64(224903.52764892578), 'test_loss_bottom10%': np.float64(119432.12036132812), 'test_loss_top10%': np.float64(224903.52764892578), 'test_loss_cos1': np.float64(0.9868768820978858), 'test_loss_entropy': np.float64(2.2895673693847893), 'val_avg_loss_std': np.float64(4.433949618503894), 'val_avg_loss_bottom_decile': np.float64(25.70515604372378), 'val_avg_loss_top_decile': np.float64(38.37870822718114), 'val_avg_loss_min': np.float64(23.322239852245943), 'val_avg_loss_max': np.float64(38.37870822718114), 'val_avg_loss_bottom10%': np.float64(23.322239852245943), 'val_avg_loss_top10%': np.float64(38.37870822718114), 'val_avg_loss_cos1': np.float64(0.9900542662211623), 'val_avg_loss_entropy': np.float64(2.2923250907086743), 'val_loss_std': np.float64(22985.59482232418), 'val_loss_bottom_decile': np.float64(133255.52893066406), 'val_loss_top_decile': np.float64(198955.22344970703), 'val_loss_min': np.float64(120902.49139404297), 'val_loss_max': np.float64(198955.22344970703), 'val_loss_bottom10%': np.float64(120902.49139404297), 'val_loss_top10%': np.float64(198955.22344970703), 'val_loss_cos1': np.float64(0.9900542662211622), 'val_loss_entropy': np.float64(2.2923250907080095)}}
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{'Role': 'Server #', 'Round': 20, 'Results_weighted_avg': {'test_avg_loss': np.float64(31.0026707260697), 'test_loss': np.float64(160717.8450439453), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.841934543185765), 'val_loss': np.float64(159884.588671875), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(31.0026707260697), 'test_loss': np.float64(160717.8450439453), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.84193454318576), 'val_loss': np.float64(159884.588671875), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.005144755817637), 'test_avg_loss_bottom_decile': np.float64(25.837942559042094), 'test_avg_loss_top_decile': np.float64(42.84935024638235), 'test_avg_loss_min': np.float64(23.057523397751797), 'test_avg_loss_max': np.float64(42.84935024638235), 'test_avg_loss_bottom10%': np.float64(23.057523397751797), 'test_avg_loss_top10%': np.float64(42.84935024638235), 'test_avg_loss_cos1': np.float64(0.9872175128332548), 'test_avg_loss_entropy': np.float64(2.2899377520120376), 'test_loss_std': np.float64(25946.67041415863), 'test_loss_bottom_decile': np.float64(133943.89422607422), 'test_loss_top_decile': np.float64(222131.0316772461), 'test_loss_min': np.float64(119530.20129394531), 'test_loss_max': np.float64(222131.0316772461), 'test_loss_bottom10%': np.float64(119530.20129394531), 'test_loss_top10%': np.float64(222131.0316772461), 'test_loss_cos1': np.float64(0.9872175128332548), 'test_loss_entropy': np.float64(2.2899377520112294), 'val_avg_loss_std': np.float64(4.2950723028505955), 'val_avg_loss_bottom_decile': np.float64(25.460967864519283), 'val_avg_loss_top_decile': np.float64(37.79714012145996), 'val_avg_loss_min': np.float64(23.339965455326034), 'val_avg_loss_max': np.float64(37.79714012145996), 'val_avg_loss_bottom10%': np.float64(23.339965455326034), 'val_avg_loss_top10%': np.float64(37.79714012145996), 'val_avg_loss_cos1': np.float64(0.990442015627519), 'val_avg_loss_entropy': np.float64(2.2927514500819424), 'val_loss_std': np.float64(22265.654817977484), 'val_loss_bottom_decile': np.float64(131989.65740966797), 'val_loss_top_decile': np.float64(195940.37438964844), 'val_loss_min': np.float64(120994.38092041016), 'val_loss_max': np.float64(195940.37438964844), 'val_loss_bottom10%': np.float64(120994.38092041016), 'val_loss_top10%': np.float64(195940.37438964844), 'val_loss_cos1': np.float64(0.9904420156275191), 'val_loss_entropy': np.float64(2.292751450081298)}}
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{'Role': 'Server #', 'Round': 22, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.778316657925828), 'test_loss': np.float64(159554.7935546875), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.621111408280736), 'val_loss': np.float64(158739.84154052736), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.77831665792583), 'test_loss': np.float64(159554.7935546875), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.621111408280733), 'val_loss': np.float64(158739.84154052736), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.004270916042121), 'test_avg_loss_bottom_decile': np.float64(25.602808175263583), 'test_avg_loss_top_decile': np.float64(42.68255230232521), 'test_avg_loss_min': np.float64(22.918736351860893), 'test_avg_loss_max': np.float64(42.68255230232521), 'test_avg_loss_bottom10%': np.float64(22.918736351860893), 'test_avg_loss_top10%': np.float64(42.68255230232521), 'test_avg_loss_cos1': np.float64(0.9870385427653683), 'test_avg_loss_entropy': np.float64(2.2897808223420233), 'test_loss_std': np.float64(25942.14042876235), 'test_loss_bottom_decile': np.float64(132724.9575805664), 'test_loss_top_decile': np.float64(221266.3511352539), 'test_loss_min': np.float64(118810.72924804688), 'test_loss_max': np.float64(221266.3511352539), 'test_loss_bottom10%': np.float64(118810.72924804688), 'test_loss_top10%': np.float64(221266.3511352539), 'test_loss_cos1': np.float64(0.9870385427653682), 'test_loss_entropy': np.float64(2.289780822341199), 'val_avg_loss_std': np.float64(4.271782524946547), 'val_avg_loss_bottom_decile': np.float64(25.22276527498975), 'val_avg_loss_top_decile': np.float64(37.44918391145306), 'val_avg_loss_min': np.float64(23.19586435953776), 'val_avg_loss_max': np.float64(37.44918391145306), 'val_avg_loss_bottom10%': np.float64(23.19586435953776), 'val_avg_loss_top10%': np.float64(37.44918391145306), 'val_avg_loss_cos1': np.float64(0.9904090150397815), 'val_avg_loss_entropy': np.float64(2.292714639335715), 'val_loss_std': np.float64(22144.92060932289), 'val_loss_bottom_decile': np.float64(130754.81518554688), 'val_loss_top_decile': np.float64(194136.56939697266), 'val_loss_min': np.float64(120247.36083984375), 'val_loss_max': np.float64(194136.56939697266), 'val_loss_bottom10%': np.float64(120247.36083984375), 'val_loss_top10%': np.float64(194136.56939697266), 'val_loss_cos1': np.float64(0.9904090150397816), 'val_loss_entropy': np.float64(2.2927146393350646)}}
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{'Role': 'Server #', 'Round': 23, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.927693172737403), 'test_loss': np.float64(160329.1614074707), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.747532559618538), 'val_loss': np.float64(159395.2087890625), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.927693172737406), 'test_loss': np.float64(160329.1614074707), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.747532559618538), 'val_loss': np.float64(159395.2087890625), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.066953496689909), 'test_avg_loss_bottom_decile': np.float64(25.603133825608243), 'test_avg_loss_top_decile': np.float64(43.06937189455385), 'test_avg_loss_min': np.float64(23.091259567825883), 'test_avg_loss_max': np.float64(43.06937189455385), 'test_avg_loss_bottom10%': np.float64(23.091259567825883), 'test_avg_loss_top10%': np.float64(43.06937189455385), 'test_avg_loss_cos1': np.float64(0.9868437577685075), 'test_avg_loss_entropy': np.float64(2.2896137797726244), 'test_loss_std': np.float64(26267.086926840493), 'test_loss_bottom_decile': np.float64(132726.64575195312), 'test_loss_top_decile': np.float64(223271.6239013672), 'test_loss_min': np.float64(119705.08959960938), 'test_loss_max': np.float64(223271.6239013672), 'test_loss_bottom10%': np.float64(119705.08959960938), 'test_loss_top10%': np.float64(223271.6239013672), 'test_loss_cos1': np.float64(0.9868437577685074), 'test_loss_entropy': np.float64(2.289613779771795), 'val_avg_loss_std': np.float64(4.300475735984928), 'val_avg_loss_bottom_decile': np.float64(25.20376865952103), 'val_avg_loss_top_decile': np.float64(37.746140432946476), 'val_avg_loss_min': np.float64(23.359941788661626), 'val_avg_loss_max': np.float64(37.746140432946476), 'val_avg_loss_bottom10%': np.float64(23.359941788661626), 'val_avg_loss_top10%': np.float64(37.746140432946476), 'val_avg_loss_cos1': np.float64(0.9903602192832369), 'val_avg_loss_entropy': np.float64(2.292673066475198), 'val_loss_std': np.float64(22293.66621534586), 'val_loss_bottom_decile': np.float64(130656.33673095703), 'val_loss_top_decile': np.float64(195675.99200439453), 'val_loss_min': np.float64(121097.93823242188), 'val_loss_max': np.float64(195675.99200439453), 'val_loss_bottom10%': np.float64(121097.93823242188), 'val_loss_top10%': np.float64(195675.99200439453), 'val_loss_cos1': np.float64(0.9903602192832369), 'val_loss_entropy': np.float64(2.2926730664745465)}}
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{'Role': 'Server #', 'Round': 24, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.851288594139948), 'test_loss': np.float64(159933.0800720215), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.696133816095045), 'val_loss': np.float64(159128.7577026367), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.85128859413994), 'test_loss': np.float64(159933.0800720215), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.696133816095045), 'val_loss': np.float64(159128.7577026367), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.095220481483658), 'test_avg_loss_bottom_decile': np.float64(25.518758420591002), 'test_avg_loss_top_decile': np.float64(43.133746052965705), 'test_avg_loss_min': np.float64(23.08768700964657), 'test_avg_loss_max': np.float64(43.133746052965705), 'test_avg_loss_bottom10%': np.float64(23.08768700964657), 'test_avg_loss_top10%': np.float64(43.133746052965705), 'test_avg_loss_cos1': np.float64(0.9866348390582393), 'test_avg_loss_entropy': np.float64(2.2894342547680884), 'test_loss_std': np.float64(26413.622976011284), 'test_loss_bottom_decile': np.float64(132289.24365234375), 'test_loss_top_decile': np.float64(223605.33953857422), 'test_loss_min': np.float64(119686.56945800781), 'test_loss_max': np.float64(223605.33953857422), 'test_loss_bottom10%': np.float64(119686.56945800781), 'test_loss_top10%': np.float64(223605.33953857422), 'test_loss_cos1': np.float64(0.9866348390582392), 'test_loss_entropy': np.float64(2.289434254767246), 'val_avg_loss_std': np.float64(4.304109133618475), 'val_avg_loss_bottom_decile': np.float64(25.155591128784934), 'val_avg_loss_top_decile': np.float64(37.713115762781214), 'val_avg_loss_min': np.float64(23.37436439372875), 'val_avg_loss_max': np.float64(37.713115762781214), 'val_avg_loss_bottom10%': np.float64(23.37436439372875), 'val_avg_loss_top10%': np.float64(37.713115762781214), 'val_avg_loss_cos1': np.float64(0.990312264204834), 'val_avg_loss_entropy': np.float64(2.292627017616763), 'val_loss_std': np.float64(22312.501748678173), 'val_loss_bottom_decile': np.float64(130406.5844116211), 'val_loss_top_decile': np.float64(195504.7921142578), 'val_loss_min': np.float64(121172.70501708984), 'val_loss_max': np.float64(195504.7921142578), 'val_loss_bottom10%': np.float64(121172.70501708984), 'val_loss_top10%': np.float64(195504.7921142578), 'val_loss_cos1': np.float64(0.9903122642048338), 'val_loss_entropy': np.float64(2.292627017616108)}}
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{'Role': 'Server #', 'Round': 25, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.770738186070947), 'test_loss': np.float64(159515.50675659179), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.573575959382232), 'val_loss': np.float64(158493.4177734375), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.770738186070947), 'test_loss': np.float64(159515.50675659179), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.573575959382232), 'val_loss': np.float64(158493.4177734375), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.100991609143541), 'test_avg_loss_bottom_decile': np.float64(25.486810119063765), 'test_avg_loss_top_decile': np.float64(43.12770502066907), 'test_avg_loss_min': np.float64(22.969519674042125), 'test_avg_loss_max': np.float64(43.12770502066907), 'test_avg_loss_bottom10%': np.float64(22.969519674042125), 'test_avg_loss_top10%': np.float64(43.12770502066907), 'test_avg_loss_cos1': np.float64(0.9865363426311091), 'test_avg_loss_entropy': np.float64(2.289348201689977), 'test_loss_std': np.float64(26443.540501800115), 'test_loss_bottom_decile': np.float64(132123.62365722656), 'test_loss_top_decile': np.float64(223574.02282714844), 'test_loss_min': np.float64(119073.98999023438), 'test_loss_max': np.float64(223574.02282714844), 'test_loss_bottom10%': np.float64(119073.98999023438), 'test_loss_top10%': np.float64(223574.02282714844), 'test_loss_cos1': np.float64(0.9865363426311091), 'test_loss_entropy': np.float64(2.289348201689127), 'val_avg_loss_std': np.float64(4.297426041656011), 'val_avg_loss_bottom_decile': np.float64(25.066208062348544), 'val_avg_loss_top_decile': np.float64(37.66356960343726), 'val_avg_loss_min': np.float64(23.207686636183), 'val_avg_loss_max': np.float64(37.66356960343726), 'val_avg_loss_bottom10%': np.float64(23.207686636183), 'val_avg_loss_top10%': np.float64(37.66356960343726), 'val_avg_loss_cos1': np.float64(0.9902654341706558), 'val_avg_loss_entropy': np.float64(2.292577698100526), 'val_loss_std': np.float64(22277.85659994476), 'val_loss_bottom_decile': np.float64(129943.22259521484), 'val_loss_top_decile': np.float64(195247.94482421875), 'val_loss_min': np.float64(120308.64752197266), 'val_loss_max': np.float64(195247.94482421875), 'val_loss_bottom10%': np.float64(120308.64752197266), 'val_loss_top10%': np.float64(195247.94482421875), 'val_loss_cos1': np.float64(0.9902654341706559), 'val_loss_entropy': np.float64(2.2925776980998656)}}
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{'Role': 'Server #', 'Round': 26, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.600367375362065), 'test_loss': np.float64(158632.30447387695), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.407805843117796), 'val_loss': np.float64(157634.06549072266), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.60036737536206), 'test_loss': np.float64(158632.30447387695), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.407805843117796), 'val_loss': np.float64(157634.06549072266), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.1558382375087906), 'test_avg_loss_bottom_decile': np.float64(25.226264082355264), 'test_avg_loss_top_decile': np.float64(43.04638289227898), 'test_avg_loss_min': np.float64(22.734578909697355), 'test_avg_loss_max': np.float64(43.04638289227898), 'test_avg_loss_bottom10%': np.float64(22.734578909697355), 'test_avg_loss_top10%': np.float64(43.04638289227898), 'test_avg_loss_cos1': np.float64(0.9861008997562388), 'test_avg_loss_entropy': np.float64(2.288908798590798), 'test_loss_std': np.float64(26727.865423245566), 'test_loss_bottom_decile': np.float64(130772.95300292969), 'test_loss_top_decile': np.float64(223152.44891357422), 'test_loss_min': np.float64(117856.0570678711), 'test_loss_max': np.float64(223152.44891357422), 'test_loss_bottom10%': np.float64(117856.0570678711), 'test_loss_top10%': np.float64(223152.44891357422), 'test_loss_cos1': np.float64(0.9861008997562388), 'test_loss_entropy': np.float64(2.288908798589915), 'val_avg_loss_std': np.float64(4.3621635273506), 'val_avg_loss_bottom_decile': np.float64(24.795394061524192), 'val_avg_loss_top_decile': np.float64(37.547758785294896), 'val_avg_loss_min': np.float64(22.990530167096928), 'val_avg_loss_max': np.float64(37.547758785294896), 'val_avg_loss_bottom10%': np.float64(22.990530167096928), 'val_avg_loss_top10%': np.float64(37.547758785294896), 'val_avg_loss_cos1': np.float64(0.9898664182318833), 'val_avg_loss_entropy': np.float64(2.292160741396298), 'val_loss_std': np.float64(22613.455725785516), 'val_loss_bottom_decile': np.float64(128539.3228149414), 'val_loss_top_decile': np.float64(194647.58154296875), 'val_loss_min': np.float64(119182.90838623047), 'val_loss_max': np.float64(194647.58154296875), 'val_loss_bottom10%': np.float64(119182.90838623047), 'val_loss_top10%': np.float64(194647.58154296875), 'val_loss_cos1': np.float64(0.9898664182318833), 'val_loss_entropy': np.float64(2.2921607413956053)}}
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{'Role': 'Server #', 'Round': 27, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.642271297360644), 'test_loss': np.float64(158849.53440551757), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.43410830909823), 'val_loss': np.float64(157770.41747436524), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.64227129736064), 'test_loss': np.float64(158849.53440551757), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.434108309098235), 'val_loss': np.float64(157770.41747436524), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.172377357849522), 'test_avg_loss_bottom_decile': np.float64(25.2441047621362), 'test_avg_loss_top_decile': np.float64(43.20576471163903), 'test_avg_loss_min': np.float64(22.762423115012087), 'test_avg_loss_max': np.float64(43.20576471163903), 'test_avg_loss_bottom10%': np.float64(22.762423115012087), 'test_avg_loss_top10%': np.float64(43.20576471163903), 'test_avg_loss_cos1': np.float64(0.9860508810575592), 'test_avg_loss_entropy': np.float64(2.288875798386737), 'test_loss_std': np.float64(26813.604223091927), 'test_loss_bottom_decile': np.float64(130865.43908691406), 'test_loss_top_decile': np.float64(223978.68426513672), 'test_loss_min': np.float64(118000.40142822266), 'test_loss_max': np.float64(223978.68426513672), 'test_loss_bottom10%': np.float64(118000.40142822266), 'test_loss_top10%': np.float64(223978.68426513672), 'test_loss_cos1': np.float64(0.9860508810575593), 'test_loss_entropy': np.float64(2.288875798385853), 'val_avg_loss_std': np.float64(4.350195148729852), 'val_avg_loss_bottom_decile': np.float64(24.79895884902389), 'val_avg_loss_top_decile': np.float64(37.67388455661727), 'val_avg_loss_min': np.float64(22.983811213646405), 'val_avg_loss_max': np.float64(37.67388455661727), 'val_avg_loss_bottom10%': np.float64(22.983811213646405), 'val_avg_loss_top10%': np.float64(37.67388455661727), 'val_avg_loss_cos1': np.float64(0.9899382636057672), 'val_avg_loss_entropy': np.float64(2.2922339793378748), 'val_loss_std': np.float64(22551.41165101555), 'val_loss_bottom_decile': np.float64(128557.80267333984), 'val_loss_top_decile': np.float64(195301.4175415039), 'val_loss_min': np.float64(119148.07733154297), 'val_loss_max': np.float64(195301.4175415039), 'val_loss_bottom10%': np.float64(119148.07733154297), 'val_loss_top10%': np.float64(195301.4175415039), 'val_loss_cos1': np.float64(0.9899382636057671), 'val_loss_entropy': np.float64(2.292233979337188)}}
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{'Role': 'Server #', 'Round': 30, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.339010728435753), 'test_loss': np.float64(157277.43161621093), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.101983789750086), 'val_loss': np.float64(156048.68396606445), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.33901072843575), 'test_loss': np.float64(157277.43161621093), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.101983789750086), 'val_loss': np.float64(156048.68396606445), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.042483375324312), 'test_avg_loss_bottom_decile': np.float64(25.049845860328205), 'test_avg_loss_top_decile': np.float64(42.77615294044401), 'test_avg_loss_min': np.float64(22.996920150003316), 'test_avg_loss_max': np.float64(42.77615294044401), 'test_avg_loss_bottom10%': np.float64(22.996920150003316), 'test_avg_loss_top10%': np.float64(42.77615294044401), 'test_avg_loss_cos1': np.float64(0.9864677386687256), 'test_avg_loss_entropy': np.float64(2.289369947871564), 'test_loss_std': np.float64(26140.233817681234), 'test_loss_bottom_decile': np.float64(129858.4009399414), 'test_loss_top_decile': np.float64(221751.57684326172), 'test_loss_min': np.float64(119216.03405761719), 'test_loss_max': np.float64(221751.57684326172), 'test_loss_bottom10%': np.float64(119216.03405761719), 'test_loss_top10%': np.float64(221751.57684326172), 'test_loss_cos1': np.float64(0.9864677386687254), 'test_loss_entropy': np.float64(2.289369947870706), 'val_avg_loss_std': np.float64(4.157605518197415), 'val_avg_loss_bottom_decile': np.float64(24.6041709287667), 'val_avg_loss_top_decile': np.float64(37.09257159998388), 'val_avg_loss_min': np.float64(23.246207908347802), 'val_avg_loss_max': np.float64(37.09257159998388), 'val_avg_loss_bottom10%': np.float64(23.246207908347802), 'val_avg_loss_top10%': np.float64(37.09257159998388), 'val_avg_loss_cos1': np.float64(0.990596134116687), 'val_avg_loss_entropy': np.float64(2.2929610739904858), 'val_loss_std': np.float64(21553.027006335396), 'val_loss_bottom_decile': np.float64(127548.02209472656), 'val_loss_top_decile': np.float64(192287.8911743164), 'val_loss_min': np.float64(120508.341796875), 'val_loss_max': np.float64(192287.8911743164), 'val_loss_bottom10%': np.float64(120508.341796875), 'val_loss_top10%': np.float64(192287.8911743164), 'val_loss_cos1': np.float64(0.9905961341166869), 'val_loss_entropy': np.float64(2.292961073989841)}}
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{'Role': 'Server #', 'Round': 31, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.325326632275992), 'test_loss': np.float64(157206.49326171874), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.07604336915193), 'val_loss': np.float64(155914.2088256836), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.325326632275996), 'test_loss': np.float64(157206.49326171874), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(30.076043369151925), 'val_loss': np.float64(155914.2088256836), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.098601257332994), 'test_avg_loss_bottom_decile': np.float64(24.94987115742248), 'test_avg_loss_top_decile': np.float64(42.88840330382924), 'test_avg_loss_min': np.float64(22.86809816478211), 'test_avg_loss_max': np.float64(42.88840330382924), 'test_avg_loss_bottom10%': np.float64(22.86809816478211), 'test_avg_loss_top10%': np.float64(42.88840330382924), 'test_avg_loss_cos1': np.float64(0.9861588899235836), 'test_avg_loss_entropy': np.float64(2.2890576918287753), 'test_loss_std': np.float64(26431.148918014238), 'test_loss_bottom_decile': np.float64(129340.13208007812), 'test_loss_top_decile': np.float64(222333.48272705078), 'test_loss_min': np.float64(118548.22088623047), 'test_loss_max': np.float64(222333.48272705078), 'test_loss_bottom10%': np.float64(118548.22088623047), 'test_loss_top10%': np.float64(222333.48272705078), 'test_loss_cos1': np.float64(0.9861588899235835), 'test_loss_entropy': np.float64(2.2890576918278964), 'val_avg_loss_std': np.float64(4.208143584896954), 'val_avg_loss_bottom_decile': np.float64(24.465615778793524), 'val_avg_loss_top_decile': np.float64(37.10117730976623), 'val_avg_loss_min': np.float64(23.094328786120002), 'val_avg_loss_max': np.float64(37.10117730976623), 'val_avg_loss_bottom10%': np.float64(23.094328786120002), 'val_avg_loss_top10%': np.float64(37.10117730976623), 'val_avg_loss_cos1': np.float64(0.9903530579803282), 'val_avg_loss_entropy': np.float64(2.2926936851567246), 'val_loss_std': np.float64(21815.016344105807), 'val_loss_bottom_decile': np.float64(126829.75219726562), 'val_loss_top_decile': np.float64(192332.50317382812), 'val_loss_min': np.float64(119721.0004272461), 'val_loss_max': np.float64(192332.50317382812), 'val_loss_bottom10%': np.float64(119721.0004272461), 'val_loss_top10%': np.float64(192332.50317382812), 'val_loss_cos1': np.float64(0.9903530579803284), 'val_loss_entropy': np.float64(2.292693685156061)}}
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{'Role': 'Server #', 'Round': 32, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.163540846035804), 'test_loss': np.float64(156367.7957458496), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.921195928550063), 'val_loss': np.float64(155111.47969360353), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.163540846035808), 'test_loss': np.float64(156367.7957458496), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.921195928550066), 'val_loss': np.float64(155111.47969360353), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.108773150722587), 'test_avg_loss_bottom_decile': np.float64(24.80259683397081), 'test_avg_loss_top_decile': np.float64(42.680062140947506), 'test_avg_loss_min': np.float64(22.55680581081061), 'test_avg_loss_max': np.float64(42.680062140947506), 'test_avg_loss_bottom10%': np.float64(22.55680581081061), 'test_avg_loss_top10%': np.float64(42.680062140947506), 'test_avg_loss_cos1': np.float64(0.985958430595336), 'test_avg_loss_entropy': np.float64(2.2888297643111635), 'test_loss_std': np.float64(26483.88001334589), 'test_loss_bottom_decile': np.float64(128576.66198730469), 'test_loss_top_decile': np.float64(221253.44213867188), 'test_loss_min': np.float64(116934.48132324219), 'test_loss_max': np.float64(221253.44213867188), 'test_loss_bottom10%': np.float64(116934.48132324219), 'test_loss_top10%': np.float64(221253.44213867188), 'test_loss_cos1': np.float64(0.985958430595336), 'test_loss_entropy': np.float64(2.288829764310264), 'val_avg_loss_std': np.float64(4.2318168620148935), 'val_avg_loss_bottom_decile': np.float64(24.336389894838685), 'val_avg_loss_top_decile': np.float64(36.9206207887626), 'val_avg_loss_min': np.float64(22.78478057296188), 'val_avg_loss_max': np.float64(36.9206207887626), 'val_avg_loss_bottom10%': np.float64(22.78478057296188), 'val_avg_loss_top10%': np.float64(36.9206207887626), 'val_avg_loss_cos1': np.float64(0.9901460712648983), 'val_avg_loss_entropy': np.float64(2.2924605084707603), 'val_loss_std': np.float64(21937.73861268521), 'val_loss_bottom_decile': np.float64(126159.84521484375), 'val_loss_top_decile': np.float64(191396.4981689453), 'val_loss_min': np.float64(118116.30249023438), 'val_loss_max': np.float64(191396.4981689453), 'val_loss_bottom10%': np.float64(118116.30249023438), 'val_loss_top10%': np.float64(191396.4981689453), 'val_loss_cos1': np.float64(0.9901460712648982), 'val_loss_entropy': np.float64(2.2924605084700773)}}
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{'Role': 'Server #', 'Round': 33, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.242773238523508), 'test_loss': np.float64(156778.53646850586), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.97812083915428), 'val_loss': np.float64(155406.57843017578), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.24277323852351), 'test_loss': np.float64(156778.53646850586), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.978120839154276), 'val_loss': np.float64(155406.57843017578), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.082204561186453), 'test_avg_loss_bottom_decile': np.float64(24.851841891253436), 'test_avg_loss_top_decile': np.float64(42.82466227919967), 'test_avg_loss_min': np.float64(22.850350862667884), 'test_avg_loss_max': np.float64(42.82466227919967), 'test_avg_loss_bottom10%': np.float64(22.850350862667884), 'test_avg_loss_top10%': np.float64(42.82466227919967), 'test_avg_loss_cos1': np.float64(0.9861723066405637), 'test_avg_loss_entropy': np.float64(2.2890867920703784), 'test_loss_std': np.float64(26346.148445190567), 'test_loss_bottom_decile': np.float64(128831.94836425781), 'test_loss_top_decile': np.float64(222003.0492553711), 'test_loss_min': np.float64(118456.21887207031), 'test_loss_max': np.float64(222003.0492553711), 'test_loss_bottom10%': np.float64(118456.21887207031), 'test_loss_top10%': np.float64(222003.0492553711), 'test_loss_cos1': np.float64(0.9861723066405635), 'test_loss_entropy': np.float64(2.289086792069499), 'val_avg_loss_std': np.float64(4.170713226805136), 'val_avg_loss_bottom_decile': np.float64(24.379011554482542), 'val_avg_loss_top_decile': np.float64(37.062756856282554), 'val_avg_loss_min': np.float64(23.08236477698809), 'val_avg_loss_max': np.float64(37.062756856282554), 'val_avg_loss_bottom10%': np.float64(23.08236477698809), 'val_avg_loss_top10%': np.float64(37.062756856282554), 'val_avg_loss_cos1': np.float64(0.9904603486135335), 'val_avg_loss_entropy': np.float64(2.2928126293161286), 'val_loss_std': np.float64(21620.977367757823), 'val_loss_bottom_decile': np.float64(126380.7958984375), 'val_loss_top_decile': np.float64(192133.33154296875), 'val_loss_min': np.float64(119658.97900390625), 'val_loss_max': np.float64(192133.33154296875), 'val_loss_bottom10%': np.float64(119658.97900390625), 'val_loss_top10%': np.float64(192133.33154296875), 'val_loss_cos1': np.float64(0.9904603486135336), 'val_loss_entropy': np.float64(2.2928126293154723)}}
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{'Role': 'Server #', 'Round': 34, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.13110302348196), 'test_loss': np.float64(156199.63807373046), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.867220333476126), 'val_loss': np.float64(154831.67020874022), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.131103023481955), 'test_loss': np.float64(156199.63807373046), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.867220333476126), 'val_loss': np.float64(154831.67020874022), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.016375083111205), 'test_avg_loss_bottom_decile': np.float64(24.871334676389342), 'test_avg_loss_top_decile': np.float64(42.489687495761444), 'test_avg_loss_min': np.float64(22.724437160256468), 'test_avg_loss_max': np.float64(42.489687495761444), 'test_avg_loss_bottom10%': np.float64(22.724437160256468), 'test_avg_loss_top10%': np.float64(42.489687495761444), 'test_avg_loss_cos1': np.float64(0.9864229764149904), 'test_avg_loss_entropy': np.float64(2.2893098465948483), 'test_loss_std': np.float64(26004.888430848492), 'test_loss_bottom_decile': np.float64(128932.99896240234), 'test_loss_top_decile': np.float64(220266.53997802734), 'test_loss_min': np.float64(117803.48223876953), 'test_loss_max': np.float64(220266.53997802734), 'test_loss_bottom10%': np.float64(117803.48223876953), 'test_loss_top10%': np.float64(220266.53997802734), 'test_loss_cos1': np.float64(0.9864229764149905), 'test_loss_entropy': np.float64(2.2893098465939805), 'val_avg_loss_std': np.float64(4.124141503646909), 'val_avg_loss_bottom_decile': np.float64(24.397508574120792), 'val_avg_loss_top_decile': np.float64(36.720581160651314), 'val_avg_loss_min': np.float64(22.929265022277832), 'val_avg_loss_max': np.float64(36.720581160651314), 'val_avg_loss_bottom10%': np.float64(22.929265022277832), 'val_avg_loss_top10%': np.float64(36.720581160651314), 'val_avg_loss_cos1': np.float64(0.9906008045229803), 'val_avg_loss_entropy': np.float64(2.2929390958509046), 'val_loss_std': np.float64(21379.549554905574), 'val_loss_bottom_decile': np.float64(126476.68444824219), 'val_loss_top_decile': np.float64(190359.4927368164), 'val_loss_min': np.float64(118865.30987548828), 'val_loss_max': np.float64(190359.4927368164), 'val_loss_bottom10%': np.float64(118865.30987548828), 'val_loss_top10%': np.float64(190359.4927368164), 'val_loss_cos1': np.float64(0.99060080452298), 'val_loss_entropy': np.float64(2.2929390958502527)}}
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{'Role': 'Server #', 'Round': 39, 'Results_weighted_avg': {'test_avg_loss': np.float64(30.001001740679328), 'test_loss': np.float64(155525.19302368164), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.707856725763392), 'val_loss': np.float64(154005.52926635742), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(30.001001740679328), 'test_loss': np.float64(155525.19302368164), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.707856725763396), 'val_loss': np.float64(154005.52926635742), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.011580553895513), 'test_avg_loss_bottom_decile': np.float64(24.679395993550617), 'test_avg_loss_top_decile': np.float64(42.39146065417631), 'test_avg_loss_min': np.float64(22.665116098192), 'test_avg_loss_max': np.float64(42.39146065417631), 'test_avg_loss_bottom10%': np.float64(22.665116098192), 'test_avg_loss_top10%': np.float64(42.39146065417631), 'test_avg_loss_cos1': np.float64(0.9863330063631395), 'test_avg_loss_entropy': np.float64(2.289235136694509), 'test_loss_std': np.float64(25980.033591394335), 'test_loss_bottom_decile': np.float64(127937.9888305664), 'test_loss_top_decile': np.float64(219757.33203125), 'test_loss_min': np.float64(117495.96185302734), 'test_loss_max': np.float64(219757.33203125), 'test_loss_bottom10%': np.float64(117495.96185302734), 'test_loss_top10%': np.float64(219757.33203125), 'test_loss_cos1': np.float64(0.9863330063631396), 'test_loss_entropy': np.float64(2.2892351366936325), 'val_avg_loss_std': np.float64(4.068507529952275), 'val_avg_loss_bottom_decile': np.float64(24.15945504035479), 'val_avg_loss_top_decile': np.float64(36.398822431211116), 'val_avg_loss_min': np.float64(22.884388193672088), 'val_avg_loss_max': np.float64(36.398822431211116), 'val_avg_loss_bottom10%': np.float64(22.884388193672088), 'val_avg_loss_top10%': np.float64(36.398822431211116), 'val_avg_loss_cos1': np.float64(0.9907521566495852), 'val_avg_loss_entropy': np.float64(2.293090602208216), 'val_loss_std': np.float64(21091.143035272602), 'val_loss_bottom_decile': np.float64(125242.61492919922), 'val_loss_top_decile': np.float64(188691.49548339844), 'val_loss_min': np.float64(118632.6683959961), 'val_loss_max': np.float64(188691.49548339844), 'val_loss_bottom10%': np.float64(118632.6683959961), 'val_loss_top10%': np.float64(188691.49548339844), 'val_loss_cos1': np.float64(0.9907521566495853), 'val_loss_entropy': np.float64(2.2930906022075703)}}
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{'Role': 'Server #', 'Round': 40, 'Results_weighted_avg': {'test_avg_loss': np.float64(29.943179986506333), 'test_loss': np.float64(155225.44505004882), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.65628903824606), 'val_loss': np.float64(153738.20237426757), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(29.94317998650633), 'test_loss': np.float64(155225.44505004882), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.656289038246065), 'val_loss': np.float64(153738.20237426757), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.228508298904688), 'test_avg_loss_bottom_decile': np.float64(24.449093594963166), 'test_avg_loss_top_decile': np.float64(42.74647385397075), 'test_avg_loss_min': np.float64(22.106715002177673), 'test_avg_loss_max': np.float64(42.74647385397075), 'test_avg_loss_bottom10%': np.float64(22.106715002177673), 'test_avg_loss_top10%': np.float64(42.74647385397075), 'test_avg_loss_cos1': np.float64(0.9850949088817282), 'test_avg_loss_entropy': np.float64(2.287966634027239), 'test_loss_std': np.float64(27104.587021521904), 'test_loss_bottom_decile': np.float64(126744.10119628906), 'test_loss_top_decile': np.float64(221597.72045898438), 'test_loss_min': np.float64(114601.21057128906), 'test_loss_max': np.float64(221597.72045898438), 'test_loss_bottom10%': np.float64(114601.21057128906), 'test_loss_top10%': np.float64(221597.72045898438), 'test_loss_cos1': np.float64(0.9850949088817281), 'test_loss_entropy': np.float64(2.287966634026276), 'val_avg_loss_std': np.float64(4.314475676829288), 'val_avg_loss_bottom_decile': np.float64(23.914878998273686), 'val_avg_loss_top_decile': np.float64(36.8203763137629), 'val_avg_loss_min': np.float64(22.3341546823949), 'val_avg_loss_max': np.float64(36.8203763137629), 'val_avg_loss_bottom10%': np.float64(22.3341546823949), 'val_avg_loss_top10%': np.float64(36.8203763137629), 'val_avg_loss_cos1': np.float64(0.9895824766233225), 'val_avg_loss_entropy': np.float64(2.2918537622752577), 'val_loss_std': np.float64(22366.24190868303), 'val_loss_bottom_decile': np.float64(123974.73272705078), 'val_loss_top_decile': np.float64(190876.83081054688), 'val_loss_min': np.float64(115780.25787353516), 'val_loss_max': np.float64(190876.83081054688), 'val_loss_bottom10%': np.float64(115780.25787353516), 'val_loss_top10%': np.float64(190876.83081054688), 'val_loss_cos1': np.float64(0.9895824766233225), 'val_loss_entropy': np.float64(2.2918537622745263)}}
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{'Role': 'Server #', 'Round': 45, 'Results_weighted_avg': {'test_avg_loss': np.float64(29.66076588689545), 'test_loss': np.float64(153761.41035766603), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.306146529868798), 'val_loss': np.float64(151923.06361083983), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(29.66076588689545), 'test_loss': np.float64(153761.41035766603), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.3061465298688), 'val_loss': np.float64(151923.06361083983), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.081434174797622), 'test_avg_loss_bottom_decile': np.float64(24.37484002996374), 'test_avg_loss_top_decile': np.float64(42.26395825986509), 'test_avg_loss_min': np.float64(22.276406629585924), 'test_avg_loss_max': np.float64(42.26395825986509), 'test_avg_loss_bottom10%': np.float64(22.276406629585924), 'test_avg_loss_top10%': np.float64(42.26395825986509), 'test_avg_loss_cos1': np.float64(0.9856403373621088), 'test_avg_loss_entropy': np.float64(2.2885753949568928), 'test_loss_std': np.float64(26342.15476215087), 'test_loss_bottom_decile': np.float64(126359.17071533203), 'test_loss_top_decile': np.float64(219096.35961914062), 'test_loss_min': np.float64(115480.89196777344), 'test_loss_max': np.float64(219096.35961914062), 'test_loss_bottom10%': np.float64(115480.89196777344), 'test_loss_top10%': np.float64(219096.35961914062), 'test_loss_cos1': np.float64(0.9856403373621089), 'test_loss_entropy': np.float64(2.288575394955963), 'val_avg_loss_std': np.float64(4.111252539861716), 'val_avg_loss_bottom_decile': np.float64(23.79110050201416), 'val_avg_loss_top_decile': np.float64(36.132506723757146), 'val_avg_loss_min': np.float64(22.42620392787604), 'val_avg_loss_max': np.float64(36.132506723757146), 'val_avg_loss_bottom10%': np.float64(22.42620392787604), 'val_avg_loss_top10%': np.float64(36.132506723757146), 'val_avg_loss_cos1': np.float64(0.9903027695610576), 'val_avg_loss_entropy': np.float64(2.292626870559033), 'val_loss_std': np.float64(21312.73316664313), 'val_loss_bottom_decile': np.float64(123333.0650024414), 'val_loss_top_decile': np.float64(187310.91485595703), 'val_loss_min': np.float64(116257.44116210938), 'val_loss_max': np.float64(187310.91485595703), 'val_loss_bottom10%': np.float64(116257.44116210938), 'val_loss_top10%': np.float64(187310.91485595703), 'val_loss_cos1': np.float64(0.9903027695610573), 'val_loss_entropy': np.float64(2.292626870558347)}}
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{'Role': 'Server #', 'Round': 46, 'Results_weighted_avg': {'test_avg_loss': np.float64(29.45130001468423), 'test_loss': np.float64(152675.53927612305), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.104838165236107), 'val_loss': np.float64(150879.48104858398), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(29.451300014684232), 'test_loss': np.float64(152675.53927612305), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.104838165236107), 'val_loss': np.float64(150879.48104858398), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.113055737507114), 'test_avg_loss_bottom_decile': np.float64(24.145073384414484), 'test_avg_loss_top_decile': np.float64(41.98043495931743), 'test_avg_loss_min': np.float64(21.840103408436715), 'test_avg_loss_max': np.float64(41.98043495931743), 'test_avg_loss_bottom10%': np.float64(21.840103408436715), 'test_avg_loss_top10%': np.float64(41.98043495931743), 'test_avg_loss_cos1': np.float64(0.9852620266006755), 'test_avg_loss_entropy': np.float64(2.2881454996170083), 'test_loss_std': np.float64(26506.080943236884), 'test_loss_bottom_decile': np.float64(125168.06042480469), 'test_loss_top_decile': np.float64(217626.57482910156), 'test_loss_min': np.float64(113219.09606933594), 'test_loss_max': np.float64(217626.57482910156), 'test_loss_bottom10%': np.float64(113219.09606933594), 'test_loss_top10%': np.float64(217626.57482910156), 'test_loss_cos1': np.float64(0.9852620266006756), 'test_loss_entropy': np.float64(2.2881454996160415), 'val_avg_loss_std': np.float64(4.184020994862478), 'val_avg_loss_bottom_decile': np.float64(23.543740496223357), 'val_avg_loss_top_decile': np.float64(35.87374974474495), 'val_avg_loss_min': np.float64(21.97774201852304), 'val_avg_loss_max': np.float64(35.87374974474495), 'val_avg_loss_bottom10%': np.float64(21.97774201852304), 'val_avg_loss_top10%': np.float64(35.87374974474495), 'val_avg_loss_cos1': np.float64(0.9898244261976641), 'val_avg_loss_entropy': np.float64(2.2920989211498233), 'val_loss_std': np.float64(21689.964837367086), 'val_loss_bottom_decile': np.float64(122050.75073242188), 'val_loss_top_decile': np.float64(185969.5186767578), 'val_loss_min': np.float64(113932.61462402344), 'val_loss_max': np.float64(185969.5186767578), 'val_loss_bottom10%': np.float64(113932.61462402344), 'val_loss_top10%': np.float64(185969.5186767578), 'val_loss_cos1': np.float64(0.9898244261976639), 'val_loss_entropy': np.float64(2.2920989211490945)}}
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{'Role': 'Server #', 'Round': 47, 'Results_weighted_avg': {'test_avg_loss': np.float64(29.554031753540038), 'test_loss': np.float64(153208.10061035157), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.22961822203648), 'val_loss': np.float64(151526.3408630371), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(29.554031753540038), 'test_loss': np.float64(153208.10061035157), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.229618222036482), 'val_loss': np.float64(151526.3408630371), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.13702654381062), 'test_avg_loss_bottom_decile': np.float64(24.272173834435733), 'test_avg_loss_top_decile': np.float64(42.22226970578417), 'test_avg_loss_min': np.float64(21.93101253038571), 'test_avg_loss_max': np.float64(42.22226970578417), 'test_avg_loss_bottom10%': np.float64(21.93101253038571), 'test_avg_loss_top10%': np.float64(42.22226970578417), 'test_avg_loss_cos1': np.float64(0.9852275359857984), 'test_avg_loss_entropy': np.float64(2.2881362733774773), 'test_loss_std': np.float64(26630.345603114256), 'test_loss_bottom_decile': np.float64(125826.94915771484), 'test_loss_top_decile': np.float64(218880.24615478516), 'test_loss_min': np.float64(113690.36895751953), 'test_loss_max': np.float64(218880.24615478516), 'test_loss_bottom10%': np.float64(113690.36895751953), 'test_loss_top10%': np.float64(218880.24615478516), 'test_loss_cos1': np.float64(0.9852275359857983), 'test_loss_entropy': np.float64(2.288136273376514), 'val_avg_loss_std': np.float64(4.180958444612123), 'val_avg_loss_bottom_decile': np.float64(23.68967846293508), 'val_avg_loss_top_decile': np.float64(36.08993219446253), 'val_avg_loss_min': np.float64(22.099083582560223), 'val_avg_loss_max': np.float64(36.08993219446253), 'val_avg_loss_bottom10%': np.float64(22.099083582560223), 'val_avg_loss_top10%': np.float64(36.08993219446253), 'val_avg_loss_cos1': np.float64(0.9899243547729846), 'val_avg_loss_entropy': np.float64(2.2922109203528698), 'val_loss_std': np.float64(21674.088576869246), 'val_loss_bottom_decile': np.float64(122807.29315185547), 'val_loss_top_decile': np.float64(187090.20849609375), 'val_loss_min': np.float64(114561.64929199219), 'val_loss_max': np.float64(187090.20849609375), 'val_loss_bottom10%': np.float64(114561.64929199219), 'val_loss_top10%': np.float64(187090.20849609375), 'val_loss_cos1': np.float64(0.9899243547729846), 'val_loss_entropy': np.float64(2.2922109203521526)}}
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{'Role': 'Server #', 'Round': 48, 'Results_weighted_avg': {'test_avg_loss': np.float64(29.600381691073196), 'test_loss': np.float64(153448.37868652344), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.250707279016943), 'val_loss': np.float64(151635.66653442383), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(29.6003816910732), 'test_loss': np.float64(153448.37868652344), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.250707279016943), 'val_loss': np.float64(151635.66653442383), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.063170151676644), 'test_avg_loss_bottom_decile': np.float64(24.336037624029466), 'test_avg_loss_top_decile': np.float64(42.07461146366449), 'test_avg_loss_min': np.float64(22.13831918033553), 'test_avg_loss_max': np.float64(42.07461146366449), 'test_avg_loss_bottom10%': np.float64(22.13831918033553), 'test_avg_loss_top10%': np.float64(42.07461146366449), 'test_avg_loss_cos1': np.float64(0.9856841932255428), 'test_avg_loss_entropy': np.float64(2.2885873095174256), 'test_loss_std': np.float64(26247.474066291725), 'test_loss_bottom_decile': np.float64(126158.01904296875), 'test_loss_top_decile': np.float64(218114.78582763672), 'test_loss_min': np.float64(114765.04663085938), 'test_loss_max': np.float64(218114.78582763672), 'test_loss_bottom10%': np.float64(114765.04663085938), 'test_loss_top10%': np.float64(218114.78582763672), 'test_loss_cos1': np.float64(0.9856841932255429), 'test_loss_entropy': np.float64(2.288587309516494), 'val_avg_loss_std': np.float64(4.098650770646207), 'val_avg_loss_bottom_decile': np.float64(23.755541000837162), 'val_avg_loss_top_decile': np.float64(35.892829683091904), 'val_avg_loss_min': np.float64(22.29744671009205), 'val_avg_loss_max': np.float64(35.892829683091904), 'val_avg_loss_bottom10%': np.float64(22.29744671009205), 'val_avg_loss_top10%': np.float64(35.892829683091904), 'val_avg_loss_cos1': np.float64(0.9903252283139999), 'val_avg_loss_entropy': np.float64(2.2926326907197967), 'val_loss_std': np.float64(21247.40559502994), 'val_loss_bottom_decile': np.float64(123148.72454833984), 'val_loss_top_decile': np.float64(186068.42907714844), 'val_loss_min': np.float64(115589.96374511719), 'val_loss_max': np.float64(186068.42907714844), 'val_loss_bottom10%': np.float64(115589.96374511719), 'val_loss_top10%': np.float64(186068.42907714844), 'val_loss_cos1': np.float64(0.9903252283139998), 'val_loss_entropy': np.float64(2.2926326907191084)}}
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{'Role': 'Server #', 'Round': 52, 'Results_weighted_avg': {'test_avg_loss': np.float64(29.5174424595303), 'test_loss': np.float64(153018.4217102051), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.132692818582793), 'val_loss': np.float64(151023.8795715332), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(29.517442459530297), 'test_loss': np.float64(153018.4217102051), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(29.13269281858279), 'val_loss': np.float64(151023.8795715332), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.014480587554326), 'test_avg_loss_bottom_decile': np.float64(24.357163923758048), 'test_avg_loss_top_decile': np.float64(41.99755510871793), 'test_avg_loss_min': np.float64(22.22419726995774), 'test_avg_loss_max': np.float64(41.99755510871793), 'test_avg_loss_bottom10%': np.float64(22.22419726995774), 'test_avg_loss_top10%': np.float64(41.99755510871793), 'test_avg_loss_cos1': np.float64(0.9858750700196505), 'test_avg_loss_entropy': np.float64(2.288818417371189), 'test_loss_std': np.float64(25995.067365881623), 'test_loss_bottom_decile': np.float64(126267.53778076172), 'test_loss_top_decile': np.float64(217715.32568359375), 'test_loss_min': np.float64(115210.23864746094), 'test_loss_max': np.float64(217715.32568359375), 'test_loss_bottom10%': np.float64(115210.23864746094), 'test_loss_top10%': np.float64(217715.32568359375), 'test_loss_cos1': np.float64(0.9858750700196505), 'test_loss_entropy': np.float64(2.2888184173702717), 'val_avg_loss_std': np.float64(4.022371966148895), 'val_avg_loss_bottom_decile': np.float64(23.739338792400595), 'val_avg_loss_top_decile': np.float64(35.77104458985505), 'val_avg_loss_min': np.float64(22.3387271857556), 'val_avg_loss_max': np.float64(35.77104458985505), 'val_avg_loss_bottom10%': np.float64(22.3387271857556), 'val_avg_loss_top10%': np.float64(35.77104458985505), 'val_avg_loss_cos1': np.float64(0.990602389932823), 'val_avg_loss_entropy': np.float64(2.2929353385468847), 'val_loss_std': np.float64(20851.976272515876), 'val_loss_bottom_decile': np.float64(123064.73229980469), 'val_loss_top_decile': np.float64(185437.0951538086), 'val_loss_min': np.float64(115803.96173095703), 'val_loss_max': np.float64(185437.0951538086), 'val_loss_bottom10%': np.float64(115803.96173095703), 'val_loss_top10%': np.float64(185437.0951538086), 'val_loss_cos1': np.float64(0.9906023899328231), 'val_loss_entropy': np.float64(2.292935338546216)}}
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{'Role': 'Server #', 'Round': 53, 'Results_weighted_avg': {'test_avg_loss': np.float64(29.26438096717552), 'test_loss': np.float64(151706.5509338379), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.883434110806313), 'val_loss': np.float64(149731.72243041993), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(29.26438096717552), 'test_loss': np.float64(151706.5509338379), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.88343411080631), 'val_loss': np.float64(149731.72243041993), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.102369817959752), 'test_avg_loss_bottom_decile': np.float64(24.043916714044265), 'test_avg_loss_top_decile': np.float64(41.86625187485306), 'test_avg_loss_min': np.float64(21.743606002242476), 'test_avg_loss_max': np.float64(41.86625187485306), 'test_avg_loss_bottom10%': np.float64(21.743606002242476), 'test_avg_loss_top10%': np.float64(41.86625187485306), 'test_avg_loss_cos1': np.float64(0.9851382889260658), 'test_avg_loss_entropy': np.float64(2.288061824346213), 'test_loss_std': np.float64(26450.685136303357), 'test_loss_bottom_decile': np.float64(124643.66424560547), 'test_loss_top_decile': np.float64(217034.64971923828), 'test_loss_min': np.float64(112718.853515625), 'test_loss_max': np.float64(217034.64971923828), 'test_loss_bottom10%': np.float64(112718.853515625), 'test_loss_top10%': np.float64(217034.64971923828), 'test_loss_cos1': np.float64(0.9851382889260658), 'test_loss_entropy': np.float64(2.2880618243452355), 'val_avg_loss_std': np.float64(4.143838241078924), 'val_avg_loss_bottom_decile': np.float64(23.385925540217645), 'val_avg_loss_top_decile': np.float64(35.621631292649255), 'val_avg_loss_min': np.float64(21.855477074046195), 'val_avg_loss_max': np.float64(35.621631292649255), 'val_avg_loss_bottom10%': np.float64(21.855477074046195), 'val_avg_loss_top10%': np.float64(35.621631292649255), 'val_avg_loss_cos1': np.float64(0.9898647126256778), 'val_avg_loss_entropy': np.float64(2.2921531065634246), 'val_loss_std': np.float64(21481.657441753145), 'val_loss_bottom_decile': np.float64(121232.63800048828), 'val_loss_top_decile': np.float64(184662.53662109375), 'val_loss_min': np.float64(113298.79315185547), 'val_loss_max': np.float64(184662.53662109375), 'val_loss_bottom10%': np.float64(113298.79315185547), 'val_loss_top10%': np.float64(184662.53662109375), 'val_loss_cos1': np.float64(0.9898647126256778), 'val_loss_entropy': np.float64(2.2921531065626946)}}
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{'Role': 'Server #', 'Round': 54, 'Results_weighted_avg': {'test_avg_loss': np.float64(29.35885934241024), 'test_loss': np.float64(152196.3268310547), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.96088136272666), 'val_loss': np.float64(150133.208984375), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(29.358859342410238), 'test_loss': np.float64(152196.3268310547), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.960881362726656), 'val_loss': np.float64(150133.208984375), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(5.010301065386597), 'test_avg_loss_bottom_decile': np.float64(24.270674846790456), 'test_avg_loss_top_decile': np.float64(41.83116765669835), 'test_avg_loss_min': np.float64(22.056625342663423), 'test_avg_loss_max': np.float64(41.83116765669835), 'test_avg_loss_bottom10%': np.float64(22.056625342663423), 'test_avg_loss_top10%': np.float64(41.83116765669835), 'test_avg_loss_cos1': np.float64(0.9857486053714885), 'test_avg_loss_entropy': np.float64(2.2886972274074737), 'test_loss_std': np.float64(25973.400722964114), 'test_loss_bottom_decile': np.float64(125819.17840576172), 'test_loss_top_decile': np.float64(216852.77313232422), 'test_loss_min': np.float64(114341.54577636719), 'test_loss_max': np.float64(216852.77313232422), 'test_loss_bottom10%': np.float64(114341.54577636719), 'test_loss_top10%': np.float64(216852.77313232422), 'test_loss_cos1': np.float64(0.9857486053714883), 'test_loss_entropy': np.float64(2.288697227406543), 'val_avg_loss_std': np.float64(4.0292367105673295), 'val_avg_loss_bottom_decile': np.float64(23.609667518992485), 'val_avg_loss_top_decile': np.float64(35.628254925763166), 'val_avg_loss_min': np.float64(22.14999417905454), 'val_avg_loss_max': np.float64(35.628254925763166), 'val_avg_loss_bottom10%': np.float64(22.14999417905454), 'val_avg_loss_top10%': np.float64(35.628254925763166), 'val_avg_loss_cos1': np.float64(0.9904601284400777), 'val_avg_loss_entropy': np.float64(2.2927891239374185), 'val_loss_std': np.float64(20887.563107581038), 'val_loss_bottom_decile': np.float64(122392.51641845703), 'val_loss_top_decile': np.float64(184696.87353515625), 'val_loss_min': np.float64(114825.56982421875), 'val_loss_max': np.float64(184696.87353515625), 'val_loss_bottom10%': np.float64(114825.56982421875), 'val_loss_top10%': np.float64(184696.87353515625), 'val_loss_cos1': np.float64(0.9904601284400778), 'val_loss_entropy': np.float64(2.2927891239367364)}}
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{'Role': 'Server #', 'Round': 60, 'Results_weighted_avg': {'test_avg_loss': np.float64(29.189603110890328), 'test_loss': np.float64(151318.90252685547), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.75282597600678), 'val_loss': np.float64(149054.64985961915), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(29.189603110890328), 'test_loss': np.float64(151318.90252685547), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.75282597600678), 'val_loss': np.float64(149054.64985961915), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(4.992513532965271), 'test_avg_loss_bottom_decile': np.float64(24.055109118237908), 'test_avg_loss_top_decile': np.float64(41.58567020039499), 'test_avg_loss_min': np.float64(21.97684043130757), 'test_avg_loss_max': np.float64(41.58567020039499), 'test_avg_loss_bottom10%': np.float64(21.97684043130757), 'test_avg_loss_top10%': np.float64(41.58567020039499), 'test_avg_loss_cos1': np.float64(0.9856863963667893), 'test_avg_loss_entropy': np.float64(2.288632929816154), 'test_loss_std': np.float64(25881.190154891967), 'test_loss_bottom_decile': np.float64(124701.68566894531), 'test_loss_top_decile': np.float64(215580.11431884766), 'test_loss_min': np.float64(113927.94079589844), 'test_loss_max': np.float64(215580.11431884766), 'test_loss_bottom10%': np.float64(113927.94079589844), 'test_loss_top10%': np.float64(215580.11431884766), 'test_loss_cos1': np.float64(0.9856863963667893), 'test_loss_entropy': np.float64(2.288632929815214), 'val_avg_loss_std': np.float64(4.0271811282081735), 'val_avg_loss_bottom_decile': np.float64(23.331980646392445), 'val_avg_loss_top_decile': np.float64(35.27622079260556), 'val_avg_loss_min': np.float64(22.01660923898956), 'val_avg_loss_max': np.float64(35.27622079260556), 'val_avg_loss_bottom10%': np.float64(22.01660923898956), 'val_avg_loss_top10%': np.float64(35.27622079260556), 'val_avg_loss_cos1': np.float64(0.9903333006697279), 'val_avg_loss_entropy': np.float64(2.2926510445676014), 'val_loss_std': np.float64(20876.906968631167), 'val_loss_bottom_decile': np.float64(120952.98767089844), 'val_loss_top_decile': np.float64(182871.9285888672), 'val_loss_min': np.float64(114134.10229492188), 'val_loss_max': np.float64(182871.9285888672), 'val_loss_bottom10%': np.float64(114134.10229492188), 'val_loss_top10%': np.float64(182871.9285888672), 'val_loss_cos1': np.float64(0.9903333006697281), 'val_loss_entropy': np.float64(2.2926510445669037)}}
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{'Role': 'Server #', 'Round': 61, 'Results_weighted_avg': {'test_avg_loss': np.float64(29.097506232320526), 'test_loss': np.float64(150841.47230834962), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.669099965507602), 'val_loss': np.float64(148620.6142211914), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(29.097506232320523), 'test_loss': np.float64(150841.47230834962), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.6690999655076), 'val_loss': np.float64(148620.6142211914), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(4.999399091966964), 'test_avg_loss_bottom_decile': np.float64(23.94015108508828), 'test_avg_loss_top_decile': np.float64(41.4473672442966), 'test_avg_loss_min': np.float64(21.79147203468982), 'test_avg_loss_max': np.float64(41.4473672442966), 'test_avg_loss_bottom10%': np.float64(21.79147203468982), 'test_avg_loss_top10%': np.float64(41.4473672442966), 'test_avg_loss_cos1': np.float64(0.9855586985225322), 'test_avg_loss_entropy': np.float64(2.288482347810329), 'test_loss_std': np.float64(25916.884892756745), 'test_loss_bottom_decile': np.float64(124105.74322509766), 'test_loss_top_decile': np.float64(214863.1517944336), 'test_loss_min': np.float64(112966.99102783203), 'test_loss_max': np.float64(214863.1517944336), 'test_loss_bottom10%': np.float64(112966.99102783203), 'test_loss_top10%': np.float64(214863.1517944336), 'test_loss_cos1': np.float64(0.985558698522532), 'test_loss_entropy': np.float64(2.2884823478093748), 'val_avg_loss_std': np.float64(4.052856047566656), 'val_avg_loss_bottom_decile': np.float64(23.22812032110897), 'val_avg_loss_top_decile': np.float64(35.171356860502264), 'val_avg_loss_min': np.float64(21.81552306516671), 'val_avg_loss_max': np.float64(35.171356860502264), 'val_avg_loss_bottom10%': np.float64(21.81552306516671), 'val_avg_loss_top10%': np.float64(35.171356860502264), 'val_avg_loss_cos1': np.float64(0.9901550449805513), 'val_avg_loss_entropy': np.float64(2.292456356197129), 'val_loss_std': np.float64(21010.005750585544), 'val_loss_bottom_decile': np.float64(120414.5757446289), 'val_loss_top_decile': np.float64(182328.31396484375), 'val_loss_min': np.float64(113091.67156982422), 'val_loss_max': np.float64(182328.31396484375), 'val_loss_bottom10%': np.float64(113091.67156982422), 'val_loss_top10%': np.float64(182328.31396484375), 'val_loss_cos1': np.float64(0.9901550449805511), 'val_loss_entropy': np.float64(2.2924563561964155)}}
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{'Role': 'Server #', 'Round': 67, 'Results_weighted_avg': {'test_avg_loss': np.float64(28.86214568644394), 'test_loss': np.float64(149621.3632385254), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.413402374879812), 'val_loss': np.float64(147295.07791137695), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(28.862145686443945), 'test_loss': np.float64(149621.3632385254), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.413402374879816), 'val_loss': np.float64(147295.07791137695), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(4.983362557250032), 'test_avg_loss_bottom_decile': np.float64(23.737117449442547), 'test_avg_loss_top_decile': np.float64(41.198022112434295), 'test_avg_loss_min': np.float64(21.598828398151163), 'test_avg_loss_max': np.float64(41.198022112434295), 'test_avg_loss_bottom10%': np.float64(21.598828398151163), 'test_avg_loss_top10%': np.float64(41.198022112434295), 'test_avg_loss_cos1': np.float64(0.9854193244779749), 'test_avg_loss_entropy': np.float64(2.288354809745576), 'test_loss_std': np.float64(25833.751496784167), 'test_loss_bottom_decile': np.float64(123053.21685791016), 'test_loss_top_decile': np.float64(213570.54663085938), 'test_loss_min': np.float64(111968.32641601562), 'test_loss_max': np.float64(213570.54663085938), 'test_loss_bottom10%': np.float64(111968.32641601562), 'test_loss_top10%': np.float64(213570.54663085938), 'test_loss_cos1': np.float64(0.9854193244779748), 'test_loss_entropy': np.float64(2.2883548097446056), 'val_avg_loss_std': np.float64(4.015735867871603), 'val_avg_loss_bottom_decile': np.float64(22.981195826589325), 'val_avg_loss_top_decile': np.float64(34.80008761088053), 'val_avg_loss_min': np.float64(21.637979436803747), 'val_avg_loss_max': np.float64(34.80008761088053), 'val_avg_loss_bottom10%': np.float64(21.637979436803747), 'val_avg_loss_top10%': np.float64(34.80008761088053), 'val_avg_loss_cos1': np.float64(0.9901597441536123), 'val_avg_loss_entropy': np.float64(2.29245769936852), 'val_loss_std': np.float64(20817.574739046388), 'val_loss_bottom_decile': np.float64(119134.51916503906), 'val_loss_top_decile': np.float64(180403.6541748047), 'val_loss_min': np.float64(112171.28540039062), 'val_loss_max': np.float64(180403.6541748047), 'val_loss_bottom10%': np.float64(112171.28540039062), 'val_loss_top10%': np.float64(180403.6541748047), 'val_loss_cos1': np.float64(0.9901597441536123), 'val_loss_entropy': np.float64(2.2924576993678)}}
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{'Role': 'Server #', 'Round': 68, 'Results_weighted_avg': {'test_avg_loss': np.float64(28.88994550234006), 'test_loss': np.float64(149765.47748413085), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.45689956759229), 'val_loss': np.float64(147520.56735839843), 'val_total': np.float64(5184.0)}, 'Results_avg': {'test_avg_loss': np.float64(28.889945502340055), 'test_loss': np.float64(149765.47748413085), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.45689956759229), 'val_loss': np.float64(147520.56735839843), 'val_total': np.float64(5184.0)}, 'Results_fairness': {'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(4.99138906612359), 'test_avg_loss_bottom_decile': np.float64(23.708397688689054), 'test_avg_loss_top_decile': np.float64(41.24593640551155), 'test_avg_loss_min': np.float64(21.665692388275524), 'test_avg_loss_max': np.float64(41.24593640551155), 'test_avg_loss_bottom10%': np.float64(21.665692388275524), 'test_avg_loss_top10%': np.float64(41.24593640551155), 'test_avg_loss_cos1': np.float64(0.9854008666933088), 'test_avg_loss_entropy': np.float64(2.2883414170205256), 'test_loss_std': np.float64(25875.36091878469), 'test_loss_bottom_decile': np.float64(122904.33361816406), 'test_loss_top_decile': np.float64(213818.93432617188), 'test_loss_min': np.float64(112314.94934082031), 'test_loss_max': np.float64(213818.93432617188), 'test_loss_bottom10%': np.float64(112314.94934082031), 'test_loss_top10%': np.float64(213818.93432617188), 'test_loss_cos1': np.float64(0.9854008666933086), 'test_loss_entropy': np.float64(2.2883414170195553), 'val_avg_loss_std': np.float64(4.044718422921216), 'val_avg_loss_bottom_decile': np.float64(22.939585944752633), 'val_avg_loss_top_decile': np.float64(34.91785626352569), 'val_avg_loss_min': np.float64(21.674891083328813), 'val_avg_loss_max': np.float64(34.91785626352569), 'val_avg_loss_bottom10%': np.float64(21.674891083328813), 'val_avg_loss_top10%': np.float64(34.91785626352569), 'val_avg_loss_cos1': np.float64(0.9900493542239632), 'val_avg_loss_entropy': np.float64(2.2923475703941607), 'val_loss_std': np.float64(20967.820304423578), 'val_loss_bottom_decile': np.float64(118918.81353759766), 'val_loss_top_decile': np.float64(181014.1668701172), 'val_loss_min': np.float64(112362.63537597656), 'val_loss_max': np.float64(181014.1668701172), 'val_loss_bottom10%': np.float64(112362.63537597656), 'val_loss_top10%': np.float64(181014.1668701172), 'val_loss_cos1': np.float64(0.9900493542239633), 'val_loss_entropy': np.float64(2.292347570393434)}}
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{'Role': 'Server #', 'Round': 'Final', 'Results_raw': {'client_best_individual': {'val_loss': 111232.1812133789, 'test_avg_loss': 21.465702480740017, 'test_loss': 111278.20166015625, 'test_total': 5184.0, 'val_avg_loss': 21.4568250797413, 'val_total': 5184.0}, 'client_summarized_weighted_avg': {'val_loss': np.float64(147243.91464233398), 'test_avg_loss': np.float64(28.853475435280505), 'test_loss': np.float64(149576.41665649414), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.403532917116895), 'val_total': np.float64(5184.0)}, 'client_summarized_avg': {'val_loss': np.float64(147243.91464233398), 'test_avg_loss': np.float64(28.853475435280508), 'test_loss': np.float64(149576.41665649414), 'test_total': np.float64(5184.0), 'val_avg_loss': np.float64(28.403532917116898), 'val_total': np.float64(5184.0)}, 'client_summarized_fairness': {'val_loss_entropy': np.float64(2.290285311071613), 'val_loss_cos1': np.float64(0.9885648912890423), 'val_loss_top10%': np.float64(281832.1505126953), 'val_loss_bottom10%': np.float64(158174.57592773438), 'val_loss_max': np.float64(281832.1505126953), 'val_loss_min': np.float64(158174.57592773438), 'val_loss_top_decile': np.float64(281832.1505126953), 'val_loss_bottom_decile': np.float64(202973.90856933594), 'val_loss_std': np.float64(36146.281781827514), 'test_total': np.float64(5184.0), 'val_total': np.float64(5184.0), 'test_avg_loss_std': np.float64(6.892239773652048), 'test_avg_loss_bottom_decile': np.float64(38.81950006367248), 'test_avg_loss_top_decile': np.float64(56.79340522671923), 'test_avg_loss_min': np.float64(30.106009589301216), 'test_avg_loss_max': np.float64(56.79340522671923), 'test_avg_loss_bottom10%': np.float64(30.106009589301216), 'test_avg_loss_top10%': np.float64(56.79340522671923), 'test_avg_loss_cos1': np.float64(0.9884278059280788), 'test_avg_loss_entropy': np.float64(2.2903338819815993), 'test_loss_std': np.float64(35729.37098661222), 'test_loss_bottom_decile': np.float64(201240.28833007812), 'test_loss_top_decile': np.float64(294417.0126953125), 'test_loss_min': np.float64(156069.5537109375), 'test_loss_max': np.float64(294417.0126953125), 'test_loss_bottom10%': np.float64(156069.5537109375), 'test_loss_top10%': np.float64(294417.0126953125), 'test_loss_cos1': np.float64(0.9884278059280788), 'test_loss_entropy': np.float64(2.290333881981039), 'val_avg_loss_std': np.float64(6.972662380753765), 'val_avg_loss_bottom_decile': np.float64(39.15391754809721), 'val_avg_loss_top_decile': np.float64(54.36576977482549), 'val_avg_loss_min': np.float64(30.51207097371419), 'val_avg_loss_max': np.float64(54.36576977482549), 'val_avg_loss_bottom10%': np.float64(30.51207097371419), 'val_avg_loss_top10%': np.float64(54.36576977482549), 'val_avg_loss_cos1': np.float64(0.9885648912890421), 'val_avg_loss_entropy': np.float64(2.290285311072169)}}}
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{'Role': 'Client #1', 'Round': 70, 'Results_raw': {'test_avg_loss': 23.7006612000642, 'test_loss': 122864.22766113281, 'test_total': 5184, 'val_avg_loss': 22.93722339912697, 'val_loss': 118906.56610107422, 'val_total': 5184}}
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{'Role': 'Client #2', 'Round': 70, 'Results_raw': {'test_avg_loss': 21.465702480740017, 'test_loss': 111278.20166015625, 'test_total': 5184, 'val_avg_loss': 21.4568250797413, 'val_loss': 111232.1812133789, 'val_total': 5184}}
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{'Role': 'Client #3', 'Round': 70, 'Results_raw': {'test_avg_loss': 26.659772354879497, 'test_loss': 138204.2598876953, 'test_total': 5184, 'val_avg_loss': 25.112968162254052, 'val_loss': 130185.626953125, 'val_total': 5184}}
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{'Role': 'Client #4', 'Round': 70, 'Results_raw': {'test_avg_loss': 27.788014694496436, 'test_loss': 144053.06817626953, 'test_total': 5184, 'val_avg_loss': 27.952634929138938, 'val_loss': 144906.45947265625, 'val_total': 5184}}
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{'Role': 'Client #5', 'Round': 70, 'Results_raw': {'test_avg_loss': 41.26773356213982, 'test_loss': 213931.9307861328, 'test_total': 5184, 'val_avg_loss': 34.884770958511915, 'val_loss': 180842.65264892578, 'val_total': 5184}}
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{'Role': 'Client #6', 'Round': 70, 'Results_raw': {'test_avg_loss': 29.233553792223518, 'test_loss': 151546.74285888672, 'test_total': 5184, 'val_avg_loss': 29.804629514246813, 'val_loss': 154507.19940185547, 'val_total': 5184}}
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{'Role': 'Client #7', 'Round': 70, 'Results_raw': {'test_avg_loss': 29.858281371034224, 'test_loss': 154785.3306274414, 'test_total': 5184, 'val_avg_loss': 31.01704243083059, 'val_loss': 160792.34796142578, 'val_total': 5184}}
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{'Role': 'Client #8', 'Round': 70, 'Results_raw': {'test_avg_loss': 27.15490448327712, 'test_loss': 140771.0248413086, 'test_total': 5184, 'val_avg_loss': 27.611641907397612, 'val_loss': 143138.75164794922, 'val_total': 5184}}
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{'Role': 'Client #9', 'Round': 70, 'Results_raw': {'test_avg_loss': 31.73218259693664, 'test_loss': 164499.63458251953, 'test_total': 5184, 'val_avg_loss': 33.550636738906675, 'val_loss': 173926.5008544922, 'val_total': 5184}}
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{'Role': 'Client #10', 'Round': 70, 'Results_raw': {'test_avg_loss': 29.673947817013588, 'test_loss': 153829.74548339844, 'test_total': 5184, 'val_avg_loss': 29.70695605101409, 'val_loss': 154000.86016845703, 'val_total': 5184}}
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